From c0b5d6b77b9f41c0e14315cbe3c00810058f01f3 Mon Sep 17 00:00:00 2001 From: Paolo Rivas Date: Tue, 6 Oct 2020 02:56:52 -0500 Subject: [PATCH 1/2] commiting copy --- Assignment 2-2020.Rmd | 160 +- Assignment_2-2020.html | 35740 +++++++++++++++++++++++++++++++++++++++ 2 files changed, 35892 insertions(+), 8 deletions(-) create mode 100644 Assignment_2-2020.html diff --git a/Assignment 2-2020.Rmd b/Assignment 2-2020.Rmd index 081fcec..2962658 100644 --- a/Assignment 2-2020.Rmd +++ b/Assignment 2-2020.Rmd @@ -1,7 +1,7 @@ --- title: "Assignment 2" -author: "Charles Lang" -date: "September 24, 2020" +author: "Paolo Rivas" +date: "October 5, 2020" output: html_document --- #Part I @@ -19,10 +19,13 @@ key,points = how many times a student skipped or increased the speed of a video ```{r} #Install the 'tidyverse' package or if that does not work, install the 'dplyr' and 'tidyr' packages. +#install.packages('tidyverse') +#install.packages("dplyr") + #Load the package(s) you just installed library(tidyverse) -library(tidyr) +#library(tidyr) library(dplyr) D1 <- read.csv("video-data.csv", header = TRUE) @@ -96,12 +99,27 @@ pairs(D5) #round() rounds numbers to whole number values #sample() draws a random samples from the groups vector according to a uniform distribution - +#Disclaimer: I might have made it a little bit more complicated by using cut and data.frame but that was the only way Icould manage to filter everything + +s <- rnorm(100, 75, 15) #creating random sample with a mean fof 75 and a 15 standar div. +p <- seq(0.01,1,0.01) #creating sequence of probabilistics +s1 <- sample(s, 1000, prob = p, replace = TRUE) #creating a sample of 1000 students, more than neccesary +s2 <- round(s1) #rounding numbers +s3 <-cut(s2, c(0,25,50,75,100), label=c("sport", "music", "nature", "literature")) +df1 <- data.frame("scores" = s2, "classification" = s3) #creating a new dataframe for our numbers +df2 <- df1 %>% filter(scores <= 100) #filtering my new df1 with only those with less than 100 of score +df3 <- df2 %>% slice(1:100) #slicing only the first 100 cases +df3 #Final DataFrame ``` 2. Using base R commands, draw a histogram of the scores. Change the breaks in your histogram until you think they best represent your data. ```{r} +hist(df3$scores, breaks = 100, + xlab = "individual records", + xlim = c(30,100), + main = "Class Scores", + ylim = c(0,10)) ``` @@ -111,6 +129,13 @@ pairs(D5) ```{r} #cut() divides the range of scores into intervals and codes the values in scores according to which interval they fall. We use a vector called `letters` as the labels, `letters` is a vector made up of the letters of the alphabet. +#im going to arbitrarely cut my data into 3 pieces using quantiles just by looking at how they have naturally clustered. +#im cutting using quantiles for a better distribution + +letters <- cut(df3$scores, quantile(df3$scores, c(0, 1/3, 2/3, 1)), labels = c("a", "b", "c")) +letters +df3$letters <- letters +df3 ``` 4. Now using the colorbrewer package (RColorBrewer; http://colorbrewer2.org/#type=sequential&scheme=BuGn&n=3) design a pallette and assign it to the groups in your data on the histogram. @@ -122,30 +147,50 @@ library(RColorBrewer) #The top section of palettes are sequential, the middle section are qualitative, and the lower section are diverging. #Make RColorBrewer palette available to R and assign to your bins +display.brewer.pal(3, "RdYlBu") +display.brewer.pal(9, "Pastel1") #Use named palette in histogram - ``` +```{r} +library("ggplot2") +histo <- ggplot(df3, aes(scores, fill = letters)) + geom_histogram(bins = 100) +histo + scale_fill_brewer(palette= "Pastel1") +``` 5. Create a boxplot that visualizes the scores for each interest group and color each interest group a different color. ```{r} #Make a vector of the colors from RColorBrewer +vector_color = brewer.pal(4, 'Paired') + +bp<- ggplot(df3, aes(x=classification, y=scores,fill=classification)) + + geom_boxplot() +bp_v <- bp + scale_fill_brewer(c(vector_color)) +bp_v -``` +``` 6. Now simulate a new variable that describes the number of logins that students made to the educational game. They should vary from 1-25. ```{r} - +#Found runif function which makes this truly easy +logins <- runif(100, 1, 25) +longins1<- round(logins) +df3$logins <- longins1 +df3 ``` 7. Plot the relationships between logins and scores. Give the plot a title and color the dots according to interest group. ```{r} +SP <- ggplot(df3, aes(x=scores, y=logins, color=classification)) + + geom_point() + labs(title="Scores vs, Logins") + + theme_classic() +SP ``` @@ -153,13 +198,26 @@ library(RColorBrewer) ```{r} -``` +data(AirPassengers) +AP <- AirPassengers +# Im taking a look at the class of the dataset AirPassengers +class(AP) + +plot(AP,xlab="Date", ylab = "Passenger numbers (1000's)",main="Air Passenger numbers from 1949 to 1961") +``` 9. Using another inbuilt data set, iris, plot the relationships between all of the variables in the data set. Which of these relationships is it appropraiet to run a correlation on? ```{r} +data("iris") +dat_iris <- iris +class(iris) +colnames(iris) + +pairs(iris[1:4], main = "Iris Data - 3 species", pch = 21, bg = c("red", "green", "blue")[unclass(iris$Species)], lower.panel=NULL, labels=c("SL","SW","PL","PW"), font.labels=2, cex.labels=4.5) +#As we can see in the graphic it seams that sepal lenght and petal lenght and width are highly correlated (you can easily observe the liniallity) ``` # Part III - Analyzing Swirl @@ -168,11 +226,22 @@ library(RColorBrewer) In this repository you will find data describing Swirl activity from the class so far this semester. Please connect RStudio to this repository. + ### Instructions 1. Insert a new code block 2. Create a data frame from the `swirl-data.csv` file called `DF1` +```{r} + +library(tidyverse) +library(dplyr) + +DF1 <- read.csv("swirl-data.csv", header = TRUE) + +``` + + The variables are: `course_name` - the name of the R course the student attempted @@ -184,20 +253,95 @@ The variables are: `datetime` - the date and time the student attempted the question `hash` - anonymyzed student ID +```{r} +summary(DF1) +``` + 3. Create a new data frame that only includes the variables `hash`, `lesson_name` and `attempt` called `DF2` +```{r} +DF2<- DF1[, c("hash", "lesson_name", "attempt")] + +summary(DF2) + +``` + 4. Use the `group_by` function to create a data frame that sums all the attempts for each `hash` by each `lesson_name` called `DF3` +```{r} + +DF3 <- DF2 %>% group_by(lesson_name) %>% summarise(value_count = n(), sum_hash = sum(hash)) +DF3 +``` + + 5. On a scrap piece of paper draw what you think `DF3` would look like if all the lesson names were column names 6. Convert `DF3` to this format +```{r} +#install.packages("reshape2") +library(reshape2) +dcast(DF3, sum(value_count) ~ lesson_name) + +``` + + 7. Create a new data frame from `DF1` called `DF4` that only includes the variables `hash`, `lesson_name` and `correct` +```{r} + +DF4<- DF1[, c("hash", "lesson_name", "correct")] +DF4 +``` + 8. Convert the `correct` variable so that `TRUE` is coded as the **number** `1` and `FALSE` is coded as `0` +```{r} + +DF4$correct <- as.logical(DF4$correct) +class(DF4$correct) + + DF4_log <- DF4 %>% mutate_if(is.logical,as.numeric) + + DF4_log +``` 9. Create a new data frame called `DF5` that provides a mean score for each student on each course +```{r} + +DF5 <- DF1 %>% filter(correct == TRUE) #did not get the mean but this is important for the extra credit. I'll explain myself in the next task. +DF5 +``` 10. **Extra credit** Convert the `datetime` variable into month-day-year format and create a new data frame (`DF6`) that shows the average correct for each day +```{r} + +DF5$datetime2 <- as.POSIXct(as.numeric(DF5$datetime), origin='1970-01-01') +class(DF5$datetime2) + +DF5$date_class <-NULL +DF5 +#install.packages("lubridate") +library(lubridate) + +DF5 %>% + mutate(datetime2 = floor_date(datetime2)) %>% + group_by(datetime2) %>% + summarize(attempt = sum(attempt)) #because all attemps where true, meaning a point. + +DF6 <- DF5 %>% group_by(month = month(datetime2), day = day(datetime2)) + + +DF6$month = as.factor(DF6$month) +DF6$day = as.factor(DF6$day) + +ggplot(DF6, aes(day, attempt, group=month, col=month)) + + geom_boxplot() + + geom_point() + +#I did something different. Did not get the mean but i got the attempts per day and +#month that were true (meaning they got a point) and summed by day. +``` + Finally use the knitr function to generate an html document from your work. Commit, Push and Pull Request your work back to the main branch of the repository. Make sure you include both the .Rmd file and the .html file. diff --git a/Assignment_2-2020.html b/Assignment_2-2020.html new file mode 100644 index 0000000..9e6d7d2 --- /dev/null +++ b/Assignment_2-2020.html @@ -0,0 +1,35740 @@ + + + + + + + + + + + + + + + +Assignment 2 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + + +

#Part I

+
+

Data Wrangling

+

In the hackathon a project was proposed to collect data from student video watching, a sample of this data is available in the file video-data.csv.

+

stid = student id year = year student watched video participation = whether or not the student opened the video watch.time = how long the student watched the video for confusion.points = how many times a student rewatched a section of a video key,points = how many times a student skipped or increased the speed of a video

+
#Install the 'tidyverse' package or if that does not work, install the 'dplyr' and 'tidyr' packages.
+
+#install.packages('tidyverse')
+#install.packages("dplyr")
+
+#Load the package(s) you just installed
+
+library(tidyverse)
+
## ── Attaching packages ────────────────────────────────────────────────────────────────────────────────── tidyverse 1.3.0 ──
+
## ✔ ggplot2 3.3.2     ✔ purrr   0.3.4
+## ✔ tibble  2.1.3     ✔ dplyr   1.0.2
+## ✔ tidyr   1.1.2     ✔ stringr 1.4.0
+## ✔ readr   1.3.1     ✔ forcats 0.5.0
+
## ── Conflicts ───────────────────────────────────────────────────────────────────────────────────── tidyverse_conflicts() ──
+## ✖ dplyr::filter() masks stats::filter()
+## ✖ dplyr::lag()    masks stats::lag()
+
#library(tidyr)
+library(dplyr)
+
+D1 <- read.csv("video-data.csv", header = TRUE)
+
+#Create a data frame that only contains the years 2018
+D2 <- filter(D1, year == 2018)
+
+
+

Histograms

+
#Generate a histogram of the watch time for the year 2018
+
+hist(D2$watch.time)
+

+
#Change the number of breaks to 100, do you get the same impression?
+
+hist(D2$watch.time, breaks = 100)
+

+
#Cut the y-axis off at 10
+
+hist(D2$watch.time, breaks = 100, ylim = c(0,10))
+

+
#Restore the y-axis and change the breaks so that they are 0-5, 5-20, 20-25, 25-35
+
+hist(D2$watch.time, breaks = c(0,5,20,25,35))
+

+
+
+

Plots

+
#Plot the number of confusion points against the watch time
+
+plot(D1$confusion.points, D1$watch.time)
+

+
#Create two variables x & y
+x <- c(1,3,2,7,6,4,4)
+y <- c(2,4,2,3,2,4,3)
+
+#Create a table from x & y
+table1 <- table(x,y)
+
+#Display the table as a Barplot
+barplot(table1)
+

+
#Create a data frame of the average total key points for each year and plot the two against each other as a lines
+
+D3 <- D1 %>% group_by(year) %>% summarise(mean_key = mean(key.points))
+
## `summarise()` ungrouping output (override with `.groups` argument)
+
plot(D3$year, D3$mean_key, type = "l", lty = "dashed")
+

+
#Create a boxplot of total enrollment for three students
+D4 <- filter(D1, stid == 4|stid == 20| stid == 22)
+#The drop levels command will remove all the schools from the variable with no data  
+D4 <- droplevels(D4)
+boxplot(D4$watch.time~D4$stid, xlab = "Student", ylab = "Watch Time")
+

## Pairs

+
#Use matrix notation to select columns 2, 5, 6, and 7
+D5 <- D1[,c(2,5,6,7)]
+#Draw a matrix of plots for every combination of variables
+pairs(D5)
+

## Part II

+
    +
  1. Create a simulated data set containing 100 students, each with a score from 1-100 representing performance in an educational game. The scores should tend to cluster around 75. Also, each student should be given a classification that reflects one of four interest groups: sport, music, nature, literature.
    2. +
+
#rnorm(100, 75, 15) creates a random sample with a mean of 75 and standard deviation of 20
+#filter() can be used to set a maximum and minimum value
+#round() rounds numbers to whole number values
+#sample() draws a random samples from the groups vector according to a uniform distribution
+
+#Disclaimer: I might have made it a little bit more complicated by using cut and data.frame but that was the only way Icould manage to filter everything
+
+s <- rnorm(100, 75, 15) #creating random sample with a mean fof 75 and a 15 standar div. 
+p <- seq(0.01,1,0.01) #creating sequence of probabilistics
+s1 <- sample(s, 1000, prob = p, replace = TRUE)  #creating a sample of 1000 students, more than neccesary 
+s2 <- round(s1) #rounding numbers
+s3 <-cut(s2, c(0,25,50,75,100), label=c("sport", "music", "nature", "literature"))
+df1 <- data.frame("scores" = s2, "classification" = s3) #creating a new dataframe for our numbers
+df2 <- df1 %>% filter(scores <= 100) #filtering my new df1 with only those with less than 100 of score
+df3 <- df2 %>% slice(1:100) #slicing only the first 100 cases
+df3 #Final DataFrame
+
##     scores classification
+## 1       91     literature
+## 2       81     literature
+## 3       60         nature
+## 4       71         nature
+## 5       84     literature
+## 6       78     literature
+## 7       80     literature
+## 8       52         nature
+## 9       71         nature
+## 10      71         nature
+## 11      53         nature
+## 12      56         nature
+## 13      76     literature
+## 14      52         nature
+## 15      73         nature
+## 16      80     literature
+## 17      81     literature
+## 18      56         nature
+## 19      41          music
+## 20      86     literature
+## 21      48          music
+## 22      78     literature
+## 23      81     literature
+## 24      90     literature
+## 25      62         nature
+## 26      63         nature
+## 27      71         nature
+## 28      56         nature
+## 29      56         nature
+## 30      66         nature
+## 31      62         nature
+## 32      94     literature
+## 33      91     literature
+## 34      92     literature
+## 35      93     literature
+## 36      60         nature
+## 37      63         nature
+## 38      61         nature
+## 39      66         nature
+## 40      73         nature
+## 41      77     literature
+## 42      72         nature
+## 43      58         nature
+## 44      60         nature
+## 45      71         nature
+## 46      89     literature
+## 47      60         nature
+## 48      76     literature
+## 49      89     literature
+## 50      80     literature
+## 51      82     literature
+## 52      96     literature
+## 53      56         nature
+## 54      67         nature
+## 55      92     literature
+## 56      91     literature
+## 57      89     literature
+## 58      52         nature
+## 59      93     literature
+## 60      90     literature
+## 61      80     literature
+## 62      77     literature
+## 63      41          music
+## 64      82     literature
+## 65      77     literature
+## 66      91     literature
+## 67      80     literature
+## 68      84     literature
+## 69      90     literature
+## 70      82     literature
+## 71      74         nature
+## 72      75         nature
+## 73      84     literature
+## 74      55         nature
+## 75      92     literature
+## 76      90     literature
+## 77      77     literature
+## 78      56         nature
+## 79      71         nature
+## 80      82     literature
+## 81      80     literature
+## 82      86     literature
+## 83      77     literature
+## 84      93     literature
+## 85      72         nature
+## 86      92     literature
+## 87      71         nature
+## 88      91     literature
+## 89      80     literature
+## 90      48          music
+## 91      78     literature
+## 92      78     literature
+## 93      46          music
+## 94      69         nature
+## 95      74         nature
+## 96      72         nature
+## 97      74         nature
+## 98      76     literature
+## 99      50          music
+## 100     89     literature
+
    +
  1. Using base R commands, draw a histogram of the scores. Change the breaks in your histogram until you think they best represent your data.
    2. +
+
hist(df3$scores, breaks = 100,
+     xlab = "individual records",
+     xlim = c(30,100),
+     main = "Class Scores",
+     ylim = c(0,10))
+

+
    +
  1. Create a new variable that groups the scores according to the breaks in your histogram.
    2. +
+
#cut() divides the range of scores into intervals and codes the values in scores according to which interval they fall. We use a vector called `letters` as the labels, `letters` is a vector made up of the letters of the alphabet.
+
+#im going to arbitrarely cut my data into 3 pieces using quantiles just by looking at how they have naturally clustered.
+#im cutting using quantiles for a better distribution
+
+letters <- cut(df3$scores, quantile(df3$scores, c(0, 1/3, 2/3, 1)), labels = c("a", "b", "c"))
+letters
+
##   [1] c    b    a    a    c    b    b    a    a    a    a    a    b    a   
+##  [15] b    b    b    a    <NA> c    a    b    b    c    a    a    a    a   
+##  [29] a    a    a    c    c    c    c    a    a    a    a    b    b    b   
+##  [43] a    a    a    c    a    b    c    b    c    c    a    a    c    c   
+##  [57] c    a    c    c    b    b    <NA> c    b    c    b    c    c    c   
+##  [71] b    b    c    a    c    c    b    a    a    c    b    c    b    c   
+##  [85] b    c    a    c    b    a    b    b    a    a    b    b    b    b   
+##  [99] a    c   
+## Levels: a b c
+
df3$letters <- letters
+df3
+
##     scores classification letters
+## 1       91     literature       c
+## 2       81     literature       b
+## 3       60         nature       a
+## 4       71         nature       a
+## 5       84     literature       c
+## 6       78     literature       b
+## 7       80     literature       b
+## 8       52         nature       a
+## 9       71         nature       a
+## 10      71         nature       a
+## 11      53         nature       a
+## 12      56         nature       a
+## 13      76     literature       b
+## 14      52         nature       a
+## 15      73         nature       b
+## 16      80     literature       b
+## 17      81     literature       b
+## 18      56         nature       a
+## 19      41          music    <NA>
+## 20      86     literature       c
+## 21      48          music       a
+## 22      78     literature       b
+## 23      81     literature       b
+## 24      90     literature       c
+## 25      62         nature       a
+## 26      63         nature       a
+## 27      71         nature       a
+## 28      56         nature       a
+## 29      56         nature       a
+## 30      66         nature       a
+## 31      62         nature       a
+## 32      94     literature       c
+## 33      91     literature       c
+## 34      92     literature       c
+## 35      93     literature       c
+## 36      60         nature       a
+## 37      63         nature       a
+## 38      61         nature       a
+## 39      66         nature       a
+## 40      73         nature       b
+## 41      77     literature       b
+## 42      72         nature       b
+## 43      58         nature       a
+## 44      60         nature       a
+## 45      71         nature       a
+## 46      89     literature       c
+## 47      60         nature       a
+## 48      76     literature       b
+## 49      89     literature       c
+## 50      80     literature       b
+## 51      82     literature       c
+## 52      96     literature       c
+## 53      56         nature       a
+## 54      67         nature       a
+## 55      92     literature       c
+## 56      91     literature       c
+## 57      89     literature       c
+## 58      52         nature       a
+## 59      93     literature       c
+## 60      90     literature       c
+## 61      80     literature       b
+## 62      77     literature       b
+## 63      41          music    <NA>
+## 64      82     literature       c
+## 65      77     literature       b
+## 66      91     literature       c
+## 67      80     literature       b
+## 68      84     literature       c
+## 69      90     literature       c
+## 70      82     literature       c
+## 71      74         nature       b
+## 72      75         nature       b
+## 73      84     literature       c
+## 74      55         nature       a
+## 75      92     literature       c
+## 76      90     literature       c
+## 77      77     literature       b
+## 78      56         nature       a
+## 79      71         nature       a
+## 80      82     literature       c
+## 81      80     literature       b
+## 82      86     literature       c
+## 83      77     literature       b
+## 84      93     literature       c
+## 85      72         nature       b
+## 86      92     literature       c
+## 87      71         nature       a
+## 88      91     literature       c
+## 89      80     literature       b
+## 90      48          music       a
+## 91      78     literature       b
+## 92      78     literature       b
+## 93      46          music       a
+## 94      69         nature       a
+## 95      74         nature       b
+## 96      72         nature       b
+## 97      74         nature       b
+## 98      76     literature       b
+## 99      50          music       a
+## 100     89     literature       c
+
    +
  1. Now using the colorbrewer package (RColorBrewer; http://colorbrewer2.org/#type=sequential&scheme=BuGn&n=3) design a pallette and assign it to the groups in your data on the histogram.
    2. +
+
library(RColorBrewer)
+#Let's look at the available palettes in RColorBrewer
+
+#The top section of palettes are sequential, the middle section are qualitative, and the lower section are diverging.
+#Make RColorBrewer palette available to R and assign to your bins
+
+display.brewer.pal(3, "RdYlBu")
+

+
display.brewer.pal(9, "Pastel1")
+

+
#Use named palette in histogram
+
library("ggplot2")
+
+histo <- ggplot(df3, aes(scores, fill = letters)) + geom_histogram(bins = 100)
+histo + scale_fill_brewer(palette= "Pastel1")
+

+
    +
  1. Create a boxplot that visualizes the scores for each interest group and color each interest group a different color.
    2. +
+
#Make a vector of the colors from RColorBrewer
+vector_color = brewer.pal(4, 'Paired')
+
+bp<- ggplot(df3, aes(x=classification, y=scores,fill=classification)) +
+  geom_boxplot()
+bp_v <- bp  + scale_fill_brewer(c(vector_color))
+bp_v
+

+
    +
  1. Now simulate a new variable that describes the number of logins that students made to the educational game. They should vary from 1-25.
    2. +
+
#Found runif function which makes this truly easy
+logins <- runif(100, 1, 25)
+longins1<- round(logins)
+df3$logins <- longins1
+df3
+
##     scores classification letters logins
+## 1       91     literature       c     22
+## 2       81     literature       b     11
+## 3       60         nature       a     24
+## 4       71         nature       a     17
+## 5       84     literature       c      7
+## 6       78     literature       b      7
+## 7       80     literature       b      8
+## 8       52         nature       a     18
+## 9       71         nature       a     13
+## 10      71         nature       a     13
+## 11      53         nature       a     19
+## 12      56         nature       a      4
+## 13      76     literature       b      7
+## 14      52         nature       a     19
+## 15      73         nature       b      9
+## 16      80     literature       b     16
+## 17      81     literature       b     12
+## 18      56         nature       a     25
+## 19      41          music    <NA>     15
+## 20      86     literature       c     13
+## 21      48          music       a     15
+## 22      78     literature       b     10
+## 23      81     literature       b      6
+## 24      90     literature       c      4
+## 25      62         nature       a     13
+## 26      63         nature       a     12
+## 27      71         nature       a     17
+## 28      56         nature       a     20
+## 29      56         nature       a      9
+## 30      66         nature       a      6
+## 31      62         nature       a     13
+## 32      94     literature       c      5
+## 33      91     literature       c     23
+## 34      92     literature       c     15
+## 35      93     literature       c     17
+## 36      60         nature       a      7
+## 37      63         nature       a      8
+## 38      61         nature       a     16
+## 39      66         nature       a     17
+## 40      73         nature       b     17
+## 41      77     literature       b     15
+## 42      72         nature       b     13
+## 43      58         nature       a     10
+## 44      60         nature       a     13
+## 45      71         nature       a     22
+## 46      89     literature       c      8
+## 47      60         nature       a     17
+## 48      76     literature       b     15
+## 49      89     literature       c     24
+## 50      80     literature       b      6
+## 51      82     literature       c      4
+## 52      96     literature       c     23
+## 53      56         nature       a     25
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+## 55      92     literature       c      5
+## 56      91     literature       c     13
+## 57      89     literature       c      5
+## 58      52         nature       a      6
+## 59      93     literature       c     10
+## 60      90     literature       c     24
+## 61      80     literature       b     10
+## 62      77     literature       b      4
+## 63      41          music    <NA>     18
+## 64      82     literature       c     20
+## 65      77     literature       b     13
+## 66      91     literature       c     20
+## 67      80     literature       b      6
+## 68      84     literature       c     12
+## 69      90     literature       c      4
+## 70      82     literature       c     10
+## 71      74         nature       b     24
+## 72      75         nature       b     16
+## 73      84     literature       c     19
+## 74      55         nature       a     22
+## 75      92     literature       c     13
+## 76      90     literature       c     18
+## 77      77     literature       b     14
+## 78      56         nature       a     10
+## 79      71         nature       a     17
+## 80      82     literature       c     22
+## 81      80     literature       b     11
+## 82      86     literature       c     22
+## 83      77     literature       b      9
+## 84      93     literature       c     10
+## 85      72         nature       b      4
+## 86      92     literature       c      2
+## 87      71         nature       a     19
+## 88      91     literature       c     15
+## 89      80     literature       b     10
+## 90      48          music       a     15
+## 91      78     literature       b     18
+## 92      78     literature       b     15
+## 93      46          music       a     23
+## 94      69         nature       a     16
+## 95      74         nature       b     16
+## 96      72         nature       b     20
+## 97      74         nature       b     19
+## 98      76     literature       b     10
+## 99      50          music       a     16
+## 100     89     literature       c      8
+
    +
  1. Plot the relationships between logins and scores. Give the plot a title and color the dots according to interest group.
    2. +
+
SP <- ggplot(df3, aes(x=scores, y=logins, color=classification)) +
+  geom_point() + labs(title="Scores vs, Logins") +
+  theme_classic()  
+
+SP
+

+
    +
  1. R contains several inbuilt data sets, one of these in called AirPassengers. Plot a line graph of the the airline passengers over time using this data set.
    2. +
+
data(AirPassengers)
+AP <- AirPassengers
+# Im taking a look at the class of the dataset AirPassengers
+class(AP)
+
## [1] "ts"
+
plot(AP,xlab="Date", ylab = "Passenger numbers (1000's)",main="Air Passenger numbers from 1949 to 1961")
+

+
    +
  1. Using another inbuilt data set, iris, plot the relationships between all of the variables in the data set. Which of these relationships is it appropraiet to run a correlation on?
    2. +
+
data("iris") 
+dat_iris <- iris 
+class(iris)
+
## [1] "data.frame"
+
colnames(iris)
+
## [1] "Sepal.Length" "Sepal.Width"  "Petal.Length" "Petal.Width" 
+## [5] "Species"
+
pairs(iris[1:4], main = "Iris Data - 3 species", pch = 21, bg = c("red", "green", "blue")[unclass(iris$Species)], lower.panel=NULL, labels=c("SL","SW","PL","PW"), font.labels=2, cex.labels=4.5)
+

+
#As we can see in the graphic it seams that sepal lenght and petal lenght and width are highly correlated (you can easily observe the liniallity)
+
+
+

Part III - Analyzing Swirl

+
+

Data

+

In this repository you will find data describing Swirl activity from the class so far this semester. Please connect RStudio to this repository.

+
+

Instructions

+
    +
  1. Insert a new code block
    2. +
  2. Create a data frame from the swirl-data.csv file called DF1
    3. +
+
library(tidyverse)
+library(dplyr)
+
+DF1 <- read.csv("swirl-data.csv", header = TRUE)
+

The variables are:

+

course_name - the name of the R course the student attempted
+lesson_name - the lesson name
+question_number - the question number attempted correct - whether the question was answered correctly
+attempt - how many times the student attempted the question
+skipped - whether the student skipped the question
+datetime - the date and time the student attempted the question
+hash - anonymyzed student ID

+
summary(DF1)
+
##                     course_name                  lesson_name  
+##  R Programming            :4712   Logic                : 668  
+##  Getting and Cleaning Data: 704   Basic Building Blocks: 605  
+##  Exploratory_Data_Analysis: 290   Functions            : 579  
+##                           :  10   Dates and Times      : 543  
+##  R                        :   2   Workspace and Files  : 525  
+##  R P                      :   2   Subsetting Vectors   : 508  
+##  (Other)                  :   5   (Other)              :2297  
+##  question_number  correct        attempt        skipped       
+##  Min.   : 3.00   FALS :   1   Min.   : 1.000   Mode :logical  
+##  1st Qu.:12.00   FALSE: 894   1st Qu.: 1.000   FALSE:5558     
+##  Median :21.00   TRUE :4636   Median : 1.000   TRUE :54       
+##  Mean   :23.28   NA's : 194   Mean   : 1.301   NA's :113      
+##  3rd Qu.:33.00                3rd Qu.: 1.000                  
+##  Max.   :69.00                Max.   :16.000                  
+##  NA's   :32                   NA's   :38                      
+##     datetime              hash      
+##  Min.   :1.500e+02   Min.   : 2864  
+##  1st Qu.:1.505e+09   1st Qu.:24042  
+##  Median :1.505e+09   Median :44419  
+##  Mean   :1.503e+09   Mean   :48152  
+##  3rd Qu.:1.506e+09   3rd Qu.:77484  
+##  Max.   :1.506e+09   Max.   :98193  
+##  NA's   :39
+
    +
  1. Create a new data frame that only includes the variables hash, lesson_name and attempt called DF2
    2. +
+
DF2<- DF1[, c("hash", "lesson_name", "attempt")]
+
+summary(DF2)
+
##       hash                      lesson_name      attempt      
+##  Min.   : 2864   Logic                : 668   Min.   : 1.000  
+##  1st Qu.:24042   Basic Building Blocks: 605   1st Qu.: 1.000  
+##  Median :44419   Functions            : 579   Median : 1.000  
+##  Mean   :48152   Dates and Times      : 543   Mean   : 1.301  
+##  3rd Qu.:77484   Workspace and Files  : 525   3rd Qu.: 1.000  
+##  Max.   :98193   Subsetting Vectors   : 508   Max.   :16.000  
+##                  (Other)              :2297   NA's   :38
+
    +
  1. Use the group_by function to create a data frame that sums all the attempts for each hash by each lesson_name called DF3
    2. +
+
DF3 <- DF2 %>% group_by(lesson_name) %>% summarise(value_count = n(), sum_hash = sum(hash))
+
## `summarise()` ungrouping output (override with `.groups` argument)
+
DF3
+
## # A tibble: 32 x 3
+##    lesson_name           value_count sum_hash
+##    <fct>                       <int>    <int>
+##  1 ""                             20   752940
+##  2 Base_Plotting_System           61  1588640
+##  3 Basic Building Blocks         605 28287438
+##  4 Clustering_Example             60  1561376
+##  5 Dates and Times               543 26430613
+##  6 Exploratory_Graphs             13   279968
+##  7 Fu                              1    75323
+##  8 Functions                     579 26623361
+##  9 Graphics_Devices_in_R          13   279968
+## 10 Grouping and C                  1    11801
+## # … with 22 more rows
+
    +

  1. On a scrap piece of paper draw what you think DF3 would look like if all the lesson names were column names

    2. +

  2. Convert DF3 to this format

    3. +
+
#install.packages("reshape2")
+library(reshape2)
+
## 
+## Attaching package: 'reshape2'
+
## The following object is masked from 'package:tidyr':
+## 
+##     smiths
+
dcast(DF3, sum(value_count) ~ lesson_name)
+
## Using sum_hash as value column: use value.var to override.
+
##   sum(value_count)  Var.2 Base_Plotting_System Basic Building Blocks
+## 1             5725 752940              1588640              28287438
+##   Clustering_Example Dates and Times Exploratory_Graphs    Fu Functions
+## 1            1561376        26430613             279968 75323  26623361
+##   Graphics_Devices_in_R Grouping and C Grouping and Chaining w
+## 1                279968          11801                   21536
+##   Grouping and Chaining with dplyr Hierarchica Hierarchical_Clustering
+## 1                          9988433       21536                  258432
+##   K_Means_Clustering    Lo    Logic Looking Looking at Data Manipulatin
+## 1             279968 11801 31400020   21536         5045115       65259
+##   Manipulating Data with dplyr Matrices and Data Frames Missing Values
+## 1                     14117475                 17086423       15465881
+##   Plotting_Systems Principles_of_Analytic_Graphs Subsetti
+## 1          7069481                        258432    11801
+##   Subsetting Vectors Tidying Data  Tidying Data with tid
+## 1           24146429         21536                 11801
+##   Tidying Data with tidyr  Vectors Workspace and Files
+## 1                15328260 23416779            25730363
+
    +
  1. Create a new data frame from DF1 called DF4 that only includes the variables hash, lesson_name and correct
    2. +
+
DF4<- DF1[, c("hash", "lesson_name", "correct")]
+DF4
+
##       hash                      lesson_name correct
+## 1    30802                  Dates and Times    TRUE
+## 2    30802                        Functions    TRUE
+## 3    30802            Basic Building Blocks    TRUE
+## 4    30802                  Dates and Times    TRUE
+## 5    30802                  Dates and Times    TRUE
+## 6    30802              Workspace and Files    TRUE
+## 7    30802                        Functions    TRUE
+## 8    30802                  Dates and Times    TRUE
+## 9    30802                  Dates and Times    TRUE
+## 10   30802                  Dates and Times    TRUE
+## 11   30802            Basic Building Blocks    TRUE
+## 12   30802                          Vectors    TRUE
+## 13   30802            Basic Building Blocks    TRUE
+## 14   30802                          Vectors    TRUE
+## 15   30802              Workspace and Files    TRUE
+## 16   30802               Subsetting Vectors    TRUE
+## 17   30802                  Dates and Times    TRUE
+## 18   30802               Subsetting Vectors    TRUE
+## 19   30802                          Vectors   FALSE
+## 20   30802                  Dates and Times    TRUE
+## 21   30802               Subsetting Vectors    TRUE
+## 22   30802                  Dates and Times    TRUE
+## 23   30802                  Dates and Times    TRUE
+## 24   30802               Subsetting Vectors    TRUE
+## 25   30802                        Functions    TRUE
+## 26   30802               Subsetting Vectors    TRUE
+## 27   30802            Basic Building Blocks    TRUE
+## 28   30802                          Vectors    TRUE
+## 29   30802                            Logic    TRUE
+## 30   30802            Basic Building Blocks    TRUE
+## 31   30802              Workspace and Files    TRUE
+## 32   30802              Workspace and Files    TRUE
+## 33   30802               Subsetting Vectors    TRUE
+## 34   30802                  Dates and Times    TRUE
+## 35   30802              Workspace and Files    TRUE
+## 36   30802                  Dates and Times    TRUE
+## 37   30802                  Dates and Times    TRUE
+## 38   30802                          Vectors    TRUE
+## 39   30802               Subsetting Vectors    TRUE
+## 40   30802               Subsetting Vectors    TRUE
+## 41   30802            Basic Building Blocks    TRUE
+## 42   30802                  Dates and Times    TRUE
+## 43   30802                  Dates and Times    <NA>
+## 44   30802            Basic Building Blocks    TRUE
+## 45   30802               Subsetting Vectors    TRUE
+## 46   30802                            Logic    TRUE
+## 47   30802              Workspace and Files    TRUE
+## 48   30802               Subsetting Vectors    TRUE
+## 49   30802                            Logic   FALSE
+## 50   30802                            Logic    TRUE
+## 51   30802               Subsetting Vectors    TRUE
+## 52   30802                        Functions    TRUE
+## 53   30802                            Logic    TRUE
+## 54   30802                  Dates and Times    TRUE
+## 55   30802                          Vectors    TRUE
+## 56   30802            Basic Building Blocks    TRUE
+## 57   30802                            Logic    TRUE
+## 58   30802                            Logic    TRUE
+## 59   30802                   Missing Values    TRUE
+## 60   30802                            Logic    TRUE
+## 61   30802              Workspace and Files    TRUE
+## 62   30802               Subsetting Vectors    TRUE
+## 63   30802              Workspace and Files    TRUE
+## 64   30802              Workspace and Files   FALSE
+## 65   30802                  Dates and Times    TRUE
+## 66   30802                            Logic    TRUE
+## 67   30802            Basic Building Blocks    TRUE
+## 68   30802                  Dates and Times    TRUE
+## 69   30802                   Missing Values    TRUE
+## 70   30802                   Missing Values    TRUE
+## 71   30802                   Missing Values    TRUE
+## 72   30802               Subsetting Vectors    TRUE
+## 73   30802                            Logic    TRUE
+## 74   30802                            Logic   FALSE
+## 75   30802                            Logic    TRUE
+## 76   30802                  Dates and Times    TRUE
+## 77   30802                  Dates and Times    TRUE
+## 78   30802                  Dates and Times    TRUE
+## 79   30802                        Functions    TRUE
+## 80   30802                  Dates and Times    TRUE
+## 81   30802                            Logic    TRUE
+## 82   30802                  Dates and Times    TRUE
+## 83   30802                   Missing Values    TRUE
+## 84   30802              Workspace and Files    TRUE
+## 85   30802              Workspace and Files    TRUE
+## 86   30802                        Functions    TRUE
+## 87   30802            Basic Building Blocks    TRUE
+## 88   30802            Basic Building Blocks    TRUE
+## 89   30802            Basic Building Blocks    TRUE
+## 90   30802               Subsetting Vectors    TRUE
+## 91   30802                  Dates and Times    TRUE
+## 92   30802               Subsetting Vectors    TRUE
+## 93   30802                          Vectors    TRUE
+## 94   30802                          Vectors    TRUE
+## 95   30802              Workspace and Files    TRUE
+## 96   30802              Workspace and Files    <NA>
+## 97   30802                        Functions    <NA>
+## 98   30802                            Logic    TRUE
+## 99   30802              Workspace and Files    TRUE
+## 100  30802              Workspace and Files    TRUE
+## 101  30802                   Missing Values    TRUE
+## 102  30802              Workspace and Files    TRUE
+## 103  30802              Workspace and Files    TRUE
+## 104  30802               Subsetting Vectors    TRUE
+## 105  30802              Workspace and Files    TRUE
+## 106  30802              Workspace and Files    TRUE
+## 107  30802                  Dates and Times    TRUE
+## 108  30802               Subsetting Vectors    <NA>
+## 109  30802              Workspace and Files    TRUE
+## 110  30802              Workspace and Files    TRUE
+## 111  30802                            Logic    TRUE
+## 112  30802                            Logic    TRUE
+## 113  30802                            Logic    TRUE
+## 114  30802                  Dates and Times    TRUE
+## 115  30802               Subsetting Vectors    TRUE
+## 116  30802               Subsetting Vectors    TRUE
+## 117  30802               Subsetting Vectors    TRUE
+## 118  30802               Subsetting Vectors    TRUE
+## 119  30802                          Vectors    TRUE
+## 120  30802               Subsetting Vectors    TRUE
+## 121  30802              Workspace and Files    TRUE
+## 122  30802                   Missing Values    TRUE
+## 123  30802                   Missing Values    TRUE
+## 124  30802                   Missing Values    TRUE
+## 125  30802                            Logic    TRUE
+## 126  30802                            Logic    TRUE
+## 127  30802                          Vectors    TRUE
+## 128  30802                            Logic    TRUE
+## 129  30802                            Logic    TRUE
+## 130  30802            Basic Building Blocks    TRUE
+## 131  30802            Basic Building Blocks    TRUE
+## 132  30802               Subsetting Vectors    TRUE
+## 133  30802                            Logic    TRUE
+## 134  30802            Basic Building Blocks    TRUE
+## 135  30802            Basic Building Blocks    TRUE
+## 136  30802            Basic Building Blocks    TRUE
+## 137  30802                            Logic    TRUE
+## 138  30802                   Missing Values    TRUE
+## 139  30802                   Missing Values    <NA>
+## 140  30802              Workspace and Files    TRUE
+## 141  30802              Workspace and Files    TRUE
+## 142  30802                            Logic    TRUE
+## 143  30802              Workspace and Files    TRUE
+## 144  30802                            Logic    TRUE
+## 145  30802                            Logic    TRUE
+## 146  30802            Basic Building Blocks   FALSE
+## 147  30802                   Missing Values    TRUE
+## 148  30802                   Missing Values    TRUE
+## 149  30802                            Logic    TRUE
+## 150  30802                            Logic    TRUE
+## 151  30802                        Functions    TRUE
+## 152  30802                        Functions   FALSE
+## 153  30802               Subsetting Vectors    TRUE
+## 154  30802               Subsetting Vectors    TRUE
+## 155  30802                  Dates and Times    TRUE
+## 156  30802                        Functions    TRUE
+## 157  30802                          Vectors    TRUE
+## 158  30802                          Vectors    TRUE
+## 159  30802                   Missing Values    TRUE
+## 160  30802                        Functions    TRUE
+## 161  30802                        Functions    TRUE
+## 162  30802                        Functions    TRUE
+## 163  30802                        Functions    TRUE
+## 164  30802                            Logic    TRUE
+## 165  30802                        Functions    TRUE
+## 166  30802                        Functions    TRUE
+## 167  30802                            Logic    TRUE
+## 168  30802                        Functions    TRUE
+## 169  30802                            Logic    TRUE
+## 170  30802                        Functions    TRUE
+## 171  30802                        Functions    TRUE
+## 172  30802                            Logic    TRUE
+## 173  30802                        Functions    TRUE
+## 174  30802                        Functions    TRUE
+## 175  30802                        Functions    TRUE
+## 176  30802                            Logic    TRUE
+## 177  30802                        Functions    TRUE
+## 178  30802                          Vectors    TRUE
+## 179  30802                        Functions    TRUE
+## 180  30802                  Dates and Times    TRUE
+## 181  30802                            Logic    TRUE
+## 182  30802               Subsetting Vectors    TRUE
+## 183  30802                        Functions    TRUE
+## 184  30802                   Missing Values    TRUE
+## 185  30802                            Logic   FALSE
+## 186  30802                          Vectors    TRUE
+## 187  30802                          Vectors    TRUE
+## 188  30802                          Vectors   FALSE
+## 189  30802            Basic Building Blocks    TRUE
+## 190  30802                        Functions    TRUE
+## 191  30802                        Functions    TRUE
+## 192  30802                          Vectors    <NA>
+## 193  30802                          Vectors    TRUE
+## 194  30802                  Dates and Times    TRUE
+## 195  30802                        Functions   FALSE
+## 196  30802                          Vectors    TRUE
+## 197  30802                        Functions    TRUE
+## 198  30802            Basic Building Blocks    TRUE
+## 199  30802            Basic Building Blocks    <NA>
+## 200  30802                        Functions    TRUE
+## 201  30802                        Functions   FALSE
+## 202  30802                        Functions    TRUE
+## 203  30802                            Logic    TRUE
+## 204  30802                            Logic    <NA>
+## 205  30802                          Vectors    TRUE
+## 206  30802                          Vectors    TRUE
+## 207  30802                        Functions   FALSE
+## 208  30802               Subsetting Vectors    TRUE
+## 209  30802            Basic Building Blocks    TRUE
+## 210  30802            Basic Building Blocks    TRUE
+## 211  30802            Basic Building Blocks    TRUE
+## 212  30802                          Vectors    TRUE
+## 213  30802                            Logic    TRUE
+## 214  30802                            Logic    TRUE
+## 215  78719            Basic Building Blocks    TRUE
+## 216  78719                   Missing Values   FALSE
+## 217  78719                   Missing Values    TRUE
+## 218  78719                   Missing Values   FALSE
+## 219  78719                   Missing Values    TRUE
+## 220  78719            Basic Building Blocks    TRUE
+## 221  78719          Tidying Data with tidyr    TRUE
+## 222  78719          Tidying Data with tidyr    TRUE
+## 223  78719                   Missing Values    TRUE
+## 224  78719                   Missing Values    TRUE
+## 225  78719          Tidying Data with tidyr    TRUE
+## 226  78719          Tidying Data with tidyr   FALSE
+## 227  78719               Subsetting Vectors    TRUE
+## 228  78719               Subsetting Vectors    TRUE
+## 229  78719                   Missing Values    TRUE
+## 230  78719          Tidying Data with tidyr    TRUE
+## 231  78719          Tidying Data with tidyr    TRUE
+## 232  78719          Tidying Data with tidyr    TRUE
+## 233  78719                   Missing Values    TRUE
+## 234  78719          Tidying Data with tidyr    TRUE
+## 235  78719               Subsetting Vectors    TRUE
+## 236  78719                   Missing Values    TRUE
+## 237  78719                  Dates and Times    TRUE
+## 238  78719                   Missing Values    <NA>
+## 239  78719               Subsetting Vectors    TRUE
+## 240  78719          Tidying Data with tidyr   FALSE
+## 241  78719                  Dates and Times    TRUE
+## 242  78719          Tidying Data with tidyr    TRUE
+## 243  78719                  Dates and Times    TRUE
+## 244  78719                   Missing Values    TRUE
+## 245  78719                   Missing Values    TRUE
+## 246  78719            Basic Building Blocks    TRUE
+## 247  78719                        Functions    TRUE
+## 248  78719               Subsetting Vectors    TRUE
+## 249  78719                   Missing Values    TRUE
+## 250  78719                  Looking at Data    TRUE
+## 251  78719 Grouping and Chaining with dplyr    TRUE
+## 252  78719 Grouping and Chaining with dplyr    <NA>
+## 253  78719     Manipulating Data with dplyr   FALSE
+## 254  78719               Subsetting Vectors    TRUE
+## 255  78719                            Logic    TRUE
+## 256  78719            Basic Building Blocks    TRUE
+## 257  78719          Tidying Data with tidyr    TRUE
+## 258  78719          Tidying Data with tidyr    TRUE
+## 259  78719          Tidying Data with tidyr   FALSE
+## 260  78719          Tidying Data with tidyr    TRUE
+## 261  78719            Basic Building Blocks   FALSE
+## 262  78719                  Looking at Data    TRUE
+## 263  78719                  Looking at Data    TRUE
+## 264  78719                   Missing Values    TRUE
+## 265  78719                   Missing Values    TRUE
+## 266  78719          Tidying Data with tidyr   FALSE
+## 267  78719                            Logic    TRUE
+## 268  78719                  Dates and Times   FALSE
+## 269  78719                        Functions   FALSE
+## 270  78719                  Dates and Times   FALSE
+## 271  78719                  Dates and Times    TRUE
+## 272  78719               Subsetting Vectors    TRUE
+## 273  78719               Subsetting Vectors    TRUE
+## 274  78719          Tidying Data with tidyr    TRUE
+## 275  78719                   Missing Values   FALSE
+## 276  78719                   Missing Values    TRUE
+## 277  78719            Basic Building Blocks   FALSE
+## 278  78719                        Functions    TRUE
+## 279  78719                            Logic    TRUE
+## 280  78719          Tidying Data with tidyr    TRUE
+## 281  78719                        Functions    TRUE
+## 282  78719 Grouping and Chaining with dplyr    TRUE
+## 283  78719                        Functions   FALSE
+## 284  78719          Tidying Data with tidyr    TRUE
+## 285  78719                  Dates and Times    TRUE
+## 286  78719                   Missing Values    TRUE
+## 287  78719               Subsetting Vectors    TRUE
+## 288  78719            Basic Building Blocks    TRUE
+## 289  78719            Basic Building Blocks    TRUE
+## 290  78719          Tidying Data with tidyr    TRUE
+## 291  78719          Tidying Data with tidyr    TRUE
+## 292  78719          Tidying Data with tidyr    TRUE
+## 293  78719                  Dates and Times    TRUE
+## 294  78719          Tidying Data with tidyr   FALSE
+## 295  78719                            Logic    TRUE
+## 296  78719               Subsetting Vectors    TRUE
+## 297  78719                            Logic    TRUE
+## 298  78719          Tidying Data with tidyr    TRUE
+## 299  78719          Tidying Data with tidyr    <NA>
+## 300  78719          Tidying Data with tidyr   FALSE
+## 301  78719          Tidying Data with tidyr    TRUE
+## 302  78719                  Dates and Times    TRUE
+## 303  78719          Tidying Data with tidyr    TRUE
+## 304  78719                        Functions    TRUE
+## 305  78719                            Logic    TRUE
+## 306  78719              Workspace and Files    TRUE
+## 307  78719                  Dates and Times    TRUE
+## 308  78719          Tidying Data with tidyr    TRUE
+## 309  78719                            Logic    TRUE
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+## 2362 67994         Matrices and Data Frames    TRUE
+## 2363 67994         Matrices and Data Frames    TRUE
+## 2364 67994         Matrices and Data Frames    TRUE
+## 2365 67994         Matrices and Data Frames    TRUE
+## 2366 67994         Matrices and Data Frames    TRUE
+## 2367 67994         Matrices and Data Frames    TRUE
+## 2368 67994         Matrices and Data Frames    TRUE
+## 2369 67994         Matrices and Data Frames   FALSE
+## 2370 20682                                     <NA>
+## 2371 32870            Basic Building Blocks    TRUE
+## 2372 32870            Basic Building Blocks    TRUE
+## 2373 32870            Basic Building Blocks    TRUE
+## 2374 32870            Basic Building Blocks    TRUE
+## 2375 32870            Basic Building Blocks    TRUE
+## 2376 32870            Basic Building Blocks    TRUE
+## 2377 32870            Basic Building Blocks    TRUE
+## 2378 32870            Basic Building Blocks   FALSE
+## 2379 32870            Basic Building Blocks    TRUE
+## 2380 32870            Basic Building Blocks    TRUE
+## 2381 32870            Basic Building Blocks    TRUE
+## 2382 32870            Basic Building Blocks    TRUE
+## 2383 32870            Basic Building Blocks    TRUE
+## 2384 32870            Basic Building Blocks    TRUE
+## 2385 32870            Basic Building Blocks    TRUE
+## 2386 27487            Basic Building Blocks   FALSE
+## 2387 27487            Basic Building Blocks    TRUE
+## 2388 27487                   Missing Values    TRUE
+## 2389 27487                          Vectors   FALSE
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+## 2392 27487            Basic Building Blocks    TRUE
+## 2393 27487                            Logic   FALSE
+## 2394 27487            Basic Building Blocks    TRUE
+## 2395 27487            Basic Building Blocks   FALSE
+## 2396 27487            Basic Building Blocks    TRUE
+## 2397 27487                            Logic    TRUE
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+## 2399 27487                          Vectors    TRUE
+## 2400 27487                            Logic    TRUE
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+## 2402 27487            Basic Building Blocks    TRUE
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+## 2404 27487                          Vectors    TRUE
+## 2405 27487            Basic Building Blocks    TRUE
+## 2406 27487                            Logic    TRUE
+## 2407 27487            Basic Building Blocks    TRUE
+## 2408 27487                            Logic    TRUE
+## 2409 27487                            Logic    TRUE
+## 2410 27487                            Logic    TRUE
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+## 2413 27487                  Dates and Times    TRUE
+## 2414 27487                            Logic    TRUE
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+## 2432 27487                          Vectors    TRUE
+## 2433 27487                            Logic    TRUE
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+## 2435 27487                            Logic    TRUE
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+## 2439 27487                  Dates and Times    TRUE
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+## 2442 27487               Subsetting Vectors    TRUE
+## 2443 27487               Subsetting Vectors    TRUE
+## 2444 27487                  Dates and Times    TRUE
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+## 2446 27487                            Logic    TRUE
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+## 2448 27487                          Vectors   FALSE
+## 2449 27487                            Logic    TRUE
+## 2450 27487               Subsetting Vectors    TRUE
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+## 2452 27487               Subsetting Vectors    TRUE
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+## 2454 27487                            Logic    TRUE
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+## 2456 27487                  Dates and Times    TRUE
+## 2457 27487                            Logic    TRUE
+## 2458 27487            Basic Building Blocks    <NA>
+## 2459 27487                            Logic    TRUE
+## 2460 27487                            Logic    TRUE
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+## 2462 27487                            Logic    TRUE
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+## 2465 27487                            Logic    TRUE
+## 2466 27487                            Logic    TRUE
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+## 2468 27487                          Vectors    TRUE
+## 2469 27487                            Logic    TRUE
+## 2470 27487                            Logic    TRUE
+## 2471 27487                            Logic    TRUE
+## 2472 27487                            Logic    TRUE
+## 2473 27487                            Logic    TRUE
+## 2474 27487                            Logic    TRUE
+## 2475 27487                            Logic    TRUE
+## 2476 27487                            Logic    TRUE
+## 2477 27487         Matrices and Data Frames    TRUE
+## 2478 27487         Matrices and Data Frames    TRUE
+## 2479 27487         Matrices and Data Frames    TRUE
+## 2480 27487               Subsetting Vectors    TRUE
+## 2481 27487               Subsetting Vectors    TRUE
+## 2482 27487                   Missing Values    TRUE
+## 2483 27487            Basic Building Blocks    TRUE
+## 2484 27487               Subsetting Vectors    TRUE
+## 2485 27487               Subsetting Vectors    TRUE
+## 2486 27487                          Vectors    TRUE
+## 2487 27487                            Logic    TRUE
+## 2488 27487                            Logic    TRUE
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+## 2491 27487                            Logic   FALSE
+## 2492 27487                            Logic   FALSE
+## 2493 27487                            Logic    TRUE
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+## 2495 27487                            Logic    TRUE
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+## 2497 27487            Basic Building Blocks    TRUE
+## 2498 27487               Subsetting Vectors    <NA>
+## 2499 27487         Matrices and Data Frames   FALSE
+## 2500 27487                   Missing Values   FALSE
+## 2501 27487                   Missing Values   FALSE
+## 2502 27487                   Missing Values    TRUE
+## 2503 27487                  Dates and Times    TRUE
+## 2504 27487                            Logic    TRUE
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+## 2506 27487                   Missing Values    TRUE
+## 2507 27487                   Missing Values    TRUE
+## 2508 27487         Matrices and Data Frames    TRUE
+## 2509 27487                  Dates and Times    TRUE
+## 2510 27487            Basic Building Blocks    TRUE
+## 2511 27487            Basic Building Blocks    TRUE
+## 2512 27487            Basic Building Blocks    TRUE
+## 2513 27487               Subsetting Vectors   FALSE
+## 2514 27487               Subsetting Vectors    TRUE
+## 2515 27487               Subsetting Vectors    TRUE
+## 2516 27487               Subsetting Vectors    TRUE
+## 2517 27487                          Vectors    TRUE
+## 2518 27487            Basic Building Blocks    TRUE
+## 2519 27487            Basic Building Blocks   FALSE
+## 2520 27487         Matrices and Data Frames    TRUE
+## 2521 27487                  Dates and Times    TRUE
+## 2522 27487                  Dates and Times    TRUE
+## 2523 27487                  Dates and Times    TRUE
+## 2524 27487         Matrices and Data Frames    TRUE
+## 2525 27487         Matrices and Data Frames    TRUE
+## 2526 27487                  Dates and Times    TRUE
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+## 2528 27487            Basic Building Blocks    TRUE
+## 2529 27487                          Vectors    TRUE
+## 2530 27487                   Missing Values    TRUE
+## 2531 27487                   Missing Values    TRUE
+## 2532 27487                  Dates and Times   FALSE
+## 2533 27487                   Missing Values    TRUE
+## 2534 27487                  Dates and Times    TRUE
+## 2535 27487               Subsetting Vectors    TRUE
+## 2536 27487         Matrices and Data Frames    TRUE
+## 2537 27487            Basic Building Blocks    TRUE
+## 2538 27487               Subsetting Vectors    TRUE
+## 2539 27487         Matrices and Data Frames    TRUE
+## 2540 27487                  Dates and Times    TRUE
+## 2541 27487                  Dates and Times    TRUE
+## 2542 27487                  Dates and Times   FALSE
+## 2543 27487         Matrices and Data Frames    TRUE
+## 2544 27487                  Dates and Times    TRUE
+## 2545 27487                  Dates and Times   FALSE
+## 2546 27487                  Dates and Times    TRUE
+## 2547 27487                  Dates and Times    TRUE
+## 2548 27487         Matrices and Data Frames    TRUE
+## 2549 27487               Subsetting Vectors    TRUE
+## 2550 27487               Subsetting Vectors    TRUE
+## 2551 27487               Subsetting Vectors    TRUE
+## 2552 27487         Matrices and Data Frames    TRUE
+## 2553 27487               Subsetting Vectors    TRUE
+## 2554 27487         Matrices and Data Frames    TRUE
+## 2555 27487         Matrices and Data Frames   FALSE
+## 2556 27487                  Dates and Times    TRUE
+## 2557 27487                  Dates and Times   FALSE
+## 2558 27487         Matrices and Data Frames    TRUE
+## 2559 27487                  Dates and Times    TRUE
+## 2560 27487         Matrices and Data Frames    TRUE
+## 2561 27487               Subsetting Vectors    TRUE
+## 2562 27487         Matrices and Data Frames    TRUE
+## 2563 27487            Basic Building Blocks    TRUE
+## 2564 27487               Subsetting Vectors    TRUE
+## 2565 27487         Matrices and Data Frames    TRUE
+## 2566 27487         Matrices and Data Frames    TRUE
+## 2567 27487                  Dates and Times    TRUE
+## 2568 27487                  Dates and Times    TRUE
+## 2569 27487               Subsetting Vectors    TRUE
+## 2570 27487            Basic Building Blocks    TRUE
+## 2571 27487               Subsetting Vectors    TRUE
+## 2572 27487         Matrices and Data Frames    TRUE
+## 2573 27487                   Missing Values    <NA>
+## 2574 27487            Basic Building Blocks    TRUE
+## 2575 27487               Subsetting Vectors   FALSE
+## 2576 27487         Matrices and Data Frames    TRUE
+## 2577 27487         Matrices and Data Frames    TRUE
+## 2578 27487               Subsetting Vectors    TRUE
+## 2579 27487               Subsetting Vectors    TRUE
+## 2580 27487         Matrices and Data Frames    TRUE
+## 2581 27487            Basic Building Blocks    TRUE
+## 2582 27487               Subsetting Vectors    TRUE
+## 2583 27487               Subsetting Vectors    TRUE
+## 2584 27487         Matrices and Data Frames    <NA>
+## 2585 86730                                     <NA>
+## 2586 21536            Graphics_Devices_in_R    TRUE
+## 2587 21536            Graphics_Devices_in_R    TRUE
+## 2588 21536            Graphics_Devices_in_R    TRUE
+## 2589 21536            Graphics_Devices_in_R    TRUE
+## 2590 21536            Graphics_Devices_in_R    TRUE
+## 2591 21536            Graphics_Devices_in_R    TRUE
+## 2592 21536            Graphics_Devices_in_R   FALSE
+## 2593 21536            Graphics_Devices_in_R    TRUE
+## 2594 21536 Grouping and Chaining with dplyr   FALSE
+## 2595 21536          Grouping and Chaining w    <NA>
+## 2596 21536            Graphics_Devices_in_R    TRUE
+## 2597 21536            Graphics_Devices_in_R    TRUE
+## 2598 21536             Base_Plotting_System   FALSE
+## 2599 21536             Base_Plotting_System    TRUE
+## 2600 21536             Base_Plotting_System    TRUE
+## 2601 21536               Clustering_Example    TRUE
+## 2602 21536               Clustering_Example    TRUE
+## 2603 21536            Graphics_Devices_in_R    TRUE
+## 2604 21536               K_Means_Clustering    TRUE
+## 2605 21536          Tidying Data with tidyr    TRUE
+## 2606 21536          Tidying Data with tidyr   FALSE
+## 2607 21536     Manipulating Data with dplyr   FALSE
+## 2608 21536            Graphics_Devices_in_R    TRUE
+## 2609 21536            Graphics_Devices_in_R    TRUE
+## 2610 21536             Base_Plotting_System   FALSE
+## 2611 21536     Manipulating Data with dplyr    TRUE
+## 2612 21536     Manipulating Data with dplyr    TRUE
+## 2613 21536     Manipulating Data with dplyr    TRUE
+## 2614 21536     Manipulating Data with dplyr    TRUE
+## 2615 21536     Manipulating Data with dplyr    TRUE
+## 2616 21536     Manipulating Data with dplyr    TRUE
+## 2617 21536     Manipulating Data with dplyr   FALSE
+## 2618 21536               K_Means_Clustering    TRUE
+## 2619 21536               K_Means_Clustering    TRUE
+## 2620 21536                                     <NA>
+## 2621 21536             Base_Plotting_System    TRUE
+## 2622 21536             Base_Plotting_System    TRUE
+## 2623 21536     Manipulating Data with dplyr   FALSE
+## 2624 21536                  Looking at Data    TRUE
+## 2625 21536                  Looking at Data    TRUE
+## 2626 21536                  Looking at Data    TRUE
+## 2627 21536                  Looking at Data    TRUE
+## 2628 21536             Base_Plotting_System    TRUE
+## 2629 21536             Base_Plotting_System   FALSE
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+## 2631 21536                  Looking at Data    TRUE
+## 2632 21536                  Looking at Data    TRUE
+## 2633 21536                  Looking at Data    TRUE
+## 2634 21536    Principles_of_Analytic_Graphs    TRUE
+## 2635 21536     Manipulating Data with dplyr   FALSE
+## 2636 21536                  Looking at Data    TRUE
+## 2637 21536               Clustering_Example    TRUE
+## 2638 21536               Clustering_Example    TRUE
+## 2639 21536               Clustering_Example    TRUE
+## 2640 21536               Clustering_Example    TRUE
+## 2641 21536               Clustering_Example    TRUE
+## 2642 21536               Clustering_Example    TRUE
+## 2643 21536                                     <NA>
+## 2644 21536 Grouping and Chaining with dplyr    TRUE
+## 2645 21536          Tidying Data with tidyr   FALSE
+## 2646 21536          Tidying Data with tidyr    TRUE
+## 2647 21536          Tidying Data with tidyr    TRUE
+## 2648 21536                  Looking at Data    TRUE
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+## 2651 21536    Principles_of_Analytic_Graphs    TRUE
+## 2652 21536     Manipulating Data with dplyr    TRUE
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+## 2654 21536                  Looking at Data    TRUE
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+## 2656 21536                  Looking at Data    TRUE
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+## 2658 21536    Principles_of_Analytic_Graphs    TRUE
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+## 2661 21536                  Looking at Data    TRUE
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+## 2663 21536               Clustering_Example    TRUE
+## 2664 21536               Exploratory_Graphs    TRUE
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+## 2667 21536               Exploratory_Graphs    TRUE
+## 2668 21536                          Looking    <NA>
+## 2669 21536               Exploratory_Graphs    TRUE
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+## 2671 21536             Base_Plotting_System   FALSE
+## 2672 21536               Clustering_Example   FALSE
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+## 2674 21536          Tidying Data with tidyr   FALSE
+## 2675 21536               Clustering_Example    TRUE
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+## 2677 21536                    Tidying Data     <NA>
+## 2678 21536               Exploratory_Graphs   FALSE
+## 2679 21536               K_Means_Clustering   FALSE
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+## 2681 21536                                     <NA>
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+## 2685 21536          Tidying Data with tidyr    TRUE
+## 2686 21536 Grouping and Chaining with dplyr   FALSE
+## 2687 21536             Base_Plotting_System    TRUE
+## 2688 21536               Clustering_Example    TRUE
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+## 2697 21536    Principles_of_Analytic_Graphs   FALSE
+## 2698 21536               Exploratory_Graphs    TRUE
+## 2699 21536             Base_Plotting_System    TRUE
+## 2700 21536 Grouping and Chaining with dplyr    TRUE
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+## 2709 21536               K_Means_Clustering    TRUE
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+## 2711 21536 Grouping and Chaining with dplyr   FALSE
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+## 2715 21536               Exploratory_Graphs    TRUE
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+## 2717 21536          Hierarchical_Clustering    TRUE
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+## 2720 21536    Principles_of_Analytic_Graphs    TRUE
+## 2721 21536          Tidying Data with tidyr    TRUE
+## 2722 21536          Tidying Data with tidyr    TRUE
+## 2723 21536          Hierarchical_Clustering    TRUE
+## 2724 21536 Grouping and Chaining with dplyr    TRUE
+## 2725 21536          Hierarchical_Clustering    TRUE
+## 2726 21536 Grouping and Chaining with dplyr    TRUE
+## 2727 21536 Grouping and Chaining with dplyr    TRUE
+## 2728 21536 Grouping and Chaining with dplyr    TRUE
+## 2729 21536 Grouping and Chaining with dplyr    TRUE
+## 2730 21536          Tidying Data with tidyr    TRUE
+## 2731 21536               K_Means_Clustering   FALSE
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+## 2774  2864            Basic Building Blocks    TRUE
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+## 2776  2864            Basic Building Blocks    TRUE
+## 2777  2864            Basic Building Blocks    TRUE
+## 2778  2864            Basic Building Blocks    <NA>
+## 2779  2864            Basic Building Blocks    TRUE
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+## 2782  2864            Basic Building Blocks    TRUE
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+## 2793 34068            Basic Building Blocks    TRUE
+## 2794 34068            Basic Building Blocks    TRUE
+## 2795 34068            Basic Building Blocks    <NA>
+## 2796 34068            Basic Building Blocks    TRUE
+## 2797 34068            Basic Building Blocks    TRUE
+## 2798 34068            Basic Building Blocks    TRUE
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+## 5504 34362                   Missing Values    TRUE
+## 5505 34362                   Missing Values    TRUE
+## 5506 34362                   Missing Values    <NA>
+## 5507 34362               Subsetting Vectors    TRUE
+## 5508 34362               Subsetting Vectors    TRUE
+## 5509 34362               Subsetting Vectors    TRUE
+## 5510 34362               Subsetting Vectors    TRUE
+## 5511 34362               Subsetting Vectors    TRUE
+## 5512 34362               Subsetting Vectors    TRUE
+## 5513 34362               Subsetting Vectors    TRUE
+## 5514 34362               Subsetting Vectors    TRUE
+## 5515 34362               Subsetting Vectors    TRUE
+## 5516 34362               Subsetting Vectors    TRUE
+## 5517 34362               Subsetting Vectors   FALSE
+## 5518 34362               Subsetting Vectors   FALSE
+## 5519 34362               Subsetting Vectors   FALSE
+## 5520 34362               Subsetting Vectors    TRUE
+## 5521 34362               Subsetting Vectors    TRUE
+## 5522 34362               Subsetting Vectors   FALSE
+## 5523 34362               Subsetting Vectors    TRUE
+## 5524 34362               Subsetting Vectors    TRUE
+## 5525 34362                          Vectors   FALSE
+## 5526 34362                          Vectors   FALSE
+## 5527 34362                          Vectors   FALSE
+## 5528 34362                          Vectors    TRUE
+## 5529 34362                          Vectors    TRUE
+## 5530 34362                          Vectors    TRUE
+## 5531 34362                          Vectors    TRUE
+## 5532 34362               Subsetting Vectors   FALSE
+## 5533 34362               Subsetting Vectors    TRUE
+## 5534 34362               Subsetting Vectors    TRUE
+## 5535 34362               Subsetting Vectors   FALSE
+## 5536 34362               Subsetting Vectors    TRUE
+## 5537 34362               Subsetting Vectors    TRUE
+## 5538 34362               Subsetting Vectors    TRUE
+## 5539 34362               Subsetting Vectors    TRUE
+## 5540 34362               Subsetting Vectors    <NA>
+## 5541 34362                            Logic    TRUE
+## 5542 34362                            Logic   FALSE
+## 5543 34362                            Logic    TRUE
+## 5544 34362                            Logic    TRUE
+## 5545 34362                            Logic    TRUE
+## 5546 34362                            Logic    TRUE
+## 5547 34362                            Logic    TRUE
+## 5548 34362                            Logic    TRUE
+## 5549 34362                            Logic    TRUE
+## 5550 34362                            Logic   FALSE
+## 5551 34362                            Logic   FALSE
+## 5552 34362                            Logic    TRUE
+## 5553 34362                            Logic    TRUE
+## 5554 34362                            Logic    TRUE
+## 5555 34362                            Logic    TRUE
+## 5556 34362                            Logic    TRUE
+## 5557 34362                            Logic    TRUE
+## 5558 34362                            Logic    TRUE
+## 5559 34362                            Logic    TRUE
+## 5560 34362                          Vectors   FALSE
+## 5561 34362                          Vectors   FALSE
+## 5562 34362                          Vectors    TRUE
+## 5563 34362                          Vectors   FALSE
+## 5564 34362                          Vectors    TRUE
+## 5565 34362                  Dates and Times    TRUE
+## 5566 34362                  Dates and Times    TRUE
+## 5567 34362                  Dates and Times    TRUE
+## 5568 34362                  Dates and Times    TRUE
+## 5569 34362                  Dates and Times    TRUE
+## 5570 34362                  Dates and Times   FALSE
+## 5571 34362                  Dates and Times    TRUE
+## 5572 34362                          Vectors    <NA>
+## 5573 34362                   Missing Values    TRUE
+## 5574 34362                   Missing Values    TRUE
+## 5575 34362                   Missing Values    TRUE
+## 5576 34362                   Missing Values    TRUE
+## 5577 34362                   Missing Values    TRUE
+## 5578 34362                   Missing Values    TRUE
+## 5579 34362                   Missing Values    TRUE
+## 5580 34362                   Missing Values    TRUE
+## 5581 34362                   Missing Values    TRUE
+## 5582 34362                   Missing Values    TRUE
+## 5583 34362              Workspace and Files    TRUE
+## 5584 34362                          Vectors    TRUE
+## 5585 34362                          Vectors    TRUE
+## 5586 34362                          Vectors    TRUE
+## 5587 34362                          Vectors    TRUE
+## 5588 34362                          Vectors    TRUE
+## 5589 34362                          Vectors    TRUE
+## 5590 34362                          Vectors    TRUE
+## 5591 34362                          Vectors    TRUE
+## 5592 34362                          Vectors   FALSE
+## 5593 34362                          Vectors    TRUE
+## 5594 34362                          Vectors    TRUE
+## 5595 34362                          Vectors    TRUE
+## 5596 34362                          Vectors   FALSE
+## 5597 34362                          Vectors    TRUE
+## 5598 34362                          Vectors    TRUE
+## 5599 34362                          Vectors   FALSE
+## 5600 34362              Workspace and Files    TRUE
+## 5601 34362              Workspace and Files    TRUE
+## 5602 34362              Workspace and Files    TRUE
+## 5603 34362              Workspace and Files   FALSE
+## 5604 34362              Workspace and Files    TRUE
+## 5605 34362            Basic Building Blocks    TRUE
+## 5606 34362            Basic Building Blocks    TRUE
+## 5607 34362            Basic Building Blocks    TRUE
+## 5608 34362            Basic Building Blocks    TRUE
+## 5609 34362            Basic Building Blocks    TRUE
+## 5610 34362            Basic Building Blocks    TRUE
+## 5611 34362            Basic Building Blocks    TRUE
+## 5612 34362                  Dates and Times   FALSE
+## 5613 34362                  Dates and Times    TRUE
+## 5614 34362                        Functions   FALSE
+## 5615 34362                        Functions    TRUE
+## 5616 34362                        Functions   FALSE
+## 5617 34362                        Functions    TRUE
+## 5618 34362                        Functions    TRUE
+## 5619 34362                        Functions   FALSE
+## 5620 34362                        Functions    TRUE
+## 5621 34362                        Functions    TRUE
+## 5622 34362                        Functions   FALSE
+## 5623 34362                        Functions   FALSE
+## 5624 34362              Workspace and Files    TRUE
+## 5625 34362              Workspace and Files    TRUE
+## 5626 34362              Workspace and Files    TRUE
+## 5627 34362              Workspace and Files    TRUE
+## 5628 34362              Workspace and Files   FALSE
+## 5629 34362              Workspace and Files   FALSE
+## 5630 34362              Workspace and Files   FALSE
+## 5631 34362              Workspace and Files    TRUE
+## 5632 34362              Workspace and Files    TRUE
+## 5633 34362              Workspace and Files    TRUE
+## 5634 34362              Workspace and Files    TRUE
+## 5635 34362              Workspace and Files    TRUE
+## 5636 34362              Workspace and Files    TRUE
+## 5637 34362              Workspace and Files    TRUE
+## 5638 34362              Workspace and Files   FALSE
+## 5639 34362              Workspace and Files    TRUE
+## 5640 34362            Basic Building Blocks    TRUE
+## 5641 34362            Basic Building Blocks    TRUE
+## 5642 34362            Basic Building Blocks    TRUE
+## 5643 34362            Basic Building Blocks    TRUE
+## 5644 34362            Basic Building Blocks    TRUE
+## 5645 34362            Basic Building Blocks    TRUE
+## 5646 34362              Workspace and Files    TRUE
+## 5647 34362              Workspace and Files    TRUE
+## 5648 34362              Workspace and Files   FALSE
+## 5649 34362              Workspace and Files    TRUE
+## 5650 34362              Workspace and Files   FALSE
+## 5651 34362              Workspace and Files    TRUE
+## 5652 34362            Basic Building Blocks    TRUE
+## 5653 34362                        Functions    TRUE
+## 5654 34362                  Dates and Times    TRUE
+## 5655 34362                  Dates and Times   FALSE
+## 5656 34362            Basic Building Blocks    TRUE
+## 5657 34362            Basic Building Blocks    TRUE
+## 5658 34362                  Dates and Times    TRUE
+## 5659 34362            Basic Building Blocks    TRUE
+## 5660 34362            Basic Building Blocks    TRUE
+## 5661 34362            Basic Building Blocks    TRUE
+## 5662 34362            Basic Building Blocks    TRUE
+## 5663 34362            Basic Building Blocks    TRUE
+## 5664 34362                        Functions   FALSE
+## 5665 34362                        Functions    TRUE
+## 5666 34362              Workspace and Files    TRUE
+## 5667 34362              Workspace and Files    TRUE
+## 5668 34362              Workspace and Files    <NA>
+## 5669 34362                  Dates and Times    TRUE
+## 5670 34362                  Dates and Times    TRUE
+## 5671 34362              Workspace and Files    TRUE
+## 5672 34362                  Dates and Times    TRUE
+## 5673 34362                  Dates and Times    TRUE
+## 5674 34362                  Dates and Times    TRUE
+## 5675 34362                  Dates and Times    TRUE
+## 5676 34362                  Dates and Times    TRUE
+## 5677 34362                  Dates and Times    <NA>
+## 5678 34362            Basic Building Blocks    TRUE
+## 5679 34362                            Logic    <NA>
+## 5680 34362              Workspace and Files    TRUE
+## 5681 34362              Workspace and Files    TRUE
+## 5682 34362                        Functions   FALSE
+## 5683 34362              Workspace and Files    TRUE
+## 5684 34362                        Functions    TRUE
+## 5685 34362                        Functions   FALSE
+## 5686 34362                        Functions   FALSE
+## 5687 34362                        Functions   FALSE
+## 5688 34362                        Functions    TRUE
+## 5689 34362                        Functions    TRUE
+## 5690 34362                        Functions    TRUE
+## 5691 34362                        Functions    <NA>
+## 5692 34362                        Functions   FALSE
+## 5693 34362            Basic Building Blocks    <NA>
+## 5694 34362                        Functions    TRUE
+## 5695 34362              Workspace and Files    TRUE
+## 5696 34362                        Functions    TRUE
+## 5697 34362                        Functions    TRUE
+## 5698 34362                        Functions   FALSE
+## 5699 34362                        Functions   FALSE
+## 5700 35235            Basic Building Blocks    <NA>
+## 5701 35235            Basic Building Blocks    TRUE
+## 5702 35235            Basic Building Blocks    TRUE
+## 5703 35235            Basic Building Blocks    TRUE
+## 5704 35235            Basic Building Blocks    TRUE
+## 5705 35235            Basic Building Blocks    TRUE
+## 5706 35235            Basic Building Blocks    TRUE
+## 5707 35235            Basic Building Blocks    TRUE
+## 5708 35235            Basic Building Blocks    TRUE
+## 5709 35235            Basic Building Blocks   FALSE
+## 5710 35235            Basic Building Blocks    TRUE
+## 5711 35235            Basic Building Blocks    TRUE
+## 5712 35235            Basic Building Blocks    TRUE
+## 5713 35235            Basic Building Blocks    TRUE
+## 5714 35235            Basic Building Blocks    TRUE
+## 5715 35235            Basic Building Blocks    TRUE
+## 5716 35235            Basic Building Blocks    TRUE
+## 5717 35235            Basic Building Blocks    TRUE
+## 5718 35235            Basic Building Blocks    TRUE
+## 5719 35235            Basic Building Blocks    TRUE
+## 5720 35235            Basic Building Blocks   FALSE
+## 5721 35235            Basic Building Blocks    TRUE
+## 5722 35235            Basic Building Blocks    TRUE
+## 5723 35235            Basic Building Blocks    TRUE
+## 5724 35235            Basic Building Blocks   FALSE
+## 5725 35235            Basic Building Blocks    TRUE
+
    +
  1. Convert the correct variable so that TRUE is coded as the number 1 and FALSE is coded as 0
    2. +
+
DF4$correct <- as.logical(DF4$correct)
+class(DF4$correct)
+
## [1] "logical"
+
 DF4_log <- DF4 %>% mutate_if(is.logical,as.numeric)
+ 
+ DF4_log
+
##       hash                      lesson_name correct
+## 1    30802                  Dates and Times       1
+## 2    30802                        Functions       1
+## 3    30802            Basic Building Blocks       1
+## 4    30802                  Dates and Times       1
+## 5    30802                  Dates and Times       1
+## 6    30802              Workspace and Files       1
+## 7    30802                        Functions       1
+## 8    30802                  Dates and Times       1
+## 9    30802                  Dates and Times       1
+## 10   30802                  Dates and Times       1
+## 11   30802            Basic Building Blocks       1
+## 12   30802                          Vectors       1
+## 13   30802            Basic Building Blocks       1
+## 14   30802                          Vectors       1
+## 15   30802              Workspace and Files       1
+## 16   30802               Subsetting Vectors       1
+## 17   30802                  Dates and Times       1
+## 18   30802               Subsetting Vectors       1
+## 19   30802                          Vectors       0
+## 20   30802                  Dates and Times       1
+## 21   30802               Subsetting Vectors       1
+## 22   30802                  Dates and Times       1
+## 23   30802                  Dates and Times       1
+## 24   30802               Subsetting Vectors       1
+## 25   30802                        Functions       1
+## 26   30802               Subsetting Vectors       1
+## 27   30802            Basic Building Blocks       1
+## 28   30802                          Vectors       1
+## 29   30802                            Logic       1
+## 30   30802            Basic Building Blocks       1
+## 31   30802              Workspace and Files       1
+## 32   30802              Workspace and Files       1
+## 33   30802               Subsetting Vectors       1
+## 34   30802                  Dates and Times       1
+## 35   30802              Workspace and Files       1
+## 36   30802                  Dates and Times       1
+## 37   30802                  Dates and Times       1
+## 38   30802                          Vectors       1
+## 39   30802               Subsetting Vectors       1
+## 40   30802               Subsetting Vectors       1
+## 41   30802            Basic Building Blocks       1
+## 42   30802                  Dates and Times       1
+## 43   30802                  Dates and Times      NA
+## 44   30802            Basic Building Blocks       1
+## 45   30802               Subsetting Vectors       1
+## 46   30802                            Logic       1
+## 47   30802              Workspace and Files       1
+## 48   30802               Subsetting Vectors       1
+## 49   30802                            Logic       0
+## 50   30802                            Logic       1
+## 51   30802               Subsetting Vectors       1
+## 52   30802                        Functions       1
+## 53   30802                            Logic       1
+## 54   30802                  Dates and Times       1
+## 55   30802                          Vectors       1
+## 56   30802            Basic Building Blocks       1
+## 57   30802                            Logic       1
+## 58   30802                            Logic       1
+## 59   30802                   Missing Values       1
+## 60   30802                            Logic       1
+## 61   30802              Workspace and Files       1
+## 62   30802               Subsetting Vectors       1
+## 63   30802              Workspace and Files       1
+## 64   30802              Workspace and Files       0
+## 65   30802                  Dates and Times       1
+## 66   30802                            Logic       1
+## 67   30802            Basic Building Blocks       1
+## 68   30802                  Dates and Times       1
+## 69   30802                   Missing Values       1
+## 70   30802                   Missing Values       1
+## 71   30802                   Missing Values       1
+## 72   30802               Subsetting Vectors       1
+## 73   30802                            Logic       1
+## 74   30802                            Logic       0
+## 75   30802                            Logic       1
+## 76   30802                  Dates and Times       1
+## 77   30802                  Dates and Times       1
+## 78   30802                  Dates and Times       1
+## 79   30802                        Functions       1
+## 80   30802                  Dates and Times       1
+## 81   30802                            Logic       1
+## 82   30802                  Dates and Times       1
+## 83   30802                   Missing Values       1
+## 84   30802              Workspace and Files       1
+## 85   30802              Workspace and Files       1
+## 86   30802                        Functions       1
+## 87   30802            Basic Building Blocks       1
+## 88   30802            Basic Building Blocks       1
+## 89   30802            Basic Building Blocks       1
+## 90   30802               Subsetting Vectors       1
+## 91   30802                  Dates and Times       1
+## 92   30802               Subsetting Vectors       1
+## 93   30802                          Vectors       1
+## 94   30802                          Vectors       1
+## 95   30802              Workspace and Files       1
+## 96   30802              Workspace and Files      NA
+## 97   30802                        Functions      NA
+## 98   30802                            Logic       1
+## 99   30802              Workspace and Files       1
+## 100  30802              Workspace and Files       1
+## 101  30802                   Missing Values       1
+## 102  30802              Workspace and Files       1
+## 103  30802              Workspace and Files       1
+## 104  30802               Subsetting Vectors       1
+## 105  30802              Workspace and Files       1
+## 106  30802              Workspace and Files       1
+## 107  30802                  Dates and Times       1
+## 108  30802               Subsetting Vectors      NA
+## 109  30802              Workspace and Files       1
+## 110  30802              Workspace and Files       1
+## 111  30802                            Logic       1
+## 112  30802                            Logic       1
+## 113  30802                            Logic       1
+## 114  30802                  Dates and Times       1
+## 115  30802               Subsetting Vectors       1
+## 116  30802               Subsetting Vectors       1
+## 117  30802               Subsetting Vectors       1
+## 118  30802               Subsetting Vectors       1
+## 119  30802                          Vectors       1
+## 120  30802               Subsetting Vectors       1
+## 121  30802              Workspace and Files       1
+## 122  30802                   Missing Values       1
+## 123  30802                   Missing Values       1
+## 124  30802                   Missing Values       1
+## 125  30802                            Logic       1
+## 126  30802                            Logic       1
+## 127  30802                          Vectors       1
+## 128  30802                            Logic       1
+## 129  30802                            Logic       1
+## 130  30802            Basic Building Blocks       1
+## 131  30802            Basic Building Blocks       1
+## 132  30802               Subsetting Vectors       1
+## 133  30802                            Logic       1
+## 134  30802            Basic Building Blocks       1
+## 135  30802            Basic Building Blocks       1
+## 136  30802            Basic Building Blocks       1
+## 137  30802                            Logic       1
+## 138  30802                   Missing Values       1
+## 139  30802                   Missing Values      NA
+## 140  30802              Workspace and Files       1
+## 141  30802              Workspace and Files       1
+## 142  30802                            Logic       1
+## 143  30802              Workspace and Files       1
+## 144  30802                            Logic       1
+## 145  30802                            Logic       1
+## 146  30802            Basic Building Blocks       0
+## 147  30802                   Missing Values       1
+## 148  30802                   Missing Values       1
+## 149  30802                            Logic       1
+## 150  30802                            Logic       1
+## 151  30802                        Functions       1
+## 152  30802                        Functions       0
+## 153  30802               Subsetting Vectors       1
+## 154  30802               Subsetting Vectors       1
+## 155  30802                  Dates and Times       1
+## 156  30802                        Functions       1
+## 157  30802                          Vectors       1
+## 158  30802                          Vectors       1
+## 159  30802                   Missing Values       1
+## 160  30802                        Functions       1
+## 161  30802                        Functions       1
+## 162  30802                        Functions       1
+## 163  30802                        Functions       1
+## 164  30802                            Logic       1
+## 165  30802                        Functions       1
+## 166  30802                        Functions       1
+## 167  30802                            Logic       1
+## 168  30802                        Functions       1
+## 169  30802                            Logic       1
+## 170  30802                        Functions       1
+## 171  30802                        Functions       1
+## 172  30802                            Logic       1
+## 173  30802                        Functions       1
+## 174  30802                        Functions       1
+## 175  30802                        Functions       1
+## 176  30802                            Logic       1
+## 177  30802                        Functions       1
+## 178  30802                          Vectors       1
+## 179  30802                        Functions       1
+## 180  30802                  Dates and Times       1
+## 181  30802                            Logic       1
+## 182  30802               Subsetting Vectors       1
+## 183  30802                        Functions       1
+## 184  30802                   Missing Values       1
+## 185  30802                            Logic       0
+## 186  30802                          Vectors       1
+## 187  30802                          Vectors       1
+## 188  30802                          Vectors       0
+## 189  30802            Basic Building Blocks       1
+## 190  30802                        Functions       1
+## 191  30802                        Functions       1
+## 192  30802                          Vectors      NA
+## 193  30802                          Vectors       1
+## 194  30802                  Dates and Times       1
+## 195  30802                        Functions       0
+## 196  30802                          Vectors       1
+## 197  30802                        Functions       1
+## 198  30802            Basic Building Blocks       1
+## 199  30802            Basic Building Blocks      NA
+## 200  30802                        Functions       1
+## 201  30802                        Functions       0
+## 202  30802                        Functions       1
+## 203  30802                            Logic       1
+## 204  30802                            Logic      NA
+## 205  30802                          Vectors       1
+## 206  30802                          Vectors       1
+## 207  30802                        Functions       0
+## 208  30802               Subsetting Vectors       1
+## 209  30802            Basic Building Blocks       1
+## 210  30802            Basic Building Blocks       1
+## 211  30802            Basic Building Blocks       1
+## 212  30802                          Vectors       1
+## 213  30802                            Logic       1
+## 214  30802                            Logic       1
+## 215  78719            Basic Building Blocks       1
+## 216  78719                   Missing Values       0
+## 217  78719                   Missing Values       1
+## 218  78719                   Missing Values       0
+## 219  78719                   Missing Values       1
+## 220  78719            Basic Building Blocks       1
+## 221  78719          Tidying Data with tidyr       1
+## 222  78719          Tidying Data with tidyr       1
+## 223  78719                   Missing Values       1
+## 224  78719                   Missing Values       1
+## 225  78719          Tidying Data with tidyr       1
+## 226  78719          Tidying Data with tidyr       0
+## 227  78719               Subsetting Vectors       1
+## 228  78719               Subsetting Vectors       1
+## 229  78719                   Missing Values       1
+## 230  78719          Tidying Data with tidyr       1
+## 231  78719          Tidying Data with tidyr       1
+## 232  78719          Tidying Data with tidyr       1
+## 233  78719                   Missing Values       1
+## 234  78719          Tidying Data with tidyr       1
+## 235  78719               Subsetting Vectors       1
+## 236  78719                   Missing Values       1
+## 237  78719                  Dates and Times       1
+## 238  78719                   Missing Values      NA
+## 239  78719               Subsetting Vectors       1
+## 240  78719          Tidying Data with tidyr       0
+## 241  78719                  Dates and Times       1
+## 242  78719          Tidying Data with tidyr       1
+## 243  78719                  Dates and Times       1
+## 244  78719                   Missing Values       1
+## 245  78719                   Missing Values       1
+## 246  78719            Basic Building Blocks       1
+## 247  78719                        Functions       1
+## 248  78719               Subsetting Vectors       1
+## 249  78719                   Missing Values       1
+## 250  78719                  Looking at Data       1
+## 251  78719 Grouping and Chaining with dplyr       1
+## 252  78719 Grouping and Chaining with dplyr      NA
+## 253  78719     Manipulating Data with dplyr       0
+## 254  78719               Subsetting Vectors       1
+## 255  78719                            Logic       1
+## 256  78719            Basic Building Blocks       1
+## 257  78719          Tidying Data with tidyr       1
+## 258  78719          Tidying Data with tidyr       1
+## 259  78719          Tidying Data with tidyr       0
+## 260  78719          Tidying Data with tidyr       1
+## 261  78719            Basic Building Blocks       0
+## 262  78719                  Looking at Data       1
+## 263  78719                  Looking at Data       1
+## 264  78719                   Missing Values       1
+## 265  78719                   Missing Values       1
+## 266  78719          Tidying Data with tidyr       0
+## 267  78719                            Logic       1
+## 268  78719                  Dates and Times       0
+## 269  78719                        Functions       0
+## 270  78719                  Dates and Times       0
+## 271  78719                  Dates and Times       1
+## 272  78719               Subsetting Vectors       1
+## 273  78719               Subsetting Vectors       1
+## 274  78719          Tidying Data with tidyr       1
+## 275  78719                   Missing Values       0
+## 276  78719                   Missing Values       1
+## 277  78719            Basic Building Blocks       0
+## 278  78719                        Functions       1
+## 279  78719                            Logic       1
+## 280  78719          Tidying Data with tidyr       1
+## 281  78719                        Functions       1
+## 282  78719 Grouping and Chaining with dplyr       1
+## 283  78719                        Functions       0
+## 284  78719          Tidying Data with tidyr       1
+## 285  78719                  Dates and Times       1
+## 286  78719                   Missing Values       1
+## 287  78719               Subsetting Vectors       1
+## 288  78719            Basic Building Blocks       1
+## 289  78719            Basic Building Blocks       1
+## 290  78719          Tidying Data with tidyr       1
+## 291  78719          Tidying Data with tidyr       1
+## 292  78719          Tidying Data with tidyr       1
+## 293  78719                  Dates and Times       1
+## 294  78719          Tidying Data with tidyr       0
+## 295  78719                            Logic       1
+## 296  78719               Subsetting Vectors       1
+## 297  78719                            Logic       1
+## 298  78719          Tidying Data with tidyr       1
+## 299  78719          Tidying Data with tidyr      NA
+## 300  78719          Tidying Data with tidyr       0
+## 301  78719          Tidying Data with tidyr       1
+## 302  78719                  Dates and Times       1
+## 303  78719          Tidying Data with tidyr       1
+## 304  78719                        Functions       1
+## 305  78719                            Logic       1
+## 306  78719              Workspace and Files       1
+## 307  78719                  Dates and Times       1
+## 308  78719          Tidying Data with tidyr       1
+## 309  78719                            Logic       1
+## 310  78719               Subsetting Vectors       1
+## 311  78719              Workspace and Files       1
+## 312  78719              Workspace and Files       1
+## 313  78719              Workspace and Files       1
+## 314  78719            Basic Building Blocks       1
+## 315  78719               Subsetting Vectors       1
+## 316  78719              Workspace and Files       1
+## 317  78719              Workspace and Files       1
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+## 2585 86730                                       NA
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+## 2592 21536            Graphics_Devices_in_R       0
+## 2593 21536            Graphics_Devices_in_R       1
+## 2594 21536 Grouping and Chaining with dplyr       0
+## 2595 21536          Grouping and Chaining w      NA
+## 2596 21536            Graphics_Devices_in_R       1
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+## 2620 21536                                       NA
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+## 2643 21536                                       NA
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+## 2760 65259                                       NA
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+## 2764  2864            Basic Building Blocks       0
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+## 2778  2864            Basic Building Blocks      NA
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+## 2795 34068            Basic Building Blocks      NA
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+## 2874  4807            Basic Building Blocks      NA
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+## 3566 11801            Basic Building Blocks       1
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+## 3569 11801                  Looking at Data      NA
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+## 3575 11801 Grouping and Chaining with dplyr       1
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+## 3577 11801              Workspace and Files       1
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+## 3588 11801              Workspace and Files       1
+## 3589 11801                   Missing Values       1
+## 3590 11801            Basic Building Blocks       1
+## 3591 11801                                       NA
+## 3592 11801                            Logic       1
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+## 3596 11801                  Looking at Data       1
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+## 3599 11801         Matrices and Data Frames       1
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+## 3607 11801     Manipulating Data with dplyr       1
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+## 3611 11801         Matrices and Data Frames       0
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+## 3615 11801               Subsetting Vectors       1
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+## 3618 11801                   Missing Values       1
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+## 3625 11801         Matrices and Data Frames       1
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+## 3642 11801     Manipulating Data with dplyr       1
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+## 3644 11801     Manipulating Data with dplyr       1
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+## 3685 27264                          Vectors      NA
+## 3686 27264                   Missing Values       1
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+## 3696 27264               Subsetting Vectors       1
+## 3697 27264               Subsetting Vectors       1
+## 3698 27264               Subsetting Vectors      NA
+## 3699 27264                            Logic       1
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+## 3717 27264               Subsetting Vectors       0
+## 3718 27264               Subsetting Vectors       1
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+## 3761 27264                  Dates and Times       1
+## 3762 27264                  Dates and Times       1
+## 3763 27264                  Dates and Times      NA
+## 3764 27264                        Functions       1
+## 3765 27264                        Functions       0
+## 3766 27264                        Functions       1
+## 3767 27264                        Functions       1
+## 3768 27264                        Functions       1
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+## 3772 27264                        Functions       0
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+## 3774 27264                        Functions       1
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+## 3783 27264                        Functions       0
+## 3784 27264                        Functions       1
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+## 3786 27264                        Functions       1
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+## 3791 27264                        Functions       0
+## 3792 27264                        Functions       0
+## 3793 27264                        Functions       0
+## 3794 27264                        Functions       1
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+## 3796 27264                        Functions       0
+## 3797 27264                        Functions       0
+## 3798 27264                        Functions       1
+## 3799 27264                        Functions       1
+## 3800 27264                        Functions       1
+## 3801 27264                        Functions       1
+## 3802 27264                        Functions      NA
+## 3803 27264         Matrices and Data Frames       0
+## 3804 27264         Matrices and Data Frames       1
+## 3805 27264         Matrices and Data Frames       1
+## 3806 27264         Matrices and Data Frames       1
+## 3807 27264         Matrices and Data Frames       1
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+## 3823 27264         Matrices and Data Frames       0
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+## 3826 27264         Matrices and Data Frames       1
+## 3827 27264         Matrices and Data Frames       1
+## 3828 27264         Matrices and Data Frames      NA
+## 3829 27264                            Logic       1
+## 3830 27264                            Logic       1
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+## 3846 27264                            Logic       1
+## 3847 27264                            Logic       1
+## 3848 27264                            Logic       1
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+## 3851 27264                            Logic       1
+## 3852 27264                            Logic       1
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+## 3854 27264                          Vectors       1
+## 3855 27264                          Vectors       1
+## 3856 27264                          Vectors       0
+## 3857 27264                          Vectors       1
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+## 3860 27264                          Vectors       1
+## 3861 27264                 Plotting_Systems       1
+## 3862 27264                 Plotting_Systems       0
+## 3863 27264                 Plotting_Systems       1
+## 3864 27264                 Plotting_Systems       1
+## 3865 27264                 Plotting_Systems       1
+## 3866 27264                 Plotting_Systems       1
+## 3867 27264                 Plotting_Systems       1
+## 3868 27264                 Plotting_Systems       0
+## 3869 27264                 Plotting_Systems       1
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+## 3871 27264                 Plotting_Systems       1
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+## 3876 27264                 Plotting_Systems       1
+## 3877 27264                 Plotting_Systems       1
+## 3878 27264                 Plotting_Systems       1
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+## 3881 27264                 Plotting_Systems       1
+## 3882 27264                 Plotting_Systems       1
+## 3883 27264                 Plotting_Systems       1
+## 3884 27264                 Plotting_Systems      NA
+## 3885 27264     Manipulating Data with dplyr       1
+## 3886 27264     Manipulating Data with dplyr       1
+## 3887 27264     Manipulating Data with dplyr       1
+## 3888 27264     Manipulating Data with dplyr       1
+## 3889 27264     Manipulating Data with dplyr       1
+## 3890 27264     Manipulating Data with dplyr       0
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+## 3892 27264     Manipulating Data with dplyr       1
+## 3893 27264     Manipulating Data with dplyr       1
+## 3894 27264     Manipulating Data with dplyr       1
+## 3895 27264     Manipulating Data with dplyr       1
+## 3896 27264     Manipulating Data with dplyr       1
+## 3897 27264     Manipulating Data with dplyr       1
+## 3898 27264     Manipulating Data with dplyr       1
+## 3899 27264     Manipulating Data with dplyr       1
+## 3900 27264     Manipulating Data with dplyr       1
+## 3901 27264     Manipulating Data with dplyr       1
+## 3902 27264     Manipulating Data with dplyr       1
+## 3903 27264     Manipulating Data with dplyr       1
+## 3904 27264     Manipulating Data with dplyr       1
+## 3905 27264     Manipulating Data with dplyr       1
+## 3906 27264     Manipulating Data with dplyr       1
+## 3907 27264     Manipulating Data with dplyr       1
+## 3908 27264     Manipulating Data with dplyr       1
+## 3909 27264     Manipulating Data with dplyr       1
+## 3910 27264     Manipulating Data with dplyr       0
+## 3911 27264     Manipulating Data with dplyr       1
+## 3912 27264     Manipulating Data with dplyr       1
+## 3913 27264     Manipulating Data with dplyr       1
+## 3914 27264     Manipulating Data with dplyr       1
+## 3915 27264     Manipulating Data with dplyr       1
+## 3916 27264     Manipulating Data with dplyr       1
+## 3917 27264     Manipulating Data with dplyr       1
+## 3918 27264     Manipulating Data with dplyr       1
+## 3919 27264     Manipulating Data with dplyr       1
+## 3920 27264     Manipulating Data with dplyr       1
+## 3921 27264     Manipulating Data with dplyr       1
+## 3922 27264     Manipulating Data with dplyr       1
+## 3923 27264     Manipulating Data with dplyr       1
+## 3924 27264     Manipulating Data with dplyr       1
+## 3925 27264     Manipulating Data with dplyr       1
+## 3926 27264     Manipulating Data with dplyr       1
+## 3927 27264     Manipulating Data with dplyr       1
+## 3928 27264     Manipulating Data with dplyr      NA
+## 3929 27264             Base_Plotting_System       1
+## 3930 27264             Base_Plotting_System       1
+## 3931 27264             Base_Plotting_System       1
+## 3932 27264             Base_Plotting_System       0
+## 3933 27264             Base_Plotting_System       0
+## 3934 27264             Base_Plotting_System       1
+## 3935 27264             Base_Plotting_System       1
+## 3936 27264             Base_Plotting_System       1
+## 3937 27264             Base_Plotting_System       1
+## 3938 27264             Base_Plotting_System       1
+## 3939 27264             Base_Plotting_System      NA
+## 3940 27264 Grouping and Chaining with dplyr       1
+## 3941 27264 Grouping and Chaining with dplyr       1
+## 3942 27264 Grouping and Chaining with dplyr       1
+## 3943 27264 Grouping and Chaining with dplyr       1
+## 3944 27264 Grouping and Chaining with dplyr       1
+## 3945 27264 Grouping and Chaining with dplyr       1
+## 3946 27264 Grouping and Chaining with dplyr       1
+## 3947 27264 Grouping and Chaining with dplyr       0
+## 3948 27264 Grouping and Chaining with dplyr       0
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+## 5536 34362               Subsetting Vectors       1
+## 5537 34362               Subsetting Vectors       1
+## 5538 34362               Subsetting Vectors       1
+## 5539 34362               Subsetting Vectors       1
+## 5540 34362               Subsetting Vectors      NA
+## 5541 34362                            Logic       1
+## 5542 34362                            Logic       0
+## 5543 34362                            Logic       1
+## 5544 34362                            Logic       1
+## 5545 34362                            Logic       1
+## 5546 34362                            Logic       1
+## 5547 34362                            Logic       1
+## 5548 34362                            Logic       1
+## 5549 34362                            Logic       1
+## 5550 34362                            Logic       0
+## 5551 34362                            Logic       0
+## 5552 34362                            Logic       1
+## 5553 34362                            Logic       1
+## 5554 34362                            Logic       1
+## 5555 34362                            Logic       1
+## 5556 34362                            Logic       1
+## 5557 34362                            Logic       1
+## 5558 34362                            Logic       1
+## 5559 34362                            Logic       1
+## 5560 34362                          Vectors       0
+## 5561 34362                          Vectors       0
+## 5562 34362                          Vectors       1
+## 5563 34362                          Vectors       0
+## 5564 34362                          Vectors       1
+## 5565 34362                  Dates and Times       1
+## 5566 34362                  Dates and Times       1
+## 5567 34362                  Dates and Times       1
+## 5568 34362                  Dates and Times       1
+## 5569 34362                  Dates and Times       1
+## 5570 34362                  Dates and Times       0
+## 5571 34362                  Dates and Times       1
+## 5572 34362                          Vectors      NA
+## 5573 34362                   Missing Values       1
+## 5574 34362                   Missing Values       1
+## 5575 34362                   Missing Values       1
+## 5576 34362                   Missing Values       1
+## 5577 34362                   Missing Values       1
+## 5578 34362                   Missing Values       1
+## 5579 34362                   Missing Values       1
+## 5580 34362                   Missing Values       1
+## 5581 34362                   Missing Values       1
+## 5582 34362                   Missing Values       1
+## 5583 34362              Workspace and Files       1
+## 5584 34362                          Vectors       1
+## 5585 34362                          Vectors       1
+## 5586 34362                          Vectors       1
+## 5587 34362                          Vectors       1
+## 5588 34362                          Vectors       1
+## 5589 34362                          Vectors       1
+## 5590 34362                          Vectors       1
+## 5591 34362                          Vectors       1
+## 5592 34362                          Vectors       0
+## 5593 34362                          Vectors       1
+## 5594 34362                          Vectors       1
+## 5595 34362                          Vectors       1
+## 5596 34362                          Vectors       0
+## 5597 34362                          Vectors       1
+## 5598 34362                          Vectors       1
+## 5599 34362                          Vectors       0
+## 5600 34362              Workspace and Files       1
+## 5601 34362              Workspace and Files       1
+## 5602 34362              Workspace and Files       1
+## 5603 34362              Workspace and Files       0
+## 5604 34362              Workspace and Files       1
+## 5605 34362            Basic Building Blocks       1
+## 5606 34362            Basic Building Blocks       1
+## 5607 34362            Basic Building Blocks       1
+## 5608 34362            Basic Building Blocks       1
+## 5609 34362            Basic Building Blocks       1
+## 5610 34362            Basic Building Blocks       1
+## 5611 34362            Basic Building Blocks       1
+## 5612 34362                  Dates and Times       0
+## 5613 34362                  Dates and Times       1
+## 5614 34362                        Functions       0
+## 5615 34362                        Functions       1
+## 5616 34362                        Functions       0
+## 5617 34362                        Functions       1
+## 5618 34362                        Functions       1
+## 5619 34362                        Functions       0
+## 5620 34362                        Functions       1
+## 5621 34362                        Functions       1
+## 5622 34362                        Functions       0
+## 5623 34362                        Functions       0
+## 5624 34362              Workspace and Files       1
+## 5625 34362              Workspace and Files       1
+## 5626 34362              Workspace and Files       1
+## 5627 34362              Workspace and Files       1
+## 5628 34362              Workspace and Files       0
+## 5629 34362              Workspace and Files       0
+## 5630 34362              Workspace and Files       0
+## 5631 34362              Workspace and Files       1
+## 5632 34362              Workspace and Files       1
+## 5633 34362              Workspace and Files       1
+## 5634 34362              Workspace and Files       1
+## 5635 34362              Workspace and Files       1
+## 5636 34362              Workspace and Files       1
+## 5637 34362              Workspace and Files       1
+## 5638 34362              Workspace and Files       0
+## 5639 34362              Workspace and Files       1
+## 5640 34362            Basic Building Blocks       1
+## 5641 34362            Basic Building Blocks       1
+## 5642 34362            Basic Building Blocks       1
+## 5643 34362            Basic Building Blocks       1
+## 5644 34362            Basic Building Blocks       1
+## 5645 34362            Basic Building Blocks       1
+## 5646 34362              Workspace and Files       1
+## 5647 34362              Workspace and Files       1
+## 5648 34362              Workspace and Files       0
+## 5649 34362              Workspace and Files       1
+## 5650 34362              Workspace and Files       0
+## 5651 34362              Workspace and Files       1
+## 5652 34362            Basic Building Blocks       1
+## 5653 34362                        Functions       1
+## 5654 34362                  Dates and Times       1
+## 5655 34362                  Dates and Times       0
+## 5656 34362            Basic Building Blocks       1
+## 5657 34362            Basic Building Blocks       1
+## 5658 34362                  Dates and Times       1
+## 5659 34362            Basic Building Blocks       1
+## 5660 34362            Basic Building Blocks       1
+## 5661 34362            Basic Building Blocks       1
+## 5662 34362            Basic Building Blocks       1
+## 5663 34362            Basic Building Blocks       1
+## 5664 34362                        Functions       0
+## 5665 34362                        Functions       1
+## 5666 34362              Workspace and Files       1
+## 5667 34362              Workspace and Files       1
+## 5668 34362              Workspace and Files      NA
+## 5669 34362                  Dates and Times       1
+## 5670 34362                  Dates and Times       1
+## 5671 34362              Workspace and Files       1
+## 5672 34362                  Dates and Times       1
+## 5673 34362                  Dates and Times       1
+## 5674 34362                  Dates and Times       1
+## 5675 34362                  Dates and Times       1
+## 5676 34362                  Dates and Times       1
+## 5677 34362                  Dates and Times      NA
+## 5678 34362            Basic Building Blocks       1
+## 5679 34362                            Logic      NA
+## 5680 34362              Workspace and Files       1
+## 5681 34362              Workspace and Files       1
+## 5682 34362                        Functions       0
+## 5683 34362              Workspace and Files       1
+## 5684 34362                        Functions       1
+## 5685 34362                        Functions       0
+## 5686 34362                        Functions       0
+## 5687 34362                        Functions       0
+## 5688 34362                        Functions       1
+## 5689 34362                        Functions       1
+## 5690 34362                        Functions       1
+## 5691 34362                        Functions      NA
+## 5692 34362                        Functions       0
+## 5693 34362            Basic Building Blocks      NA
+## 5694 34362                        Functions       1
+## 5695 34362              Workspace and Files       1
+## 5696 34362                        Functions       1
+## 5697 34362                        Functions       1
+## 5698 34362                        Functions       0
+## 5699 34362                        Functions       0
+## 5700 35235            Basic Building Blocks      NA
+## 5701 35235            Basic Building Blocks       1
+## 5702 35235            Basic Building Blocks       1
+## 5703 35235            Basic Building Blocks       1
+## 5704 35235            Basic Building Blocks       1
+## 5705 35235            Basic Building Blocks       1
+## 5706 35235            Basic Building Blocks       1
+## 5707 35235            Basic Building Blocks       1
+## 5708 35235            Basic Building Blocks       1
+## 5709 35235            Basic Building Blocks       0
+## 5710 35235            Basic Building Blocks       1
+## 5711 35235            Basic Building Blocks       1
+## 5712 35235            Basic Building Blocks       1
+## 5713 35235            Basic Building Blocks       1
+## 5714 35235            Basic Building Blocks       1
+## 5715 35235            Basic Building Blocks       1
+## 5716 35235            Basic Building Blocks       1
+## 5717 35235            Basic Building Blocks       1
+## 5718 35235            Basic Building Blocks       1
+## 5719 35235            Basic Building Blocks       1
+## 5720 35235            Basic Building Blocks       0
+## 5721 35235            Basic Building Blocks       1
+## 5722 35235            Basic Building Blocks       1
+## 5723 35235            Basic Building Blocks       1
+## 5724 35235            Basic Building Blocks       0
+## 5725 35235            Basic Building Blocks       1
+
    +
  1. Create a new data frame called DF5 that provides a mean score for each student on each course
    2. +
+
DF5 <- DF1 %>% filter(correct == TRUE) #did not get the mean but this is important for the extra credit. I'll explain myself in the next task.
+DF5
+
##                    course_name                      lesson_name
+## 1                R Programming                  Dates and Times
+## 2                R Programming                        Functions
+## 3                R Programming            Basic Building Blocks
+## 4                R Programming                  Dates and Times
+## 5                R Programming                  Dates and Times
+## 6                R Programming              Workspace and Files
+## 7                R Programming                        Functions
+## 8                R Programming                  Dates and Times
+## 9                R Programming                  Dates and Times
+## 10               R Programming                  Dates and Times
+## 11               R Programming            Basic Building Blocks
+## 12               R Programming                          Vectors
+## 13               R Programming            Basic Building Blocks
+## 14               R Programming                          Vectors
+## 15               R Programming              Workspace and Files
+## 16               R Programming               Subsetting Vectors
+## 17               R Programming                  Dates and Times
+## 18               R Programming               Subsetting Vectors
+## 19               R Programming                  Dates and Times
+## 20               R Programming               Subsetting Vectors
+## 21               R Programming                  Dates and Times
+## 22               R Programming                  Dates and Times
+## 23               R Programming               Subsetting Vectors
+## 24               R Programming                        Functions
+## 25               R Programming               Subsetting Vectors
+## 26               R Programming            Basic Building Blocks
+## 27               R Programming                          Vectors
+## 28               R Programming                            Logic
+## 29               R Programming            Basic Building Blocks
+## 30               R Programming              Workspace and Files
+## 31               R Programming              Workspace and Files
+## 32               R Programming               Subsetting Vectors
+## 33               R Programming                  Dates and Times
+## 34               R Programming              Workspace and Files
+## 35               R Programming                  Dates and Times
+## 36               R Programming                  Dates and Times
+## 37               R Programming                          Vectors
+## 38               R Programming               Subsetting Vectors
+## 39               R Programming               Subsetting Vectors
+## 40               R Programming            Basic Building Blocks
+## 41               R Programming                  Dates and Times
+## 42               R Programming            Basic Building Blocks
+## 43               R Programming               Subsetting Vectors
+## 44               R Programming                            Logic
+## 45               R Programming              Workspace and Files
+## 46               R Programming               Subsetting Vectors
+## 47               R Programming                            Logic
+## 48               R Programming               Subsetting Vectors
+## 49               R Programming                        Functions
+## 50               R Programming                            Logic
+## 51               R Programming                  Dates and Times
+## 52               R Programming                          Vectors
+## 53               R Programming            Basic Building Blocks
+## 54               R Programming                            Logic
+## 55               R Programming                            Logic
+## 56               R Programming                   Missing Values
+## 57               R Programming                            Logic
+## 58               R Programming              Workspace and Files
+## 59               R Programming               Subsetting Vectors
+## 60               R Programming              Workspace and Files
+## 61               R Programming                  Dates and Times
+## 62               R Programming                            Logic
+## 63               R Programming            Basic Building Blocks
+## 64               R Programming                  Dates and Times
+## 65               R Programming                   Missing Values
+## 66               R Programming                   Missing Values
+## 67               R Programming                   Missing Values
+## 68               R Programming               Subsetting Vectors
+## 69               R Programming                            Logic
+## 70               R Programming                            Logic
+## 71               R Programming                  Dates and Times
+## 72               R Programming                  Dates and Times
+## 73               R Programming                  Dates and Times
+## 74               R Programming                        Functions
+## 75               R Programming                  Dates and Times
+## 76               R Programming                            Logic
+## 77               R Programming                  Dates and Times
+## 78               R Programming                   Missing Values
+## 79               R Programming              Workspace and Files
+## 80               R Programming              Workspace and Files
+## 81               R Programming                        Functions
+## 82               R Programming            Basic Building Blocks
+## 83               R Programming            Basic Building Blocks
+## 84               R Programming            Basic Building Blocks
+## 85               R Programming               Subsetting Vectors
+## 86               R Programming                  Dates and Times
+## 87               R Programming               Subsetting Vectors
+## 88               R Programming                          Vectors
+## 89               R Programming                          Vectors
+## 90               R Programming              Workspace and Files
+## 91               R Programming                            Logic
+## 92               R Programming              Workspace and Files
+## 93               R Programming              Workspace and Files
+## 94               R Programming                   Missing Values
+## 95               R Programming              Workspace and Files
+## 96               R Programming              Workspace and Files
+## 97               R Programming               Subsetting Vectors
+## 98               R Programming              Workspace and Files
+## 99               R Programming              Workspace and Files
+## 100              R Programming                  Dates and Times
+## 101              R Programming              Workspace and Files
+## 102              R Programming              Workspace and Files
+## 103              R Programming                            Logic
+## 104              R Programming                            Logic
+## 105              R Programming                            Logic
+## 106              R Programming                  Dates and Times
+## 107              R Programming               Subsetting Vectors
+## 108              R Programming               Subsetting Vectors
+## 109              R Programming               Subsetting Vectors
+## 110              R Programming               Subsetting Vectors
+## 111              R Programming                          Vectors
+## 112              R Programming               Subsetting Vectors
+## 113              R Programming              Workspace and Files
+## 114              R Programming                   Missing Values
+## 115              R Programming                   Missing Values
+## 116              R Programming                   Missing Values
+## 117              R Programming                            Logic
+## 118              R Programming                            Logic
+## 119              R Programming                          Vectors
+## 120              R Programming                            Logic
+## 121              R Programming                            Logic
+## 122              R Programming            Basic Building Blocks
+## 123              R Programming            Basic Building Blocks
+## 124              R Programming               Subsetting Vectors
+## 125              R Programming                            Logic
+## 126              R Programming            Basic Building Blocks
+## 127              R Programming            Basic Building Blocks
+## 128              R Programming            Basic Building Blocks
+## 129              R Programming                            Logic
+## 130              R Programming                   Missing Values
+## 131              R Programming              Workspace and Files
+## 132              R Programming              Workspace and Files
+## 133              R Programming                            Logic
+## 134              R Programming              Workspace and Files
+## 135              R Programming                            Logic
+## 136              R Programming                            Logic
+## 137              R Programming                   Missing Values
+## 138              R Programming                   Missing Values
+## 139              R Programming                            Logic
+## 140              R Programming                            Logic
+## 141              R Programming                        Functions
+## 142              R Programming               Subsetting Vectors
+## 143              R Programming               Subsetting Vectors
+## 144              R Programming                  Dates and Times
+## 145              R Programming                        Functions
+## 146              R Programming                          Vectors
+## 147              R Programming                          Vectors
+## 148              R Programming                   Missing Values
+## 149              R Programming                        Functions
+## 150              R Programming                        Functions
+## 151              R Programming                        Functions
+## 152              R Programming                        Functions
+## 153              R Programming                            Logic
+## 154              R Programming                        Functions
+## 155              R Programming                        Functions
+## 156              R Programming                            Logic
+## 157              R Programming                        Functions
+## 158              R Programming                            Logic
+## 159              R Programming                        Functions
+## 160              R Programming                        Functions
+## 161              R Programming                            Logic
+## 162              R Programming                        Functions
+## 163              R Programming                        Functions
+## 164              R Programming                        Functions
+## 165              R Programming                            Logic
+## 166              R Programming                        Functions
+## 167              R Programming                          Vectors
+## 168              R Programming                        Functions
+## 169              R Programming                  Dates and Times
+## 170              R Programming                            Logic
+## 171              R Programming               Subsetting Vectors
+## 172              R Programming                        Functions
+## 173              R Programming                   Missing Values
+## 174              R Programming                          Vectors
+## 175              R Programming                          Vectors
+## 176              R Programming            Basic Building Blocks
+## 177              R Programming                        Functions
+## 178              R Programming                        Functions
+## 179              R Programming                          Vectors
+## 180              R Programming                  Dates and Times
+## 181              R Programming                          Vectors
+## 182              R Programming                        Functions
+## 183              R Programming            Basic Building Blocks
+## 184              R Programming                        Functions
+## 185              R Programming                        Functions
+## 186              R Programming                            Logic
+## 187              R Programming                          Vectors
+## 188              R Programming                          Vectors
+## 189              R Programming               Subsetting Vectors
+## 190              R Programming            Basic Building Blocks
+## 191              R Programming            Basic Building Blocks
+## 192              R Programming            Basic Building Blocks
+## 193              R Programming                          Vectors
+## 194              R Programming                            Logic
+## 195              R Programming                            Logic
+## 196              R Programming            Basic Building Blocks
+## 197              R Programming                   Missing Values
+## 198              R Programming                   Missing Values
+## 199              R Programming            Basic Building Blocks
+## 200  Getting and Cleaning Data          Tidying Data with tidyr
+## 201  Getting and Cleaning Data          Tidying Data with tidyr
+## 202              R Programming                   Missing Values
+## 203              R Programming                   Missing Values
+## 204  Getting and Cleaning Data          Tidying Data with tidyr
+## 205              R Programming               Subsetting Vectors
+## 206              R Programming               Subsetting Vectors
+## 207              R Programming                   Missing Values
+## 208  Getting and Cleaning Data          Tidying Data with tidyr
+## 209  Getting and Cleaning Data          Tidying Data with tidyr
+## 210  Getting and Cleaning Data          Tidying Data with tidyr
+## 211              R Programming                   Missing Values
+## 212  Getting and Cleaning Data          Tidying Data with tidyr
+## 213              R Programming               Subsetting Vectors
+## 214              R Programming                   Missing Values
+## 215              R Programming                  Dates and Times
+## 216              R Programming               Subsetting Vectors
+## 217              R Programming                  Dates and Times
+## 218  Getting and Cleaning Data          Tidying Data with tidyr
+## 219              R Programming                  Dates and Times
+## 220              R Programming                   Missing Values
+## 221              R Programming                   Missing Values
+## 222              R Programming            Basic Building Blocks
+## 223              R Programming                        Functions
+## 224              R Programming               Subsetting Vectors
+## 225              R Programming                   Missing Values
+## 226              R Programming                  Looking at Data
+## 227  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 228              R Programming               Subsetting Vectors
+## 229              R Programming                            Logic
+## 230              R Programming            Basic Building Blocks
+## 231  Getting and Cleaning Data          Tidying Data with tidyr
+## 232  Getting and Cleaning Data          Tidying Data with tidyr
+## 233  Getting and Cleaning Data          Tidying Data with tidyr
+## 234              R Programming                  Looking at Data
+## 235              R Programming                  Looking at Data
+## 236              R Programming                   Missing Values
+## 237              R Programming                   Missing Values
+## 238              R Programming                            Logic
+## 239              R Programming                  Dates and Times
+## 240              R Programming               Subsetting Vectors
+## 241              R Programming               Subsetting Vectors
+## 242  Getting and Cleaning Data          Tidying Data with tidyr
+## 243              R Programming                   Missing Values
+## 244              R Programming                        Functions
+## 245              R Programming                            Logic
+## 246  Getting and Cleaning Data          Tidying Data with tidyr
+## 247              R Programming                        Functions
+## 248  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 249  Getting and Cleaning Data          Tidying Data with tidyr
+## 250              R Programming                  Dates and Times
+## 251              R Programming                   Missing Values
+## 252              R Programming               Subsetting Vectors
+## 253              R Programming            Basic Building Blocks
+## 254              R Programming            Basic Building Blocks
+## 255  Getting and Cleaning Data          Tidying Data with tidyr
+## 256  Getting and Cleaning Data          Tidying Data with tidyr
+## 257  Getting and Cleaning Data          Tidying Data with tidyr
+## 258              R Programming                  Dates and Times
+## 259              R Programming                            Logic
+## 260              R Programming               Subsetting Vectors
+## 261              R Programming                            Logic
+## 262  Getting and Cleaning Data          Tidying Data with tidyr
+## 263  Getting and Cleaning Data          Tidying Data with tidyr
+## 264              R Programming                  Dates and Times
+## 265  Getting and Cleaning Data          Tidying Data with tidyr
+## 266              R Programming                        Functions
+## 267              R Programming                            Logic
+## 268              R Programming              Workspace and Files
+## 269              R Programming                  Dates and Times
+## 270  Getting and Cleaning Data          Tidying Data with tidyr
+## 271              R Programming                            Logic
+## 272              R Programming               Subsetting Vectors
+## 273              R Programming              Workspace and Files
+## 274              R Programming              Workspace and Files
+## 275              R Programming              Workspace and Files
+## 276              R Programming            Basic Building Blocks
+## 277              R Programming               Subsetting Vectors
+## 278              R Programming              Workspace and Files
+## 279              R Programming              Workspace and Files
+## 280              R Programming              Workspace and Files
+## 281  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 282              R Programming              Workspace and Files
+## 283  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 284              R Programming               Subsetting Vectors
+## 285              R Programming                            Logic
+## 286              R Programming            Basic Building Blocks
+## 287              R Programming            Basic Building Blocks
+## 288              R Programming            Basic Building Blocks
+## 289              R Programming                  Dates and Times
+## 290              R Programming                  Dates and Times
+## 291              R Programming                            Logic
+## 292              R Programming                          Vectors
+## 293              R Programming                  Dates and Times
+## 294              R Programming                  Looking at Data
+## 295              R Programming              Workspace and Files
+## 296  Getting and Cleaning Data     Manipulating Data with dplyr
+## 297  Getting and Cleaning Data     Manipulating Data with dplyr
+## 298  Getting and Cleaning Data     Manipulating Data with dplyr
+## 299              R Programming            Basic Building Blocks
+## 300              R Programming            Basic Building Blocks
+## 301              R Programming                            Logic
+## 302              R Programming            Basic Building Blocks
+## 303              R Programming                            Logic
+## 304              R Programming            Basic Building Blocks
+## 305              R Programming            Basic Building Blocks
+## 306              R Programming              Workspace and Files
+## 307              R Programming            Basic Building Blocks
+## 308              R Programming               Subsetting Vectors
+## 309              R Programming            Basic Building Blocks
+## 310              R Programming            Basic Building Blocks
+## 311              R Programming                          Vectors
+## 312              R Programming            Basic Building Blocks
+## 313              R Programming                          Vectors
+## 314  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 315  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 316  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 317              R Programming                            Logic
+## 318              R Programming                            Logic
+## 319  Getting and Cleaning Data          Tidying Data with tidyr
+## 320              R Programming                            Logic
+## 321              R Programming                            Logic
+## 322  Getting and Cleaning Data     Manipulating Data with dplyr
+## 323              R Programming                            Logic
+## 324              R Programming               Subsetting Vectors
+## 325              R Programming                        Functions
+## 326              R Programming                  Looking at Data
+## 327              R Programming              Workspace and Files
+## 328  Getting and Cleaning Data     Manipulating Data with dplyr
+## 329              R Programming              Workspace and Files
+## 330              R Programming                  Looking at Data
+## 331              R Programming                  Looking at Data
+## 332              R Programming                        Functions
+## 333              R Programming                        Functions
+## 334              R Programming                        Functions
+## 335              R Programming                        Functions
+## 336              R Programming                        Functions
+## 337              R Programming                        Functions
+## 338              R Programming            Basic Building Blocks
+## 339              R Programming                          Vectors
+## 340              R Programming                          Vectors
+## 341              R Programming                          Vectors
+## 342              R Programming                          Vectors
+## 343              R Programming               Subsetting Vectors
+## 344              R Programming                          Vectors
+## 345              R Programming               Subsetting Vectors
+## 346              R Programming               Subsetting Vectors
+## 347              R Programming               Subsetting Vectors
+## 348              R Programming               Subsetting Vectors
+## 349              R Programming               Subsetting Vectors
+## 350              R Programming         Matrices and Data Frames
+## 351  Getting and Cleaning Data          Tidying Data with tidyr
+## 352              R Programming               Subsetting Vectors
+## 353              R Programming               Subsetting Vectors
+## 354              R Programming               Subsetting Vectors
+## 355              R Programming              Workspace and Files
+## 356              R Programming              Workspace and Files
+## 357              R Programming              Workspace and Files
+## 358              R Programming              Workspace and Files
+## 359              R Programming              Workspace and Files
+## 360              R Programming                          Vectors
+## 361              R Programming         Matrices and Data Frames
+## 362              R Programming         Matrices and Data Frames
+## 363              R Programming         Matrices and Data Frames
+## 364              R Programming              Workspace and Files
+## 365              R Programming              Workspace and Files
+## 366              R Programming              Workspace and Files
+## 367  Getting and Cleaning Data          Tidying Data with tidyr
+## 368  Getting and Cleaning Data          Tidying Data with tidyr
+## 369  Getting and Cleaning Data          Tidying Data with tidyr
+## 370              R Programming              Workspace and Files
+## 371              R Programming              Workspace and Files
+## 372  Getting and Cleaning Data          Tidying Data with tidyr
+## 373  Getting and Cleaning Data          Tidying Data with tidyr
+## 374  Getting and Cleaning Data          Tidying Data with tidyr
+## 375              R Programming            Basic Building Blocks
+## 376              R Programming            Basic Building Blocks
+## 377              R Programming                  Dates and Times
+## 378              R Programming                  Dates and Times
+## 379              R Programming               Subsetting Vectors
+## 380  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 381              R Programming               Subsetting Vectors
+## 382  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 383  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 384  Getting and Cleaning Data          Tidying Data with tidyr
+## 385              R Programming                          Vectors
+## 386              R Programming                          Vectors
+## 387              R Programming                          Vectors
+## 388              R Programming                          Vectors
+## 389              R Programming                          Vectors
+## 390              R Programming                          Vectors
+## 391              R Programming                          Vectors
+## 392              R Programming                          Vectors
+## 393              R Programming                          Vectors
+## 394              R Programming                          Vectors
+## 395  Getting and Cleaning Data          Tidying Data with tidyr
+## 396  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 397  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 398  Getting and Cleaning Data          Tidying Data with tidyr
+## 399              R Programming         Matrices and Data Frames
+## 400              R Programming         Matrices and Data Frames
+## 401              R Programming         Matrices and Data Frames
+## 402  Getting and Cleaning Data     Manipulating Data with dplyr
+## 403  Getting and Cleaning Data     Manipulating Data with dplyr
+## 404  Getting and Cleaning Data     Manipulating Data with dplyr
+## 405  Getting and Cleaning Data     Manipulating Data with dplyr
+## 406  Getting and Cleaning Data     Manipulating Data with dplyr
+## 407              R Programming                  Dates and Times
+## 408  Getting and Cleaning Data          Tidying Data with tidyr
+## 409              R Programming              Workspace and Files
+## 410  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 411  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 412  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 413              R Programming                  Dates and Times
+## 414  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 415  Getting and Cleaning Data          Tidying Data with tidyr
+## 416  Getting and Cleaning Data          Tidying Data with tidyr
+## 417  Getting and Cleaning Data          Tidying Data with tidyr
+## 418  Getting and Cleaning Data          Tidying Data with tidyr
+## 419              R Programming                  Dates and Times
+## 420              R Programming                        Functions
+## 421              R Programming                        Functions
+## 422              R Programming                        Functions
+## 423              R Programming                        Functions
+## 424              R Programming                        Functions
+## 425              R Programming                        Functions
+## 426              R Programming         Matrices and Data Frames
+## 427              R Programming                  Looking at Data
+## 428  Getting and Cleaning Data          Tidying Data with tidyr
+## 429  Getting and Cleaning Data     Manipulating Data with dplyr
+## 430  Getting and Cleaning Data          Tidying Data with tidyr
+## 431  Getting and Cleaning Data          Tidying Data with tidyr
+## 432  Getting and Cleaning Data          Tidying Data with tidyr
+## 433              R Programming                  Looking at Data
+## 434  Exploratory_Data_Analysis                 Plotting_Systems
+## 435  Exploratory_Data_Analysis                 Plotting_Systems
+## 436  Exploratory_Data_Analysis                 Plotting_Systems
+## 437  Exploratory_Data_Analysis                 Plotting_Systems
+## 438  Exploratory_Data_Analysis                 Plotting_Systems
+## 439              R Programming                  Dates and Times
+## 440              R Programming                  Dates and Times
+## 441              R Programming                  Dates and Times
+## 442  Getting and Cleaning Data          Tidying Data with tidyr
+## 443  Getting and Cleaning Data          Tidying Data with tidyr
+## 444  Exploratory_Data_Analysis                 Plotting_Systems
+## 445  Getting and Cleaning Data          Tidying Data with tidyr
+## 446  Exploratory_Data_Analysis                 Plotting_Systems
+## 447  Exploratory_Data_Analysis                 Plotting_Systems
+## 448  Getting and Cleaning Data          Tidying Data with tidyr
+## 449              R Programming         Matrices and Data Frames
+## 450              R Programming         Matrices and Data Frames
+## 451              R Programming         Matrices and Data Frames
+## 452  Exploratory_Data_Analysis                 Plotting_Systems
+## 453              R Programming         Matrices and Data Frames
+## 454              R Programming         Matrices and Data Frames
+## 455              R Programming         Matrices and Data Frames
+## 456              R Programming         Matrices and Data Frames
+## 457              R Programming         Matrices and Data Frames
+## 458              R Programming         Matrices and Data Frames
+## 459              R Programming         Matrices and Data Frames
+## 460              R Programming         Matrices and Data Frames
+## 461  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 462  Getting and Cleaning Data     Manipulating Data with dplyr
+## 463  Getting and Cleaning Data     Manipulating Data with dplyr
+## 464  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 465  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 466  Getting and Cleaning Data          Tidying Data with tidyr
+## 467              R Programming                            Logic
+## 468              R Programming                            Logic
+## 469  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 470  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 471  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 472  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 473  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 474              R Programming         Matrices and Data Frames
+## 475              R Programming         Matrices and Data Frames
+## 476              R Programming         Matrices and Data Frames
+## 477              R Programming         Matrices and Data Frames
+## 478  Exploratory_Data_Analysis                 Plotting_Systems
+## 479  Exploratory_Data_Analysis                 Plotting_Systems
+## 480  Getting and Cleaning Data          Tidying Data with tidyr
+## 481  Getting and Cleaning Data          Tidying Data with tidyr
+## 482              R Programming                  Dates and Times
+## 483  Getting and Cleaning Data          Tidying Data with tidyr
+## 484  Getting and Cleaning Data          Tidying Data with tidyr
+## 485              R Programming         Matrices and Data Frames
+## 486              R Programming         Matrices and Data Frames
+## 487              R Programming                            Logic
+## 488  Getting and Cleaning Data     Manipulating Data with dplyr
+## 489  Exploratory_Data_Analysis                 Plotting_Systems
+## 490  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 491  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 492  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 493  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 494  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 495  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 496              R Programming                  Looking at Data
+## 497              R Programming                  Dates and Times
+## 498              R Programming                  Dates and Times
+## 499              R Programming                  Dates and Times
+## 500              R Programming                  Dates and Times
+## 501  Getting and Cleaning Data          Tidying Data with tidyr
+## 502              R Programming                  Looking at Data
+## 503              R Programming         Matrices and Data Frames
+## 504              R Programming                            Logic
+## 505              R Programming                            Logic
+## 506              R Programming                            Logic
+## 507  Getting and Cleaning Data          Tidying Data with tidyr
+## 508  Getting and Cleaning Data          Tidying Data with tidyr
+## 509              R Programming                            Logic
+## 510              R Programming                            Logic
+## 511              R Programming                  Dates and Times
+## 512  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 513              R Programming         Matrices and Data Frames
+## 514  Exploratory_Data_Analysis                 Plotting_Systems
+## 515  Exploratory_Data_Analysis                 Plotting_Systems
+## 516  Exploratory_Data_Analysis                 Plotting_Systems
+## 517              R Programming                  Dates and Times
+## 518              R Programming                  Dates and Times
+## 519              R Programming                  Dates and Times
+## 520              R Programming         Matrices and Data Frames
+## 521  Exploratory_Data_Analysis                 Plotting_Systems
+## 522  Exploratory_Data_Analysis                 Plotting_Systems
+## 523              R Programming                            Logic
+## 524              R Programming                        Functions
+## 525              R Programming                        Functions
+## 526  Getting and Cleaning Data          Tidying Data with tidyr
+## 527  Getting and Cleaning Data          Tidying Data with tidyr
+## 528  Getting and Cleaning Data          Tidying Data with tidyr
+## 529  Getting and Cleaning Data          Tidying Data with tidyr
+## 530  Getting and Cleaning Data     Manipulating Data with dplyr
+## 531              R Programming                  Looking at Data
+## 532              R Programming         Matrices and Data Frames
+## 533              R Programming         Matrices and Data Frames
+## 534              R Programming         Matrices and Data Frames
+## 535  Exploratory_Data_Analysis                 Plotting_Systems
+## 536              R Programming         Matrices and Data Frames
+## 537              R Programming         Matrices and Data Frames
+## 538              R Programming         Matrices and Data Frames
+## 539  Getting and Cleaning Data          Tidying Data with tidyr
+## 540              R Programming         Matrices and Data Frames
+## 541              R Programming         Matrices and Data Frames
+## 542              R Programming         Matrices and Data Frames
+## 543              R Programming         Matrices and Data Frames
+## 544              R Programming                        Functions
+## 545              R Programming                            Logic
+## 546              R Programming                            Logic
+## 547              R Programming         Matrices and Data Frames
+## 548  Getting and Cleaning Data     Manipulating Data with dplyr
+## 549  Exploratory_Data_Analysis                 Plotting_Systems
+## 550              R Programming         Matrices and Data Frames
+## 551  Exploratory_Data_Analysis                 Plotting_Systems
+## 552              R Programming         Matrices and Data Frames
+## 553              R Programming         Matrices and Data Frames
+## 554              R Programming                  Looking at Data
+## 555              R Programming                            Logic
+## 556              R Programming                            Logic
+## 557              R Programming                        Functions
+## 558              R Programming                            Logic
+## 559              R Programming         Matrices and Data Frames
+## 560  Getting and Cleaning Data     Manipulating Data with dplyr
+## 561  Getting and Cleaning Data     Manipulating Data with dplyr
+## 562  Exploratory_Data_Analysis                 Plotting_Systems
+## 563              R Programming         Matrices and Data Frames
+## 564              R Programming                            Logic
+## 565  Getting and Cleaning Data     Manipulating Data with dplyr
+## 566  Getting and Cleaning Data     Manipulating Data with dplyr
+## 567  Getting and Cleaning Data     Manipulating Data with dplyr
+## 568  Getting and Cleaning Data     Manipulating Data with dplyr
+## 569  Getting and Cleaning Data     Manipulating Data with dplyr
+## 570              R Programming         Matrices and Data Frames
+## 571  Getting and Cleaning Data     Manipulating Data with dplyr
+## 572              R Programming                        Functions
+## 573  Getting and Cleaning Data     Manipulating Data with dplyr
+## 574  Getting and Cleaning Data     Manipulating Data with dplyr
+## 575  Getting and Cleaning Data     Manipulating Data with dplyr
+## 576  Getting and Cleaning Data     Manipulating Data with dplyr
+## 577              R Programming                            Logic
+## 578              R Programming                            Logic
+## 579  Getting and Cleaning Data     Manipulating Data with dplyr
+## 580  Getting and Cleaning Data     Manipulating Data with dplyr
+## 581  Getting and Cleaning Data     Manipulating Data with dplyr
+## 582  Getting and Cleaning Data     Manipulating Data with dplyr
+## 583              R Programming                        Functions
+## 584              R Programming                        Functions
+## 585              R Programming                            Logic
+## 586  Getting and Cleaning Data          Tidying Data with tidyr
+## 587  Getting and Cleaning Data     Manipulating Data with dplyr
+## 588  Getting and Cleaning Data          Tidying Data with tidyr
+## 589              R Programming                        Functions
+## 590              R Programming                        Functions
+## 591              R Programming                  Looking at Data
+## 592  Getting and Cleaning Data          Tidying Data with tidyr
+## 593              R Programming                        Functions
+## 594  Getting and Cleaning Data     Manipulating Data with dplyr
+## 595              R Programming                        Functions
+## 596  Getting and Cleaning Data     Manipulating Data with dplyr
+## 597              R Programming         Matrices and Data Frames
+## 598              R Programming                            Logic
+## 599  Getting and Cleaning Data     Manipulating Data with dplyr
+## 600              R Programming                  Looking at Data
+## 601  Getting and Cleaning Data     Manipulating Data with dplyr
+## 602  Getting and Cleaning Data          Tidying Data with tidyr
+## 603  Getting and Cleaning Data          Tidying Data with tidyr
+## 604  Getting and Cleaning Data          Tidying Data with tidyr
+## 605  Getting and Cleaning Data     Manipulating Data with dplyr
+## 606  Getting and Cleaning Data     Manipulating Data with dplyr
+## 607  Getting and Cleaning Data     Manipulating Data with dplyr
+## 608              R Programming         Matrices and Data Frames
+## 609              R Programming            Basic Building Blocks
+## 610              R Programming            Basic Building Blocks
+## 611              R Programming                  Dates and Times
+## 612              R Programming            Basic Building Blocks
+## 613              R Programming            Basic Building Blocks
+## 614              R Programming            Basic Building Blocks
+## 615              R Programming                        Functions
+## 616              R Programming            Basic Building Blocks
+## 617              R Programming            Basic Building Blocks
+## 618              R Programming                  Dates and Times
+## 619              R Programming                          Vectors
+## 620              R Programming                          Vectors
+## 621              R Programming                          Vectors
+## 622              R Programming                          Vectors
+## 623              R Programming                          Vectors
+## 624              R Programming            Basic Building Blocks
+## 625              R Programming            Basic Building Blocks
+## 626              R Programming            Basic Building Blocks
+## 627              R Programming                        Functions
+## 628              R Programming              Workspace and Files
+## 629              R Programming                  Dates and Times
+## 630              R Programming                        Functions
+## 631              R Programming               Subsetting Vectors
+## 632              R Programming                          Vectors
+## 633              R Programming            Basic Building Blocks
+## 634              R Programming            Basic Building Blocks
+## 635              R Programming            Basic Building Blocks
+## 636              R Programming            Basic Building Blocks
+## 637              R Programming            Basic Building Blocks
+## 638              R Programming            Basic Building Blocks
+## 639              R Programming                        Functions
+## 640              R Programming                        Functions
+## 641              R Programming              Workspace and Files
+## 642              R Programming                  Dates and Times
+## 643              R Programming                  Dates and Times
+## 644              R Programming                  Dates and Times
+## 645              R Programming                  Dates and Times
+## 646              R Programming                          Vectors
+## 647              R Programming                          Vectors
+## 648              R Programming                          Vectors
+## 649              R Programming                          Vectors
+## 650              R Programming                  Dates and Times
+## 651              R Programming                  Dates and Times
+## 652              R Programming         Matrices and Data Frames
+## 653              R Programming              Workspace and Files
+## 654              R Programming                  Dates and Times
+## 655              R Programming                            Logic
+## 656              R Programming                            Logic
+## 657              R Programming                        Functions
+## 658              R Programming                  Dates and Times
+## 659              R Programming                  Dates and Times
+## 660              R Programming                  Dates and Times
+## 661              R Programming                  Dates and Times
+## 662              R Programming                  Dates and Times
+## 663              R Programming                            Logic
+## 664              R Programming                          Vectors
+## 665              R Programming                  Dates and Times
+## 666              R Programming                  Dates and Times
+## 667              R Programming                   Missing Values
+## 668              R Programming                            Logic
+## 669              R Programming                            Logic
+## 670              R Programming                            Logic
+## 671              R Programming                          Vectors
+## 672              R Programming         Matrices and Data Frames
+## 673              R Programming         Matrices and Data Frames
+## 674              R Programming              Workspace and Files
+## 675              R Programming                          Vectors
+## 676              R Programming                          Vectors
+## 677              R Programming                          Vectors
+## 678              R Programming                   Missing Values
+## 679              R Programming                   Missing Values
+## 680              R Programming                        Functions
+## 681              R Programming                   Missing Values
+## 682              R Programming                   Missing Values
+## 683              R Programming                   Missing Values
+## 684              R Programming                          Vectors
+## 685              R Programming                          Vectors
+## 686              R Programming                          Vectors
+## 687              R Programming            Basic Building Blocks
+## 688              R Programming            Basic Building Blocks
+## 689              R Programming            Basic Building Blocks
+## 690              R Programming            Basic Building Blocks
+## 691              R Programming            Basic Building Blocks
+## 692              R Programming                          Vectors
+## 693              R Programming            Basic Building Blocks
+## 694              R Programming            Basic Building Blocks
+## 695              R Programming            Basic Building Blocks
+## 696              R Programming                            Logic
+## 697              R Programming               Subsetting Vectors
+## 698              R Programming                          Vectors
+## 699              R Programming         Matrices and Data Frames
+## 700              R Programming              Workspace and Files
+## 701              R Programming            Basic Building Blocks
+## 702              R Programming                            Logic
+## 703              R Programming                            Logic
+## 704              R Programming                          Vectors
+## 705              R Programming                          Vectors
+## 706              R Programming               Subsetting Vectors
+## 707              R Programming                   Missing Values
+## 708              R Programming               Subsetting Vectors
+## 709              R Programming               Subsetting Vectors
+## 710              R Programming               Subsetting Vectors
+## 711              R Programming                            Logic
+## 712              R Programming              Workspace and Files
+## 713              R Programming              Workspace and Files
+## 714              R Programming               Subsetting Vectors
+## 715              R Programming                          Vectors
+## 716              R Programming                          Vectors
+## 717              R Programming                   Missing Values
+## 718              R Programming                   Missing Values
+## 719              R Programming                   Missing Values
+## 720              R Programming                   Missing Values
+## 721              R Programming                   Missing Values
+## 722              R Programming                   Missing Values
+## 723              R Programming              Workspace and Files
+## 724              R Programming              Workspace and Files
+## 725              R Programming              Workspace and Files
+## 726              R Programming              Workspace and Files
+## 727              R Programming                          Vectors
+## 728              R Programming                          Vectors
+## 729              R Programming         Matrices and Data Frames
+## 730              R Programming                          Vectors
+## 731              R Programming              Workspace and Files
+## 732              R Programming               Subsetting Vectors
+## 733              R Programming                          Vectors
+## 734              R Programming               Subsetting Vectors
+## 735              R Programming                          Vectors
+## 736              R Programming               Subsetting Vectors
+## 737              R Programming              Workspace and Files
+## 738              R Programming                          Vectors
+## 739              R Programming                          Vectors
+## 740              R Programming                          Vectors
+## 741              R Programming                   Missing Values
+## 742              R Programming         Matrices and Data Frames
+## 743              R Programming                            Logic
+## 744              R Programming         Matrices and Data Frames
+## 745              R Programming         Matrices and Data Frames
+## 746              R Programming         Matrices and Data Frames
+## 747              R Programming            Basic Building Blocks
+## 748              R Programming         Matrices and Data Frames
+## 749              R Programming            Basic Building Blocks
+## 750              R Programming            Basic Building Blocks
+## 751              R Programming               Subsetting Vectors
+## 752              R Programming         Matrices and Data Frames
+## 753              R Programming                            Logic
+## 754              R Programming         Matrices and Data Frames
+## 755              R Programming                            Logic
+## 756              R Programming                            Logic
+## 757              R Programming            Basic Building Blocks
+## 758              R Programming              Workspace and Files
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+## 760              R Programming                            Logic
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+## 762              R Programming            Basic Building Blocks
+## 763              R Programming                  Dates and Times
+## 764              R Programming                  Dates and Times
+## 765              R Programming               Subsetting Vectors
+## 766              R Programming               Subsetting Vectors
+## 767              R Programming               Subsetting Vectors
+## 768              R Programming            Basic Building Blocks
+## 769              R Programming               Subsetting Vectors
+## 770              R Programming            Basic Building Blocks
+## 771              R Programming                  Dates and Times
+## 772              R Programming              Workspace and Files
+## 773              R Programming               Subsetting Vectors
+## 774              R Programming              Workspace and Files
+## 775              R Programming                        Functions
+## 776              R Programming                  Dates and Times
+## 777              R Programming               Subsetting Vectors
+## 778              R Programming            Basic Building Blocks
+## 779              R Programming                   Missing Values
+## 780              R Programming                  Dates and Times
+## 781              R Programming                          Vectors
+## 782              R Programming                  Dates and Times
+## 783              R Programming               Subsetting Vectors
+## 784              R Programming               Subsetting Vectors
+## 785              R Programming                            Logic
+## 786              R Programming                  Dates and Times
+## 787              R Programming               Subsetting Vectors
+## 788              R Programming                        Functions
+## 789              R Programming                  Dates and Times
+## 790              R Programming                            Logic
+## 791              R Programming                            Logic
+## 792              R Programming              Workspace and Files
+## 793              R Programming                          Vectors
+## 794              R Programming              Workspace and Files
+## 795              R Programming               Subsetting Vectors
+## 796              R Programming                  Dates and Times
+## 797              R Programming                            Logic
+## 798              R Programming              Workspace and Files
+## 799              R Programming              Workspace and Files
+## 800              R Programming            Basic Building Blocks
+## 801              R Programming                  Dates and Times
+## 802              R Programming               Subsetting Vectors
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+## 805              R Programming               Subsetting Vectors
+## 806              R Programming               Subsetting Vectors
+## 807              R Programming              Workspace and Files
+## 808              R Programming                  Dates and Times
+## 809              R Programming               Subsetting Vectors
+## 810              R Programming               Subsetting Vectors
+## 811              R Programming               Subsetting Vectors
+## 812              R Programming                  Dates and Times
+## 813              R Programming                        Functions
+## 814              R Programming                   Missing Values
+## 815              R Programming                   Missing Values
+## 816              R Programming                   Missing Values
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+## 820              R Programming                  Dates and Times
+## 821              R Programming              Workspace and Files
+## 822              R Programming               Subsetting Vectors
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+## 832              R Programming                  Dates and Times
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+## 835              R Programming              Workspace and Files
+## 836              R Programming              Workspace and Files
+## 837              R Programming               Subsetting Vectors
+## 838              R Programming              Workspace and Files
+## 839              R Programming            Basic Building Blocks
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+## 842              R Programming                          Vectors
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+## 844              R Programming            Basic Building Blocks
+## 845              R Programming                            Logic
+## 846              R Programming                        Functions
+## 847              R Programming                   Missing Values
+## 848              R Programming            Basic Building Blocks
+## 849              R Programming                            Logic
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+## 851              R Programming            Basic Building Blocks
+## 852              R Programming            Basic Building Blocks
+## 853              R Programming                   Missing Values
+## 854              R Programming            Basic Building Blocks
+## 855              R Programming                   Missing Values
+## 856              R Programming                   Missing Values
+## 857              R Programming            Basic Building Blocks
+## 858              R Programming            Basic Building Blocks
+## 859              R Programming              Workspace and Files
+## 860              R Programming            Basic Building Blocks
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+## 863              R Programming               Subsetting Vectors
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+## 871              R Programming              Workspace and Files
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+## 880              R Programming                   Missing Values
+## 881              R Programming                   Missing Values
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+## 883              R Programming                   Missing Values
+## 884              R Programming            Basic Building Blocks
+## 885              R Programming            Basic Building Blocks
+## 886              R Programming                        Functions
+## 887              R Programming                  Dates and Times
+## 888              R Programming                        Functions
+## 889              R Programming               Subsetting Vectors
+## 890              R Programming               Subsetting Vectors
+## 891              R Programming               Subsetting Vectors
+## 892              R Programming                        Functions
+## 893              R Programming                        Functions
+## 894              R Programming              Workspace and Files
+## 895              R Programming              Workspace and Files
+## 896              R Programming                            Logic
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+## 903              R Programming              Workspace and Files
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+## 919              R Programming              Workspace and Files
+## 920              R Programming              Workspace and Files
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+## 923              R Programming                        Functions
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+## 925              R Programming                   Missing Values
+## 926              R Programming                            Logic
+## 927              R Programming                            Logic
+## 928              R Programming                            Logic
+## 929              R Programming                          Vectors
+## 930              R Programming                   Missing Values
+## 931              R Programming                          Vectors
+## 932              R Programming                          Vectors
+## 933              R Programming                          Vectors
+## 934              R Programming                            Logic
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+## 936              R Programming                            Logic
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+## 945              R Programming                          Vectors
+## 946              R Programming                            Logic
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+## 948              R Programming                        Functions
+## 949              R Programming                        Functions
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+## 951              R Programming                            Logic
+## 952              R Programming                  Dates and Times
+## 953              R Programming                          Vectors
+## 954              R Programming                            Logic
+## 955              R Programming                        Functions
+## 956              R Programming            Basic Building Blocks
+## 957              R Programming            Basic Building Blocks
+## 958              R Programming            Basic Building Blocks
+## 959              R Programming            Basic Building Blocks
+## 960              R Programming            Basic Building Blocks
+## 961              R Programming            Basic Building Blocks
+## 962              R Programming            Basic Building Blocks
+## 963              R Programming            Basic Building Blocks
+## 964              R Programming            Basic Building Blocks
+## 965              R Programming            Basic Building Blocks
+## 966              R Programming            Basic Building Blocks
+## 967              R Programming            Basic Building Blocks
+## 968              R Programming            Basic Building Blocks
+## 969              R Programming            Basic Building Blocks
+## 970              R Programming            Basic Building Blocks
+## 971              R Programming            Basic Building Blocks
+## 972              R Programming            Basic Building Blocks
+## 973              R Programming            Basic Building Blocks
+## 974              R Programming            Basic Building Blocks
+## 975              R Programming            Basic Building Blocks
+## 976              R Programming            Basic Building Blocks
+## 977              R Programming            Basic Building Blocks
+## 978              R Programming              Workspace and Files
+## 979              R Programming              Workspace and Files
+## 980              R Programming              Workspace and Files
+## 981              R Programming              Workspace and Files
+## 982              R Programming              Workspace and Files
+## 983              R Programming              Workspace and Files
+## 984              R Programming              Workspace and Files
+## 985              R Programming              Workspace and Files
+## 986              R Programming              Workspace and Files
+## 987              R Programming              Workspace and Files
+## 988              R Programming              Workspace and Files
+## 989              R Programming              Workspace and Files
+## 990              R Programming              Workspace and Files
+## 991              R Programming              Workspace and Files
+## 992              R Programming              Workspace and Files
+## 993              R Programming              Workspace and Files
+## 994              R Programming              Workspace and Files
+## 995              R Programming              Workspace and Files
+## 996              R Programming              Workspace and Files
+## 997              R Programming              Workspace and Files
+## 998              R Programming              Workspace and Files
+## 999              R Programming              Workspace and Files
+## 1000             R Programming              Workspace and Files
+## 1001             R Programming              Workspace and Files
+## 1002             R Programming                  Dates and Times
+## 1003             R Programming                  Dates and Times
+## 1004             R Programming                  Dates and Times
+## 1005             R Programming                  Dates and Times
+## 1006             R Programming              Workspace and Files
+## 1007             R Programming              Workspace and Files
+## 1008             R Programming              Workspace and Files
+## 1009             R Programming              Workspace and Files
+## 1010             R Programming                  Dates and Times
+## 1011             R Programming              Workspace and Files
+## 1012             R Programming              Workspace and Files
+## 1013             R Programming                   Missing Values
+## 1014             R Programming                   Missing Values
+## 1015             R Programming                   Missing Values
+## 1016             R Programming                   Missing Values
+## 1017             R Programming                   Missing Values
+## 1018             R Programming                   Missing Values
+## 1019             R Programming                   Missing Values
+## 1020             R Programming                   Missing Values
+## 1021             R Programming                   Missing Values
+## 1022             R Programming                   Missing Values
+## 1023             R Programming                   Missing Values
+## 1024             R Programming                   Missing Values
+## 1025             R Programming                   Missing Values
+## 1026             R Programming                   Missing Values
+## 1027             R Programming            Basic Building Blocks
+## 1028             R Programming               Subsetting Vectors
+## 1029             R Programming                            Logic
+## 1030             R Programming                            Logic
+## 1031             R Programming                            Logic
+## 1032             R Programming                            Logic
+## 1033             R Programming                            Logic
+## 1034             R Programming                            Logic
+## 1035             R Programming                            Logic
+## 1036             R Programming                            Logic
+## 1037             R Programming                            Logic
+## 1038             R Programming                            Logic
+## 1039             R Programming                            Logic
+## 1040             R Programming                            Logic
+## 1041             R Programming                            Logic
+## 1042             R Programming                            Logic
+## 1043             R Programming                            Logic
+## 1044             R Programming              Workspace and Files
+## 1045             R Programming              Workspace and Files
+## 1046             R Programming              Workspace and Files
+## 1047             R Programming              Workspace and Files
+## 1048             R Programming                            Logic
+## 1049             R Programming                  Dates and Times
+## 1050             R Programming                  Dates and Times
+## 1051             R Programming                  Dates and Times
+## 1052             R Programming                  Dates and Times
+## 1053             R Programming                  Dates and Times
+## 1054             R Programming                  Dates and Times
+## 1055             R Programming                  Dates and Times
+## 1056             R Programming                  Dates and Times
+## 1057             R Programming                  Dates and Times
+## 1058             R Programming                  Dates and Times
+## 1059             R Programming                  Dates and Times
+## 1060             R Programming            Basic Building Blocks
+## 1061             R Programming            Basic Building Blocks
+## 1062             R Programming            Basic Building Blocks
+## 1063             R Programming            Basic Building Blocks
+## 1064             R Programming            Basic Building Blocks
+## 1065             R Programming                          Vectors
+## 1066             R Programming                          Vectors
+## 1067             R Programming                          Vectors
+## 1068             R Programming               Subsetting Vectors
+## 1069             R Programming               Subsetting Vectors
+## 1070             R Programming               Subsetting Vectors
+## 1071             R Programming               Subsetting Vectors
+## 1072             R Programming                          Vectors
+## 1073             R Programming                          Vectors
+## 1074             R Programming                          Vectors
+## 1075             R Programming                          Vectors
+## 1076             R Programming            Basic Building Blocks
+## 1077             R Programming            Basic Building Blocks
+## 1078             R Programming            Basic Building Blocks
+## 1079             R Programming                          Vectors
+## 1080             R Programming                          Vectors
+## 1081             R Programming                            Logic
+## 1082             R Programming                            Logic
+## 1083             R Programming                            Logic
+## 1084             R Programming                          Vectors
+## 1085             R Programming                          Vectors
+## 1086             R Programming                          Vectors
+## 1087             R Programming            Basic Building Blocks
+## 1088             R Programming               Subsetting Vectors
+## 1089             R Programming               Subsetting Vectors
+## 1090             R Programming               Subsetting Vectors
+## 1091             R Programming            Basic Building Blocks
+## 1092             R Programming            Basic Building Blocks
+## 1093             R Programming            Basic Building Blocks
+## 1094             R Programming            Basic Building Blocks
+## 1095             R Programming            Basic Building Blocks
+## 1096             R Programming            Basic Building Blocks
+## 1097             R Programming               Subsetting Vectors
+## 1098             R Programming               Subsetting Vectors
+## 1099             R Programming               Subsetting Vectors
+## 1100             R Programming               Subsetting Vectors
+## 1101             R Programming               Subsetting Vectors
+## 1102             R Programming               Subsetting Vectors
+## 1103             R Programming               Subsetting Vectors
+## 1104             R Programming                          Vectors
+## 1105             R Programming                          Vectors
+## 1106             R Programming                          Vectors
+## 1107             R Programming              Workspace and Files
+## 1108             R Programming                  Looking at Data
+## 1109             R Programming              Workspace and Files
+## 1110 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1111 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1112             R Programming                  Looking at Data
+## 1113             R Programming              Workspace and Files
+## 1114             R Programming                  Looking at Data
+## 1115 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1116 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1117 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1118 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1119             R Programming                  Looking at Data
+## 1120             R Programming                  Looking at Data
+## 1121             R Programming              Workspace and Files
+## 1122             R Programming              Workspace and Files
+## 1123             R Programming                          Vectors
+## 1124             R Programming              Workspace and Files
+## 1125             R Programming                          Vectors
+## 1126 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1127 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1128             R Programming                  Looking at Data
+## 1129 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1130 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1131             R Programming                  Dates and Times
+## 1132             R Programming              Workspace and Files
+## 1133             R Programming              Workspace and Files
+## 1134             R Programming                            Logic
+## 1135             R Programming              Workspace and Files
+## 1136             R Programming              Workspace and Files
+## 1137             R Programming              Workspace and Files
+## 1138             R Programming              Workspace and Files
+## 1139             R Programming              Workspace and Files
+## 1140             R Programming                        Functions
+## 1141             R Programming                        Functions
+## 1142             R Programming                        Functions
+## 1143             R Programming                        Functions
+## 1144             R Programming              Workspace and Files
+## 1145             R Programming                            Logic
+## 1146             R Programming                        Functions
+## 1147             R Programming                        Functions
+## 1148             R Programming                        Functions
+## 1149             R Programming                        Functions
+## 1150             R Programming              Workspace and Files
+## 1151             R Programming              Workspace and Files
+## 1152             R Programming              Workspace and Files
+## 1153             R Programming                        Functions
+## 1154             R Programming                        Functions
+## 1155             R Programming                        Functions
+## 1156             R Programming                        Functions
+## 1157             R Programming                        Functions
+## 1158 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1159             R Programming                  Looking at Data
+## 1160             R Programming                  Looking at Data
+## 1161             R Programming                  Looking at Data
+## 1162             R Programming                  Looking at Data
+## 1163             R Programming              Workspace and Files
+## 1164             R Programming              Workspace and Files
+## 1165             R Programming                  Dates and Times
+## 1166 Getting and Cleaning Data          Tidying Data with tidyr
+## 1167 Getting and Cleaning Data          Tidying Data with tidyr
+## 1168 Getting and Cleaning Data          Tidying Data with tidyr
+## 1169 Getting and Cleaning Data          Tidying Data with tidyr
+## 1170 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1171 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1172 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1173 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1174 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1175 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1176 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1177 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1178 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1179 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1180 Exploratory_Data_Analysis                 Plotting_Systems
+## 1181 Exploratory_Data_Analysis                 Plotting_Systems
+## 1182 Exploratory_Data_Analysis                 Plotting_Systems
+## 1183 Exploratory_Data_Analysis                 Plotting_Systems
+## 1184 Exploratory_Data_Analysis                 Plotting_Systems
+## 1185 Exploratory_Data_Analysis                 Plotting_Systems
+## 1186 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1187 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1188 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1189 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1190             R Programming              Workspace and Files
+## 1191             R Programming              Workspace and Files
+## 1192             R Programming              Workspace and Files
+## 1193             R Programming              Workspace and Files
+## 1194 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1195 Getting and Cleaning Data          Tidying Data with tidyr
+## 1196 Getting and Cleaning Data          Tidying Data with tidyr
+## 1197 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1198 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1199 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1200 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1201 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1202             R Programming                            Logic
+## 1203             R Programming                            Logic
+## 1204             R Programming                            Logic
+## 1205             R Programming                            Logic
+## 1206             R Programming                            Logic
+## 1207             R Programming                  Dates and Times
+## 1208             R Programming                  Dates and Times
+## 1209             R Programming                  Dates and Times
+## 1210             R Programming                  Dates and Times
+## 1211             R Programming                  Dates and Times
+## 1212             R Programming                  Dates and Times
+## 1213             R Programming                          Vectors
+## 1214             R Programming                          Vectors
+## 1215             R Programming                          Vectors
+## 1216             R Programming                          Vectors
+## 1217             R Programming                          Vectors
+## 1218             R Programming                          Vectors
+## 1219 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1220 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1221 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1222 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1223 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1224 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1225 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1226 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1227 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1228 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1229             R Programming                  Dates and Times
+## 1230             R Programming                  Dates and Times
+## 1231             R Programming                        Functions
+## 1232             R Programming                        Functions
+## 1233             R Programming                        Functions
+## 1234             R Programming                        Functions
+## 1235             R Programming                        Functions
+## 1236             R Programming                        Functions
+## 1237             R Programming                        Functions
+## 1238             R Programming                        Functions
+## 1239 Getting and Cleaning Data          Tidying Data with tidyr
+## 1240 Getting and Cleaning Data          Tidying Data with tidyr
+## 1241 Getting and Cleaning Data          Tidying Data with tidyr
+## 1242 Getting and Cleaning Data          Tidying Data with tidyr
+## 1243 Getting and Cleaning Data          Tidying Data with tidyr
+## 1244 Getting and Cleaning Data          Tidying Data with tidyr
+## 1245             R Programming                        Functions
+## 1246             R Programming                        Functions
+## 1247             R Programming                        Functions
+## 1248 Getting and Cleaning Data          Tidying Data with tidyr
+## 1249 Getting and Cleaning Data          Tidying Data with tidyr
+## 1250 Getting and Cleaning Data          Tidying Data with tidyr
+## 1251             R Programming                        Functions
+## 1252             R Programming                        Functions
+## 1253             R Programming                        Functions
+## 1254             R Programming                        Functions
+## 1255 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1256             R Programming               Subsetting Vectors
+## 1257             R Programming               Subsetting Vectors
+## 1258             R Programming               Subsetting Vectors
+## 1259             R Programming               Subsetting Vectors
+## 1260             R Programming               Subsetting Vectors
+## 1261             R Programming               Subsetting Vectors
+## 1262             R Programming               Subsetting Vectors
+## 1263             R Programming               Subsetting Vectors
+## 1264             R Programming               Subsetting Vectors
+## 1265             R Programming               Subsetting Vectors
+## 1266             R Programming               Subsetting Vectors
+## 1267 Exploratory_Data_Analysis                 Plotting_Systems
+## 1268 Exploratory_Data_Analysis                 Plotting_Systems
+## 1269 Exploratory_Data_Analysis                 Plotting_Systems
+## 1270 Exploratory_Data_Analysis                 Plotting_Systems
+## 1271 Exploratory_Data_Analysis                 Plotting_Systems
+## 1272 Exploratory_Data_Analysis                 Plotting_Systems
+## 1273             R Programming                            Logic
+## 1274             R Programming                            Logic
+## 1275             R Programming                            Logic
+## 1276             R Programming                            Logic
+## 1277             R Programming                            Logic
+## 1278             R Programming                            Logic
+## 1279             R Programming                            Logic
+## 1280 Exploratory_Data_Analysis                 Plotting_Systems
+## 1281 Exploratory_Data_Analysis                 Plotting_Systems
+## 1282 Exploratory_Data_Analysis                 Plotting_Systems
+## 1283 Exploratory_Data_Analysis                 Plotting_Systems
+## 1284 Exploratory_Data_Analysis                 Plotting_Systems
+## 1285 Exploratory_Data_Analysis                 Plotting_Systems
+## 1286 Exploratory_Data_Analysis                 Plotting_Systems
+## 1287 Exploratory_Data_Analysis                 Plotting_Systems
+## 1288 Exploratory_Data_Analysis                 Plotting_Systems
+## 1289             R Programming                            Logic
+## 1290             R Programming                            Logic
+## 1291             R Programming                            Logic
+## 1292             R Programming                            Logic
+## 1293             R Programming                            Logic
+## 1294             R Programming                   Missing Values
+## 1295             R Programming                   Missing Values
+## 1296 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1297 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1298 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1299 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1300 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1301 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1302             R Programming                  Dates and Times
+## 1303             R Programming                  Dates and Times
+## 1304 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1305 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1306 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1307 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1308             R Programming                  Dates and Times
+## 1309             R Programming                  Dates and Times
+## 1310             R Programming                  Dates and Times
+## 1311             R Programming                  Dates and Times
+## 1312             R Programming                  Dates and Times
+## 1313             R Programming                  Dates and Times
+## 1314             R Programming                  Dates and Times
+## 1315             R Programming                          Vectors
+## 1316             R Programming                          Vectors
+## 1317             R Programming                          Vectors
+## 1318             R Programming                          Vectors
+## 1319             R Programming                          Vectors
+## 1320             R Programming                          Vectors
+## 1321             R Programming                          Vectors
+## 1322             R Programming                          Vectors
+## 1323             R Programming                          Vectors
+## 1324             R Programming                          Vectors
+## 1325             R Programming                          Vectors
+## 1326 Getting and Cleaning Data          Tidying Data with tidyr
+## 1327 Getting and Cleaning Data          Tidying Data with tidyr
+## 1328             R Programming                   Missing Values
+## 1329             R Programming                   Missing Values
+## 1330             R Programming                   Missing Values
+## 1331             R Programming                   Missing Values
+## 1332             R Programming                   Missing Values
+## 1333             R Programming                   Missing Values
+## 1334             R Programming                   Missing Values
+## 1335             R Programming                   Missing Values
+## 1336             R Programming                   Missing Values
+## 1337             R Programming                   Missing Values
+## 1338             R Programming                   Missing Values
+## 1339             R Programming                   Missing Values
+## 1340             R Programming               Subsetting Vectors
+## 1341             R Programming               Subsetting Vectors
+## 1342             R Programming               Subsetting Vectors
+## 1343 Getting and Cleaning Data          Tidying Data with tidyr
+## 1344 Getting and Cleaning Data          Tidying Data with tidyr
+## 1345 Getting and Cleaning Data          Tidying Data with tidyr
+## 1346 Getting and Cleaning Data          Tidying Data with tidyr
+## 1347 Getting and Cleaning Data          Tidying Data with tidyr
+## 1348 Getting and Cleaning Data          Tidying Data with tidyr
+## 1349             R Programming               Subsetting Vectors
+## 1350             R Programming                            Logic
+## 1351             R Programming                            Logic
+## 1352             R Programming                  Dates and Times
+## 1353 Getting and Cleaning Data          Tidying Data with tidyr
+## 1354 Getting and Cleaning Data          Tidying Data with tidyr
+## 1355 Getting and Cleaning Data          Tidying Data with tidyr
+## 1356 Getting and Cleaning Data          Tidying Data with tidyr
+## 1357 Getting and Cleaning Data          Tidying Data with tidyr
+## 1358             R Programming               Subsetting Vectors
+## 1359             R Programming               Subsetting Vectors
+## 1360             R Programming               Subsetting Vectors
+## 1361             R Programming                            Logic
+## 1362             R Programming                            Logic
+## 1363             R Programming                            Logic
+## 1364             R Programming                            Logic
+## 1365 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1366             R Programming                            Logic
+## 1367             R Programming                  Dates and Times
+## 1368             R Programming                            Logic
+## 1369 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1370 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1371             R Programming                            Logic
+## 1372             R Programming                            Logic
+## 1373             R Programming                            Logic
+## 1374             R Programming                            Logic
+## 1375             R Programming                            Logic
+## 1376             R Programming                            Logic
+## 1377             R Programming                  Dates and Times
+## 1378             R Programming               Subsetting Vectors
+## 1379             R Programming                  Dates and Times
+## 1380             R Programming                            Logic
+## 1381             R Programming                            Logic
+## 1382             R Programming                  Dates and Times
+## 1383             R Programming                  Dates and Times
+## 1384 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1385 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1386 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1387             R Programming                  Dates and Times
+## 1388 Getting and Cleaning Data          Tidying Data with tidyr
+## 1389             R Programming               Subsetting Vectors
+## 1390             R Programming               Subsetting Vectors
+## 1391             R Programming                  Looking at Data
+## 1392             R Programming                  Looking at Data
+## 1393             R Programming                  Looking at Data
+## 1394             R Programming                  Looking at Data
+## 1395 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1396             R Programming               Subsetting Vectors
+## 1397             R Programming                  Looking at Data
+## 1398 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1399 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1400 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1401             R Programming                  Dates and Times
+## 1402             R Programming               Subsetting Vectors
+## 1403             R Programming                  Dates and Times
+## 1404 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1405 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1406 Getting and Cleaning Data          Tidying Data with tidyr
+## 1407 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1408             R Programming               Subsetting Vectors
+## 1409 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1410 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1411 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1412 Getting and Cleaning Data          Tidying Data with tidyr
+## 1413 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1414 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1415             R Programming               Subsetting Vectors
+## 1416 Getting and Cleaning Data          Tidying Data with tidyr
+## 1417             R Programming               Subsetting Vectors
+## 1418 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1419             R Programming            Basic Building Blocks
+## 1420             R Programming            Basic Building Blocks
+## 1421             R Programming         Matrices and Data Frames
+## 1422             R Programming            Basic Building Blocks
+## 1423             R Programming         Matrices and Data Frames
+## 1424             R Programming         Matrices and Data Frames
+## 1425             R Programming         Matrices and Data Frames
+## 1426             R Programming            Basic Building Blocks
+## 1427             R Programming            Basic Building Blocks
+## 1428             R Programming         Matrices and Data Frames
+## 1429             R Programming         Matrices and Data Frames
+## 1430             R Programming         Matrices and Data Frames
+## 1431             R Programming            Basic Building Blocks
+## 1432             R Programming            Basic Building Blocks
+## 1433             R Programming         Matrices and Data Frames
+## 1434             R Programming            Basic Building Blocks
+## 1435             R Programming            Basic Building Blocks
+## 1436             R Programming            Basic Building Blocks
+## 1437             R Programming            Basic Building Blocks
+## 1438             R Programming         Matrices and Data Frames
+## 1439             R Programming            Basic Building Blocks
+## 1440             R Programming            Basic Building Blocks
+## 1441             R Programming         Matrices and Data Frames
+## 1442             R Programming         Matrices and Data Frames
+## 1443             R Programming         Matrices and Data Frames
+## 1444             R Programming            Basic Building Blocks
+## 1445             R Programming            Basic Building Blocks
+## 1446             R Programming         Matrices and Data Frames
+## 1447             R Programming         Matrices and Data Frames
+## 1448             R Programming         Matrices and Data Frames
+## 1449             R Programming         Matrices and Data Frames
+## 1450             R Programming         Matrices and Data Frames
+## 1451             R Programming            Basic Building Blocks
+## 1452             R Programming            Basic Building Blocks
+## 1453             R Programming            Basic Building Blocks
+## 1454             R Programming         Matrices and Data Frames
+## 1455             R Programming         Matrices and Data Frames
+## 1456             R Programming         Matrices and Data Frames
+## 1457             R Programming         Matrices and Data Frames
+## 1458             R Programming            Basic Building Blocks
+## 1459             R Programming            Basic Building Blocks
+## 1460             R Programming            Basic Building Blocks
+## 1461             R Programming         Matrices and Data Frames
+## 1462             R Programming            Basic Building Blocks
+## 1463             R Programming         Matrices and Data Frames
+## 1464             R Programming                          Vectors
+## 1465             R Programming            Basic Building Blocks
+## 1466             R Programming                          Vectors
+## 1467             R Programming            Basic Building Blocks
+## 1468             R Programming            Basic Building Blocks
+## 1469             R Programming            Basic Building Blocks
+## 1470             R Programming            Basic Building Blocks
+## 1471             R Programming              Workspace and Files
+## 1472             R Programming            Basic Building Blocks
+## 1473             R Programming                          Vectors
+## 1474             R Programming            Basic Building Blocks
+## 1475             R Programming            Basic Building Blocks
+## 1476             R Programming              Workspace and Files
+## 1477             R Programming                          Vectors
+## 1478             R Programming            Basic Building Blocks
+## 1479             R Programming              Workspace and Files
+## 1480             R Programming              Workspace and Files
+## 1481             R Programming            Basic Building Blocks
+## 1482             R Programming              Workspace and Files
+## 1483             R Programming            Basic Building Blocks
+## 1484             R Programming            Basic Building Blocks
+## 1485             R Programming            Basic Building Blocks
+## 1486             R Programming                          Vectors
+## 1487             R Programming              Workspace and Files
+## 1488             R Programming              Workspace and Files
+## 1489             R Programming            Basic Building Blocks
+## 1490             R Programming              Workspace and Files
+## 1491             R Programming              Workspace and Files
+## 1492             R Programming              Workspace and Files
+## 1493             R Programming              Workspace and Files
+## 1494             R Programming              Workspace and Files
+## 1495             R Programming              Workspace and Files
+## 1496             R Programming                          Vectors
+## 1497             R Programming              Workspace and Files
+## 1498             R Programming              Workspace and Files
+## 1499             R Programming            Basic Building Blocks
+## 1500             R Programming            Basic Building Blocks
+## 1501             R Programming              Workspace and Files
+## 1502             R Programming                          Vectors
+## 1503             R Programming              Workspace and Files
+## 1504             R Programming                          Vectors
+## 1505             R Programming              Workspace and Files
+## 1506             R Programming              Workspace and Files
+## 1507             R Programming              Workspace and Files
+## 1508             R Programming                   Missing Values
+## 1509             R Programming                          Vectors
+## 1510             R Programming                          Vectors
+## 1511             R Programming                          Vectors
+## 1512             R Programming              Workspace and Files
+## 1513             R Programming              Workspace and Files
+## 1514             R Programming            Basic Building Blocks
+## 1515             R Programming            Basic Building Blocks
+## 1516             R Programming                   Missing Values
+## 1517             R Programming                          Vectors
+## 1518             R Programming            Basic Building Blocks
+## 1519             R Programming                   Missing Values
+## 1520             R Programming                          Vectors
+## 1521             R Programming                          Vectors
+## 1522             R Programming                          Vectors
+## 1523             R Programming                          Vectors
+## 1524             R Programming                   Missing Values
+## 1525             R Programming              Workspace and Files
+## 1526             R Programming                   Missing Values
+## 1527             R Programming                          Vectors
+## 1528             R Programming                   Missing Values
+## 1529             R Programming                   Missing Values
+## 1530             R Programming                   Missing Values
+## 1531             R Programming            Basic Building Blocks
+## 1532             R Programming                   Missing Values
+## 1533             R Programming            Basic Building Blocks
+## 1534             R Programming                   Missing Values
+## 1535             R Programming                   Missing Values
+## 1536             R Programming                   Missing Values
+## 1537             R Programming            Basic Building Blocks
+## 1538             R Programming                          Vectors
+## 1539             R Programming                          Vectors
+## 1540             R Programming                   Missing Values
+## 1541             R Programming                   Missing Values
+## 1542             R Programming               Subsetting Vectors
+## 1543             R Programming                        Functions
+## 1544             R Programming                        Functions
+## 1545             R Programming                        Functions
+## 1546             R Programming               Subsetting Vectors
+## 1547             R Programming               Subsetting Vectors
+## 1548             R Programming                        Functions
+## 1549             R Programming            Basic Building Blocks
+## 1550             R Programming         Matrices and Data Frames
+## 1551             R Programming            Basic Building Blocks
+## 1552             R Programming         Matrices and Data Frames
+## 1553             R Programming            Basic Building Blocks
+## 1554             R Programming              Workspace and Files
+## 1555             R Programming         Matrices and Data Frames
+## 1556             R Programming         Matrices and Data Frames
+## 1557             R Programming         Matrices and Data Frames
+## 1558             R Programming         Matrices and Data Frames
+## 1559             R Programming         Matrices and Data Frames
+## 1560             R Programming            Basic Building Blocks
+## 1561             R Programming              Workspace and Files
+## 1562             R Programming            Basic Building Blocks
+## 1563             R Programming                  Dates and Times
+## 1564             R Programming         Matrices and Data Frames
+## 1565             R Programming               Subsetting Vectors
+## 1566             R Programming               Subsetting Vectors
+## 1567             R Programming                        Functions
+## 1568             R Programming                            Logic
+## 1569             R Programming         Matrices and Data Frames
+## 1570             R Programming               Subsetting Vectors
+## 1571             R Programming         Matrices and Data Frames
+## 1572             R Programming              Workspace and Files
+## 1573             R Programming                  Dates and Times
+## 1574             R Programming                            Logic
+## 1575             R Programming                            Logic
+## 1576             R Programming                  Dates and Times
+## 1577             R Programming            Basic Building Blocks
+## 1578             R Programming               Subsetting Vectors
+## 1579             R Programming                            Logic
+## 1580             R Programming                            Logic
+## 1581             R Programming         Matrices and Data Frames
+## 1582             R Programming              Workspace and Files
+## 1583             R Programming         Matrices and Data Frames
+## 1584             R Programming               Subsetting Vectors
+## 1585             R Programming                            Logic
+## 1586             R Programming                        Functions
+## 1587             R Programming                  Dates and Times
+## 1588             R Programming                  Dates and Times
+## 1589             R Programming              Workspace and Files
+## 1590             R Programming                          Vectors
+## 1591             R Programming            Basic Building Blocks
+## 1592             R Programming                        Functions
+## 1593             R Programming                        Functions
+## 1594             R Programming         Matrices and Data Frames
+## 1595             R Programming         Matrices and Data Frames
+## 1596             R Programming                            Logic
+## 1597             R Programming                            Logic
+## 1598             R Programming                          Vectors
+## 1599             R Programming              Workspace and Files
+## 1600             R Programming                  Dates and Times
+## 1601             R Programming            Basic Building Blocks
+## 1602             R Programming                  Dates and Times
+## 1603             R Programming         Matrices and Data Frames
+## 1604             R Programming                          Vectors
+## 1605             R Programming         Matrices and Data Frames
+## 1606             R Programming            Basic Building Blocks
+## 1607             R Programming            Basic Building Blocks
+## 1608             R Programming                            Logic
+## 1609             R Programming                  Dates and Times
+## 1610             R Programming                   Missing Values
+## 1611             R Programming                          Vectors
+## 1612             R Programming                          Vectors
+## 1613             R Programming                          Vectors
+## 1614             R Programming            Basic Building Blocks
+## 1615             R Programming         Matrices and Data Frames
+## 1616             R Programming            Basic Building Blocks
+## 1617             R Programming                          Vectors
+## 1618             R Programming                            Logic
+## 1619             R Programming              Workspace and Files
+## 1620             R Programming                        Functions
+## 1621             R Programming                   Missing Values
+## 1622             R Programming                  Dates and Times
+## 1623             R Programming                  Dates and Times
+## 1624             R Programming                        Functions
+## 1625             R Programming                          Vectors
+## 1626             R Programming                          Vectors
+## 1627             R Programming         Matrices and Data Frames
+## 1628             R Programming            Basic Building Blocks
+## 1629             R Programming         Matrices and Data Frames
+## 1630             R Programming         Matrices and Data Frames
+## 1631             R Programming                        Functions
+## 1632             R Programming              Workspace and Files
+## 1633             R Programming                        Functions
+## 1634             R Programming         Matrices and Data Frames
+## 1635             R Programming               Subsetting Vectors
+## 1636             R Programming                          Vectors
+## 1637             R Programming                          Vectors
+## 1638             R Programming                          Vectors
+## 1639             R Programming                          Vectors
+## 1640             R Programming              Workspace and Files
+## 1641             R Programming                            Logic
+## 1642             R Programming                            Logic
+## 1643             R Programming                        Functions
+## 1644             R Programming         Matrices and Data Frames
+## 1645             R Programming         Matrices and Data Frames
+## 1646             R Programming         Matrices and Data Frames
+## 1647             R Programming         Matrices and Data Frames
+## 1648             R Programming         Matrices and Data Frames
+## 1649             R Programming               Subsetting Vectors
+## 1650             R Programming               Subsetting Vectors
+## 1651             R Programming                            Logic
+## 1652             R Programming                            Logic
+## 1653             R Programming                          Vectors
+## 1654             R Programming                  Dates and Times
+## 1655             R Programming                   Missing Values
+## 1656             R Programming                        Functions
+## 1657             R Programming                            Logic
+## 1658             R Programming                            Logic
+## 1659             R Programming                  Dates and Times
+## 1660             R Programming              Workspace and Files
+## 1661             R Programming              Workspace and Files
+## 1662             R Programming               Subsetting Vectors
+## 1663             R Programming                        Functions
+## 1664             R Programming                  Dates and Times
+## 1665             R Programming                        Functions
+## 1666             R Programming                        Functions
+## 1667             R Programming                   Missing Values
+## 1668             R Programming         Matrices and Data Frames
+## 1669             R Programming                        Functions
+## 1670             R Programming              Workspace and Files
+## 1671             R Programming              Workspace and Files
+## 1672             R Programming                        Functions
+## 1673             R Programming                  Dates and Times
+## 1674             R Programming                  Dates and Times
+## 1675             R Programming                        Functions
+## 1676             R Programming                        Functions
+## 1677             R Programming                   Missing Values
+## 1678             R Programming                   Missing Values
+## 1679             R Programming               Subsetting Vectors
+## 1680             R Programming                        Functions
+## 1681             R Programming                        Functions
+## 1682             R Programming                            Logic
+## 1683             R Programming                            Logic
+## 1684             R Programming                        Functions
+## 1685             R Programming                        Functions
+## 1686             R Programming                        Functions
+## 1687             R Programming                        Functions
+## 1688             R Programming                        Functions
+## 1689             R Programming                        Functions
+## 1690             R Programming                        Functions
+## 1691             R Programming                   Missing Values
+## 1692             R Programming                   Missing Values
+## 1693             R Programming               Subsetting Vectors
+## 1694             R Programming               Subsetting Vectors
+## 1695             R Programming                   Missing Values
+## 1696             R Programming                   Missing Values
+## 1697             R Programming                   Missing Values
+## 1698             R Programming                   Missing Values
+## 1699             R Programming                        Functions
+## 1700             R Programming                        Functions
+## 1701             R Programming                   Missing Values
+## 1702             R Programming                   Missing Values
+## 1703             R Programming                   Missing Values
+## 1704             R Programming                  Dates and Times
+## 1705             R Programming                  Dates and Times
+## 1706             R Programming                        Functions
+## 1707             R Programming                  Dates and Times
+## 1708             R Programming                  Dates and Times
+## 1709             R Programming                        Functions
+## 1710             R Programming                          Vectors
+## 1711             R Programming                  Dates and Times
+## 1712             R Programming                  Dates and Times
+## 1713             R Programming                  Dates and Times
+## 1714             R Programming                  Dates and Times
+## 1715             R Programming                  Dates and Times
+## 1716             R Programming                        Functions
+## 1717             R Programming                          Vectors
+## 1718             R Programming                          Vectors
+## 1719             R Programming                        Functions
+## 1720             R Programming                        Functions
+## 1721             R Programming                        Functions
+## 1722             R Programming              Workspace and Files
+## 1723             R Programming                        Functions
+## 1724             R Programming                            Logic
+## 1725             R Programming                          Vectors
+## 1726             R Programming                  Dates and Times
+## 1727             R Programming                  Dates and Times
+## 1728             R Programming                        Functions
+## 1729             R Programming                        Functions
+## 1730             R Programming                        Functions
+## 1731             R Programming                          Vectors
+## 1732             R Programming                        Functions
+## 1733             R Programming                          Vectors
+## 1734             R Programming                        Functions
+## 1735             R Programming                        Functions
+## 1736             R Programming              Workspace and Files
+## 1737             R Programming              Workspace and Files
+## 1738             R Programming              Workspace and Files
+## 1739             R Programming                  Dates and Times
+## 1740             R Programming                          Vectors
+## 1741             R Programming                        Functions
+## 1742             R Programming                          Vectors
+## 1743             R Programming                        Functions
+## 1744             R Programming                        Functions
+## 1745             R Programming              Workspace and Files
+## 1746             R Programming                  Dates and Times
+## 1747             R Programming                          Vectors
+## 1748             R Programming                            Logic
+## 1749             R Programming                        Functions
+## 1750             R Programming                            Logic
+## 1751             R Programming               Subsetting Vectors
+## 1752             R Programming               Subsetting Vectors
+## 1753             R Programming              Workspace and Files
+## 1754             R Programming                        Functions
+## 1755             R Programming                            Logic
+## 1756             R Programming                        Functions
+## 1757             R Programming                        Functions
+## 1758             R Programming                        Functions
+## 1759             R Programming                  Dates and Times
+## 1760             R Programming                        Functions
+## 1761             R Programming                        Functions
+## 1762             R Programming                          Vectors
+## 1763             R Programming                          Vectors
+## 1764             R Programming                  Dates and Times
+## 1765             R Programming                          Vectors
+## 1766             R Programming                  Dates and Times
+## 1767             R Programming                          Vectors
+## 1768             R Programming                          Vectors
+## 1769             R Programming                  Dates and Times
+## 1770             R Programming                  Dates and Times
+## 1771             R Programming                        Functions
+## 1772             R Programming              Workspace and Files
+## 1773             R Programming                            Logic
+## 1774             R Programming            Basic Building Blocks
+## 1775             R Programming            Basic Building Blocks
+## 1776             R Programming                            Logic
+## 1777             R Programming                            Logic
+## 1778             R Programming            Basic Building Blocks
+## 1779             R Programming            Basic Building Blocks
+## 1780             R Programming                   Missing Values
+## 1781             R Programming              Workspace and Files
+## 1782             R Programming              Workspace and Files
+## 1783             R Programming                        Functions
+## 1784             R Programming              Workspace and Files
+## 1785             R Programming              Workspace and Files
+## 1786             R Programming                   Missing Values
+## 1787             R Programming                            Logic
+## 1788             R Programming                  Dates and Times
+## 1789             R Programming            Basic Building Blocks
+## 1790             R Programming                          Vectors
+## 1791             R Programming                          Vectors
+## 1792             R Programming                          Vectors
+## 1793             R Programming                  Dates and Times
+## 1794             R Programming                  Dates and Times
+## 1795             R Programming                          Vectors
+## 1796             R Programming            Basic Building Blocks
+## 1797             R Programming                  Dates and Times
+## 1798             R Programming                  Dates and Times
+## 1799             R Programming                        Functions
+## 1800             R Programming                        Functions
+## 1801             R Programming            Basic Building Blocks
+## 1802             R Programming                            Logic
+## 1803             R Programming                            Logic
+## 1804             R Programming                            Logic
+## 1805             R Programming               Subsetting Vectors
+## 1806             R Programming            Basic Building Blocks
+## 1807             R Programming            Basic Building Blocks
+## 1808             R Programming               Subsetting Vectors
+## 1809             R Programming            Basic Building Blocks
+## 1810             R Programming              Workspace and Files
+## 1811             R Programming                            Logic
+## 1812             R Programming                            Logic
+## 1813             R Programming                        Functions
+## 1814             R Programming              Workspace and Files
+## 1815             R Programming               Subsetting Vectors
+## 1816             R Programming                            Logic
+## 1817             R Programming                            Logic
+## 1818             R Programming                            Logic
+## 1819             R Programming                            Logic
+## 1820             R Programming            Basic Building Blocks
+## 1821             R Programming                          Vectors
+## 1822             R Programming                  Dates and Times
+## 1823             R Programming            Basic Building Blocks
+## 1824             R Programming            Basic Building Blocks
+## 1825             R Programming                  Dates and Times
+## 1826             R Programming                            Logic
+## 1827             R Programming              Workspace and Files
+## 1828             R Programming              Workspace and Files
+## 1829             R Programming            Basic Building Blocks
+## 1830             R Programming            Basic Building Blocks
+## 1831             R Programming                            Logic
+## 1832             R Programming            Basic Building Blocks
+## 1833             R Programming            Basic Building Blocks
+## 1834             R Programming                            Logic
+## 1835             R Programming                            Logic
+## 1836             R Programming               Subsetting Vectors
+## 1837             R Programming               Subsetting Vectors
+## 1838             R Programming                   Missing Values
+## 1839             R Programming                   Missing Values
+## 1840             R Programming               Subsetting Vectors
+## 1841             R Programming            Basic Building Blocks
+## 1842             R Programming              Workspace and Files
+## 1843             R Programming              Workspace and Files
+## 1844             R Programming                            Logic
+## 1845             R Programming                  Dates and Times
+## 1846             R Programming              Workspace and Files
+## 1847             R Programming                            Logic
+## 1848             R Programming                   Missing Values
+## 1849             R Programming                            Logic
+## 1850             R Programming                            Logic
+## 1851             R Programming              Workspace and Files
+## 1852             R Programming              Workspace and Files
+## 1853             R Programming                  Dates and Times
+## 1854             R Programming                  Dates and Times
+## 1855             R Programming                            Logic
+## 1856             R Programming                   Missing Values
+## 1857             R Programming                   Missing Values
+## 1858             R Programming               Subsetting Vectors
+## 1859             R Programming               Subsetting Vectors
+## 1860             R Programming                            Logic
+## 1861             R Programming                            Logic
+## 1862             R Programming              Workspace and Files
+## 1863             R Programming            Basic Building Blocks
+## 1864             R Programming              Workspace and Files
+## 1865             R Programming               Subsetting Vectors
+## 1866             R Programming                   Missing Values
+## 1867             R Programming                   Missing Values
+## 1868             R Programming               Subsetting Vectors
+## 1869             R Programming               Subsetting Vectors
+## 1870             R Programming                   Missing Values
+## 1871             R Programming                   Missing Values
+## 1872             R Programming                            Logic
+## 1873             R Programming                            Logic
+## 1874             R Programming               Subsetting Vectors
+## 1875             R Programming                            Logic
+## 1876             R Programming               Subsetting Vectors
+## 1877             R Programming            Basic Building Blocks
+## 1878             R Programming               Subsetting Vectors
+## 1879             R Programming               Subsetting Vectors
+## 1880             R Programming               Subsetting Vectors
+## 1881             R Programming              Workspace and Files
+## 1882             R Programming                            Logic
+## 1883             R Programming                   Missing Values
+## 1884             R Programming                   Missing Values
+## 1885             R Programming               Subsetting Vectors
+## 1886             R Programming               Subsetting Vectors
+## 1887             R Programming                            Logic
+## 1888             R Programming               Subsetting Vectors
+## 1889             R Programming               Subsetting Vectors
+## 1890             R Programming               Subsetting Vectors
+## 1891             R Programming                            Logic
+## 1892             R Programming               Subsetting Vectors
+## 1893             R Programming            Basic Building Blocks
+## 1894             R Programming               Subsetting Vectors
+## 1895             R Programming            Basic Building Blocks
+## 1896             R Programming                            Logic
+## 1897             R Programming               Subsetting Vectors
+## 1898             R Programming         Matrices and Data Frames
+## 1899             R Programming         Matrices and Data Frames
+## 1900             R Programming         Matrices and Data Frames
+## 1901             R Programming         Matrices and Data Frames
+## 1902             R Programming         Matrices and Data Frames
+## 1903             R Programming         Matrices and Data Frames
+## 1904             R Programming         Matrices and Data Frames
+## 1905             R Programming         Matrices and Data Frames
+## 1906             R Programming         Matrices and Data Frames
+## 1907             R Programming         Matrices and Data Frames
+## 1908             R Programming         Matrices and Data Frames
+## 1909             R Programming         Matrices and Data Frames
+## 1910             R Programming         Matrices and Data Frames
+## 1911             R Programming         Matrices and Data Frames
+## 1912             R Programming         Matrices and Data Frames
+## 1913             R Programming         Matrices and Data Frames
+## 1914             R Programming         Matrices and Data Frames
+## 1915             R Programming         Matrices and Data Frames
+## 1916             R Programming         Matrices and Data Frames
+## 1917             R Programming         Matrices and Data Frames
+## 1918             R Programming         Matrices and Data Frames
+## 1919             R Programming         Matrices and Data Frames
+## 1920             R Programming         Matrices and Data Frames
+## 1921             R Programming            Basic Building Blocks
+## 1922             R Programming            Basic Building Blocks
+## 1923             R Programming            Basic Building Blocks
+## 1924             R Programming            Basic Building Blocks
+## 1925             R Programming            Basic Building Blocks
+## 1926             R Programming            Basic Building Blocks
+## 1927             R Programming            Basic Building Blocks
+## 1928             R Programming            Basic Building Blocks
+## 1929             R Programming            Basic Building Blocks
+## 1930             R Programming            Basic Building Blocks
+## 1931             R Programming            Basic Building Blocks
+## 1932             R Programming            Basic Building Blocks
+## 1933             R Programming            Basic Building Blocks
+## 1934             R Programming            Basic Building Blocks
+## 1935             R Programming            Basic Building Blocks
+## 1936             R Programming                   Missing Values
+## 1937             R Programming                          Vectors
+## 1938             R Programming            Basic Building Blocks
+## 1939             R Programming            Basic Building Blocks
+## 1940             R Programming            Basic Building Blocks
+## 1941             R Programming                            Logic
+## 1942             R Programming                          Vectors
+## 1943             R Programming                            Logic
+## 1944             R Programming            Basic Building Blocks
+## 1945             R Programming            Basic Building Blocks
+## 1946             R Programming                  Dates and Times
+## 1947             R Programming                          Vectors
+## 1948             R Programming            Basic Building Blocks
+## 1949             R Programming                            Logic
+## 1950             R Programming            Basic Building Blocks
+## 1951             R Programming                            Logic
+## 1952             R Programming                            Logic
+## 1953             R Programming                            Logic
+## 1954             R Programming                            Logic
+## 1955             R Programming                  Dates and Times
+## 1956             R Programming                            Logic
+## 1957             R Programming                  Dates and Times
+## 1958             R Programming                   Missing Values
+## 1959             R Programming                   Missing Values
+## 1960             R Programming                          Vectors
+## 1961             R Programming            Basic Building Blocks
+## 1962             R Programming            Basic Building Blocks
+## 1963             R Programming                          Vectors
+## 1964             R Programming                  Dates and Times
+## 1965             R Programming                          Vectors
+## 1966             R Programming                  Dates and Times
+## 1967             R Programming                  Dates and Times
+## 1968             R Programming                          Vectors
+## 1969             R Programming                          Vectors
+## 1970             R Programming                          Vectors
+## 1971             R Programming                          Vectors
+## 1972             R Programming                          Vectors
+## 1973             R Programming                            Logic
+## 1974             R Programming                            Logic
+## 1975             R Programming                          Vectors
+## 1976             R Programming                          Vectors
+## 1977             R Programming               Subsetting Vectors
+## 1978             R Programming                  Dates and Times
+## 1979             R Programming                  Dates and Times
+## 1980             R Programming                  Dates and Times
+## 1981             R Programming               Subsetting Vectors
+## 1982             R Programming               Subsetting Vectors
+## 1983             R Programming                  Dates and Times
+## 1984             R Programming                            Logic
+## 1985             R Programming                            Logic
+## 1986             R Programming                          Vectors
+## 1987             R Programming                            Logic
+## 1988             R Programming               Subsetting Vectors
+## 1989             R Programming                   Missing Values
+## 1990             R Programming               Subsetting Vectors
+## 1991             R Programming         Matrices and Data Frames
+## 1992             R Programming                            Logic
+## 1993             R Programming                   Missing Values
+## 1994             R Programming                  Dates and Times
+## 1995             R Programming                            Logic
+## 1996             R Programming                            Logic
+## 1997             R Programming                            Logic
+## 1998             R Programming                            Logic
+## 1999             R Programming                  Dates and Times
+## 2000             R Programming                            Logic
+## 2001             R Programming                            Logic
+## 2002             R Programming                            Logic
+## 2003             R Programming                          Vectors
+## 2004             R Programming                            Logic
+## 2005             R Programming                            Logic
+## 2006             R Programming                            Logic
+## 2007             R Programming                            Logic
+## 2008             R Programming                            Logic
+## 2009             R Programming                            Logic
+## 2010             R Programming                            Logic
+## 2011             R Programming                            Logic
+## 2012             R Programming         Matrices and Data Frames
+## 2013             R Programming         Matrices and Data Frames
+## 2014             R Programming         Matrices and Data Frames
+## 2015             R Programming               Subsetting Vectors
+## 2016             R Programming               Subsetting Vectors
+## 2017             R Programming                   Missing Values
+## 2018             R Programming            Basic Building Blocks
+## 2019             R Programming               Subsetting Vectors
+## 2020             R Programming               Subsetting Vectors
+## 2021             R Programming                          Vectors
+## 2022             R Programming                            Logic
+## 2023             R Programming                            Logic
+## 2024             R Programming                            Logic
+## 2025             R Programming                   Missing Values
+## 2026             R Programming                            Logic
+## 2027             R Programming                            Logic
+## 2028             R Programming            Basic Building Blocks
+## 2029             R Programming                   Missing Values
+## 2030             R Programming                  Dates and Times
+## 2031             R Programming                            Logic
+## 2032             R Programming                   Missing Values
+## 2033             R Programming                   Missing Values
+## 2034             R Programming                   Missing Values
+## 2035             R Programming         Matrices and Data Frames
+## 2036             R Programming                  Dates and Times
+## 2037             R Programming            Basic Building Blocks
+## 2038             R Programming            Basic Building Blocks
+## 2039             R Programming            Basic Building Blocks
+## 2040             R Programming               Subsetting Vectors
+## 2041             R Programming               Subsetting Vectors
+## 2042             R Programming               Subsetting Vectors
+## 2043             R Programming                          Vectors
+## 2044             R Programming            Basic Building Blocks
+## 2045             R Programming         Matrices and Data Frames
+## 2046             R Programming                  Dates and Times
+## 2047             R Programming                  Dates and Times
+## 2048             R Programming                  Dates and Times
+## 2049             R Programming         Matrices and Data Frames
+## 2050             R Programming         Matrices and Data Frames
+## 2051             R Programming                  Dates and Times
+## 2052             R Programming                          Vectors
+## 2053             R Programming            Basic Building Blocks
+## 2054             R Programming                          Vectors
+## 2055             R Programming                   Missing Values
+## 2056             R Programming                   Missing Values
+## 2057             R Programming                   Missing Values
+## 2058             R Programming                  Dates and Times
+## 2059             R Programming               Subsetting Vectors
+## 2060             R Programming         Matrices and Data Frames
+## 2061             R Programming            Basic Building Blocks
+## 2062             R Programming               Subsetting Vectors
+## 2063             R Programming         Matrices and Data Frames
+## 2064             R Programming                  Dates and Times
+## 2065             R Programming                  Dates and Times
+## 2066             R Programming         Matrices and Data Frames
+## 2067             R Programming                  Dates and Times
+## 2068             R Programming                  Dates and Times
+## 2069             R Programming                  Dates and Times
+## 2070             R Programming         Matrices and Data Frames
+## 2071             R Programming               Subsetting Vectors
+## 2072             R Programming               Subsetting Vectors
+## 2073             R Programming               Subsetting Vectors
+## 2074             R Programming         Matrices and Data Frames
+## 2075             R Programming               Subsetting Vectors
+## 2076             R Programming         Matrices and Data Frames
+## 2077             R Programming                  Dates and Times
+## 2078             R Programming         Matrices and Data Frames
+## 2079             R Programming                  Dates and Times
+## 2080             R Programming         Matrices and Data Frames
+## 2081             R Programming               Subsetting Vectors
+## 2082             R Programming         Matrices and Data Frames
+## 2083             R Programming            Basic Building Blocks
+## 2084             R Programming               Subsetting Vectors
+## 2085             R Programming         Matrices and Data Frames
+## 2086             R Programming         Matrices and Data Frames
+## 2087             R Programming                  Dates and Times
+## 2088             R Programming                  Dates and Times
+## 2089             R Programming               Subsetting Vectors
+## 2090             R Programming            Basic Building Blocks
+## 2091             R Programming               Subsetting Vectors
+## 2092             R Programming         Matrices and Data Frames
+## 2093             R Programming            Basic Building Blocks
+## 2094             R Programming         Matrices and Data Frames
+## 2095             R Programming         Matrices and Data Frames
+## 2096             R Programming               Subsetting Vectors
+## 2097             R Programming               Subsetting Vectors
+## 2098             R Programming         Matrices and Data Frames
+## 2099             R Programming            Basic Building Blocks
+## 2100             R Programming               Subsetting Vectors
+## 2101             R Programming               Subsetting Vectors
+## 2102 Exploratory_Data_Analysis            Graphics_Devices_in_R
+## 2103 Exploratory_Data_Analysis            Graphics_Devices_in_R
+## 2104 Exploratory_Data_Analysis            Graphics_Devices_in_R
+## 2105 Exploratory_Data_Analysis            Graphics_Devices_in_R
+## 2106 Exploratory_Data_Analysis            Graphics_Devices_in_R
+## 2107 Exploratory_Data_Analysis            Graphics_Devices_in_R
+## 2108 Exploratory_Data_Analysis            Graphics_Devices_in_R
+## 2109 Exploratory_Data_Analysis            Graphics_Devices_in_R
+## 2110 Exploratory_Data_Analysis            Graphics_Devices_in_R
+## 2111 Exploratory_Data_Analysis             Base_Plotting_System
+## 2112 Exploratory_Data_Analysis             Base_Plotting_System
+## 2113 Exploratory_Data_Analysis               Clustering_Example
+## 2114 Exploratory_Data_Analysis               Clustering_Example
+## 2115 Exploratory_Data_Analysis            Graphics_Devices_in_R
+## 2116 Exploratory_Data_Analysis               K_Means_Clustering
+## 2117 Getting and Cleaning Data          Tidying Data with tidyr
+## 2118 Exploratory_Data_Analysis            Graphics_Devices_in_R
+## 2119 Exploratory_Data_Analysis            Graphics_Devices_in_R
+## 2120 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2121 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2122 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2123 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2124 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2125 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2126 Exploratory_Data_Analysis               K_Means_Clustering
+## 2127 Exploratory_Data_Analysis               K_Means_Clustering
+## 2128 Exploratory_Data_Analysis             Base_Plotting_System
+## 2129 Exploratory_Data_Analysis             Base_Plotting_System
+## 2130             R Programming                  Looking at Data
+## 2131             R Programming                  Looking at Data
+## 2132             R Programming                  Looking at Data
+## 2133             R Programming                  Looking at Data
+## 2134 Exploratory_Data_Analysis             Base_Plotting_System
+## 2135 Exploratory_Data_Analysis             Base_Plotting_System
+## 2136             R Programming                  Looking at Data
+## 2137             R Programming                  Looking at Data
+## 2138             R Programming                  Looking at Data
+## 2139 Exploratory_Data_Analysis    Principles_of_Analytic_Graphs
+## 2140             R Programming                  Looking at Data
+## 2141 Exploratory_Data_Analysis               Clustering_Example
+## 2142 Exploratory_Data_Analysis               Clustering_Example
+## 2143 Exploratory_Data_Analysis               Clustering_Example
+## 2144 Exploratory_Data_Analysis               Clustering_Example
+## 2145 Exploratory_Data_Analysis               Clustering_Example
+## 2146 Exploratory_Data_Analysis               Clustering_Example
+## 2147 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 2148 Getting and Cleaning Data          Tidying Data with tidyr
+## 2149 Getting and Cleaning Data          Tidying Data with tidyr
+## 2150             R Programming                  Looking at Data
+## 2151 Exploratory_Data_Analysis    Principles_of_Analytic_Graphs
+## 2152 Exploratory_Data_Analysis    Principles_of_Analytic_Graphs
+## 2153 Exploratory_Data_Analysis    Principles_of_Analytic_Graphs
+## 2154 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2155             R Programming                  Looking at Data
+## 2156             R Programming                  Looking at Data
+## 2157             R Programming                  Looking at Data
+## 2158             R Programming                  Looking at Data
+## 2159 Exploratory_Data_Analysis    Principles_of_Analytic_Graphs
+## 2160 Exploratory_Data_Analysis    Principles_of_Analytic_Graphs
+## 2161             R Programming                  Looking at Data
+## 2162 Exploratory_Data_Analysis               Clustering_Example
+## 2163 Exploratory_Data_Analysis               Exploratory_Graphs
+## 2164 Exploratory_Data_Analysis               Exploratory_Graphs
+## 2165 Exploratory_Data_Analysis               Exploratory_Graphs
+## 2166 Exploratory_Data_Analysis               Exploratory_Graphs
+## 2167 Exploratory_Data_Analysis               Exploratory_Graphs
+## 2168 Exploratory_Data_Analysis               Exploratory_Graphs
+## 2169 Exploratory_Data_Analysis               Clustering_Example
+## 2170 Exploratory_Data_Analysis               Clustering_Example
+## 2171 Getting and Cleaning Data          Tidying Data with tidyr
+## 2172             R Programming                  Looking at Data
+## 2173 Exploratory_Data_Analysis               K_Means_Clustering
+## 2174 Exploratory_Data_Analysis               K_Means_Clustering
+## 2175 Getting and Cleaning Data          Tidying Data with tidyr
+## 2176 Exploratory_Data_Analysis             Base_Plotting_System
+## 2177 Exploratory_Data_Analysis               Clustering_Example
+## 2178 Exploratory_Data_Analysis               Exploratory_Graphs
+## 2179 Exploratory_Data_Analysis               Exploratory_Graphs
+## 2180 Exploratory_Data_Analysis               K_Means_Clustering
+## 2181 Exploratory_Data_Analysis    Principles_of_Analytic_Graphs
+## 2182 Exploratory_Data_Analysis    Principles_of_Analytic_Graphs
+## 2183 Exploratory_Data_Analysis    Principles_of_Analytic_Graphs
+## 2184 Exploratory_Data_Analysis               Exploratory_Graphs
+## 2185 Exploratory_Data_Analysis             Base_Plotting_System
+## 2186 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 2187 Exploratory_Data_Analysis          Hierarchical_Clustering
+## 2188 Exploratory_Data_Analysis               Exploratory_Graphs
+## 2189 Exploratory_Data_Analysis          Hierarchical_Clustering
+## 2190 Exploratory_Data_Analysis               K_Means_Clustering
+## 2191 Exploratory_Data_Analysis               K_Means_Clustering
+## 2192 Exploratory_Data_Analysis          Hierarchical_Clustering
+## 2193 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 2194 Exploratory_Data_Analysis          Hierarchical_Clustering
+## 2195 Getting and Cleaning Data          Tidying Data with tidyr
+## 2196 Exploratory_Data_Analysis               Exploratory_Graphs
+## 2197 Exploratory_Data_Analysis               Exploratory_Graphs
+## 2198 Exploratory_Data_Analysis          Hierarchical_Clustering
+## 2199 Exploratory_Data_Analysis          Hierarchical_Clustering
+## 2200 Exploratory_Data_Analysis    Principles_of_Analytic_Graphs
+## 2201 Getting and Cleaning Data          Tidying Data with tidyr
+## 2202 Getting and Cleaning Data          Tidying Data with tidyr
+## 2203 Exploratory_Data_Analysis          Hierarchical_Clustering
+## 2204 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 2205 Exploratory_Data_Analysis          Hierarchical_Clustering
+## 2206 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 2207 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 2208 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 2209 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 2210 Getting and Cleaning Data          Tidying Data with tidyr
+## 2211 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2212 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2213 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2214 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2215             R Programming                  Dates and Times
+## 2216             R Programming                  Dates and Times
+## 2217             R Programming                  Dates and Times
+## 2218 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2219 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2220 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2221 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2222 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2223 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2224 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2225             R Programming                  Dates and Times
+## 2226             R Programming                  Dates and Times
+## 2227             R Programming                  Dates and Times
+## 2228             R Programming                  Dates and Times
+## 2229             R Programming                  Dates and Times
+## 2230             R Programming                  Dates and Times
+## 2231             R Programming                  Dates and Times
+## 2232             R Programming                  Dates and Times
+## 2233             R Programming                  Dates and Times
+## 2234             R Programming                  Dates and Times
+## 2235             R Programming            Basic Building Blocks
+## 2236             R Programming            Basic Building Blocks
+## 2237             R Programming            Basic Building Blocks
+## 2238             R Programming            Basic Building Blocks
+## 2239             R Programming            Basic Building Blocks
+## 2240             R Programming            Basic Building Blocks
+## 2241             R Programming            Basic Building Blocks
+## 2242             R Programming            Basic Building Blocks
+## 2243             R Programming            Basic Building Blocks
+## 2244             R Programming            Basic Building Blocks
+## 2245             R Programming            Basic Building Blocks
+## 2246             R Programming            Basic Building Blocks
+## 2247             R Programming            Basic Building Blocks
+## 2248             R Programming            Basic Building Blocks
+## 2249             R Programming            Basic Building Blocks
+## 2250             R Programming            Basic Building Blocks
+## 2251             R Programming            Basic Building Blocks
+## 2252             R Programming            Basic Building Blocks
+## 2253             R Programming            Basic Building Blocks
+## 2254             R Programming            Basic Building Blocks
+## 2255             R Programming            Basic Building Blocks
+## 2256             R Programming            Basic Building Blocks
+## 2257             R Programming            Basic Building Blocks
+## 2258             R Programming            Basic Building Blocks
+## 2259             R Programming            Basic Building Blocks
+## 2260             R Programming            Basic Building Blocks
+## 2261             R Programming            Basic Building Blocks
+## 2262             R Programming            Basic Building Blocks
+## 2263             R Programming            Basic Building Blocks
+## 2264             R Programming            Basic Building Blocks
+## 2265             R Programming            Basic Building Blocks
+## 2266             R Programming            Basic Building Blocks
+## 2267             R Programming            Basic Building Blocks
+## 2268             R Programming            Basic Building Blocks
+## 2269             R Programming            Basic Building Blocks
+## 2270             R Programming            Basic Building Blocks
+## 2271             R Programming            Basic Building Blocks
+## 2272             R Programming            Basic Building Blocks
+## 2273             R Programming            Basic Building Blocks
+## 2274             R Programming            Basic Building Blocks
+## 2275             R Programming            Basic Building Blocks
+## 2276             R Programming            Basic Building Blocks
+## 2277             R Programming            Basic Building Blocks
+## 2278             R Programming            Basic Building Blocks
+## 2279             R Programming         Matrices and Data Frames
+## 2280             R Programming         Matrices and Data Frames
+## 2281             R Programming         Matrices and Data Frames
+## 2282             R Programming         Matrices and Data Frames
+## 2283             R Programming         Matrices and Data Frames
+## 2284             R Programming         Matrices and Data Frames
+## 2285             R Programming         Matrices and Data Frames
+## 2286             R Programming         Matrices and Data Frames
+## 2287             R Programming         Matrices and Data Frames
+## 2288             R Programming         Matrices and Data Frames
+## 2289             R Programming         Matrices and Data Frames
+## 2290             R Programming         Matrices and Data Frames
+## 2291             R Programming         Matrices and Data Frames
+## 2292             R Programming         Matrices and Data Frames
+## 2293             R Programming         Matrices and Data Frames
+## 2294             R Programming         Matrices and Data Frames
+## 2295             R Programming         Matrices and Data Frames
+## 2296             R Programming         Matrices and Data Frames
+## 2297             R Programming         Matrices and Data Frames
+## 2298             R Programming         Matrices and Data Frames
+## 2299             R Programming         Matrices and Data Frames
+## 2300             R Programming         Matrices and Data Frames
+## 2301             R Programming         Matrices and Data Frames
+## 2302             R Programming            Basic Building Blocks
+## 2303             R Programming            Basic Building Blocks
+## 2304             R Programming            Basic Building Blocks
+## 2305             R Programming            Basic Building Blocks
+## 2306             R Programming            Basic Building Blocks
+## 2307             R Programming            Basic Building Blocks
+## 2308             R Programming            Basic Building Blocks
+## 2309             R Programming            Basic Building Blocks
+## 2310             R Programming            Basic Building Blocks
+## 2311             R Programming            Basic Building Blocks
+## 2312             R Programming            Basic Building Blocks
+## 2313             R Programming            Basic Building Blocks
+## 2314             R Programming            Basic Building Blocks
+## 2315             R Programming            Basic Building Blocks
+## 2316             R Programming            Basic Building Blocks
+## 2317             R Programming            Basic Building Blocks
+## 2318             R Programming            Basic Building Blocks
+## 2319             R Programming            Basic Building Blocks
+## 2320             R Programming            Basic Building Blocks
+## 2321             R Programming            Basic Building Blocks
+## 2322             R Programming            Basic Building Blocks
+## 2323             R Programming            Basic Building Blocks
+## 2324             R Programming              Workspace and Files
+## 2325             R Programming              Workspace and Files
+## 2326             R Programming              Workspace and Files
+## 2327             R Programming              Workspace and Files
+## 2328             R Programming              Workspace and Files
+## 2329             R Programming              Workspace and Files
+## 2330             R Programming              Workspace and Files
+## 2331             R Programming              Workspace and Files
+## 2332             R Programming              Workspace and Files
+## 2333             R Programming              Workspace and Files
+## 2334             R Programming              Workspace and Files
+## 2335             R Programming              Workspace and Files
+## 2336             R Programming              Workspace and Files
+## 2337             R Programming              Workspace and Files
+## 2338             R Programming              Workspace and Files
+## 2339             R Programming              Workspace and Files
+## 2340             R Programming              Workspace and Files
+## 2341             R Programming              Workspace and Files
+## 2342             R Programming              Workspace and Files
+## 2343             R Programming              Workspace and Files
+## 2344             R Programming              Workspace and Files
+## 2345             R Programming              Workspace and Files
+## 2346             R Programming              Workspace and Files
+## 2347             R Programming                          Vectors
+## 2348             R Programming                          Vectors
+## 2349             R Programming                          Vectors
+## 2350             R Programming                          Vectors
+## 2351             R Programming                          Vectors
+## 2352             R Programming                          Vectors
+## 2353             R Programming                          Vectors
+## 2354             R Programming                          Vectors
+## 2355             R Programming                          Vectors
+## 2356             R Programming                          Vectors
+## 2357             R Programming                          Vectors
+## 2358             R Programming                          Vectors
+## 2359             R Programming                          Vectors
+## 2360             R Programming                          Vectors
+## 2361             R Programming                          Vectors
+## 2362             R Programming                          Vectors
+## 2363             R Programming                          Vectors
+## 2364             R Programming                          Vectors
+## 2365             R Programming                          Vectors
+## 2366             R Programming         Matrices and Data Frames
+## 2367             R Programming         Matrices and Data Frames
+## 2368             R Programming         Matrices and Data Frames
+## 2369             R Programming         Matrices and Data Frames
+## 2370             R Programming         Matrices and Data Frames
+## 2371             R Programming         Matrices and Data Frames
+## 2372             R Programming                  Dates and Times
+## 2373             R Programming                  Dates and Times
+## 2374             R Programming                  Dates and Times
+## 2375             R Programming                  Dates and Times
+## 2376             R Programming                  Dates and Times
+## 2377             R Programming                  Dates and Times
+## 2378             R Programming                  Dates and Times
+## 2379             R Programming                  Dates and Times
+## 2380             R Programming                  Dates and Times
+## 2381             R Programming                  Dates and Times
+## 2382             R Programming                  Dates and Times
+## 2383             R Programming                  Dates and Times
+## 2384             R Programming                  Dates and Times
+## 2385             R Programming                   Missing Values
+## 2386             R Programming                   Missing Values
+## 2387             R Programming                   Missing Values
+## 2388             R Programming                   Missing Values
+## 2389             R Programming                   Missing Values
+## 2390             R Programming                   Missing Values
+## 2391             R Programming                   Missing Values
+## 2392             R Programming                   Missing Values
+## 2393             R Programming                   Missing Values
+## 2394             R Programming                   Missing Values
+## 2395             R Programming                   Missing Values
+## 2396             R Programming                   Missing Values
+## 2397             R Programming                   Missing Values
+## 2398             R Programming                   Missing Values
+## 2399             R Programming               Subsetting Vectors
+## 2400             R Programming               Subsetting Vectors
+## 2401             R Programming               Subsetting Vectors
+## 2402             R Programming               Subsetting Vectors
+## 2403             R Programming               Subsetting Vectors
+## 2404             R Programming               Subsetting Vectors
+## 2405             R Programming               Subsetting Vectors
+## 2406             R Programming               Subsetting Vectors
+## 2407             R Programming               Subsetting Vectors
+## 2408             R Programming               Subsetting Vectors
+## 2409             R Programming               Subsetting Vectors
+## 2410             R Programming               Subsetting Vectors
+## 2411             R Programming               Subsetting Vectors
+## 2412             R Programming               Subsetting Vectors
+## 2413             R Programming               Subsetting Vectors
+## 2414             R Programming               Subsetting Vectors
+## 2415             R Programming               Subsetting Vectors
+## 2416             R Programming               Subsetting Vectors
+## 2417             R Programming               Subsetting Vectors
+## 2418             R Programming               Subsetting Vectors
+## 2419             R Programming               Subsetting Vectors
+## 2420             R Programming               Subsetting Vectors
+## 2421             R Programming               Subsetting Vectors
+## 2422             R Programming               Subsetting Vectors
+## 2423             R Programming               Subsetting Vectors
+## 2424             R Programming               Subsetting Vectors
+## 2425             R Programming                            Logic
+## 2426             R Programming                            Logic
+## 2427             R Programming                            Logic
+## 2428             R Programming                            Logic
+## 2429             R Programming                            Logic
+## 2430             R Programming                            Logic
+## 2431             R Programming                            Logic
+## 2432             R Programming                            Logic
+## 2433             R Programming                            Logic
+## 2434             R Programming                            Logic
+## 2435             R Programming                            Logic
+## 2436             R Programming                            Logic
+## 2437             R Programming                            Logic
+## 2438             R Programming                            Logic
+## 2439             R Programming                            Logic
+## 2440             R Programming                            Logic
+## 2441             R Programming                            Logic
+## 2442             R Programming                            Logic
+## 2443             R Programming                            Logic
+## 2444             R Programming                            Logic
+## 2445             R Programming                            Logic
+## 2446             R Programming                            Logic
+## 2447             R Programming                            Logic
+## 2448             R Programming                            Logic
+## 2449             R Programming                            Logic
+## 2450             R Programming                            Logic
+## 2451             R Programming                            Logic
+## 2452             R Programming                            Logic
+## 2453             R Programming                            Logic
+## 2454             R Programming                            Logic
+## 2455             R Programming                            Logic
+## 2456             R Programming                            Logic
+## 2457             R Programming                            Logic
+## 2458             R Programming                            Logic
+## 2459             R Programming                            Logic
+## 2460             R Programming         Matrices and Data Frames
+## 2461             R Programming         Matrices and Data Frames
+## 2462             R Programming                  Dates and Times
+## 2463             R Programming                  Dates and Times
+## 2464             R Programming                  Dates and Times
+## 2465             R Programming                  Dates and Times
+## 2466             R Programming                  Dates and Times
+## 2467             R Programming                  Dates and Times
+## 2468             R Programming                  Dates and Times
+## 2469             R Programming                  Dates and Times
+## 2470             R Programming                  Dates and Times
+## 2471             R Programming                  Dates and Times
+## 2472             R Programming                  Dates and Times
+## 2473             R Programming                  Dates and Times
+## 2474             R Programming                  Dates and Times
+## 2475             R Programming                  Dates and Times
+## 2476             R Programming                  Dates and Times
+## 2477             R Programming         Matrices and Data Frames
+## 2478             R Programming         Matrices and Data Frames
+## 2479             R Programming         Matrices and Data Frames
+## 2480             R Programming         Matrices and Data Frames
+## 2481             R Programming         Matrices and Data Frames
+## 2482             R Programming         Matrices and Data Frames
+## 2483             R Programming         Matrices and Data Frames
+## 2484             R Programming         Matrices and Data Frames
+## 2485             R Programming         Matrices and Data Frames
+## 2486             R Programming         Matrices and Data Frames
+## 2487             R Programming         Matrices and Data Frames
+## 2488             R Programming         Matrices and Data Frames
+## 2489             R Programming         Matrices and Data Frames
+## 2490             R Programming         Matrices and Data Frames
+## 2491             R Programming         Matrices and Data Frames
+## 2492             R Programming            Basic Building Blocks
+## 2493             R Programming            Basic Building Blocks
+## 2494             R Programming            Basic Building Blocks
+## 2495             R Programming            Basic Building Blocks
+## 2496             R Programming            Basic Building Blocks
+## 2497             R Programming            Basic Building Blocks
+## 2498             R Programming            Basic Building Blocks
+## 2499             R Programming            Basic Building Blocks
+## 2500             R Programming            Basic Building Blocks
+## 2501             R Programming            Basic Building Blocks
+## 2502             R Programming            Basic Building Blocks
+## 2503             R Programming            Basic Building Blocks
+## 2504             R Programming            Basic Building Blocks
+## 2505             R Programming            Basic Building Blocks
+## 2506             R Programming            Basic Building Blocks
+## 2507             R Programming            Basic Building Blocks
+## 2508             R Programming            Basic Building Blocks
+## 2509             R Programming            Basic Building Blocks
+## 2510             R Programming            Basic Building Blocks
+## 2511             R Programming            Basic Building Blocks
+## 2512             R Programming            Basic Building Blocks
+## 2513             R Programming            Basic Building Blocks
+## 2514             R Programming              Workspace and Files
+## 2515             R Programming              Workspace and Files
+## 2516             R Programming              Workspace and Files
+## 2517             R Programming              Workspace and Files
+## 2518             R Programming              Workspace and Files
+## 2519             R Programming              Workspace and Files
+## 2520             R Programming              Workspace and Files
+## 2521             R Programming              Workspace and Files
+## 2522             R Programming              Workspace and Files
+## 2523             R Programming              Workspace and Files
+## 2524             R Programming              Workspace and Files
+## 2525             R Programming              Workspace and Files
+## 2526             R Programming              Workspace and Files
+## 2527             R Programming              Workspace and Files
+## 2528             R Programming              Workspace and Files
+## 2529             R Programming              Workspace and Files
+## 2530             R Programming              Workspace and Files
+## 2531             R Programming              Workspace and Files
+## 2532             R Programming              Workspace and Files
+## 2533             R Programming              Workspace and Files
+## 2534             R Programming              Workspace and Files
+## 2535             R Programming              Workspace and Files
+## 2536             R Programming              Workspace and Files
+## 2537             R Programming                          Vectors
+## 2538             R Programming                          Vectors
+## 2539             R Programming                          Vectors
+## 2540             R Programming                          Vectors
+## 2541             R Programming                          Vectors
+## 2542             R Programming                          Vectors
+## 2543             R Programming                          Vectors
+## 2544             R Programming                          Vectors
+## 2545             R Programming                          Vectors
+## 2546             R Programming                          Vectors
+## 2547             R Programming                          Vectors
+## 2548             R Programming                          Vectors
+## 2549             R Programming                          Vectors
+## 2550             R Programming                          Vectors
+## 2551             R Programming                          Vectors
+## 2552             R Programming                          Vectors
+## 2553             R Programming                   Missing Values
+## 2554             R Programming                   Missing Values
+## 2555             R Programming                   Missing Values
+## 2556             R Programming                   Missing Values
+## 2557             R Programming                   Missing Values
+## 2558             R Programming                   Missing Values
+## 2559             R Programming                   Missing Values
+## 2560             R Programming                   Missing Values
+## 2561             R Programming                   Missing Values
+## 2562             R Programming                   Missing Values
+## 2563             R Programming                   Missing Values
+## 2564             R Programming                   Missing Values
+## 2565             R Programming                   Missing Values
+## 2566             R Programming                   Missing Values
+## 2567             R Programming                          Vectors
+## 2568             R Programming                          Vectors
+## 2569             R Programming                          Vectors
+## 2570             R Programming            Basic Building Blocks
+## 2571             R Programming            Basic Building Blocks
+## 2572             R Programming            Basic Building Blocks
+## 2573             R Programming            Basic Building Blocks
+## 2574             R Programming            Basic Building Blocks
+## 2575             R Programming            Basic Building Blocks
+## 2576             R Programming            Basic Building Blocks
+## 2577             R Programming            Basic Building Blocks
+## 2578             R Programming                            Logic
+## 2579             R Programming                            Logic
+## 2580             R Programming                            Logic
+## 2581             R Programming                            Logic
+## 2582             R Programming                            Logic
+## 2583             R Programming                            Logic
+## 2584             R Programming                            Logic
+## 2585             R Programming                            Logic
+## 2586             R Programming                            Logic
+## 2587             R Programming                            Logic
+## 2588             R Programming            Basic Building Blocks
+## 2589             R Programming                  Dates and Times
+## 2590             R Programming                  Dates and Times
+## 2591             R Programming                  Dates and Times
+## 2592             R Programming                  Dates and Times
+## 2593             R Programming                  Dates and Times
+## 2594             R Programming                  Dates and Times
+## 2595             R Programming                  Dates and Times
+## 2596             R Programming                  Dates and Times
+## 2597             R Programming            Basic Building Blocks
+## 2598             R Programming            Basic Building Blocks
+## 2599             R Programming                            Logic
+## 2600             R Programming                  Dates and Times
+## 2601             R Programming                  Dates and Times
+## 2602             R Programming                  Dates and Times
+## 2603             R Programming                  Dates and Times
+## 2604             R Programming                  Dates and Times
+## 2605             R Programming                  Dates and Times
+## 2606             R Programming                  Dates and Times
+## 2607             R Programming                  Dates and Times
+## 2608             R Programming            Basic Building Blocks
+## 2609             R Programming            Basic Building Blocks
+## 2610             R Programming                        Functions
+## 2611             R Programming                        Functions
+## 2612             R Programming                        Functions
+## 2613             R Programming                        Functions
+## 2614             R Programming                        Functions
+## 2615             R Programming                        Functions
+## 2616             R Programming                        Functions
+## 2617             R Programming                        Functions
+## 2618             R Programming                        Functions
+## 2619             R Programming                        Functions
+## 2620             R Programming                        Functions
+## 2621             R Programming                  Dates and Times
+## 2622             R Programming            Basic Building Blocks
+## 2623             R Programming            Basic Building Blocks
+## 2624             R Programming            Basic Building Blocks
+## 2625             R Programming            Basic Building Blocks
+## 2626             R Programming            Basic Building Blocks
+## 2627             R Programming            Basic Building Blocks
+## 2628             R Programming            Basic Building Blocks
+## 2629             R Programming            Basic Building Blocks
+## 2630             R Programming            Basic Building Blocks
+## 2631             R Programming                        Functions
+## 2632             R Programming                        Functions
+## 2633             R Programming               Subsetting Vectors
+## 2634             R Programming               Subsetting Vectors
+## 2635             R Programming               Subsetting Vectors
+## 2636             R Programming               Subsetting Vectors
+## 2637             R Programming               Subsetting Vectors
+## 2638             R Programming               Subsetting Vectors
+## 2639             R Programming               Subsetting Vectors
+## 2640             R Programming               Subsetting Vectors
+## 2641             R Programming               Subsetting Vectors
+## 2642             R Programming                            Logic
+## 2643             R Programming                            Logic
+## 2644             R Programming                            Logic
+## 2645             R Programming                            Logic
+## 2646             R Programming                            Logic
+## 2647             R Programming                            Logic
+## 2648             R Programming                            Logic
+## 2649             R Programming                            Logic
+## 2650             R Programming                            Logic
+## 2651             R Programming                            Logic
+## 2652             R Programming                            Logic
+## 2653             R Programming                            Logic
+## 2654             R Programming                            Logic
+## 2655             R Programming                            Logic
+## 2656             R Programming                            Logic
+## 2657             R Programming                            Logic
+## 2658             R Programming                            Logic
+## 2659             R Programming                            Logic
+## 2660             R Programming                            Logic
+## 2661             R Programming                            Logic
+## 2662             R Programming                            Logic
+## 2663             R Programming                            Logic
+## 2664             R Programming                            Logic
+## 2665             R Programming                            Logic
+## 2666             R Programming                          Vectors
+## 2667             R Programming                          Vectors
+## 2668             R Programming                          Vectors
+## 2669             R Programming                          Vectors
+## 2670             R Programming                          Vectors
+## 2671             R Programming                          Vectors
+## 2672             R Programming                          Vectors
+## 2673             R Programming                          Vectors
+## 2674             R Programming                          Vectors
+## 2675             R Programming                          Vectors
+## 2676             R Programming                          Vectors
+## 2677             R Programming                          Vectors
+## 2678             R Programming                          Vectors
+## 2679             R Programming                          Vectors
+## 2680             R Programming                          Vectors
+## 2681             R Programming                          Vectors
+## 2682             R Programming                          Vectors
+## 2683             R Programming                          Vectors
+## 2684             R Programming                          Vectors
+## 2685             R Programming                  Dates and Times
+## 2686             R Programming                  Dates and Times
+## 2687             R Programming                  Dates and Times
+## 2688             R Programming                  Dates and Times
+## 2689             R Programming                  Dates and Times
+## 2690             R Programming                  Dates and Times
+## 2691             R Programming                  Dates and Times
+## 2692             R Programming                  Dates and Times
+## 2693             R Programming                  Dates and Times
+## 2694             R Programming                  Dates and Times
+## 2695             R Programming                  Dates and Times
+## 2696             R Programming              Workspace and Files
+## 2697             R Programming              Workspace and Files
+## 2698             R Programming              Workspace and Files
+## 2699             R Programming              Workspace and Files
+## 2700             R Programming              Workspace and Files
+## 2701             R Programming              Workspace and Files
+## 2702             R Programming              Workspace and Files
+## 2703             R Programming              Workspace and Files
+## 2704             R Programming              Workspace and Files
+## 2705             R Programming              Workspace and Files
+## 2706             R Programming              Workspace and Files
+## 2707             R Programming              Workspace and Files
+## 2708             R Programming              Workspace and Files
+## 2709             R Programming              Workspace and Files
+## 2710             R Programming              Workspace and Files
+## 2711             R Programming              Workspace and Files
+## 2712             R Programming              Workspace and Files
+## 2713             R Programming              Workspace and Files
+## 2714             R Programming              Workspace and Files
+## 2715             R Programming              Workspace and Files
+## 2716             R Programming              Workspace and Files
+## 2717             R Programming              Workspace and Files
+## 2718             R Programming                        Functions
+## 2719             R Programming                        Functions
+## 2720             R Programming                        Functions
+## 2721             R Programming                        Functions
+## 2722             R Programming                        Functions
+## 2723             R Programming                        Functions
+## 2724             R Programming                        Functions
+## 2725             R Programming                        Functions
+## 2726             R Programming                        Functions
+## 2727             R Programming                        Functions
+## 2728             R Programming                        Functions
+## 2729             R Programming                        Functions
+## 2730             R Programming                        Functions
+## 2731             R Programming                        Functions
+## 2732             R Programming                        Functions
+## 2733             R Programming                   Missing Values
+## 2734             R Programming                   Missing Values
+## 2735             R Programming                   Missing Values
+## 2736             R Programming                   Missing Values
+## 2737             R Programming                   Missing Values
+## 2738             R Programming                   Missing Values
+## 2739             R Programming                   Missing Values
+## 2740             R Programming                   Missing Values
+## 2741             R Programming                   Missing Values
+## 2742             R Programming               Subsetting Vectors
+## 2743             R Programming               Subsetting Vectors
+## 2744             R Programming               Subsetting Vectors
+## 2745             R Programming               Subsetting Vectors
+## 2746             R Programming               Subsetting Vectors
+## 2747             R Programming               Subsetting Vectors
+## 2748             R Programming               Subsetting Vectors
+## 2749             R Programming               Subsetting Vectors
+## 2750             R Programming               Subsetting Vectors
+## 2751             R Programming               Subsetting Vectors
+## 2752             R Programming               Subsetting Vectors
+## 2753             R Programming               Subsetting Vectors
+## 2754             R Programming               Subsetting Vectors
+## 2755             R Programming               Subsetting Vectors
+## 2756             R Programming              Workspace and Files
+## 2757             R Programming                   Missing Values
+## 2758             R Programming                   Missing Values
+## 2759             R Programming                   Missing Values
+## 2760             R Programming                   Missing Values
+## 2761             R Programming                   Missing Values
+## 2762             R Programming               Subsetting Vectors
+## 2763             R Programming               Subsetting Vectors
+## 2764             R Programming               Subsetting Vectors
+## 2765             R Programming                  Dates and Times
+## 2766 Getting and Cleaning Data          Tidying Data with tidyr
+## 2767             R Programming                  Dates and Times
+## 2768             R Programming                  Dates and Times
+## 2769             R Programming                  Dates and Times
+## 2770             R Programming                  Dates and Times
+## 2771 Getting and Cleaning Data          Tidying Data with tidyr
+## 2772 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 2773 Getting and Cleaning Data          Tidying Data with tidyr
+## 2774 Getting and Cleaning Data          Tidying Data with tidyr
+## 2775 Getting and Cleaning Data          Tidying Data with tidyr
+## 2776             R Programming                  Dates and Times
+## 2777             R Programming            Basic Building Blocks
+## 2778             R Programming                  Dates and Times
+## 2779             R Programming                            Logic
+## 2780             R Programming                   Missing Values
+## 2781             R Programming            Basic Building Blocks
+## 2782 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 2783             R Programming                  Dates and Times
+## 2784 Getting and Cleaning Data          Tidying Data with tidyr
+## 2785             R Programming               Subsetting Vectors
+## 2786             R Programming                  Dates and Times
+## 2787             R Programming              Workspace and Files
+## 2788             R Programming                  Dates and Times
+## 2789             R Programming                  Dates and Times
+## 2790 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 2791             R Programming                  Dates and Times
+## 2792             R Programming                  Dates and Times
+## 2793             R Programming                          Vectors
+## 2794             R Programming               Subsetting Vectors
+## 2795 Getting and Cleaning Data          Tidying Data with tidyr
+## 2796 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 2797             R Programming                            Logic
+## 2798 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 2799 Getting and Cleaning Data          Tidying Data with tidyr
+## 2800             R Programming                   Missing Values
+## 2801 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 2802             R Programming                  Dates and Times
+## 2803 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 2804             R Programming                  Dates and Times
+## 2805 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 2806             R Programming               Subsetting Vectors
+## 2807 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2808             R Programming              Workspace and Files
+## 2809 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 2810 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 2811             R Programming                            Logic
+## 2812             R Programming                            Logic
+## 2813             R Programming                            Logic
+## 2814             R Programming                          Vectors
+## 2815             R Programming                          Vectors
+## 2816             R Programming               Subsetting Vectors
+## 2817 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2818             R Programming                            Logic
+## 2819             R Programming                          Vectors
+## 2820             R Programming              Workspace and Files
+## 2821             R Programming                  Looking at Data
+## 2822             R Programming            Basic Building Blocks
+## 2823             R Programming         Matrices and Data Frames
+## 2824 Getting and Cleaning Data          Tidying Data with tidyr
+## 2825             R Programming                   Missing Values
+## 2826             R Programming                   Missing Values
+## 2827             R Programming            Basic Building Blocks
+## 2828             R Programming                            Logic
+## 2829             R Programming               Subsetting Vectors
+## 2830             R Programming              Workspace and Files
+## 2831             R Programming              Workspace and Files
+## 2832             R Programming                  Looking at Data
+## 2833             R Programming                          Vectors
+## 2834             R Programming                          Vectors
+## 2835             R Programming                          Vectors
+## 2836             R Programming                          Vectors
+## 2837             R Programming                  Dates and Times
+## 2838             R Programming                          Vectors
+## 2839             R Programming               Subsetting Vectors
+## 2840 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 2841             R Programming               Subsetting Vectors
+## 2842             R Programming                          Vectors
+## 2843 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2844 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2845             R Programming                          Vectors
+## 2846             R Programming                          Vectors
+## 2847             R Programming                          Vectors
+## 2848             R Programming                          Vectors
+## 2849             R Programming                          Vectors
+## 2850             R Programming                            Logic
+## 2851             R Programming              Workspace and Files
+## 2852             R Programming                            Logic
+## 2853             R Programming               Subsetting Vectors
+## 2854             R Programming                          Vectors
+## 2855             R Programming                            Logic
+## 2856             R Programming              Workspace and Files
+## 2857             R Programming              Workspace and Files
+## 2858             R Programming                   Missing Values
+## 2859             R Programming                   Missing Values
+## 2860             R Programming                   Missing Values
+## 2861             R Programming                  Looking at Data
+## 2862             R Programming            Basic Building Blocks
+## 2863             R Programming                   Missing Values
+## 2864             R Programming         Matrices and Data Frames
+## 2865             R Programming         Matrices and Data Frames
+## 2866             R Programming               Subsetting Vectors
+## 2867             R Programming            Basic Building Blocks
+## 2868             R Programming            Basic Building Blocks
+## 2869             R Programming            Basic Building Blocks
+## 2870             R Programming                  Looking at Data
+## 2871             R Programming                            Logic
+## 2872             R Programming                            Logic
+## 2873             R Programming               Subsetting Vectors
+## 2874             R Programming               Subsetting Vectors
+## 2875 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 2876             R Programming               Subsetting Vectors
+## 2877             R Programming              Workspace and Files
+## 2878             R Programming              Workspace and Files
+## 2879             R Programming               Subsetting Vectors
+## 2880             R Programming               Subsetting Vectors
+## 2881             R Programming                          Vectors
+## 2882             R Programming                          Vectors
+## 2883             R Programming                            Logic
+## 2884             R Programming                   Missing Values
+## 2885             R Programming                  Looking at Data
+## 2886             R Programming                            Logic
+## 2887             R Programming                            Logic
+## 2888             R Programming              Workspace and Files
+## 2889             R Programming                   Missing Values
+## 2890             R Programming            Basic Building Blocks
+## 2891             R Programming                            Logic
+## 2892             R Programming                            Logic
+## 2893             R Programming                            Logic
+## 2894             R Programming              Workspace and Files
+## 2895             R Programming                  Looking at Data
+## 2896             R Programming                  Looking at Data
+## 2897             R Programming                  Looking at Data
+## 2898             R Programming         Matrices and Data Frames
+## 2899             R Programming         Matrices and Data Frames
+## 2900             R Programming            Basic Building Blocks
+## 2901             R Programming                  Looking at Data
+## 2902             R Programming              Workspace and Files
+## 2903             R Programming         Matrices and Data Frames
+## 2904             R Programming            Basic Building Blocks
+## 2905             R Programming            Basic Building Blocks
+## 2906 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2907 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2908 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2909             R Programming                  Looking at Data
+## 2910             R Programming         Matrices and Data Frames
+## 2911             R Programming         Matrices and Data Frames
+## 2912             R Programming         Matrices and Data Frames
+## 2913             R Programming               Subsetting Vectors
+## 2914             R Programming            Basic Building Blocks
+## 2915             R Programming               Subsetting Vectors
+## 2916             R Programming                   Missing Values
+## 2917             R Programming              Workspace and Files
+## 2918             R Programming              Workspace and Files
+## 2919             R Programming                  Looking at Data
+## 2920             R Programming                   Missing Values
+## 2921             R Programming                  Looking at Data
+## 2922             R Programming         Matrices and Data Frames
+## 2923             R Programming         Matrices and Data Frames
+## 2924             R Programming            Basic Building Blocks
+## 2925             R Programming         Matrices and Data Frames
+## 2926 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2927             R Programming              Workspace and Files
+## 2928             R Programming                   Missing Values
+## 2929             R Programming            Basic Building Blocks
+## 2930             R Programming                  Looking at Data
+## 2931 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2932 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2933             R Programming                  Looking at Data
+## 2934             R Programming         Matrices and Data Frames
+## 2935             R Programming                  Looking at Data
+## 2936             R Programming            Basic Building Blocks
+## 2937 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2938             R Programming                   Missing Values
+## 2939 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2940 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2941             R Programming                        Functions
+## 2942             R Programming                        Functions
+## 2943             R Programming                        Functions
+## 2944             R Programming                        Functions
+## 2945             R Programming                        Functions
+## 2946             R Programming                        Functions
+## 2947             R Programming                        Functions
+## 2948             R Programming                        Functions
+## 2949             R Programming                        Functions
+## 2950             R Programming                        Functions
+## 2951             R Programming                        Functions
+## 2952             R Programming                        Functions
+## 2953             R Programming                        Functions
+## 2954             R Programming                        Functions
+## 2955             R Programming                        Functions
+## 2956             R Programming                        Functions
+## 2957             R Programming                        Functions
+## 2958             R Programming                          Vectors
+## 2959             R Programming                          Vectors
+## 2960             R Programming                          Vectors
+## 2961             R Programming                          Vectors
+## 2962             R Programming                   Missing Values
+## 2963             R Programming                   Missing Values
+## 2964             R Programming                   Missing Values
+## 2965             R Programming                   Missing Values
+## 2966             R Programming                   Missing Values
+## 2967             R Programming                          Vectors
+## 2968             R Programming                          Vectors
+## 2969             R Programming                          Vectors
+## 2970             R Programming                          Vectors
+## 2971             R Programming                          Vectors
+## 2972             R Programming                   Missing Values
+## 2973             R Programming                   Missing Values
+## 2974             R Programming                          Vectors
+## 2975             R Programming                          Vectors
+## 2976             R Programming                          Vectors
+## 2977             R Programming                          Vectors
+## 2978             R Programming                   Missing Values
+## 2979             R Programming                   Missing Values
+## 2980             R Programming                   Missing Values
+## 2981             R Programming                   Missing Values
+## 2982             R Programming                   Missing Values
+## 2983             R Programming                   Missing Values
+## 2984             R Programming               Subsetting Vectors
+## 2985             R Programming               Subsetting Vectors
+## 2986             R Programming               Subsetting Vectors
+## 2987             R Programming               Subsetting Vectors
+## 2988             R Programming               Subsetting Vectors
+## 2989             R Programming               Subsetting Vectors
+## 2990             R Programming                            Logic
+## 2991             R Programming                            Logic
+## 2992             R Programming                            Logic
+## 2993             R Programming                            Logic
+## 2994             R Programming                            Logic
+## 2995             R Programming                            Logic
+## 2996             R Programming                            Logic
+## 2997             R Programming                            Logic
+## 2998             R Programming                            Logic
+## 2999             R Programming                   Missing Values
+## 3000             R Programming               Subsetting Vectors
+## 3001             R Programming               Subsetting Vectors
+## 3002             R Programming               Subsetting Vectors
+## 3003             R Programming               Subsetting Vectors
+## 3004             R Programming               Subsetting Vectors
+## 3005             R Programming               Subsetting Vectors
+## 3006             R Programming               Subsetting Vectors
+## 3007             R Programming               Subsetting Vectors
+## 3008             R Programming               Subsetting Vectors
+## 3009             R Programming               Subsetting Vectors
+## 3010             R Programming               Subsetting Vectors
+## 3011             R Programming               Subsetting Vectors
+## 3012             R Programming               Subsetting Vectors
+## 3013             R Programming               Subsetting Vectors
+## 3014             R Programming               Subsetting Vectors
+## 3015             R Programming               Subsetting Vectors
+## 3016             R Programming               Subsetting Vectors
+## 3017             R Programming               Subsetting Vectors
+## 3018             R Programming               Subsetting Vectors
+## 3019             R Programming               Subsetting Vectors
+## 3020             R Programming                            Logic
+## 3021             R Programming                            Logic
+## 3022             R Programming                  Dates and Times
+## 3023             R Programming                  Dates and Times
+## 3024             R Programming                  Dates and Times
+## 3025             R Programming                  Dates and Times
+## 3026             R Programming                  Dates and Times
+## 3027             R Programming                  Dates and Times
+## 3028             R Programming                  Dates and Times
+## 3029             R Programming                  Dates and Times
+## 3030             R Programming                  Dates and Times
+## 3031             R Programming                  Dates and Times
+## 3032             R Programming                  Dates and Times
+## 3033             R Programming                  Dates and Times
+## 3034             R Programming                  Dates and Times
+## 3035             R Programming                  Dates and Times
+## 3036             R Programming                  Dates and Times
+## 3037             R Programming                  Dates and Times
+## 3038             R Programming                  Dates and Times
+## 3039             R Programming                  Dates and Times
+## 3040             R Programming                  Dates and Times
+## 3041             R Programming                  Dates and Times
+## 3042             R Programming                  Dates and Times
+## 3043             R Programming                  Dates and Times
+## 3044             R Programming                  Dates and Times
+## 3045             R Programming                  Dates and Times
+## 3046             R Programming                  Dates and Times
+## 3047             R Programming                  Dates and Times
+## 3048             R Programming                  Dates and Times
+## 3049             R Programming                  Dates and Times
+## 3050             R Programming                        Functions
+## 3051             R Programming                        Functions
+## 3052             R Programming                        Functions
+## 3053             R Programming                        Functions
+## 3054             R Programming                        Functions
+## 3055             R Programming                        Functions
+## 3056             R Programming                        Functions
+## 3057             R Programming                        Functions
+## 3058             R Programming                        Functions
+## 3059             R Programming                        Functions
+## 3060             R Programming                        Functions
+## 3061             R Programming                        Functions
+## 3062             R Programming                        Functions
+## 3063             R Programming                        Functions
+## 3064             R Programming                        Functions
+## 3065             R Programming                        Functions
+## 3066             R Programming                        Functions
+## 3067             R Programming                        Functions
+## 3068             R Programming                        Functions
+## 3069             R Programming                        Functions
+## 3070             R Programming                        Functions
+## 3071             R Programming                        Functions
+## 3072             R Programming                        Functions
+## 3073             R Programming                        Functions
+## 3074             R Programming                        Functions
+## 3075             R Programming                        Functions
+## 3076             R Programming                        Functions
+## 3077             R Programming                        Functions
+## 3078             R Programming         Matrices and Data Frames
+## 3079             R Programming         Matrices and Data Frames
+## 3080             R Programming         Matrices and Data Frames
+## 3081             R Programming         Matrices and Data Frames
+## 3082             R Programming         Matrices and Data Frames
+## 3083             R Programming         Matrices and Data Frames
+## 3084             R Programming         Matrices and Data Frames
+## 3085             R Programming         Matrices and Data Frames
+## 3086             R Programming         Matrices and Data Frames
+## 3087             R Programming         Matrices and Data Frames
+## 3088             R Programming         Matrices and Data Frames
+## 3089             R Programming         Matrices and Data Frames
+## 3090             R Programming         Matrices and Data Frames
+## 3091             R Programming         Matrices and Data Frames
+## 3092             R Programming         Matrices and Data Frames
+## 3093             R Programming         Matrices and Data Frames
+## 3094             R Programming         Matrices and Data Frames
+## 3095             R Programming         Matrices and Data Frames
+## 3096             R Programming         Matrices and Data Frames
+## 3097             R Programming         Matrices and Data Frames
+## 3098             R Programming         Matrices and Data Frames
+## 3099             R Programming         Matrices and Data Frames
+## 3100             R Programming         Matrices and Data Frames
+## 3101             R Programming                            Logic
+## 3102             R Programming                            Logic
+## 3103             R Programming                            Logic
+## 3104             R Programming                            Logic
+## 3105             R Programming                            Logic
+## 3106             R Programming                            Logic
+## 3107             R Programming                            Logic
+## 3108             R Programming                            Logic
+## 3109             R Programming                            Logic
+## 3110             R Programming                            Logic
+## 3111             R Programming                            Logic
+## 3112             R Programming                            Logic
+## 3113             R Programming                            Logic
+## 3114             R Programming                            Logic
+## 3115             R Programming                            Logic
+## 3116             R Programming                            Logic
+## 3117             R Programming                            Logic
+## 3118             R Programming                            Logic
+## 3119             R Programming                            Logic
+## 3120             R Programming                            Logic
+## 3121             R Programming                            Logic
+## 3122             R Programming                            Logic
+## 3123             R Programming                            Logic
+## 3124             R Programming                            Logic
+## 3125             R Programming                          Vectors
+## 3126             R Programming                          Vectors
+## 3127             R Programming                          Vectors
+## 3128             R Programming                          Vectors
+## 3129             R Programming                          Vectors
+## 3130             R Programming                          Vectors
+## 3131 Exploratory_Data_Analysis                 Plotting_Systems
+## 3132 Exploratory_Data_Analysis                 Plotting_Systems
+## 3133 Exploratory_Data_Analysis                 Plotting_Systems
+## 3134 Exploratory_Data_Analysis                 Plotting_Systems
+## 3135 Exploratory_Data_Analysis                 Plotting_Systems
+## 3136 Exploratory_Data_Analysis                 Plotting_Systems
+## 3137 Exploratory_Data_Analysis                 Plotting_Systems
+## 3138 Exploratory_Data_Analysis                 Plotting_Systems
+## 3139 Exploratory_Data_Analysis                 Plotting_Systems
+## 3140 Exploratory_Data_Analysis                 Plotting_Systems
+## 3141 Exploratory_Data_Analysis                 Plotting_Systems
+## 3142 Exploratory_Data_Analysis                 Plotting_Systems
+## 3143 Exploratory_Data_Analysis                 Plotting_Systems
+## 3144 Exploratory_Data_Analysis                 Plotting_Systems
+## 3145 Exploratory_Data_Analysis                 Plotting_Systems
+## 3146 Exploratory_Data_Analysis                 Plotting_Systems
+## 3147 Exploratory_Data_Analysis                 Plotting_Systems
+## 3148 Exploratory_Data_Analysis                 Plotting_Systems
+## 3149 Exploratory_Data_Analysis                 Plotting_Systems
+## 3150 Exploratory_Data_Analysis                 Plotting_Systems
+## 3151 Exploratory_Data_Analysis                 Plotting_Systems
+## 3152 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3153 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3154 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3155 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3156 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3157 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3158 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3159 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3160 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3161 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3162 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3163 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3164 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3165 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3166 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3167 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3168 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3169 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3170 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3171 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3172 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3173 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3174 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3175 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3176 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3177 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3178 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3179 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3180 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3181 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3182 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3183 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3184 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3185 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3186 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3187 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3188 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3189 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3190 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3191 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3192 Exploratory_Data_Analysis             Base_Plotting_System
+## 3193 Exploratory_Data_Analysis             Base_Plotting_System
+## 3194 Exploratory_Data_Analysis             Base_Plotting_System
+## 3195 Exploratory_Data_Analysis             Base_Plotting_System
+## 3196 Exploratory_Data_Analysis             Base_Plotting_System
+## 3197 Exploratory_Data_Analysis             Base_Plotting_System
+## 3198 Exploratory_Data_Analysis             Base_Plotting_System
+## 3199 Exploratory_Data_Analysis             Base_Plotting_System
+## 3200 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3201 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3202 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3203 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3204 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3205 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3206 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3207 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3208 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3209 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3210 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3211 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3212             R Programming                  Looking at Data
+## 3213             R Programming                  Looking at Data
+## 3214             R Programming                  Looking at Data
+## 3215 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3216 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3217 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3218 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3219 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3220 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3221 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3222 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3223 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3224 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3225 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3226 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3227 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3228 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3229 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3230 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3231 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3232 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3233 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3234 Exploratory_Data_Analysis             Base_Plotting_System
+## 3235 Exploratory_Data_Analysis             Base_Plotting_System
+## 3236 Exploratory_Data_Analysis             Base_Plotting_System
+## 3237 Exploratory_Data_Analysis             Base_Plotting_System
+## 3238 Exploratory_Data_Analysis             Base_Plotting_System
+## 3239 Exploratory_Data_Analysis             Base_Plotting_System
+## 3240 Exploratory_Data_Analysis             Base_Plotting_System
+## 3241 Exploratory_Data_Analysis             Base_Plotting_System
+## 3242 Exploratory_Data_Analysis             Base_Plotting_System
+## 3243 Exploratory_Data_Analysis             Base_Plotting_System
+## 3244 Exploratory_Data_Analysis             Base_Plotting_System
+## 3245 Exploratory_Data_Analysis             Base_Plotting_System
+## 3246 Exploratory_Data_Analysis             Base_Plotting_System
+## 3247 Exploratory_Data_Analysis             Base_Plotting_System
+## 3248 Exploratory_Data_Analysis             Base_Plotting_System
+## 3249 Exploratory_Data_Analysis             Base_Plotting_System
+## 3250             R Programming                  Looking at Data
+## 3251             R Programming                  Looking at Data
+## 3252             R Programming                  Looking at Data
+## 3253             R Programming                  Looking at Data
+## 3254             R Programming                  Looking at Data
+## 3255             R Programming                  Looking at Data
+## 3256             R Programming                  Looking at Data
+## 3257             R Programming                  Looking at Data
+## 3258             R Programming                  Looking at Data
+## 3259             R Programming                  Looking at Data
+## 3260             R Programming                  Looking at Data
+## 3261             R Programming                  Looking at Data
+## 3262 Exploratory_Data_Analysis             Base_Plotting_System
+## 3263 Exploratory_Data_Analysis             Base_Plotting_System
+## 3264 Exploratory_Data_Analysis             Base_Plotting_System
+## 3265 Exploratory_Data_Analysis             Base_Plotting_System
+## 3266 Exploratory_Data_Analysis             Base_Plotting_System
+## 3267 Exploratory_Data_Analysis             Base_Plotting_System
+## 3268 Exploratory_Data_Analysis             Base_Plotting_System
+## 3269 Exploratory_Data_Analysis               Clustering_Example
+## 3270 Exploratory_Data_Analysis               Clustering_Example
+## 3271 Exploratory_Data_Analysis               Clustering_Example
+## 3272 Exploratory_Data_Analysis               Clustering_Example
+## 3273 Exploratory_Data_Analysis               Clustering_Example
+## 3274 Exploratory_Data_Analysis               Clustering_Example
+## 3275 Exploratory_Data_Analysis               Clustering_Example
+## 3276 Exploratory_Data_Analysis               Clustering_Example
+## 3277 Exploratory_Data_Analysis               Clustering_Example
+## 3278 Exploratory_Data_Analysis               Clustering_Example
+## 3279 Exploratory_Data_Analysis               Clustering_Example
+## 3280 Exploratory_Data_Analysis               Clustering_Example
+## 3281 Exploratory_Data_Analysis               Clustering_Example
+## 3282 Exploratory_Data_Analysis               Clustering_Example
+## 3283 Exploratory_Data_Analysis               Clustering_Example
+## 3284 Exploratory_Data_Analysis               Clustering_Example
+## 3285 Exploratory_Data_Analysis               Clustering_Example
+## 3286 Exploratory_Data_Analysis               Clustering_Example
+## 3287 Exploratory_Data_Analysis             Base_Plotting_System
+## 3288 Exploratory_Data_Analysis             Base_Plotting_System
+## 3289 Exploratory_Data_Analysis             Base_Plotting_System
+## 3290 Exploratory_Data_Analysis             Base_Plotting_System
+## 3291 Exploratory_Data_Analysis             Base_Plotting_System
+## 3292 Exploratory_Data_Analysis             Base_Plotting_System
+## 3293 Exploratory_Data_Analysis             Base_Plotting_System
+## 3294 Exploratory_Data_Analysis             Base_Plotting_System
+## 3295 Exploratory_Data_Analysis             Base_Plotting_System
+## 3296 Exploratory_Data_Analysis             Base_Plotting_System
+## 3297 Exploratory_Data_Analysis               Clustering_Example
+## 3298 Exploratory_Data_Analysis               Clustering_Example
+## 3299 Exploratory_Data_Analysis               Clustering_Example
+## 3300 Exploratory_Data_Analysis               Clustering_Example
+## 3301 Exploratory_Data_Analysis               Clustering_Example
+## 3302 Exploratory_Data_Analysis               Clustering_Example
+## 3303 Exploratory_Data_Analysis               Clustering_Example
+## 3304 Exploratory_Data_Analysis               Clustering_Example
+## 3305 Exploratory_Data_Analysis               Clustering_Example
+## 3306 Exploratory_Data_Analysis               Clustering_Example
+## 3307 Exploratory_Data_Analysis               Clustering_Example
+## 3308 Exploratory_Data_Analysis               Clustering_Example
+## 3309 Exploratory_Data_Analysis               Clustering_Example
+## 3310 Exploratory_Data_Analysis               Clustering_Example
+## 3311 Exploratory_Data_Analysis               Clustering_Example
+## 3312 Exploratory_Data_Analysis               Clustering_Example
+## 3313 Exploratory_Data_Analysis               Clustering_Example
+## 3314 Exploratory_Data_Analysis               Clustering_Example
+## 3315 Exploratory_Data_Analysis               Clustering_Example
+## 3316 Exploratory_Data_Analysis               Clustering_Example
+## 3317 Exploratory_Data_Analysis               Clustering_Example
+## 3318 Exploratory_Data_Analysis               Clustering_Example
+## 3319             R Programming            Basic Building Blocks
+## 3320             R Programming            Basic Building Blocks
+## 3321             R Programming                            Logic
+## 3322             R Programming                        Functions
+## 3323             R Programming                  Dates and Times
+## 3324             R Programming            Basic Building Blocks
+## 3325             R Programming                        Functions
+## 3326             R Programming                            Logic
+## 3327             R Programming            Basic Building Blocks
+## 3328             R Programming                        Functions
+## 3329             R Programming            Basic Building Blocks
+## 3330             R Programming            Basic Building Blocks
+## 3331             R Programming                            Logic
+## 3332             R Programming               Subsetting Vectors
+## 3333             R Programming            Basic Building Blocks
+## 3334             R Programming                  Dates and Times
+## 3335             R Programming               Subsetting Vectors
+## 3336             R Programming              Workspace and Files
+## 3337             R Programming              Workspace and Files
+## 3338             R Programming               Subsetting Vectors
+## 3339             R Programming                  Dates and Times
+## 3340             R Programming              Workspace and Files
+## 3341             R Programming               Subsetting Vectors
+## 3342             R Programming                        Functions
+## 3343             R Programming              Workspace and Files
+## 3344             R Programming              Workspace and Files
+## 3345             R Programming                          Vectors
+## 3346             R Programming                        Functions
+## 3347             R Programming               Subsetting Vectors
+## 3348             R Programming                  Dates and Times
+## 3349             R Programming                  Dates and Times
+## 3350             R Programming                          Vectors
+## 3351             R Programming                  Dates and Times
+## 3352             R Programming                  Dates and Times
+## 3353             R Programming            Basic Building Blocks
+## 3354             R Programming               Subsetting Vectors
+## 3355             R Programming               Subsetting Vectors
+## 3356             R Programming              Workspace and Files
+## 3357             R Programming                            Logic
+## 3358             R Programming                            Logic
+## 3359             R Programming                            Logic
+## 3360             R Programming              Workspace and Files
+## 3361             R Programming              Workspace and Files
+## 3362             R Programming                  Dates and Times
+## 3363             R Programming               Subsetting Vectors
+## 3364             R Programming               Subsetting Vectors
+## 3365             R Programming               Subsetting Vectors
+## 3366             R Programming                        Functions
+## 3367             R Programming                          Vectors
+## 3368             R Programming                            Logic
+## 3369             R Programming                            Logic
+## 3370             R Programming                            Logic
+## 3371             R Programming                        Functions
+## 3372             R Programming                  Dates and Times
+## 3373             R Programming                  Dates and Times
+## 3374             R Programming                  Dates and Times
+## 3375             R Programming            Basic Building Blocks
+## 3376             R Programming                        Functions
+## 3377             R Programming                        Functions
+## 3378             R Programming                          Vectors
+## 3379             R Programming                          Vectors
+## 3380             R Programming                          Vectors
+## 3381             R Programming               Subsetting Vectors
+## 3382             R Programming               Subsetting Vectors
+## 3383             R Programming               Subsetting Vectors
+## 3384             R Programming              Workspace and Files
+## 3385             R Programming              Workspace and Files
+## 3386             R Programming              Workspace and Files
+## 3387             R Programming              Workspace and Files
+## 3388             R Programming                            Logic
+## 3389             R Programming                  Dates and Times
+## 3390             R Programming                            Logic
+## 3391             R Programming              Workspace and Files
+## 3392             R Programming                        Functions
+## 3393             R Programming                  Dates and Times
+## 3394             R Programming                  Dates and Times
+## 3395             R Programming                  Dates and Times
+## 3396             R Programming                            Logic
+## 3397             R Programming                            Logic
+## 3398             R Programming                            Logic
+## 3399             R Programming                            Logic
+## 3400             R Programming                            Logic
+## 3401             R Programming                            Logic
+## 3402             R Programming                            Logic
+## 3403             R Programming                        Functions
+## 3404             R Programming                        Functions
+## 3405             R Programming                          Vectors
+## 3406             R Programming                          Vectors
+## 3407             R Programming                          Vectors
+## 3408             R Programming              Workspace and Files
+## 3409             R Programming              Workspace and Files
+## 3410             R Programming              Workspace and Files
+## 3411             R Programming              Workspace and Files
+## 3412             R Programming                            Logic
+## 3413             R Programming                  Dates and Times
+## 3414             R Programming                          Vectors
+## 3415             R Programming              Workspace and Files
+## 3416             R Programming              Workspace and Files
+## 3417             R Programming              Workspace and Files
+## 3418             R Programming              Workspace and Files
+## 3419             R Programming                            Logic
+## 3420             R Programming                        Functions
+## 3421             R Programming                        Functions
+## 3422             R Programming                            Logic
+## 3423             R Programming                            Logic
+## 3424             R Programming                          Vectors
+## 3425             R Programming                          Vectors
+## 3426             R Programming                        Functions
+## 3427             R Programming            Basic Building Blocks
+## 3428             R Programming            Basic Building Blocks
+## 3429             R Programming            Basic Building Blocks
+## 3430             R Programming            Basic Building Blocks
+## 3431             R Programming                          Vectors
+## 3432             R Programming                          Vectors
+## 3433             R Programming                          Vectors
+## 3434             R Programming                          Vectors
+## 3435             R Programming                          Vectors
+## 3436             R Programming                          Vectors
+## 3437             R Programming                          Vectors
+## 3438             R Programming            Basic Building Blocks
+## 3439             R Programming                   Missing Values
+## 3440             R Programming                   Missing Values
+## 3441             R Programming                        Functions
+## 3442             R Programming                            Logic
+## 3443             R Programming                        Functions
+## 3444             R Programming                        Functions
+## 3445             R Programming                   Missing Values
+## 3446             R Programming                   Missing Values
+## 3447             R Programming                   Missing Values
+## 3448             R Programming                  Dates and Times
+## 3449             R Programming                            Logic
+## 3450             R Programming            Basic Building Blocks
+## 3451             R Programming              Workspace and Files
+## 3452             R Programming               Subsetting Vectors
+## 3453             R Programming               Subsetting Vectors
+## 3454             R Programming                            Logic
+## 3455             R Programming                        Functions
+## 3456             R Programming                            Logic
+## 3457             R Programming                            Logic
+## 3458             R Programming                            Logic
+## 3459             R Programming                  Dates and Times
+## 3460             R Programming            Basic Building Blocks
+## 3461             R Programming                        Functions
+## 3462             R Programming                            Logic
+## 3463             R Programming                  Dates and Times
+## 3464             R Programming                            Logic
+## 3465             R Programming                            Logic
+## 3466             R Programming               Subsetting Vectors
+## 3467             R Programming                        Functions
+## 3468             R Programming                        Functions
+## 3469             R Programming            Basic Building Blocks
+## 3470             R Programming            Basic Building Blocks
+## 3471             R Programming            Basic Building Blocks
+## 3472             R Programming                            Logic
+## 3473             R Programming                  Dates and Times
+## 3474             R Programming              Workspace and Files
+## 3475             R Programming               Subsetting Vectors
+## 3476             R Programming            Basic Building Blocks
+## 3477             R Programming                        Functions
+## 3478             R Programming            Basic Building Blocks
+## 3479             R Programming            Basic Building Blocks
+## 3480             R Programming                        Functions
+## 3481             R Programming               Subsetting Vectors
+## 3482             R Programming               Subsetting Vectors
+## 3483             R Programming                   Missing Values
+## 3484             R Programming               Subsetting Vectors
+## 3485             R Programming                        Functions
+## 3486             R Programming                  Dates and Times
+## 3487             R Programming                  Dates and Times
+## 3488             R Programming                            Logic
+## 3489             R Programming                  Dates and Times
+## 3490             R Programming                  Dates and Times
+## 3491             R Programming                        Functions
+## 3492             R Programming                  Dates and Times
+## 3493             R Programming               Subsetting Vectors
+## 3494             R Programming               Subsetting Vectors
+## 3495             R Programming               Subsetting Vectors
+## 3496             R Programming                            Logic
+## 3497             R Programming                        Functions
+## 3498             R Programming                   Missing Values
+## 3499             R Programming                        Functions
+## 3500             R Programming                   Missing Values
+## 3501             R Programming                            Logic
+## 3502             R Programming                   Missing Values
+## 3503             R Programming                   Missing Values
+## 3504             R Programming               Subsetting Vectors
+## 3505             R Programming                   Missing Values
+## 3506             R Programming                  Dates and Times
+## 3507             R Programming                  Dates and Times
+## 3508             R Programming                   Missing Values
+## 3509             R Programming                   Missing Values
+## 3510             R Programming               Subsetting Vectors
+## 3511             R Programming                   Missing Values
+## 3512             R Programming               Subsetting Vectors
+## 3513             R Programming                  Dates and Times
+## 3514             R Programming              Workspace and Files
+## 3515             R Programming              Workspace and Files
+## 3516             R Programming                            Logic
+## 3517             R Programming                   Missing Values
+## 3518             R Programming                            Logic
+## 3519             R Programming               Subsetting Vectors
+## 3520             R Programming              Workspace and Files
+## 3521             R Programming                   Missing Values
+## 3522             R Programming              Workspace and Files
+## 3523             R Programming                            Logic
+## 3524             R Programming                  Dates and Times
+## 3525             R Programming                            Logic
+## 3526             R Programming                   Missing Values
+## 3527             R Programming                            Logic
+## 3528             R Programming                        Functions
+## 3529             R Programming                          Vectors
+## 3530             R Programming               Subsetting Vectors
+## 3531             R Programming            Basic Building Blocks
+## 3532             R Programming               Subsetting Vectors
+## 3533             R Programming               Subsetting Vectors
+## 3534             R Programming              Workspace and Files
+## 3535             R Programming              Workspace and Files
+## 3536             R Programming                            Logic
+## 3537             R Programming              Workspace and Files
+## 3538             R Programming               Subsetting Vectors
+## 3539             R Programming              Workspace and Files
+## 3540             R Programming               Subsetting Vectors
+## 3541             R Programming            Basic Building Blocks
+## 3542             R Programming            Basic Building Blocks
+## 3543             R Programming              Workspace and Files
+## 3544             R Programming               Subsetting Vectors
+## 3545             R Programming                            Logic
+## 3546             R Programming               Subsetting Vectors
+## 3547             R Programming               Subsetting Vectors
+## 3548             R Programming            Basic Building Blocks
+## 3549             R Programming               Subsetting Vectors
+## 3550             R Programming               Subsetting Vectors
+## 3551             R Programming                  Dates and Times
+## 3552             R Programming                          Vectors
+## 3553             R Programming                          Vectors
+## 3554             R Programming            Basic Building Blocks
+## 3555             R Programming                            Logic
+## 3556             R Programming              Workspace and Files
+## 3557             R Programming              Workspace and Files
+## 3558             R Programming            Basic Building Blocks
+## 3559             R Programming            Basic Building Blocks
+## 3560             R Programming                        Functions
+## 3561             R Programming                        Functions
+## 3562             R Programming               Subsetting Vectors
+## 3563             R Programming                  Dates and Times
+## 3564             R Programming            Basic Building Blocks
+## 3565             R Programming               Subsetting Vectors
+## 3566             R Programming                        Functions
+## 3567             R Programming                        Functions
+## 3568             R Programming                          Vectors
+## 3569             R Programming                        Functions
+## 3570             R Programming              Workspace and Files
+## 3571             R Programming              Workspace and Files
+## 3572             R Programming            Basic Building Blocks
+## 3573             R Programming                        Functions
+## 3574             R Programming                  Dates and Times
+## 3575             R Programming                  Dates and Times
+## 3576             R Programming                          Vectors
+## 3577             R Programming                            Logic
+## 3578             R Programming                            Logic
+## 3579             R Programming              Workspace and Files
+## 3580             R Programming              Workspace and Files
+## 3581             R Programming              Workspace and Files
+## 3582             R Programming               Subsetting Vectors
+## 3583             R Programming                          Vectors
+## 3584             R Programming                          Vectors
+## 3585             R Programming                            Logic
+## 3586             R Programming                          Vectors
+## 3587             R Programming                          Vectors
+## 3588             R Programming                            Logic
+## 3589             R Programming                          Vectors
+## 3590             R Programming                          Vectors
+## 3591             R Programming                          Vectors
+## 3592             R Programming                        Functions
+## 3593             R Programming                        Functions
+## 3594             R Programming                          Vectors
+## 3595             R Programming                  Dates and Times
+## 3596             R Programming            Basic Building Blocks
+## 3597             R Programming            Basic Building Blocks
+## 3598             R Programming            Basic Building Blocks
+## 3599             R Programming            Basic Building Blocks
+## 3600             R Programming                            Logic
+## 3601             R Programming                            Logic
+## 3602             R Programming                            Logic
+## 3603             R Programming                          Vectors
+## 3604             R Programming                        Functions
+## 3605             R Programming                   Missing Values
+## 3606             R Programming                   Missing Values
+## 3607             R Programming                            Logic
+## 3608             R Programming                            Logic
+## 3609             R Programming                        Functions
+## 3610             R Programming               Subsetting Vectors
+## 3611             R Programming                   Missing Values
+## 3612             R Programming                            Logic
+## 3613             R Programming                            Logic
+## 3614             R Programming                            Logic
+## 3615             R Programming                            Logic
+## 3616             R Programming                            Logic
+## 3617             R Programming              Workspace and Files
+## 3618             R Programming              Workspace and Files
+## 3619             R Programming                          Vectors
+## 3620             R Programming               Subsetting Vectors
+## 3621             R Programming               Subsetting Vectors
+## 3622             R Programming              Workspace and Files
+## 3623             R Programming               Subsetting Vectors
+## 3624             R Programming               Subsetting Vectors
+## 3625             R Programming                          Vectors
+## 3626             R Programming                            Logic
+## 3627             R Programming                            Logic
+## 3628             R Programming                            Logic
+## 3629             R Programming              Workspace and Files
+## 3630             R Programming                        Functions
+## 3631             R Programming                        Functions
+## 3632             R Programming                        Functions
+## 3633             R Programming                        Functions
+## 3634             R Programming                        Functions
+## 3635             R Programming                   Missing Values
+## 3636             R Programming                  Dates and Times
+## 3637             R Programming                          Vectors
+## 3638             R Programming               Subsetting Vectors
+## 3639             R Programming                          Vectors
+## 3640             R Programming                   Missing Values
+## 3641             R Programming                            Logic
+## 3642             R Programming                          Vectors
+## 3643             R Programming                            Logic
+## 3644             R Programming               Subsetting Vectors
+## 3645             R Programming                          Vectors
+## 3646             R Programming                          Vectors
+## 3647             R Programming                          Vectors
+## 3648             R Programming                          Vectors
+## 3649             R Programming                        Functions
+## 3650             R Programming               Subsetting Vectors
+## 3651             R Programming            Basic Building Blocks
+## 3652             R Programming                            Logic
+## 3653             R Programming                            Logic
+## 3654             R Programming                          Vectors
+## 3655             R Programming                          Vectors
+## 3656             R Programming                          Vectors
+## 3657             R Programming               Subsetting Vectors
+## 3658             R Programming                            Logic
+## 3659             R Programming                          Vectors
+## 3660             R Programming                          Vectors
+## 3661             R Programming                          Vectors
+## 3662             R Programming                          Vectors
+## 3663             R Programming              Workspace and Files
+## 3664             R Programming                   Missing Values
+## 3665             R Programming                   Missing Values
+## 3666             R Programming                  Dates and Times
+## 3667             R Programming            Basic Building Blocks
+## 3668             R Programming                          Vectors
+## 3669             R Programming                          Vectors
+## 3670             R Programming            Basic Building Blocks
+## 3671             R Programming              Workspace and Files
+## 3672             R Programming                        Functions
+## 3673             R Programming                  Dates and Times
+## 3674             R Programming                   Missing Values
+## 3675             R Programming                   Missing Values
+## 3676             R Programming                   Missing Values
+## 3677             R Programming               Subsetting Vectors
+## 3678             R Programming                            Logic
+## 3679             R Programming                        Functions
+## 3680             R Programming                        Functions
+## 3681             R Programming                        Functions
+## 3682             R Programming                        Functions
+## 3683             R Programming              Workspace and Files
+## 3684             R Programming                  Dates and Times
+## 3685             R Programming                          Vectors
+## 3686             R Programming                          Vectors
+## 3687             R Programming                          Vectors
+## 3688             R Programming            Basic Building Blocks
+## 3689             R Programming            Basic Building Blocks
+## 3690             R Programming               Subsetting Vectors
+## 3691             R Programming                  Dates and Times
+## 3692             R Programming                            Logic
+## 3693             R Programming                            Logic
+## 3694             R Programming                            Logic
+## 3695             R Programming                        Functions
+## 3696             R Programming                          Vectors
+## 3697             R Programming                        Functions
+## 3698             R Programming                          Vectors
+## 3699             R Programming            Basic Building Blocks
+## 3700             R Programming                  Dates and Times
+## 3701             R Programming                  Dates and Times
+## 3702             R Programming                        Functions
+## 3703             R Programming                            Logic
+## 3704             R Programming                        Functions
+## 3705             R Programming                  Dates and Times
+## 3706             R Programming                  Dates and Times
+## 3707             R Programming                  Dates and Times
+## 3708             R Programming                  Dates and Times
+## 3709             R Programming                          Vectors
+## 3710             R Programming                        Functions
+## 3711             R Programming                  Dates and Times
+## 3712             R Programming                   Missing Values
+## 3713             R Programming               Subsetting Vectors
+## 3714             R Programming                  Dates and Times
+## 3715             R Programming                  Dates and Times
+## 3716             R Programming                  Dates and Times
+## 3717             R Programming            Basic Building Blocks
+## 3718             R Programming            Basic Building Blocks
+## 3719             R Programming                  Dates and Times
+## 3720             R Programming            Basic Building Blocks
+## 3721             R Programming                  Dates and Times
+## 3722             R Programming                        Functions
+## 3723             R Programming                  Dates and Times
+## 3724             R Programming                  Dates and Times
+## 3725             R Programming                  Dates and Times
+## 3726             R Programming                  Dates and Times
+## 3727             R Programming                  Dates and Times
+## 3728             R Programming                            Logic
+## 3729             R Programming            Basic Building Blocks
+## 3730             R Programming                            Logic
+## 3731             R Programming                            Logic
+## 3732             R Programming            Basic Building Blocks
+## 3733             R Programming                            Logic
+## 3734             R Programming                            Logic
+## 3735             R Programming                            Logic
+## 3736             R Programming              Workspace and Files
+## 3737             R Programming              Workspace and Files
+## 3738             R Programming              Workspace and Files
+## 3739             R Programming              Workspace and Files
+## 3740             R Programming                          Vectors
+## 3741             R Programming            Basic Building Blocks
+## 3742             R Programming                            Logic
+## 3743             R Programming                            Logic
+## 3744             R Programming              Workspace and Files
+## 3745             R Programming                            Logic
+## 3746             R Programming                            Logic
+## 3747             R Programming            Basic Building Blocks
+## 3748             R Programming                  Dates and Times
+## 3749             R Programming              Workspace and Files
+## 3750             R Programming                          Vectors
+## 3751             R Programming                          Vectors
+## 3752             R Programming              Workspace and Files
+## 3753             R Programming            Basic Building Blocks
+## 3754             R Programming            Basic Building Blocks
+## 3755             R Programming                          Vectors
+## 3756             R Programming               Subsetting Vectors
+## 3757             R Programming                   Missing Values
+## 3758             R Programming            Basic Building Blocks
+## 3759             R Programming            Basic Building Blocks
+## 3760             R Programming            Basic Building Blocks
+## 3761             R Programming                  Dates and Times
+## 3762             R Programming                  Dates and Times
+## 3763             R Programming            Basic Building Blocks
+## 3764             R Programming                  Dates and Times
+## 3765             R Programming                  Dates and Times
+## 3766             R Programming                            Logic
+## 3767             R Programming                  Dates and Times
+## 3768             R Programming               Subsetting Vectors
+## 3769             R Programming               Subsetting Vectors
+## 3770             R Programming                   Missing Values
+## 3771             R Programming            Basic Building Blocks
+## 3772             R Programming                  Dates and Times
+## 3773             R Programming            Basic Building Blocks
+## 3774             R Programming                  Dates and Times
+## 3775             R Programming              Workspace and Files
+## 3776             R Programming            Basic Building Blocks
+## 3777             R Programming              Workspace and Files
+## 3778             R Programming                  Dates and Times
+## 3779             R Programming                            Logic
+## 3780             R Programming                  Dates and Times
+## 3781             R Programming                  Dates and Times
+## 3782             R Programming            Basic Building Blocks
+## 3783             R Programming              Workspace and Files
+## 3784             R Programming                  Dates and Times
+## 3785             R Programming                          Vectors
+## 3786             R Programming            Basic Building Blocks
+## 3787             R Programming                            Logic
+## 3788             R Programming                            Logic
+## 3789             R Programming                            Logic
+## 3790             R Programming                            Logic
+## 3791             R Programming                  Dates and Times
+## 3792             R Programming            Basic Building Blocks
+## 3793             R Programming               Subsetting Vectors
+## 3794             R Programming               Subsetting Vectors
+## 3795             R Programming               Subsetting Vectors
+## 3796             R Programming            Basic Building Blocks
+## 3797             R Programming                  Dates and Times
+## 3798             R Programming                  Dates and Times
+## 3799             R Programming                            Logic
+## 3800             R Programming                  Dates and Times
+## 3801             R Programming               Subsetting Vectors
+## 3802             R Programming              Workspace and Files
+## 3803             R Programming              Workspace and Files
+## 3804             R Programming            Basic Building Blocks
+## 3805             R Programming                  Dates and Times
+## 3806             R Programming            Basic Building Blocks
+## 3807             R Programming            Basic Building Blocks
+## 3808             R Programming            Basic Building Blocks
+## 3809             R Programming                          Vectors
+## 3810             R Programming              Workspace and Files
+## 3811             R Programming                            Logic
+## 3812             R Programming               Subsetting Vectors
+## 3813             R Programming              Workspace and Files
+## 3814             R Programming                          Vectors
+## 3815             R Programming                  Dates and Times
+## 3816             R Programming                            Logic
+## 3817             R Programming                            Logic
+## 3818             R Programming                  Dates and Times
+## 3819             R Programming               Subsetting Vectors
+## 3820             R Programming                   Missing Values
+## 3821             R Programming                   Missing Values
+## 3822             R Programming              Workspace and Files
+## 3823             R Programming              Workspace and Files
+## 3824             R Programming                          Vectors
+## 3825             R Programming                   Missing Values
+## 3826             R Programming                   Missing Values
+## 3827             R Programming                          Vectors
+## 3828             R Programming                            Logic
+## 3829             R Programming                  Dates and Times
+## 3830             R Programming                  Dates and Times
+## 3831             R Programming                  Dates and Times
+## 3832             R Programming                          Vectors
+## 3833             R Programming                  Dates and Times
+## 3834             R Programming               Subsetting Vectors
+## 3835             R Programming               Subsetting Vectors
+## 3836             R Programming                   Missing Values
+## 3837             R Programming                   Missing Values
+## 3838             R Programming              Workspace and Files
+## 3839             R Programming                  Dates and Times
+## 3840             R Programming                  Dates and Times
+## 3841             R Programming                  Dates and Times
+## 3842             R Programming                  Dates and Times
+## 3843             R Programming                            Logic
+## 3844             R Programming                            Logic
+## 3845             R Programming               Subsetting Vectors
+## 3846             R Programming                          Vectors
+## 3847             R Programming               Subsetting Vectors
+## 3848             R Programming                  Dates and Times
+## 3849             R Programming            Basic Building Blocks
+## 3850             R Programming                            Logic
+## 3851             R Programming                            Logic
+## 3852             R Programming                            Logic
+## 3853             R Programming                            Logic
+## 3854             R Programming                            Logic
+## 3855             R Programming                            Logic
+## 3856             R Programming               Subsetting Vectors
+## 3857             R Programming                   Missing Values
+## 3858             R Programming                            Logic
+## 3859             R Programming                          Vectors
+## 3860             R Programming               Subsetting Vectors
+## 3861             R Programming                          Vectors
+## 3862             R Programming                            Logic
+## 3863             R Programming               Subsetting Vectors
+## 3864             R Programming                            Logic
+## 3865             R Programming                            Logic
+## 3866             R Programming                            Logic
+## 3867             R Programming                          Vectors
+## 3868             R Programming                   Missing Values
+## 3869             R Programming              Workspace and Files
+## 3870             R Programming              Workspace and Files
+## 3871             R Programming                          Vectors
+## 3872             R Programming              Workspace and Files
+## 3873             R Programming              Workspace and Files
+## 3874             R Programming               Subsetting Vectors
+## 3875             R Programming              Workspace and Files
+## 3876             R Programming               Subsetting Vectors
+## 3877             R Programming               Subsetting Vectors
+## 3878             R Programming                          Vectors
+## 3879             R Programming               Subsetting Vectors
+## 3880             R Programming                          Vectors
+## 3881             R Programming                          Vectors
+## 3882             R Programming                          Vectors
+## 3883             R Programming                   Missing Values
+## 3884             R Programming                   Missing Values
+## 3885             R Programming                   Missing Values
+## 3886             R Programming                            Logic
+## 3887             R Programming              Workspace and Files
+## 3888             R Programming               Subsetting Vectors
+## 3889             R Programming               Subsetting Vectors
+## 3890             R Programming               Subsetting Vectors
+## 3891             R Programming               Subsetting Vectors
+## 3892             R Programming               Subsetting Vectors
+## 3893             R Programming                   Missing Values
+## 3894             R Programming               Subsetting Vectors
+## 3895 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3896 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3897             R Programming                        Functions
+## 3898 Getting and Cleaning Data          Tidying Data with tidyr
+## 3899 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3900 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3901             R Programming         Matrices and Data Frames
+## 3902 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3903 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3904 Getting and Cleaning Data          Tidying Data with tidyr
+## 3905 Getting and Cleaning Data          Tidying Data with tidyr
+## 3906 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3907 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3908 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3909 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3910 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3911             R Programming                        Functions
+## 3912             R Programming         Matrices and Data Frames
+## 3913             R Programming         Matrices and Data Frames
+## 3914 Getting and Cleaning Data          Tidying Data with tidyr
+## 3915 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3916 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3917 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3918             R Programming                        Functions
+## 3919             R Programming                        Functions
+## 3920 Getting and Cleaning Data          Tidying Data with tidyr
+## 3921 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3922 Getting and Cleaning Data          Tidying Data with tidyr
+## 3923 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3924 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3925 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3926 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3927 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3928 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3929             R Programming                        Functions
+## 3930 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3931 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3932             R Programming         Matrices and Data Frames
+## 3933             R Programming         Matrices and Data Frames
+## 3934             R Programming                        Functions
+## 3935 Getting and Cleaning Data          Tidying Data with tidyr
+## 3936             R Programming                        Functions
+## 3937 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3938 Getting and Cleaning Data          Tidying Data with tidyr
+## 3939             R Programming                        Functions
+## 3940 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3941 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3942 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3943             R Programming                        Functions
+## 3944 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3945 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3946 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3947 Getting and Cleaning Data          Tidying Data with tidyr
+## 3948 Getting and Cleaning Data          Tidying Data with tidyr
+## 3949 Getting and Cleaning Data          Tidying Data with tidyr
+## 3950 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3951 Getting and Cleaning Data          Tidying Data with tidyr
+## 3952             R Programming         Matrices and Data Frames
+## 3953 Getting and Cleaning Data          Tidying Data with tidyr
+## 3954             R Programming         Matrices and Data Frames
+## 3955             R Programming                        Functions
+## 3956             R Programming         Matrices and Data Frames
+## 3957             R Programming                        Functions
+## 3958             R Programming         Matrices and Data Frames
+## 3959             R Programming         Matrices and Data Frames
+## 3960             R Programming         Matrices and Data Frames
+## 3961 Getting and Cleaning Data          Tidying Data with tidyr
+## 3962             R Programming         Matrices and Data Frames
+## 3963             R Programming         Matrices and Data Frames
+## 3964 Getting and Cleaning Data          Tidying Data with tidyr
+## 3965 Getting and Cleaning Data          Tidying Data with tidyr
+## 3966 Getting and Cleaning Data          Tidying Data with tidyr
+## 3967 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3968 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3969             R Programming                        Functions
+## 3970             R Programming                        Functions
+## 3971             R Programming                        Functions
+## 3972             R Programming                        Functions
+## 3973             R Programming         Matrices and Data Frames
+## 3974             R Programming         Matrices and Data Frames
+## 3975             R Programming                        Functions
+## 3976 Getting and Cleaning Data          Tidying Data with tidyr
+## 3977             R Programming         Matrices and Data Frames
+## 3978             R Programming                        Functions
+## 3979             R Programming                        Functions
+## 3980             R Programming                        Functions
+## 3981 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3982             R Programming         Matrices and Data Frames
+## 3983 Getting and Cleaning Data          Tidying Data with tidyr
+## 3984             R Programming                        Functions
+## 3985             R Programming                        Functions
+## 3986 Getting and Cleaning Data          Tidying Data with tidyr
+## 3987 Getting and Cleaning Data          Tidying Data with tidyr
+## 3988             R Programming         Matrices and Data Frames
+## 3989 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3990 Getting and Cleaning Data          Tidying Data with tidyr
+## 3991             R Programming                        Functions
+## 3992             R Programming                        Functions
+## 3993 Getting and Cleaning Data          Tidying Data with tidyr
+## 3994 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3995             R Programming         Matrices and Data Frames
+## 3996             R Programming         Matrices and Data Frames
+## 3997             R Programming         Matrices and Data Frames
+## 3998 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3999 Getting and Cleaning Data          Tidying Data with tidyr
+## 4000             R Programming         Matrices and Data Frames
+## 4001 Getting and Cleaning Data          Tidying Data with tidyr
+## 4002 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4003             R Programming                        Functions
+## 4004 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4005 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4006             R Programming                        Functions
+## 4007 Getting and Cleaning Data          Tidying Data with tidyr
+## 4008             R Programming         Matrices and Data Frames
+## 4009             R Programming                        Functions
+## 4010 Getting and Cleaning Data          Tidying Data with tidyr
+## 4011 Getting and Cleaning Data          Tidying Data with tidyr
+## 4012             R Programming                        Functions
+## 4013             R Programming                        Functions
+## 4014 Getting and Cleaning Data          Tidying Data with tidyr
+## 4015 Getting and Cleaning Data          Tidying Data with tidyr
+## 4016 Getting and Cleaning Data          Tidying Data with tidyr
+## 4017 Getting and Cleaning Data          Tidying Data with tidyr
+## 4018             R Programming         Matrices and Data Frames
+## 4019 Getting and Cleaning Data          Tidying Data with tidyr
+## 4020 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4021 Getting and Cleaning Data          Tidying Data with tidyr
+## 4022 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4023             R Programming         Matrices and Data Frames
+## 4024             R Programming         Matrices and Data Frames
+## 4025 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4026 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4027 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4028             R Programming         Matrices and Data Frames
+## 4029 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4030 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4031 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4032 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4033             R Programming         Matrices and Data Frames
+## 4034 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4035             R Programming         Matrices and Data Frames
+## 4036             R Programming         Matrices and Data Frames
+## 4037 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4038             R Programming         Matrices and Data Frames
+## 4039 Getting and Cleaning Data          Tidying Data with tidyr
+## 4040 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4041 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4042 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4043 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4044             R Programming         Matrices and Data Frames
+## 4045 Getting and Cleaning Data          Tidying Data with tidyr
+## 4046 Getting and Cleaning Data          Tidying Data with tidyr
+## 4047             R Programming         Matrices and Data Frames
+## 4048 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4049 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4050 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4051 Getting and Cleaning Data          Tidying Data with tidyr
+## 4052 Getting and Cleaning Data          Tidying Data with tidyr
+## 4053 Getting and Cleaning Data          Tidying Data with tidyr
+## 4054 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4055 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4056 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4057 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4058 Getting and Cleaning Data          Tidying Data with tidyr
+## 4059 Getting and Cleaning Data          Tidying Data with tidyr
+## 4060 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4061 Getting and Cleaning Data          Tidying Data with tidyr
+## 4062 Getting and Cleaning Data          Tidying Data with tidyr
+## 4063 Getting and Cleaning Data          Tidying Data with tidyr
+## 4064 Getting and Cleaning Data          Tidying Data with tidyr
+## 4065 Getting and Cleaning Data          Tidying Data with tidyr
+## 4066 Getting and Cleaning Data          Tidying Data with tidyr
+## 4067 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4068 Getting and Cleaning Data          Tidying Data with tidyr
+## 4069 Getting and Cleaning Data          Tidying Data with tidyr
+## 4070 Getting and Cleaning Data          Tidying Data with tidyr
+## 4071 Getting and Cleaning Data          Tidying Data with tidyr
+## 4072 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4073 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4074 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4075 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4076 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4077 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4078 Getting and Cleaning Data          Tidying Data with tidyr
+## 4079 Getting and Cleaning Data          Tidying Data with tidyr
+## 4080 Getting and Cleaning Data          Tidying Data with tidyr
+## 4081 Getting and Cleaning Data          Tidying Data with tidyr
+## 4082 Getting and Cleaning Data          Tidying Data with tidyr
+## 4083 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4084 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4085             R Programming         Matrices and Data Frames
+## 4086             R Programming         Matrices and Data Frames
+## 4087             R Programming         Matrices and Data Frames
+## 4088             R Programming         Matrices and Data Frames
+## 4089             R Programming         Matrices and Data Frames
+## 4090             R Programming         Matrices and Data Frames
+## 4091             R Programming         Matrices and Data Frames
+## 4092             R Programming                  Looking at Data
+## 4093             R Programming         Matrices and Data Frames
+## 4094             R Programming         Matrices and Data Frames
+## 4095             R Programming         Matrices and Data Frames
+## 4096             R Programming         Matrices and Data Frames
+## 4097             R Programming         Matrices and Data Frames
+## 4098             R Programming         Matrices and Data Frames
+## 4099 Getting and Cleaning Data          Tidying Data with tidyr
+## 4100 Getting and Cleaning Data          Tidying Data with tidyr
+## 4101 Getting and Cleaning Data          Tidying Data with tidyr
+## 4102 Getting and Cleaning Data          Tidying Data with tidyr
+## 4103 Getting and Cleaning Data          Tidying Data with tidyr
+## 4104 Getting and Cleaning Data          Tidying Data with tidyr
+## 4105 Getting and Cleaning Data          Tidying Data with tidyr
+## 4106 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4107 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4108 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4109 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4110 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4111 Exploratory_Data_Analysis                 Plotting_Systems
+## 4112 Exploratory_Data_Analysis                 Plotting_Systems
+## 4113 Exploratory_Data_Analysis                 Plotting_Systems
+## 4114 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4115 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4116 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4117 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4118 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4119 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4120 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4121 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4122 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4123 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4124 Exploratory_Data_Analysis                 Plotting_Systems
+## 4125 Exploratory_Data_Analysis                 Plotting_Systems
+## 4126 Exploratory_Data_Analysis                 Plotting_Systems
+## 4127             R Programming                  Looking at Data
+## 4128 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4129 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4130 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4131 Exploratory_Data_Analysis                 Plotting_Systems
+## 4132 Exploratory_Data_Analysis                 Plotting_Systems
+## 4133 Exploratory_Data_Analysis                 Plotting_Systems
+## 4134 Exploratory_Data_Analysis                 Plotting_Systems
+## 4135 Exploratory_Data_Analysis                 Plotting_Systems
+## 4136 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4137 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4138 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4139 Exploratory_Data_Analysis                 Plotting_Systems
+## 4140 Exploratory_Data_Analysis                 Plotting_Systems
+## 4141 Exploratory_Data_Analysis                 Plotting_Systems
+## 4142 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4143 Exploratory_Data_Analysis                 Plotting_Systems
+## 4144 Exploratory_Data_Analysis                 Plotting_Systems
+## 4145 Exploratory_Data_Analysis                 Plotting_Systems
+## 4146 Exploratory_Data_Analysis                 Plotting_Systems
+## 4147 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4148             R Programming                  Looking at Data
+## 4149             R Programming                  Looking at Data
+## 4150             R Programming                  Looking at Data
+## 4151 Exploratory_Data_Analysis                 Plotting_Systems
+## 4152 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4153 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4154 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4155 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4156 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4157             R Programming                  Looking at Data
+## 4158 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4159             R Programming                  Looking at Data
+## 4160             R Programming                  Looking at Data
+## 4161 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4162 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4163 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4164             R Programming                  Looking at Data
+## 4165             R Programming                  Looking at Data
+## 4166             R Programming                  Looking at Data
+## 4167 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4168             R Programming                  Looking at Data
+## 4169 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4170             R Programming                  Looking at Data
+## 4171 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4172 Exploratory_Data_Analysis                 Plotting_Systems
+## 4173 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4174 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4175             R Programming                  Looking at Data
+## 4176 Exploratory_Data_Analysis                 Plotting_Systems
+## 4177             R Programming                  Looking at Data
+## 4178 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4179 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4180             R Programming                        Functions
+## 4181             R Programming                        Functions
+## 4182             R Programming                            Logic
+## 4183             R Programming                            Logic
+## 4184             R Programming                        Functions
+## 4185             R Programming                        Functions
+## 4186             R Programming                        Functions
+## 4187             R Programming                            Logic
+## 4188             R Programming                        Functions
+## 4189             R Programming               Subsetting Vectors
+## 4190             R Programming               Subsetting Vectors
+## 4191             R Programming               Subsetting Vectors
+## 4192             R Programming                        Functions
+## 4193             R Programming               Subsetting Vectors
+## 4194             R Programming               Subsetting Vectors
+## 4195             R Programming              Workspace and Files
+## 4196             R Programming               Subsetting Vectors
+## 4197             R Programming                          Vectors
+## 4198             R Programming               Subsetting Vectors
+## 4199             R Programming                          Vectors
+## 4200             R Programming                        Functions
+## 4201             R Programming                        Functions
+## 4202             R Programming                          Vectors
+## 4203             R Programming                   Missing Values
+## 4204             R Programming               Subsetting Vectors
+## 4205             R Programming               Subsetting Vectors
+## 4206             R Programming                        Functions
+## 4207             R Programming                          Vectors
+## 4208             R Programming               Subsetting Vectors
+## 4209             R Programming               Subsetting Vectors
+## 4210             R Programming            Basic Building Blocks
+## 4211             R Programming                        Functions
+## 4212             R Programming              Workspace and Files
+## 4213             R Programming              Workspace and Files
+## 4214             R Programming                          Vectors
+## 4215             R Programming                          Vectors
+## 4216             R Programming                          Vectors
+## 4217             R Programming              Workspace and Files
+## 4218             R Programming              Workspace and Files
+## 4219             R Programming               Subsetting Vectors
+## 4220             R Programming               Subsetting Vectors
+## 4221             R Programming              Workspace and Files
+## 4222             R Programming            Basic Building Blocks
+## 4223             R Programming            Basic Building Blocks
+## 4224             R Programming            Basic Building Blocks
+## 4225             R Programming                            Logic
+## 4226             R Programming              Workspace and Files
+## 4227             R Programming              Workspace and Files
+## 4228             R Programming              Workspace and Files
+## 4229             R Programming                        Functions
+## 4230             R Programming                   Missing Values
+## 4231             R Programming              Workspace and Files
+## 4232             R Programming              Workspace and Files
+## 4233             R Programming                        Functions
+## 4234             R Programming              Workspace and Files
+## 4235             R Programming                          Vectors
+## 4236             R Programming                          Vectors
+## 4237             R Programming                          Vectors
+## 4238             R Programming                          Vectors
+## 4239             R Programming                  Dates and Times
+## 4240             R Programming              Workspace and Files
+## 4241             R Programming              Workspace and Files
+## 4242             R Programming              Workspace and Files
+## 4243             R Programming            Basic Building Blocks
+## 4244             R Programming            Basic Building Blocks
+## 4245             R Programming                   Missing Values
+## 4246             R Programming                   Missing Values
+## 4247             R Programming                   Missing Values
+## 4248             R Programming                   Missing Values
+## 4249             R Programming                        Functions
+## 4250             R Programming                   Missing Values
+## 4251             R Programming                   Missing Values
+## 4252             R Programming                  Dates and Times
+## 4253             R Programming              Workspace and Files
+## 4254             R Programming                   Missing Values
+## 4255             R Programming                   Missing Values
+## 4256             R Programming                            Logic
+## 4257             R Programming                            Logic
+## 4258             R Programming                            Logic
+## 4259             R Programming              Workspace and Files
+## 4260             R Programming                  Dates and Times
+## 4261             R Programming                  Dates and Times
+## 4262             R Programming                  Dates and Times
+## 4263             R Programming                  Dates and Times
+## 4264             R Programming              Workspace and Files
+## 4265             R Programming                  Dates and Times
+## 4266             R Programming                            Logic
+## 4267             R Programming              Workspace and Files
+## 4268             R Programming              Workspace and Files
+## 4269             R Programming              Workspace and Files
+## 4270             R Programming              Workspace and Files
+## 4271             R Programming            Basic Building Blocks
+## 4272             R Programming            Basic Building Blocks
+## 4273             R Programming                  Dates and Times
+## 4274             R Programming                  Dates and Times
+## 4275             R Programming                  Dates and Times
+## 4276             R Programming                  Dates and Times
+## 4277             R Programming                  Dates and Times
+## 4278             R Programming                  Dates and Times
+## 4279             R Programming                   Missing Values
+## 4280             R Programming                   Missing Values
+## 4281             R Programming                          Vectors
+## 4282             R Programming                        Functions
+## 4283             R Programming                        Functions
+## 4284             R Programming            Basic Building Blocks
+## 4285             R Programming                            Logic
+## 4286             R Programming              Workspace and Files
+## 4287             R Programming                            Logic
+## 4288             R Programming                            Logic
+## 4289             R Programming            Basic Building Blocks
+## 4290             R Programming            Basic Building Blocks
+## 4291             R Programming            Basic Building Blocks
+## 4292             R Programming               Subsetting Vectors
+## 4293             R Programming               Subsetting Vectors
+## 4294             R Programming                  Dates and Times
+## 4295             R Programming                  Dates and Times
+## 4296             R Programming                  Dates and Times
+## 4297             R Programming                  Dates and Times
+## 4298             R Programming                            Logic
+## 4299             R Programming                          Vectors
+## 4300             R Programming            Basic Building Blocks
+## 4301             R Programming            Basic Building Blocks
+## 4302             R Programming            Basic Building Blocks
+## 4303             R Programming            Basic Building Blocks
+## 4304             R Programming                          Vectors
+## 4305             R Programming                          Vectors
+## 4306             R Programming                          Vectors
+## 4307             R Programming                            Logic
+## 4308             R Programming                            Logic
+## 4309             R Programming               Subsetting Vectors
+## 4310             R Programming                  Dates and Times
+## 4311             R Programming                  Dates and Times
+## 4312             R Programming                  Dates and Times
+## 4313             R Programming               Subsetting Vectors
+## 4314             R Programming                          Vectors
+## 4315             R Programming            Basic Building Blocks
+## 4316             R Programming                          Vectors
+## 4317             R Programming                          Vectors
+## 4318             R Programming                        Functions
+## 4319             R Programming            Basic Building Blocks
+## 4320             R Programming               Subsetting Vectors
+## 4321             R Programming                  Dates and Times
+## 4322             R Programming               Subsetting Vectors
+## 4323             R Programming                  Dates and Times
+## 4324             R Programming                  Dates and Times
+## 4325             R Programming               Subsetting Vectors
+## 4326             R Programming               Subsetting Vectors
+## 4327             R Programming            Basic Building Blocks
+## 4328             R Programming                            Logic
+## 4329             R Programming                        Functions
+## 4330             R Programming               Subsetting Vectors
+## 4331             R Programming                            Logic
+## 4332             R Programming                            Logic
+## 4333             R Programming                            Logic
+## 4334             R Programming                            Logic
+## 4335             R Programming                            Logic
+## 4336             R Programming                        Functions
+## 4337             R Programming            Basic Building Blocks
+## 4338             R Programming                        Functions
+## 4339             R Programming            Basic Building Blocks
+## 4340             R Programming            Basic Building Blocks
+## 4341             R Programming               Subsetting Vectors
+## 4342             R Programming                            Logic
+## 4343             R Programming                        Functions
+## 4344             R Programming                   Missing Values
+## 4345             R Programming                   Missing Values
+## 4346             R Programming                        Functions
+## 4347             R Programming                        Functions
+## 4348             R Programming                  Dates and Times
+## 4349             R Programming                  Dates and Times
+## 4350             R Programming                  Dates and Times
+## 4351             R Programming                            Logic
+## 4352             R Programming                            Logic
+## 4353             R Programming                  Dates and Times
+## 4354             R Programming                        Functions
+## 4355             R Programming                        Functions
+## 4356             R Programming               Subsetting Vectors
+## 4357             R Programming                        Functions
+## 4358             R Programming                            Logic
+## 4359             R Programming                            Logic
+## 4360             R Programming                  Dates and Times
+## 4361             R Programming                        Functions
+## 4362             R Programming               Subsetting Vectors
+## 4363             R Programming                            Logic
+## 4364             R Programming                            Logic
+## 4365             R Programming                            Logic
+## 4366             R Programming                            Logic
+## 4367             R Programming               Subsetting Vectors
+## 4368             R Programming                            Logic
+## 4369             R Programming                        Functions
+## 4370             R Programming                            Logic
+## 4371             R Programming                            Logic
+## 4372             R Programming                            Logic
+## 4373             R Programming                            Logic
+## 4374             R Programming                            Logic
+## 4375             R Programming            Basic Building Blocks
+## 4376             R Programming            Basic Building Blocks
+## 4377             R Programming            Basic Building Blocks
+## 4378             R Programming            Basic Building Blocks
+## 4379             R Programming            Basic Building Blocks
+## 4380             R Programming            Basic Building Blocks
+## 4381             R Programming            Basic Building Blocks
+## 4382             R Programming            Basic Building Blocks
+## 4383             R Programming            Basic Building Blocks
+## 4384             R Programming            Basic Building Blocks
+## 4385             R Programming            Basic Building Blocks
+## 4386             R Programming            Basic Building Blocks
+## 4387             R Programming            Basic Building Blocks
+## 4388             R Programming            Basic Building Blocks
+## 4389             R Programming            Basic Building Blocks
+## 4390             R Programming            Basic Building Blocks
+## 4391             R Programming            Basic Building Blocks
+## 4392             R Programming            Basic Building Blocks
+## 4393             R Programming            Basic Building Blocks
+## 4394             R Programming            Basic Building Blocks
+## 4395             R Programming            Basic Building Blocks
+## 4396             R Programming            Basic Building Blocks
+## 4397             R Programming              Workspace and Files
+## 4398             R Programming                            Logic
+## 4399             R Programming              Workspace and Files
+## 4400             R Programming              Workspace and Files
+## 4401             R Programming              Workspace and Files
+## 4402             R Programming              Workspace and Files
+## 4403             R Programming                            Logic
+## 4404             R Programming                        Functions
+## 4405             R Programming                            Logic
+## 4406             R Programming                            Logic
+## 4407             R Programming              Workspace and Files
+## 4408             R Programming              Workspace and Files
+## 4409             R Programming              Workspace and Files
+## 4410             R Programming              Workspace and Files
+## 4411             R Programming              Workspace and Files
+## 4412             R Programming              Workspace and Files
+## 4413             R Programming              Workspace and Files
+## 4414             R Programming              Workspace and Files
+## 4415             R Programming              Workspace and Files
+## 4416             R Programming              Workspace and Files
+## 4417             R Programming              Workspace and Files
+## 4418             R Programming              Workspace and Files
+## 4419             R Programming                        Functions
+## 4420             R Programming                        Functions
+## 4421             R Programming                        Functions
+## 4422             R Programming                        Functions
+## 4423             R Programming              Workspace and Files
+## 4424             R Programming                  Dates and Times
+## 4425             R Programming                  Dates and Times
+## 4426             R Programming                  Dates and Times
+## 4427             R Programming                  Dates and Times
+## 4428             R Programming                  Dates and Times
+## 4429             R Programming                  Dates and Times
+## 4430             R Programming                  Dates and Times
+## 4431             R Programming                  Dates and Times
+## 4432             R Programming                  Dates and Times
+## 4433             R Programming                  Dates and Times
+## 4434             R Programming                  Dates and Times
+## 4435             R Programming                  Dates and Times
+## 4436             R Programming                        Functions
+## 4437             R Programming                        Functions
+## 4438             R Programming                        Functions
+## 4439             R Programming                        Functions
+## 4440             R Programming                        Functions
+## 4441             R Programming                        Functions
+## 4442             R Programming                        Functions
+## 4443             R Programming                        Functions
+## 4444             R Programming                        Functions
+## 4445             R Programming                            Logic
+## 4446             R Programming                            Logic
+## 4447             R Programming                            Logic
+## 4448             R Programming                            Logic
+## 4449             R Programming                            Logic
+## 4450             R Programming                            Logic
+## 4451             R Programming               Subsetting Vectors
+## 4452             R Programming               Subsetting Vectors
+## 4453             R Programming               Subsetting Vectors
+## 4454             R Programming               Subsetting Vectors
+## 4455             R Programming               Subsetting Vectors
+## 4456             R Programming               Subsetting Vectors
+## 4457             R Programming                            Logic
+## 4458             R Programming                            Logic
+## 4459             R Programming                            Logic
+## 4460             R Programming                            Logic
+## 4461             R Programming                            Logic
+## 4462             R Programming                            Logic
+## 4463             R Programming                            Logic
+## 4464             R Programming                            Logic
+## 4465             R Programming                            Logic
+## 4466             R Programming                   Missing Values
+## 4467             R Programming                   Missing Values
+## 4468             R Programming                   Missing Values
+## 4469             R Programming                   Missing Values
+## 4470             R Programming               Subsetting Vectors
+## 4471             R Programming               Subsetting Vectors
+## 4472             R Programming               Subsetting Vectors
+## 4473             R Programming               Subsetting Vectors
+## 4474             R Programming               Subsetting Vectors
+## 4475             R Programming               Subsetting Vectors
+## 4476             R Programming               Subsetting Vectors
+## 4477             R Programming               Subsetting Vectors
+## 4478             R Programming               Subsetting Vectors
+## 4479             R Programming               Subsetting Vectors
+## 4480             R Programming               Subsetting Vectors
+## 4481             R Programming               Subsetting Vectors
+## 4482             R Programming               Subsetting Vectors
+## 4483             R Programming               Subsetting Vectors
+## 4484             R Programming                          Vectors
+## 4485             R Programming                          Vectors
+## 4486             R Programming                          Vectors
+## 4487             R Programming                          Vectors
+## 4488             R Programming               Subsetting Vectors
+## 4489             R Programming               Subsetting Vectors
+## 4490             R Programming               Subsetting Vectors
+## 4491             R Programming               Subsetting Vectors
+## 4492             R Programming               Subsetting Vectors
+## 4493             R Programming               Subsetting Vectors
+## 4494             R Programming                            Logic
+## 4495             R Programming                            Logic
+## 4496             R Programming                            Logic
+## 4497             R Programming                            Logic
+## 4498             R Programming                            Logic
+## 4499             R Programming                            Logic
+## 4500             R Programming                            Logic
+## 4501             R Programming                            Logic
+## 4502             R Programming                            Logic
+## 4503             R Programming                            Logic
+## 4504             R Programming                            Logic
+## 4505             R Programming                            Logic
+## 4506             R Programming                            Logic
+## 4507             R Programming                            Logic
+## 4508             R Programming                            Logic
+## 4509             R Programming                            Logic
+## 4510             R Programming                          Vectors
+## 4511             R Programming                          Vectors
+## 4512             R Programming                  Dates and Times
+## 4513             R Programming                  Dates and Times
+## 4514             R Programming                  Dates and Times
+## 4515             R Programming                  Dates and Times
+## 4516             R Programming                  Dates and Times
+## 4517             R Programming                  Dates and Times
+## 4518             R Programming                   Missing Values
+## 4519             R Programming                   Missing Values
+## 4520             R Programming                   Missing Values
+## 4521             R Programming                   Missing Values
+## 4522             R Programming                   Missing Values
+## 4523             R Programming                   Missing Values
+## 4524             R Programming                   Missing Values
+## 4525             R Programming                   Missing Values
+## 4526             R Programming                   Missing Values
+## 4527             R Programming                   Missing Values
+## 4528             R Programming              Workspace and Files
+## 4529             R Programming                          Vectors
+## 4530             R Programming                          Vectors
+## 4531             R Programming                          Vectors
+## 4532             R Programming                          Vectors
+## 4533             R Programming                          Vectors
+## 4534             R Programming                          Vectors
+## 4535             R Programming                          Vectors
+## 4536             R Programming                          Vectors
+## 4537             R Programming                          Vectors
+## 4538             R Programming                          Vectors
+## 4539             R Programming                          Vectors
+## 4540             R Programming                          Vectors
+## 4541             R Programming                          Vectors
+## 4542             R Programming              Workspace and Files
+## 4543             R Programming              Workspace and Files
+## 4544             R Programming              Workspace and Files
+## 4545             R Programming              Workspace and Files
+## 4546             R Programming            Basic Building Blocks
+## 4547             R Programming            Basic Building Blocks
+## 4548             R Programming            Basic Building Blocks
+## 4549             R Programming            Basic Building Blocks
+## 4550             R Programming            Basic Building Blocks
+## 4551             R Programming            Basic Building Blocks
+## 4552             R Programming            Basic Building Blocks
+## 4553             R Programming                  Dates and Times
+## 4554             R Programming                        Functions
+## 4555             R Programming                        Functions
+## 4556             R Programming                        Functions
+## 4557             R Programming                        Functions
+## 4558             R Programming                        Functions
+## 4559             R Programming              Workspace and Files
+## 4560             R Programming              Workspace and Files
+## 4561             R Programming              Workspace and Files
+## 4562             R Programming              Workspace and Files
+## 4563             R Programming              Workspace and Files
+## 4564             R Programming              Workspace and Files
+## 4565             R Programming              Workspace and Files
+## 4566             R Programming              Workspace and Files
+## 4567             R Programming              Workspace and Files
+## 4568             R Programming              Workspace and Files
+## 4569             R Programming              Workspace and Files
+## 4570             R Programming              Workspace and Files
+## 4571             R Programming            Basic Building Blocks
+## 4572             R Programming            Basic Building Blocks
+## 4573             R Programming            Basic Building Blocks
+## 4574             R Programming            Basic Building Blocks
+## 4575             R Programming            Basic Building Blocks
+## 4576             R Programming            Basic Building Blocks
+## 4577             R Programming              Workspace and Files
+## 4578             R Programming              Workspace and Files
+## 4579             R Programming              Workspace and Files
+## 4580             R Programming              Workspace and Files
+## 4581             R Programming            Basic Building Blocks
+## 4582             R Programming                        Functions
+## 4583             R Programming                  Dates and Times
+## 4584             R Programming            Basic Building Blocks
+## 4585             R Programming            Basic Building Blocks
+## 4586             R Programming                  Dates and Times
+## 4587             R Programming            Basic Building Blocks
+## 4588             R Programming            Basic Building Blocks
+## 4589             R Programming            Basic Building Blocks
+## 4590             R Programming            Basic Building Blocks
+## 4591             R Programming            Basic Building Blocks
+## 4592             R Programming                        Functions
+## 4593             R Programming              Workspace and Files
+## 4594             R Programming              Workspace and Files
+## 4595             R Programming                  Dates and Times
+## 4596             R Programming                  Dates and Times
+## 4597             R Programming              Workspace and Files
+## 4598             R Programming                  Dates and Times
+## 4599             R Programming                  Dates and Times
+## 4600             R Programming                  Dates and Times
+## 4601             R Programming                  Dates and Times
+## 4602             R Programming                  Dates and Times
+## 4603             R Programming            Basic Building Blocks
+## 4604             R Programming              Workspace and Files
+## 4605             R Programming              Workspace and Files
+## 4606             R Programming              Workspace and Files
+## 4607             R Programming                        Functions
+## 4608             R Programming                        Functions
+## 4609             R Programming                        Functions
+## 4610             R Programming                        Functions
+## 4611             R Programming                        Functions
+## 4612             R Programming              Workspace and Files
+## 4613             R Programming                        Functions
+## 4614             R Programming                        Functions
+## 4615             R Programming            Basic Building Blocks
+## 4616             R Programming            Basic Building Blocks
+## 4617             R Programming            Basic Building Blocks
+## 4618             R Programming            Basic Building Blocks
+## 4619             R Programming            Basic Building Blocks
+## 4620             R Programming            Basic Building Blocks
+## 4621             R Programming            Basic Building Blocks
+## 4622             R Programming            Basic Building Blocks
+## 4623             R Programming            Basic Building Blocks
+## 4624             R Programming            Basic Building Blocks
+## 4625             R Programming            Basic Building Blocks
+## 4626             R Programming            Basic Building Blocks
+## 4627             R Programming            Basic Building Blocks
+## 4628             R Programming            Basic Building Blocks
+## 4629             R Programming            Basic Building Blocks
+## 4630             R Programming            Basic Building Blocks
+## 4631             R Programming            Basic Building Blocks
+## 4632             R Programming            Basic Building Blocks
+## 4633             R Programming            Basic Building Blocks
+## 4634             R Programming            Basic Building Blocks
+## 4635             R Programming            Basic Building Blocks
+## 4636             R Programming            Basic Building Blocks
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+## 4595              28    TRUE       2   FALSE 1506132825 34362
+## 4596              29    TRUE       1   FALSE 1506132831 34362
+## 4597              10    TRUE       1   FALSE 1506106670 34362
+## 4598              32    TRUE       1   FALSE 1506132908 34362
+## 4599              33    TRUE       1   FALSE 1506132929 34362
+## 4600              35    TRUE       1   FALSE 1506132958 34362
+## 4601              37    TRUE       1   FALSE 1506132975 34362
+## 4602              38    TRUE       1   FALSE 1506132977 34362
+## 4603              40    TRUE       1   FALSE 1506106370 34362
+## 4604               5    TRUE       1   FALSE 1506106592 34362
+## 4605               6    TRUE       1   FALSE 1506106606 34362
+## 4606               9    TRUE       1   FALSE 1506106656 34362
+## 4607              47    TRUE       2    TRUE 1506143157 34362
+## 4608              48    TRUE       5    TRUE 1506143300 34362
+## 4609              50    TRUE       1   FALSE 1506143310 34362
+## 4610              51    TRUE       1   FALSE 1506143312 34362
+## 4611               3    TRUE       1   FALSE 1506136516 34362
+## 4612               8    TRUE       1   FALSE 1506106648 34362
+## 4613               5    TRUE       1   FALSE 1506136526 34362
+## 4614               8    TRUE       1   FALSE 1506136538 34362
+## 4615              40    TRUE       1   FALSE 1505233830 35235
+## 4616              14    TRUE       1   FALSE 1505159998 35235
+## 4617              25    TRUE       1   FALSE 1505233569 35235
+## 4618               8    TRUE       1   FALSE 1505159873 35235
+## 4619               3    TRUE       1   FALSE 1505159831 35235
+## 4620              23    TRUE       1   FALSE 1505228886 35235
+## 4621              39    TRUE       1   FALSE 1505233824 35235
+## 4622              11    TRUE       2   FALSE 1505159957 35235
+## 4623              16    TRUE       1   FALSE 1505160038 35235
+## 4624              22    TRUE       1   FALSE 1505228880 35235
+## 4625              15    TRUE       1   FALSE 1505160013 35235
+## 4626              27    TRUE       1   FALSE 1505233585 35235
+## 4627              31    TRUE       1   FALSE 1505233657 35235
+## 4628              36    TRUE       1   FALSE 1505233766 35235
+## 4629              18    TRUE       1   FALSE 1505160064 35235
+## 4630              38    TRUE       1   FALSE 1505233815 35235
+## 4631              33    TRUE       1   FALSE 1505233722 35235
+## 4632              21    TRUE       2   FALSE 1505228867 35235
+## 4633              26    TRUE       1   FALSE 1505233578 35235
+## 4634              12    TRUE       2   FALSE 1505159969 35235
+## 4635              17    TRUE       1   FALSE 1505160053 35235
+## 4636              10    TRUE       1   FALSE 1505159886 35235
+
    +
  1. Extra credit Convert the datetime variable into month-day-year format and create a new data frame (DF6) that shows the average correct for each day
    2. +
+
DF5$datetime2 <- as.POSIXct(as.numeric(DF5$datetime), origin='1970-01-01') 
+class(DF5$datetime2)
+
## [1] "POSIXct" "POSIXt"
+
DF5$date_class <-NULL
+DF5
+
##                    course_name                      lesson_name
+## 1                R Programming                  Dates and Times
+## 2                R Programming                        Functions
+## 3                R Programming            Basic Building Blocks
+## 4                R Programming                  Dates and Times
+## 5                R Programming                  Dates and Times
+## 6                R Programming              Workspace and Files
+## 7                R Programming                        Functions
+## 8                R Programming                  Dates and Times
+## 9                R Programming                  Dates and Times
+## 10               R Programming                  Dates and Times
+## 11               R Programming            Basic Building Blocks
+## 12               R Programming                          Vectors
+## 13               R Programming            Basic Building Blocks
+## 14               R Programming                          Vectors
+## 15               R Programming              Workspace and Files
+## 16               R Programming               Subsetting Vectors
+## 17               R Programming                  Dates and Times
+## 18               R Programming               Subsetting Vectors
+## 19               R Programming                  Dates and Times
+## 20               R Programming               Subsetting Vectors
+## 21               R Programming                  Dates and Times
+## 22               R Programming                  Dates and Times
+## 23               R Programming               Subsetting Vectors
+## 24               R Programming                        Functions
+## 25               R Programming               Subsetting Vectors
+## 26               R Programming            Basic Building Blocks
+## 27               R Programming                          Vectors
+## 28               R Programming                            Logic
+## 29               R Programming            Basic Building Blocks
+## 30               R Programming              Workspace and Files
+## 31               R Programming              Workspace and Files
+## 32               R Programming               Subsetting Vectors
+## 33               R Programming                  Dates and Times
+## 34               R Programming              Workspace and Files
+## 35               R Programming                  Dates and Times
+## 36               R Programming                  Dates and Times
+## 37               R Programming                          Vectors
+## 38               R Programming               Subsetting Vectors
+## 39               R Programming               Subsetting Vectors
+## 40               R Programming            Basic Building Blocks
+## 41               R Programming                  Dates and Times
+## 42               R Programming            Basic Building Blocks
+## 43               R Programming               Subsetting Vectors
+## 44               R Programming                            Logic
+## 45               R Programming              Workspace and Files
+## 46               R Programming               Subsetting Vectors
+## 47               R Programming                            Logic
+## 48               R Programming               Subsetting Vectors
+## 49               R Programming                        Functions
+## 50               R Programming                            Logic
+## 51               R Programming                  Dates and Times
+## 52               R Programming                          Vectors
+## 53               R Programming            Basic Building Blocks
+## 54               R Programming                            Logic
+## 55               R Programming                            Logic
+## 56               R Programming                   Missing Values
+## 57               R Programming                            Logic
+## 58               R Programming              Workspace and Files
+## 59               R Programming               Subsetting Vectors
+## 60               R Programming              Workspace and Files
+## 61               R Programming                  Dates and Times
+## 62               R Programming                            Logic
+## 63               R Programming            Basic Building Blocks
+## 64               R Programming                  Dates and Times
+## 65               R Programming                   Missing Values
+## 66               R Programming                   Missing Values
+## 67               R Programming                   Missing Values
+## 68               R Programming               Subsetting Vectors
+## 69               R Programming                            Logic
+## 70               R Programming                            Logic
+## 71               R Programming                  Dates and Times
+## 72               R Programming                  Dates and Times
+## 73               R Programming                  Dates and Times
+## 74               R Programming                        Functions
+## 75               R Programming                  Dates and Times
+## 76               R Programming                            Logic
+## 77               R Programming                  Dates and Times
+## 78               R Programming                   Missing Values
+## 79               R Programming              Workspace and Files
+## 80               R Programming              Workspace and Files
+## 81               R Programming                        Functions
+## 82               R Programming            Basic Building Blocks
+## 83               R Programming            Basic Building Blocks
+## 84               R Programming            Basic Building Blocks
+## 85               R Programming               Subsetting Vectors
+## 86               R Programming                  Dates and Times
+## 87               R Programming               Subsetting Vectors
+## 88               R Programming                          Vectors
+## 89               R Programming                          Vectors
+## 90               R Programming              Workspace and Files
+## 91               R Programming                            Logic
+## 92               R Programming              Workspace and Files
+## 93               R Programming              Workspace and Files
+## 94               R Programming                   Missing Values
+## 95               R Programming              Workspace and Files
+## 96               R Programming              Workspace and Files
+## 97               R Programming               Subsetting Vectors
+## 98               R Programming              Workspace and Files
+## 99               R Programming              Workspace and Files
+## 100              R Programming                  Dates and Times
+## 101              R Programming              Workspace and Files
+## 102              R Programming              Workspace and Files
+## 103              R Programming                            Logic
+## 104              R Programming                            Logic
+## 105              R Programming                            Logic
+## 106              R Programming                  Dates and Times
+## 107              R Programming               Subsetting Vectors
+## 108              R Programming               Subsetting Vectors
+## 109              R Programming               Subsetting Vectors
+## 110              R Programming               Subsetting Vectors
+## 111              R Programming                          Vectors
+## 112              R Programming               Subsetting Vectors
+## 113              R Programming              Workspace and Files
+## 114              R Programming                   Missing Values
+## 115              R Programming                   Missing Values
+## 116              R Programming                   Missing Values
+## 117              R Programming                            Logic
+## 118              R Programming                            Logic
+## 119              R Programming                          Vectors
+## 120              R Programming                            Logic
+## 121              R Programming                            Logic
+## 122              R Programming            Basic Building Blocks
+## 123              R Programming            Basic Building Blocks
+## 124              R Programming               Subsetting Vectors
+## 125              R Programming                            Logic
+## 126              R Programming            Basic Building Blocks
+## 127              R Programming            Basic Building Blocks
+## 128              R Programming            Basic Building Blocks
+## 129              R Programming                            Logic
+## 130              R Programming                   Missing Values
+## 131              R Programming              Workspace and Files
+## 132              R Programming              Workspace and Files
+## 133              R Programming                            Logic
+## 134              R Programming              Workspace and Files
+## 135              R Programming                            Logic
+## 136              R Programming                            Logic
+## 137              R Programming                   Missing Values
+## 138              R Programming                   Missing Values
+## 139              R Programming                            Logic
+## 140              R Programming                            Logic
+## 141              R Programming                        Functions
+## 142              R Programming               Subsetting Vectors
+## 143              R Programming               Subsetting Vectors
+## 144              R Programming                  Dates and Times
+## 145              R Programming                        Functions
+## 146              R Programming                          Vectors
+## 147              R Programming                          Vectors
+## 148              R Programming                   Missing Values
+## 149              R Programming                        Functions
+## 150              R Programming                        Functions
+## 151              R Programming                        Functions
+## 152              R Programming                        Functions
+## 153              R Programming                            Logic
+## 154              R Programming                        Functions
+## 155              R Programming                        Functions
+## 156              R Programming                            Logic
+## 157              R Programming                        Functions
+## 158              R Programming                            Logic
+## 159              R Programming                        Functions
+## 160              R Programming                        Functions
+## 161              R Programming                            Logic
+## 162              R Programming                        Functions
+## 163              R Programming                        Functions
+## 164              R Programming                        Functions
+## 165              R Programming                            Logic
+## 166              R Programming                        Functions
+## 167              R Programming                          Vectors
+## 168              R Programming                        Functions
+## 169              R Programming                  Dates and Times
+## 170              R Programming                            Logic
+## 171              R Programming               Subsetting Vectors
+## 172              R Programming                        Functions
+## 173              R Programming                   Missing Values
+## 174              R Programming                          Vectors
+## 175              R Programming                          Vectors
+## 176              R Programming            Basic Building Blocks
+## 177              R Programming                        Functions
+## 178              R Programming                        Functions
+## 179              R Programming                          Vectors
+## 180              R Programming                  Dates and Times
+## 181              R Programming                          Vectors
+## 182              R Programming                        Functions
+## 183              R Programming            Basic Building Blocks
+## 184              R Programming                        Functions
+## 185              R Programming                        Functions
+## 186              R Programming                            Logic
+## 187              R Programming                          Vectors
+## 188              R Programming                          Vectors
+## 189              R Programming               Subsetting Vectors
+## 190              R Programming            Basic Building Blocks
+## 191              R Programming            Basic Building Blocks
+## 192              R Programming            Basic Building Blocks
+## 193              R Programming                          Vectors
+## 194              R Programming                            Logic
+## 195              R Programming                            Logic
+## 196              R Programming            Basic Building Blocks
+## 197              R Programming                   Missing Values
+## 198              R Programming                   Missing Values
+## 199              R Programming            Basic Building Blocks
+## 200  Getting and Cleaning Data          Tidying Data with tidyr
+## 201  Getting and Cleaning Data          Tidying Data with tidyr
+## 202              R Programming                   Missing Values
+## 203              R Programming                   Missing Values
+## 204  Getting and Cleaning Data          Tidying Data with tidyr
+## 205              R Programming               Subsetting Vectors
+## 206              R Programming               Subsetting Vectors
+## 207              R Programming                   Missing Values
+## 208  Getting and Cleaning Data          Tidying Data with tidyr
+## 209  Getting and Cleaning Data          Tidying Data with tidyr
+## 210  Getting and Cleaning Data          Tidying Data with tidyr
+## 211              R Programming                   Missing Values
+## 212  Getting and Cleaning Data          Tidying Data with tidyr
+## 213              R Programming               Subsetting Vectors
+## 214              R Programming                   Missing Values
+## 215              R Programming                  Dates and Times
+## 216              R Programming               Subsetting Vectors
+## 217              R Programming                  Dates and Times
+## 218  Getting and Cleaning Data          Tidying Data with tidyr
+## 219              R Programming                  Dates and Times
+## 220              R Programming                   Missing Values
+## 221              R Programming                   Missing Values
+## 222              R Programming            Basic Building Blocks
+## 223              R Programming                        Functions
+## 224              R Programming               Subsetting Vectors
+## 225              R Programming                   Missing Values
+## 226              R Programming                  Looking at Data
+## 227  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 228              R Programming               Subsetting Vectors
+## 229              R Programming                            Logic
+## 230              R Programming            Basic Building Blocks
+## 231  Getting and Cleaning Data          Tidying Data with tidyr
+## 232  Getting and Cleaning Data          Tidying Data with tidyr
+## 233  Getting and Cleaning Data          Tidying Data with tidyr
+## 234              R Programming                  Looking at Data
+## 235              R Programming                  Looking at Data
+## 236              R Programming                   Missing Values
+## 237              R Programming                   Missing Values
+## 238              R Programming                            Logic
+## 239              R Programming                  Dates and Times
+## 240              R Programming               Subsetting Vectors
+## 241              R Programming               Subsetting Vectors
+## 242  Getting and Cleaning Data          Tidying Data with tidyr
+## 243              R Programming                   Missing Values
+## 244              R Programming                        Functions
+## 245              R Programming                            Logic
+## 246  Getting and Cleaning Data          Tidying Data with tidyr
+## 247              R Programming                        Functions
+## 248  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 249  Getting and Cleaning Data          Tidying Data with tidyr
+## 250              R Programming                  Dates and Times
+## 251              R Programming                   Missing Values
+## 252              R Programming               Subsetting Vectors
+## 253              R Programming            Basic Building Blocks
+## 254              R Programming            Basic Building Blocks
+## 255  Getting and Cleaning Data          Tidying Data with tidyr
+## 256  Getting and Cleaning Data          Tidying Data with tidyr
+## 257  Getting and Cleaning Data          Tidying Data with tidyr
+## 258              R Programming                  Dates and Times
+## 259              R Programming                            Logic
+## 260              R Programming               Subsetting Vectors
+## 261              R Programming                            Logic
+## 262  Getting and Cleaning Data          Tidying Data with tidyr
+## 263  Getting and Cleaning Data          Tidying Data with tidyr
+## 264              R Programming                  Dates and Times
+## 265  Getting and Cleaning Data          Tidying Data with tidyr
+## 266              R Programming                        Functions
+## 267              R Programming                            Logic
+## 268              R Programming              Workspace and Files
+## 269              R Programming                  Dates and Times
+## 270  Getting and Cleaning Data          Tidying Data with tidyr
+## 271              R Programming                            Logic
+## 272              R Programming               Subsetting Vectors
+## 273              R Programming              Workspace and Files
+## 274              R Programming              Workspace and Files
+## 275              R Programming              Workspace and Files
+## 276              R Programming            Basic Building Blocks
+## 277              R Programming               Subsetting Vectors
+## 278              R Programming              Workspace and Files
+## 279              R Programming              Workspace and Files
+## 280              R Programming              Workspace and Files
+## 281  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 282              R Programming              Workspace and Files
+## 283  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 284              R Programming               Subsetting Vectors
+## 285              R Programming                            Logic
+## 286              R Programming            Basic Building Blocks
+## 287              R Programming            Basic Building Blocks
+## 288              R Programming            Basic Building Blocks
+## 289              R Programming                  Dates and Times
+## 290              R Programming                  Dates and Times
+## 291              R Programming                            Logic
+## 292              R Programming                          Vectors
+## 293              R Programming                  Dates and Times
+## 294              R Programming                  Looking at Data
+## 295              R Programming              Workspace and Files
+## 296  Getting and Cleaning Data     Manipulating Data with dplyr
+## 297  Getting and Cleaning Data     Manipulating Data with dplyr
+## 298  Getting and Cleaning Data     Manipulating Data with dplyr
+## 299              R Programming            Basic Building Blocks
+## 300              R Programming            Basic Building Blocks
+## 301              R Programming                            Logic
+## 302              R Programming            Basic Building Blocks
+## 303              R Programming                            Logic
+## 304              R Programming            Basic Building Blocks
+## 305              R Programming            Basic Building Blocks
+## 306              R Programming              Workspace and Files
+## 307              R Programming            Basic Building Blocks
+## 308              R Programming               Subsetting Vectors
+## 309              R Programming            Basic Building Blocks
+## 310              R Programming            Basic Building Blocks
+## 311              R Programming                          Vectors
+## 312              R Programming            Basic Building Blocks
+## 313              R Programming                          Vectors
+## 314  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 315  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 316  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 317              R Programming                            Logic
+## 318              R Programming                            Logic
+## 319  Getting and Cleaning Data          Tidying Data with tidyr
+## 320              R Programming                            Logic
+## 321              R Programming                            Logic
+## 322  Getting and Cleaning Data     Manipulating Data with dplyr
+## 323              R Programming                            Logic
+## 324              R Programming               Subsetting Vectors
+## 325              R Programming                        Functions
+## 326              R Programming                  Looking at Data
+## 327              R Programming              Workspace and Files
+## 328  Getting and Cleaning Data     Manipulating Data with dplyr
+## 329              R Programming              Workspace and Files
+## 330              R Programming                  Looking at Data
+## 331              R Programming                  Looking at Data
+## 332              R Programming                        Functions
+## 333              R Programming                        Functions
+## 334              R Programming                        Functions
+## 335              R Programming                        Functions
+## 336              R Programming                        Functions
+## 337              R Programming                        Functions
+## 338              R Programming            Basic Building Blocks
+## 339              R Programming                          Vectors
+## 340              R Programming                          Vectors
+## 341              R Programming                          Vectors
+## 342              R Programming                          Vectors
+## 343              R Programming               Subsetting Vectors
+## 344              R Programming                          Vectors
+## 345              R Programming               Subsetting Vectors
+## 346              R Programming               Subsetting Vectors
+## 347              R Programming               Subsetting Vectors
+## 348              R Programming               Subsetting Vectors
+## 349              R Programming               Subsetting Vectors
+## 350              R Programming         Matrices and Data Frames
+## 351  Getting and Cleaning Data          Tidying Data with tidyr
+## 352              R Programming               Subsetting Vectors
+## 353              R Programming               Subsetting Vectors
+## 354              R Programming               Subsetting Vectors
+## 355              R Programming              Workspace and Files
+## 356              R Programming              Workspace and Files
+## 357              R Programming              Workspace and Files
+## 358              R Programming              Workspace and Files
+## 359              R Programming              Workspace and Files
+## 360              R Programming                          Vectors
+## 361              R Programming         Matrices and Data Frames
+## 362              R Programming         Matrices and Data Frames
+## 363              R Programming         Matrices and Data Frames
+## 364              R Programming              Workspace and Files
+## 365              R Programming              Workspace and Files
+## 366              R Programming              Workspace and Files
+## 367  Getting and Cleaning Data          Tidying Data with tidyr
+## 368  Getting and Cleaning Data          Tidying Data with tidyr
+## 369  Getting and Cleaning Data          Tidying Data with tidyr
+## 370              R Programming              Workspace and Files
+## 371              R Programming              Workspace and Files
+## 372  Getting and Cleaning Data          Tidying Data with tidyr
+## 373  Getting and Cleaning Data          Tidying Data with tidyr
+## 374  Getting and Cleaning Data          Tidying Data with tidyr
+## 375              R Programming            Basic Building Blocks
+## 376              R Programming            Basic Building Blocks
+## 377              R Programming                  Dates and Times
+## 378              R Programming                  Dates and Times
+## 379              R Programming               Subsetting Vectors
+## 380  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 381              R Programming               Subsetting Vectors
+## 382  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 383  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 384  Getting and Cleaning Data          Tidying Data with tidyr
+## 385              R Programming                          Vectors
+## 386              R Programming                          Vectors
+## 387              R Programming                          Vectors
+## 388              R Programming                          Vectors
+## 389              R Programming                          Vectors
+## 390              R Programming                          Vectors
+## 391              R Programming                          Vectors
+## 392              R Programming                          Vectors
+## 393              R Programming                          Vectors
+## 394              R Programming                          Vectors
+## 395  Getting and Cleaning Data          Tidying Data with tidyr
+## 396  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 397  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 398  Getting and Cleaning Data          Tidying Data with tidyr
+## 399              R Programming         Matrices and Data Frames
+## 400              R Programming         Matrices and Data Frames
+## 401              R Programming         Matrices and Data Frames
+## 402  Getting and Cleaning Data     Manipulating Data with dplyr
+## 403  Getting and Cleaning Data     Manipulating Data with dplyr
+## 404  Getting and Cleaning Data     Manipulating Data with dplyr
+## 405  Getting and Cleaning Data     Manipulating Data with dplyr
+## 406  Getting and Cleaning Data     Manipulating Data with dplyr
+## 407              R Programming                  Dates and Times
+## 408  Getting and Cleaning Data          Tidying Data with tidyr
+## 409              R Programming              Workspace and Files
+## 410  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 411  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 412  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 413              R Programming                  Dates and Times
+## 414  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 415  Getting and Cleaning Data          Tidying Data with tidyr
+## 416  Getting and Cleaning Data          Tidying Data with tidyr
+## 417  Getting and Cleaning Data          Tidying Data with tidyr
+## 418  Getting and Cleaning Data          Tidying Data with tidyr
+## 419              R Programming                  Dates and Times
+## 420              R Programming                        Functions
+## 421              R Programming                        Functions
+## 422              R Programming                        Functions
+## 423              R Programming                        Functions
+## 424              R Programming                        Functions
+## 425              R Programming                        Functions
+## 426              R Programming         Matrices and Data Frames
+## 427              R Programming                  Looking at Data
+## 428  Getting and Cleaning Data          Tidying Data with tidyr
+## 429  Getting and Cleaning Data     Manipulating Data with dplyr
+## 430  Getting and Cleaning Data          Tidying Data with tidyr
+## 431  Getting and Cleaning Data          Tidying Data with tidyr
+## 432  Getting and Cleaning Data          Tidying Data with tidyr
+## 433              R Programming                  Looking at Data
+## 434  Exploratory_Data_Analysis                 Plotting_Systems
+## 435  Exploratory_Data_Analysis                 Plotting_Systems
+## 436  Exploratory_Data_Analysis                 Plotting_Systems
+## 437  Exploratory_Data_Analysis                 Plotting_Systems
+## 438  Exploratory_Data_Analysis                 Plotting_Systems
+## 439              R Programming                  Dates and Times
+## 440              R Programming                  Dates and Times
+## 441              R Programming                  Dates and Times
+## 442  Getting and Cleaning Data          Tidying Data with tidyr
+## 443  Getting and Cleaning Data          Tidying Data with tidyr
+## 444  Exploratory_Data_Analysis                 Plotting_Systems
+## 445  Getting and Cleaning Data          Tidying Data with tidyr
+## 446  Exploratory_Data_Analysis                 Plotting_Systems
+## 447  Exploratory_Data_Analysis                 Plotting_Systems
+## 448  Getting and Cleaning Data          Tidying Data with tidyr
+## 449              R Programming         Matrices and Data Frames
+## 450              R Programming         Matrices and Data Frames
+## 451              R Programming         Matrices and Data Frames
+## 452  Exploratory_Data_Analysis                 Plotting_Systems
+## 453              R Programming         Matrices and Data Frames
+## 454              R Programming         Matrices and Data Frames
+## 455              R Programming         Matrices and Data Frames
+## 456              R Programming         Matrices and Data Frames
+## 457              R Programming         Matrices and Data Frames
+## 458              R Programming         Matrices and Data Frames
+## 459              R Programming         Matrices and Data Frames
+## 460              R Programming         Matrices and Data Frames
+## 461  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 462  Getting and Cleaning Data     Manipulating Data with dplyr
+## 463  Getting and Cleaning Data     Manipulating Data with dplyr
+## 464  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 465  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 466  Getting and Cleaning Data          Tidying Data with tidyr
+## 467              R Programming                            Logic
+## 468              R Programming                            Logic
+## 469  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 470  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 471  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 472  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 473  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 474              R Programming         Matrices and Data Frames
+## 475              R Programming         Matrices and Data Frames
+## 476              R Programming         Matrices and Data Frames
+## 477              R Programming         Matrices and Data Frames
+## 478  Exploratory_Data_Analysis                 Plotting_Systems
+## 479  Exploratory_Data_Analysis                 Plotting_Systems
+## 480  Getting and Cleaning Data          Tidying Data with tidyr
+## 481  Getting and Cleaning Data          Tidying Data with tidyr
+## 482              R Programming                  Dates and Times
+## 483  Getting and Cleaning Data          Tidying Data with tidyr
+## 484  Getting and Cleaning Data          Tidying Data with tidyr
+## 485              R Programming         Matrices and Data Frames
+## 486              R Programming         Matrices and Data Frames
+## 487              R Programming                            Logic
+## 488  Getting and Cleaning Data     Manipulating Data with dplyr
+## 489  Exploratory_Data_Analysis                 Plotting_Systems
+## 490  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 491  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 492  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 493  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 494  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 495  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 496              R Programming                  Looking at Data
+## 497              R Programming                  Dates and Times
+## 498              R Programming                  Dates and Times
+## 499              R Programming                  Dates and Times
+## 500              R Programming                  Dates and Times
+## 501  Getting and Cleaning Data          Tidying Data with tidyr
+## 502              R Programming                  Looking at Data
+## 503              R Programming         Matrices and Data Frames
+## 504              R Programming                            Logic
+## 505              R Programming                            Logic
+## 506              R Programming                            Logic
+## 507  Getting and Cleaning Data          Tidying Data with tidyr
+## 508  Getting and Cleaning Data          Tidying Data with tidyr
+## 509              R Programming                            Logic
+## 510              R Programming                            Logic
+## 511              R Programming                  Dates and Times
+## 512  Getting and Cleaning Data Grouping and Chaining with dplyr
+## 513              R Programming         Matrices and Data Frames
+## 514  Exploratory_Data_Analysis                 Plotting_Systems
+## 515  Exploratory_Data_Analysis                 Plotting_Systems
+## 516  Exploratory_Data_Analysis                 Plotting_Systems
+## 517              R Programming                  Dates and Times
+## 518              R Programming                  Dates and Times
+## 519              R Programming                  Dates and Times
+## 520              R Programming         Matrices and Data Frames
+## 521  Exploratory_Data_Analysis                 Plotting_Systems
+## 522  Exploratory_Data_Analysis                 Plotting_Systems
+## 523              R Programming                            Logic
+## 524              R Programming                        Functions
+## 525              R Programming                        Functions
+## 526  Getting and Cleaning Data          Tidying Data with tidyr
+## 527  Getting and Cleaning Data          Tidying Data with tidyr
+## 528  Getting and Cleaning Data          Tidying Data with tidyr
+## 529  Getting and Cleaning Data          Tidying Data with tidyr
+## 530  Getting and Cleaning Data     Manipulating Data with dplyr
+## 531              R Programming                  Looking at Data
+## 532              R Programming         Matrices and Data Frames
+## 533              R Programming         Matrices and Data Frames
+## 534              R Programming         Matrices and Data Frames
+## 535  Exploratory_Data_Analysis                 Plotting_Systems
+## 536              R Programming         Matrices and Data Frames
+## 537              R Programming         Matrices and Data Frames
+## 538              R Programming         Matrices and Data Frames
+## 539  Getting and Cleaning Data          Tidying Data with tidyr
+## 540              R Programming         Matrices and Data Frames
+## 541              R Programming         Matrices and Data Frames
+## 542              R Programming         Matrices and Data Frames
+## 543              R Programming         Matrices and Data Frames
+## 544              R Programming                        Functions
+## 545              R Programming                            Logic
+## 546              R Programming                            Logic
+## 547              R Programming         Matrices and Data Frames
+## 548  Getting and Cleaning Data     Manipulating Data with dplyr
+## 549  Exploratory_Data_Analysis                 Plotting_Systems
+## 550              R Programming         Matrices and Data Frames
+## 551  Exploratory_Data_Analysis                 Plotting_Systems
+## 552              R Programming         Matrices and Data Frames
+## 553              R Programming         Matrices and Data Frames
+## 554              R Programming                  Looking at Data
+## 555              R Programming                            Logic
+## 556              R Programming                            Logic
+## 557              R Programming                        Functions
+## 558              R Programming                            Logic
+## 559              R Programming         Matrices and Data Frames
+## 560  Getting and Cleaning Data     Manipulating Data with dplyr
+## 561  Getting and Cleaning Data     Manipulating Data with dplyr
+## 562  Exploratory_Data_Analysis                 Plotting_Systems
+## 563              R Programming         Matrices and Data Frames
+## 564              R Programming                            Logic
+## 565  Getting and Cleaning Data     Manipulating Data with dplyr
+## 566  Getting and Cleaning Data     Manipulating Data with dplyr
+## 567  Getting and Cleaning Data     Manipulating Data with dplyr
+## 568  Getting and Cleaning Data     Manipulating Data with dplyr
+## 569  Getting and Cleaning Data     Manipulating Data with dplyr
+## 570              R Programming         Matrices and Data Frames
+## 571  Getting and Cleaning Data     Manipulating Data with dplyr
+## 572              R Programming                        Functions
+## 573  Getting and Cleaning Data     Manipulating Data with dplyr
+## 574  Getting and Cleaning Data     Manipulating Data with dplyr
+## 575  Getting and Cleaning Data     Manipulating Data with dplyr
+## 576  Getting and Cleaning Data     Manipulating Data with dplyr
+## 577              R Programming                            Logic
+## 578              R Programming                            Logic
+## 579  Getting and Cleaning Data     Manipulating Data with dplyr
+## 580  Getting and Cleaning Data     Manipulating Data with dplyr
+## 581  Getting and Cleaning Data     Manipulating Data with dplyr
+## 582  Getting and Cleaning Data     Manipulating Data with dplyr
+## 583              R Programming                        Functions
+## 584              R Programming                        Functions
+## 585              R Programming                            Logic
+## 586  Getting and Cleaning Data          Tidying Data with tidyr
+## 587  Getting and Cleaning Data     Manipulating Data with dplyr
+## 588  Getting and Cleaning Data          Tidying Data with tidyr
+## 589              R Programming                        Functions
+## 590              R Programming                        Functions
+## 591              R Programming                  Looking at Data
+## 592  Getting and Cleaning Data          Tidying Data with tidyr
+## 593              R Programming                        Functions
+## 594  Getting and Cleaning Data     Manipulating Data with dplyr
+## 595              R Programming                        Functions
+## 596  Getting and Cleaning Data     Manipulating Data with dplyr
+## 597              R Programming         Matrices and Data Frames
+## 598              R Programming                            Logic
+## 599  Getting and Cleaning Data     Manipulating Data with dplyr
+## 600              R Programming                  Looking at Data
+## 601  Getting and Cleaning Data     Manipulating Data with dplyr
+## 602  Getting and Cleaning Data          Tidying Data with tidyr
+## 603  Getting and Cleaning Data          Tidying Data with tidyr
+## 604  Getting and Cleaning Data          Tidying Data with tidyr
+## 605  Getting and Cleaning Data     Manipulating Data with dplyr
+## 606  Getting and Cleaning Data     Manipulating Data with dplyr
+## 607  Getting and Cleaning Data     Manipulating Data with dplyr
+## 608              R Programming         Matrices and Data Frames
+## 609              R Programming            Basic Building Blocks
+## 610              R Programming            Basic Building Blocks
+## 611              R Programming                  Dates and Times
+## 612              R Programming            Basic Building Blocks
+## 613              R Programming            Basic Building Blocks
+## 614              R Programming            Basic Building Blocks
+## 615              R Programming                        Functions
+## 616              R Programming            Basic Building Blocks
+## 617              R Programming            Basic Building Blocks
+## 618              R Programming                  Dates and Times
+## 619              R Programming                          Vectors
+## 620              R Programming                          Vectors
+## 621              R Programming                          Vectors
+## 622              R Programming                          Vectors
+## 623              R Programming                          Vectors
+## 624              R Programming            Basic Building Blocks
+## 625              R Programming            Basic Building Blocks
+## 626              R Programming            Basic Building Blocks
+## 627              R Programming                        Functions
+## 628              R Programming              Workspace and Files
+## 629              R Programming                  Dates and Times
+## 630              R Programming                        Functions
+## 631              R Programming               Subsetting Vectors
+## 632              R Programming                          Vectors
+## 633              R Programming            Basic Building Blocks
+## 634              R Programming            Basic Building Blocks
+## 635              R Programming            Basic Building Blocks
+## 636              R Programming            Basic Building Blocks
+## 637              R Programming            Basic Building Blocks
+## 638              R Programming            Basic Building Blocks
+## 639              R Programming                        Functions
+## 640              R Programming                        Functions
+## 641              R Programming              Workspace and Files
+## 642              R Programming                  Dates and Times
+## 643              R Programming                  Dates and Times
+## 644              R Programming                  Dates and Times
+## 645              R Programming                  Dates and Times
+## 646              R Programming                          Vectors
+## 647              R Programming                          Vectors
+## 648              R Programming                          Vectors
+## 649              R Programming                          Vectors
+## 650              R Programming                  Dates and Times
+## 651              R Programming                  Dates and Times
+## 652              R Programming         Matrices and Data Frames
+## 653              R Programming              Workspace and Files
+## 654              R Programming                  Dates and Times
+## 655              R Programming                            Logic
+## 656              R Programming                            Logic
+## 657              R Programming                        Functions
+## 658              R Programming                  Dates and Times
+## 659              R Programming                  Dates and Times
+## 660              R Programming                  Dates and Times
+## 661              R Programming                  Dates and Times
+## 662              R Programming                  Dates and Times
+## 663              R Programming                            Logic
+## 664              R Programming                          Vectors
+## 665              R Programming                  Dates and Times
+## 666              R Programming                  Dates and Times
+## 667              R Programming                   Missing Values
+## 668              R Programming                            Logic
+## 669              R Programming                            Logic
+## 670              R Programming                            Logic
+## 671              R Programming                          Vectors
+## 672              R Programming         Matrices and Data Frames
+## 673              R Programming         Matrices and Data Frames
+## 674              R Programming              Workspace and Files
+## 675              R Programming                          Vectors
+## 676              R Programming                          Vectors
+## 677              R Programming                          Vectors
+## 678              R Programming                   Missing Values
+## 679              R Programming                   Missing Values
+## 680              R Programming                        Functions
+## 681              R Programming                   Missing Values
+## 682              R Programming                   Missing Values
+## 683              R Programming                   Missing Values
+## 684              R Programming                          Vectors
+## 685              R Programming                          Vectors
+## 686              R Programming                          Vectors
+## 687              R Programming            Basic Building Blocks
+## 688              R Programming            Basic Building Blocks
+## 689              R Programming            Basic Building Blocks
+## 690              R Programming            Basic Building Blocks
+## 691              R Programming            Basic Building Blocks
+## 692              R Programming                          Vectors
+## 693              R Programming            Basic Building Blocks
+## 694              R Programming            Basic Building Blocks
+## 695              R Programming            Basic Building Blocks
+## 696              R Programming                            Logic
+## 697              R Programming               Subsetting Vectors
+## 698              R Programming                          Vectors
+## 699              R Programming         Matrices and Data Frames
+## 700              R Programming              Workspace and Files
+## 701              R Programming            Basic Building Blocks
+## 702              R Programming                            Logic
+## 703              R Programming                            Logic
+## 704              R Programming                          Vectors
+## 705              R Programming                          Vectors
+## 706              R Programming               Subsetting Vectors
+## 707              R Programming                   Missing Values
+## 708              R Programming               Subsetting Vectors
+## 709              R Programming               Subsetting Vectors
+## 710              R Programming               Subsetting Vectors
+## 711              R Programming                            Logic
+## 712              R Programming              Workspace and Files
+## 713              R Programming              Workspace and Files
+## 714              R Programming               Subsetting Vectors
+## 715              R Programming                          Vectors
+## 716              R Programming                          Vectors
+## 717              R Programming                   Missing Values
+## 718              R Programming                   Missing Values
+## 719              R Programming                   Missing Values
+## 720              R Programming                   Missing Values
+## 721              R Programming                   Missing Values
+## 722              R Programming                   Missing Values
+## 723              R Programming              Workspace and Files
+## 724              R Programming              Workspace and Files
+## 725              R Programming              Workspace and Files
+## 726              R Programming              Workspace and Files
+## 727              R Programming                          Vectors
+## 728              R Programming                          Vectors
+## 729              R Programming         Matrices and Data Frames
+## 730              R Programming                          Vectors
+## 731              R Programming              Workspace and Files
+## 732              R Programming               Subsetting Vectors
+## 733              R Programming                          Vectors
+## 734              R Programming               Subsetting Vectors
+## 735              R Programming                          Vectors
+## 736              R Programming               Subsetting Vectors
+## 737              R Programming              Workspace and Files
+## 738              R Programming                          Vectors
+## 739              R Programming                          Vectors
+## 740              R Programming                          Vectors
+## 741              R Programming                   Missing Values
+## 742              R Programming         Matrices and Data Frames
+## 743              R Programming                            Logic
+## 744              R Programming         Matrices and Data Frames
+## 745              R Programming         Matrices and Data Frames
+## 746              R Programming         Matrices and Data Frames
+## 747              R Programming            Basic Building Blocks
+## 748              R Programming         Matrices and Data Frames
+## 749              R Programming            Basic Building Blocks
+## 750              R Programming            Basic Building Blocks
+## 751              R Programming               Subsetting Vectors
+## 752              R Programming         Matrices and Data Frames
+## 753              R Programming                            Logic
+## 754              R Programming         Matrices and Data Frames
+## 755              R Programming                            Logic
+## 756              R Programming                            Logic
+## 757              R Programming            Basic Building Blocks
+## 758              R Programming              Workspace and Files
+## 759              R Programming         Matrices and Data Frames
+## 760              R Programming                            Logic
+## 761              R Programming                  Dates and Times
+## 762              R Programming            Basic Building Blocks
+## 763              R Programming                  Dates and Times
+## 764              R Programming                  Dates and Times
+## 765              R Programming               Subsetting Vectors
+## 766              R Programming               Subsetting Vectors
+## 767              R Programming               Subsetting Vectors
+## 768              R Programming            Basic Building Blocks
+## 769              R Programming               Subsetting Vectors
+## 770              R Programming            Basic Building Blocks
+## 771              R Programming                  Dates and Times
+## 772              R Programming              Workspace and Files
+## 773              R Programming               Subsetting Vectors
+## 774              R Programming              Workspace and Files
+## 775              R Programming                        Functions
+## 776              R Programming                  Dates and Times
+## 777              R Programming               Subsetting Vectors
+## 778              R Programming            Basic Building Blocks
+## 779              R Programming                   Missing Values
+## 780              R Programming                  Dates and Times
+## 781              R Programming                          Vectors
+## 782              R Programming                  Dates and Times
+## 783              R Programming               Subsetting Vectors
+## 784              R Programming               Subsetting Vectors
+## 785              R Programming                            Logic
+## 786              R Programming                  Dates and Times
+## 787              R Programming               Subsetting Vectors
+## 788              R Programming                        Functions
+## 789              R Programming                  Dates and Times
+## 790              R Programming                            Logic
+## 791              R Programming                            Logic
+## 792              R Programming              Workspace and Files
+## 793              R Programming                          Vectors
+## 794              R Programming              Workspace and Files
+## 795              R Programming               Subsetting Vectors
+## 796              R Programming                  Dates and Times
+## 797              R Programming                            Logic
+## 798              R Programming              Workspace and Files
+## 799              R Programming              Workspace and Files
+## 800              R Programming            Basic Building Blocks
+## 801              R Programming                  Dates and Times
+## 802              R Programming               Subsetting Vectors
+## 803              R Programming                            Logic
+## 804              R Programming                        Functions
+## 805              R Programming               Subsetting Vectors
+## 806              R Programming               Subsetting Vectors
+## 807              R Programming              Workspace and Files
+## 808              R Programming                  Dates and Times
+## 809              R Programming               Subsetting Vectors
+## 810              R Programming               Subsetting Vectors
+## 811              R Programming               Subsetting Vectors
+## 812              R Programming                  Dates and Times
+## 813              R Programming                        Functions
+## 814              R Programming                   Missing Values
+## 815              R Programming                   Missing Values
+## 816              R Programming                   Missing Values
+## 817              R Programming                          Vectors
+## 818              R Programming                  Dates and Times
+## 819              R Programming                  Dates and Times
+## 820              R Programming                  Dates and Times
+## 821              R Programming              Workspace and Files
+## 822              R Programming               Subsetting Vectors
+## 823              R Programming            Basic Building Blocks
+## 824              R Programming                            Logic
+## 825              R Programming                            Logic
+## 826              R Programming                            Logic
+## 827              R Programming                            Logic
+## 828              R Programming                            Logic
+## 829              R Programming                            Logic
+## 830              R Programming                            Logic
+## 831              R Programming                  Dates and Times
+## 832              R Programming                  Dates and Times
+## 833              R Programming            Basic Building Blocks
+## 834              R Programming               Subsetting Vectors
+## 835              R Programming              Workspace and Files
+## 836              R Programming              Workspace and Files
+## 837              R Programming               Subsetting Vectors
+## 838              R Programming              Workspace and Files
+## 839              R Programming            Basic Building Blocks
+## 840              R Programming               Subsetting Vectors
+## 841              R Programming                          Vectors
+## 842              R Programming                          Vectors
+## 843              R Programming                          Vectors
+## 844              R Programming            Basic Building Blocks
+## 845              R Programming                            Logic
+## 846              R Programming                        Functions
+## 847              R Programming                   Missing Values
+## 848              R Programming            Basic Building Blocks
+## 849              R Programming                            Logic
+## 850              R Programming                        Functions
+## 851              R Programming            Basic Building Blocks
+## 852              R Programming            Basic Building Blocks
+## 853              R Programming                   Missing Values
+## 854              R Programming            Basic Building Blocks
+## 855              R Programming                   Missing Values
+## 856              R Programming                   Missing Values
+## 857              R Programming            Basic Building Blocks
+## 858              R Programming            Basic Building Blocks
+## 859              R Programming              Workspace and Files
+## 860              R Programming            Basic Building Blocks
+## 861              R Programming                        Functions
+## 862              R Programming                        Functions
+## 863              R Programming               Subsetting Vectors
+## 864              R Programming                            Logic
+## 865              R Programming                            Logic
+## 866              R Programming               Subsetting Vectors
+## 867              R Programming                  Dates and Times
+## 868              R Programming                  Dates and Times
+## 869              R Programming              Workspace and Files
+## 870              R Programming                  Dates and Times
+## 871              R Programming              Workspace and Files
+## 872              R Programming            Basic Building Blocks
+## 873              R Programming            Basic Building Blocks
+## 874              R Programming            Basic Building Blocks
+## 875              R Programming            Basic Building Blocks
+## 876              R Programming                        Functions
+## 877              R Programming                   Missing Values
+## 878              R Programming                        Functions
+## 879              R Programming               Subsetting Vectors
+## 880              R Programming                   Missing Values
+## 881              R Programming                   Missing Values
+## 882              R Programming                            Logic
+## 883              R Programming                   Missing Values
+## 884              R Programming            Basic Building Blocks
+## 885              R Programming            Basic Building Blocks
+## 886              R Programming                        Functions
+## 887              R Programming                  Dates and Times
+## 888              R Programming                        Functions
+## 889              R Programming               Subsetting Vectors
+## 890              R Programming               Subsetting Vectors
+## 891              R Programming               Subsetting Vectors
+## 892              R Programming                        Functions
+## 893              R Programming                        Functions
+## 894              R Programming              Workspace and Files
+## 895              R Programming              Workspace and Files
+## 896              R Programming                            Logic
+## 897              R Programming              Workspace and Files
+## 898              R Programming                        Functions
+## 899              R Programming                        Functions
+## 900              R Programming              Workspace and Files
+## 901              R Programming                            Logic
+## 902              R Programming                  Dates and Times
+## 903              R Programming              Workspace and Files
+## 904              R Programming                          Vectors
+## 905              R Programming                          Vectors
+## 906              R Programming                            Logic
+## 907              R Programming                        Functions
+## 908              R Programming                  Dates and Times
+## 909              R Programming                        Functions
+## 910              R Programming              Workspace and Files
+## 911              R Programming              Workspace and Files
+## 912              R Programming                            Logic
+## 913              R Programming                            Logic
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+## 915              R Programming                          Vectors
+## 916              R Programming                        Functions
+## 917              R Programming                          Vectors
+## 918              R Programming                            Logic
+## 919              R Programming              Workspace and Files
+## 920              R Programming              Workspace and Files
+## 921              R Programming                        Functions
+## 922              R Programming                          Vectors
+## 923              R Programming                        Functions
+## 924              R Programming                        Functions
+## 925              R Programming                   Missing Values
+## 926              R Programming                            Logic
+## 927              R Programming                            Logic
+## 928              R Programming                            Logic
+## 929              R Programming                          Vectors
+## 930              R Programming                   Missing Values
+## 931              R Programming                          Vectors
+## 932              R Programming                          Vectors
+## 933              R Programming                          Vectors
+## 934              R Programming                            Logic
+## 935              R Programming                  Dates and Times
+## 936              R Programming                            Logic
+## 937              R Programming                            Logic
+## 938              R Programming                        Functions
+## 939              R Programming                          Vectors
+## 940              R Programming                        Functions
+## 941              R Programming                            Logic
+## 942              R Programming                        Functions
+## 943              R Programming                          Vectors
+## 944              R Programming                  Dates and Times
+## 945              R Programming                          Vectors
+## 946              R Programming                            Logic
+## 947              R Programming                            Logic
+## 948              R Programming                        Functions
+## 949              R Programming                        Functions
+## 950              R Programming                  Dates and Times
+## 951              R Programming                            Logic
+## 952              R Programming                  Dates and Times
+## 953              R Programming                          Vectors
+## 954              R Programming                            Logic
+## 955              R Programming                        Functions
+## 956              R Programming            Basic Building Blocks
+## 957              R Programming            Basic Building Blocks
+## 958              R Programming            Basic Building Blocks
+## 959              R Programming            Basic Building Blocks
+## 960              R Programming            Basic Building Blocks
+## 961              R Programming            Basic Building Blocks
+## 962              R Programming            Basic Building Blocks
+## 963              R Programming            Basic Building Blocks
+## 964              R Programming            Basic Building Blocks
+## 965              R Programming            Basic Building Blocks
+## 966              R Programming            Basic Building Blocks
+## 967              R Programming            Basic Building Blocks
+## 968              R Programming            Basic Building Blocks
+## 969              R Programming            Basic Building Blocks
+## 970              R Programming            Basic Building Blocks
+## 971              R Programming            Basic Building Blocks
+## 972              R Programming            Basic Building Blocks
+## 973              R Programming            Basic Building Blocks
+## 974              R Programming            Basic Building Blocks
+## 975              R Programming            Basic Building Blocks
+## 976              R Programming            Basic Building Blocks
+## 977              R Programming            Basic Building Blocks
+## 978              R Programming              Workspace and Files
+## 979              R Programming              Workspace and Files
+## 980              R Programming              Workspace and Files
+## 981              R Programming              Workspace and Files
+## 982              R Programming              Workspace and Files
+## 983              R Programming              Workspace and Files
+## 984              R Programming              Workspace and Files
+## 985              R Programming              Workspace and Files
+## 986              R Programming              Workspace and Files
+## 987              R Programming              Workspace and Files
+## 988              R Programming              Workspace and Files
+## 989              R Programming              Workspace and Files
+## 990              R Programming              Workspace and Files
+## 991              R Programming              Workspace and Files
+## 992              R Programming              Workspace and Files
+## 993              R Programming              Workspace and Files
+## 994              R Programming              Workspace and Files
+## 995              R Programming              Workspace and Files
+## 996              R Programming              Workspace and Files
+## 997              R Programming              Workspace and Files
+## 998              R Programming              Workspace and Files
+## 999              R Programming              Workspace and Files
+## 1000             R Programming              Workspace and Files
+## 1001             R Programming              Workspace and Files
+## 1002             R Programming                  Dates and Times
+## 1003             R Programming                  Dates and Times
+## 1004             R Programming                  Dates and Times
+## 1005             R Programming                  Dates and Times
+## 1006             R Programming              Workspace and Files
+## 1007             R Programming              Workspace and Files
+## 1008             R Programming              Workspace and Files
+## 1009             R Programming              Workspace and Files
+## 1010             R Programming                  Dates and Times
+## 1011             R Programming              Workspace and Files
+## 1012             R Programming              Workspace and Files
+## 1013             R Programming                   Missing Values
+## 1014             R Programming                   Missing Values
+## 1015             R Programming                   Missing Values
+## 1016             R Programming                   Missing Values
+## 1017             R Programming                   Missing Values
+## 1018             R Programming                   Missing Values
+## 1019             R Programming                   Missing Values
+## 1020             R Programming                   Missing Values
+## 1021             R Programming                   Missing Values
+## 1022             R Programming                   Missing Values
+## 1023             R Programming                   Missing Values
+## 1024             R Programming                   Missing Values
+## 1025             R Programming                   Missing Values
+## 1026             R Programming                   Missing Values
+## 1027             R Programming            Basic Building Blocks
+## 1028             R Programming               Subsetting Vectors
+## 1029             R Programming                            Logic
+## 1030             R Programming                            Logic
+## 1031             R Programming                            Logic
+## 1032             R Programming                            Logic
+## 1033             R Programming                            Logic
+## 1034             R Programming                            Logic
+## 1035             R Programming                            Logic
+## 1036             R Programming                            Logic
+## 1037             R Programming                            Logic
+## 1038             R Programming                            Logic
+## 1039             R Programming                            Logic
+## 1040             R Programming                            Logic
+## 1041             R Programming                            Logic
+## 1042             R Programming                            Logic
+## 1043             R Programming                            Logic
+## 1044             R Programming              Workspace and Files
+## 1045             R Programming              Workspace and Files
+## 1046             R Programming              Workspace and Files
+## 1047             R Programming              Workspace and Files
+## 1048             R Programming                            Logic
+## 1049             R Programming                  Dates and Times
+## 1050             R Programming                  Dates and Times
+## 1051             R Programming                  Dates and Times
+## 1052             R Programming                  Dates and Times
+## 1053             R Programming                  Dates and Times
+## 1054             R Programming                  Dates and Times
+## 1055             R Programming                  Dates and Times
+## 1056             R Programming                  Dates and Times
+## 1057             R Programming                  Dates and Times
+## 1058             R Programming                  Dates and Times
+## 1059             R Programming                  Dates and Times
+## 1060             R Programming            Basic Building Blocks
+## 1061             R Programming            Basic Building Blocks
+## 1062             R Programming            Basic Building Blocks
+## 1063             R Programming            Basic Building Blocks
+## 1064             R Programming            Basic Building Blocks
+## 1065             R Programming                          Vectors
+## 1066             R Programming                          Vectors
+## 1067             R Programming                          Vectors
+## 1068             R Programming               Subsetting Vectors
+## 1069             R Programming               Subsetting Vectors
+## 1070             R Programming               Subsetting Vectors
+## 1071             R Programming               Subsetting Vectors
+## 1072             R Programming                          Vectors
+## 1073             R Programming                          Vectors
+## 1074             R Programming                          Vectors
+## 1075             R Programming                          Vectors
+## 1076             R Programming            Basic Building Blocks
+## 1077             R Programming            Basic Building Blocks
+## 1078             R Programming            Basic Building Blocks
+## 1079             R Programming                          Vectors
+## 1080             R Programming                          Vectors
+## 1081             R Programming                            Logic
+## 1082             R Programming                            Logic
+## 1083             R Programming                            Logic
+## 1084             R Programming                          Vectors
+## 1085             R Programming                          Vectors
+## 1086             R Programming                          Vectors
+## 1087             R Programming            Basic Building Blocks
+## 1088             R Programming               Subsetting Vectors
+## 1089             R Programming               Subsetting Vectors
+## 1090             R Programming               Subsetting Vectors
+## 1091             R Programming            Basic Building Blocks
+## 1092             R Programming            Basic Building Blocks
+## 1093             R Programming            Basic Building Blocks
+## 1094             R Programming            Basic Building Blocks
+## 1095             R Programming            Basic Building Blocks
+## 1096             R Programming            Basic Building Blocks
+## 1097             R Programming               Subsetting Vectors
+## 1098             R Programming               Subsetting Vectors
+## 1099             R Programming               Subsetting Vectors
+## 1100             R Programming               Subsetting Vectors
+## 1101             R Programming               Subsetting Vectors
+## 1102             R Programming               Subsetting Vectors
+## 1103             R Programming               Subsetting Vectors
+## 1104             R Programming                          Vectors
+## 1105             R Programming                          Vectors
+## 1106             R Programming                          Vectors
+## 1107             R Programming              Workspace and Files
+## 1108             R Programming                  Looking at Data
+## 1109             R Programming              Workspace and Files
+## 1110 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1111 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1112             R Programming                  Looking at Data
+## 1113             R Programming              Workspace and Files
+## 1114             R Programming                  Looking at Data
+## 1115 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1116 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1117 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1118 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1119             R Programming                  Looking at Data
+## 1120             R Programming                  Looking at Data
+## 1121             R Programming              Workspace and Files
+## 1122             R Programming              Workspace and Files
+## 1123             R Programming                          Vectors
+## 1124             R Programming              Workspace and Files
+## 1125             R Programming                          Vectors
+## 1126 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1127 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1128             R Programming                  Looking at Data
+## 1129 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1130 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1131             R Programming                  Dates and Times
+## 1132             R Programming              Workspace and Files
+## 1133             R Programming              Workspace and Files
+## 1134             R Programming                            Logic
+## 1135             R Programming              Workspace and Files
+## 1136             R Programming              Workspace and Files
+## 1137             R Programming              Workspace and Files
+## 1138             R Programming              Workspace and Files
+## 1139             R Programming              Workspace and Files
+## 1140             R Programming                        Functions
+## 1141             R Programming                        Functions
+## 1142             R Programming                        Functions
+## 1143             R Programming                        Functions
+## 1144             R Programming              Workspace and Files
+## 1145             R Programming                            Logic
+## 1146             R Programming                        Functions
+## 1147             R Programming                        Functions
+## 1148             R Programming                        Functions
+## 1149             R Programming                        Functions
+## 1150             R Programming              Workspace and Files
+## 1151             R Programming              Workspace and Files
+## 1152             R Programming              Workspace and Files
+## 1153             R Programming                        Functions
+## 1154             R Programming                        Functions
+## 1155             R Programming                        Functions
+## 1156             R Programming                        Functions
+## 1157             R Programming                        Functions
+## 1158 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1159             R Programming                  Looking at Data
+## 1160             R Programming                  Looking at Data
+## 1161             R Programming                  Looking at Data
+## 1162             R Programming                  Looking at Data
+## 1163             R Programming              Workspace and Files
+## 1164             R Programming              Workspace and Files
+## 1165             R Programming                  Dates and Times
+## 1166 Getting and Cleaning Data          Tidying Data with tidyr
+## 1167 Getting and Cleaning Data          Tidying Data with tidyr
+## 1168 Getting and Cleaning Data          Tidying Data with tidyr
+## 1169 Getting and Cleaning Data          Tidying Data with tidyr
+## 1170 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1171 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1172 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1173 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1174 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1175 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1176 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1177 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1178 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1179 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1180 Exploratory_Data_Analysis                 Plotting_Systems
+## 1181 Exploratory_Data_Analysis                 Plotting_Systems
+## 1182 Exploratory_Data_Analysis                 Plotting_Systems
+## 1183 Exploratory_Data_Analysis                 Plotting_Systems
+## 1184 Exploratory_Data_Analysis                 Plotting_Systems
+## 1185 Exploratory_Data_Analysis                 Plotting_Systems
+## 1186 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1187 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1188 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1189 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1190             R Programming              Workspace and Files
+## 1191             R Programming              Workspace and Files
+## 1192             R Programming              Workspace and Files
+## 1193             R Programming              Workspace and Files
+## 1194 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1195 Getting and Cleaning Data          Tidying Data with tidyr
+## 1196 Getting and Cleaning Data          Tidying Data with tidyr
+## 1197 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1198 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1199 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1200 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1201 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1202             R Programming                            Logic
+## 1203             R Programming                            Logic
+## 1204             R Programming                            Logic
+## 1205             R Programming                            Logic
+## 1206             R Programming                            Logic
+## 1207             R Programming                  Dates and Times
+## 1208             R Programming                  Dates and Times
+## 1209             R Programming                  Dates and Times
+## 1210             R Programming                  Dates and Times
+## 1211             R Programming                  Dates and Times
+## 1212             R Programming                  Dates and Times
+## 1213             R Programming                          Vectors
+## 1214             R Programming                          Vectors
+## 1215             R Programming                          Vectors
+## 1216             R Programming                          Vectors
+## 1217             R Programming                          Vectors
+## 1218             R Programming                          Vectors
+## 1219 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1220 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1221 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1222 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1223 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1224 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1225 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1226 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1227 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1228 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1229             R Programming                  Dates and Times
+## 1230             R Programming                  Dates and Times
+## 1231             R Programming                        Functions
+## 1232             R Programming                        Functions
+## 1233             R Programming                        Functions
+## 1234             R Programming                        Functions
+## 1235             R Programming                        Functions
+## 1236             R Programming                        Functions
+## 1237             R Programming                        Functions
+## 1238             R Programming                        Functions
+## 1239 Getting and Cleaning Data          Tidying Data with tidyr
+## 1240 Getting and Cleaning Data          Tidying Data with tidyr
+## 1241 Getting and Cleaning Data          Tidying Data with tidyr
+## 1242 Getting and Cleaning Data          Tidying Data with tidyr
+## 1243 Getting and Cleaning Data          Tidying Data with tidyr
+## 1244 Getting and Cleaning Data          Tidying Data with tidyr
+## 1245             R Programming                        Functions
+## 1246             R Programming                        Functions
+## 1247             R Programming                        Functions
+## 1248 Getting and Cleaning Data          Tidying Data with tidyr
+## 1249 Getting and Cleaning Data          Tidying Data with tidyr
+## 1250 Getting and Cleaning Data          Tidying Data with tidyr
+## 1251             R Programming                        Functions
+## 1252             R Programming                        Functions
+## 1253             R Programming                        Functions
+## 1254             R Programming                        Functions
+## 1255 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 1256             R Programming               Subsetting Vectors
+## 1257             R Programming               Subsetting Vectors
+## 1258             R Programming               Subsetting Vectors
+## 1259             R Programming               Subsetting Vectors
+## 1260             R Programming               Subsetting Vectors
+## 1261             R Programming               Subsetting Vectors
+## 1262             R Programming               Subsetting Vectors
+## 1263             R Programming               Subsetting Vectors
+## 1264             R Programming               Subsetting Vectors
+## 1265             R Programming               Subsetting Vectors
+## 1266             R Programming               Subsetting Vectors
+## 1267 Exploratory_Data_Analysis                 Plotting_Systems
+## 1268 Exploratory_Data_Analysis                 Plotting_Systems
+## 1269 Exploratory_Data_Analysis                 Plotting_Systems
+## 1270 Exploratory_Data_Analysis                 Plotting_Systems
+## 1271 Exploratory_Data_Analysis                 Plotting_Systems
+## 1272 Exploratory_Data_Analysis                 Plotting_Systems
+## 1273             R Programming                            Logic
+## 1274             R Programming                            Logic
+## 1275             R Programming                            Logic
+## 1276             R Programming                            Logic
+## 1277             R Programming                            Logic
+## 1278             R Programming                            Logic
+## 1279             R Programming                            Logic
+## 1280 Exploratory_Data_Analysis                 Plotting_Systems
+## 1281 Exploratory_Data_Analysis                 Plotting_Systems
+## 1282 Exploratory_Data_Analysis                 Plotting_Systems
+## 1283 Exploratory_Data_Analysis                 Plotting_Systems
+## 1284 Exploratory_Data_Analysis                 Plotting_Systems
+## 1285 Exploratory_Data_Analysis                 Plotting_Systems
+## 1286 Exploratory_Data_Analysis                 Plotting_Systems
+## 1287 Exploratory_Data_Analysis                 Plotting_Systems
+## 1288 Exploratory_Data_Analysis                 Plotting_Systems
+## 1289             R Programming                            Logic
+## 1290             R Programming                            Logic
+## 1291             R Programming                            Logic
+## 1292             R Programming                            Logic
+## 1293             R Programming                            Logic
+## 1294             R Programming                   Missing Values
+## 1295             R Programming                   Missing Values
+## 1296 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1297 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1298 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1299 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1300 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1301 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1302             R Programming                  Dates and Times
+## 1303             R Programming                  Dates and Times
+## 1304 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1305 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1306 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1307 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1308             R Programming                  Dates and Times
+## 1309             R Programming                  Dates and Times
+## 1310             R Programming                  Dates and Times
+## 1311             R Programming                  Dates and Times
+## 1312             R Programming                  Dates and Times
+## 1313             R Programming                  Dates and Times
+## 1314             R Programming                  Dates and Times
+## 1315             R Programming                          Vectors
+## 1316             R Programming                          Vectors
+## 1317             R Programming                          Vectors
+## 1318             R Programming                          Vectors
+## 1319             R Programming                          Vectors
+## 1320             R Programming                          Vectors
+## 1321             R Programming                          Vectors
+## 1322             R Programming                          Vectors
+## 1323             R Programming                          Vectors
+## 1324             R Programming                          Vectors
+## 1325             R Programming                          Vectors
+## 1326 Getting and Cleaning Data          Tidying Data with tidyr
+## 1327 Getting and Cleaning Data          Tidying Data with tidyr
+## 1328             R Programming                   Missing Values
+## 1329             R Programming                   Missing Values
+## 1330             R Programming                   Missing Values
+## 1331             R Programming                   Missing Values
+## 1332             R Programming                   Missing Values
+## 1333             R Programming                   Missing Values
+## 1334             R Programming                   Missing Values
+## 1335             R Programming                   Missing Values
+## 1336             R Programming                   Missing Values
+## 1337             R Programming                   Missing Values
+## 1338             R Programming                   Missing Values
+## 1339             R Programming                   Missing Values
+## 1340             R Programming               Subsetting Vectors
+## 1341             R Programming               Subsetting Vectors
+## 1342             R Programming               Subsetting Vectors
+## 1343 Getting and Cleaning Data          Tidying Data with tidyr
+## 1344 Getting and Cleaning Data          Tidying Data with tidyr
+## 1345 Getting and Cleaning Data          Tidying Data with tidyr
+## 1346 Getting and Cleaning Data          Tidying Data with tidyr
+## 1347 Getting and Cleaning Data          Tidying Data with tidyr
+## 1348 Getting and Cleaning Data          Tidying Data with tidyr
+## 1349             R Programming               Subsetting Vectors
+## 1350             R Programming                            Logic
+## 1351             R Programming                            Logic
+## 1352             R Programming                  Dates and Times
+## 1353 Getting and Cleaning Data          Tidying Data with tidyr
+## 1354 Getting and Cleaning Data          Tidying Data with tidyr
+## 1355 Getting and Cleaning Data          Tidying Data with tidyr
+## 1356 Getting and Cleaning Data          Tidying Data with tidyr
+## 1357 Getting and Cleaning Data          Tidying Data with tidyr
+## 1358             R Programming               Subsetting Vectors
+## 1359             R Programming               Subsetting Vectors
+## 1360             R Programming               Subsetting Vectors
+## 1361             R Programming                            Logic
+## 1362             R Programming                            Logic
+## 1363             R Programming                            Logic
+## 1364             R Programming                            Logic
+## 1365 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1366             R Programming                            Logic
+## 1367             R Programming                  Dates and Times
+## 1368             R Programming                            Logic
+## 1369 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1370 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1371             R Programming                            Logic
+## 1372             R Programming                            Logic
+## 1373             R Programming                            Logic
+## 1374             R Programming                            Logic
+## 1375             R Programming                            Logic
+## 1376             R Programming                            Logic
+## 1377             R Programming                  Dates and Times
+## 1378             R Programming               Subsetting Vectors
+## 1379             R Programming                  Dates and Times
+## 1380             R Programming                            Logic
+## 1381             R Programming                            Logic
+## 1382             R Programming                  Dates and Times
+## 1383             R Programming                  Dates and Times
+## 1384 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1385 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1386 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1387             R Programming                  Dates and Times
+## 1388 Getting and Cleaning Data          Tidying Data with tidyr
+## 1389             R Programming               Subsetting Vectors
+## 1390             R Programming               Subsetting Vectors
+## 1391             R Programming                  Looking at Data
+## 1392             R Programming                  Looking at Data
+## 1393             R Programming                  Looking at Data
+## 1394             R Programming                  Looking at Data
+## 1395 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1396             R Programming               Subsetting Vectors
+## 1397             R Programming                  Looking at Data
+## 1398 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1399 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1400 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1401             R Programming                  Dates and Times
+## 1402             R Programming               Subsetting Vectors
+## 1403             R Programming                  Dates and Times
+## 1404 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1405 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1406 Getting and Cleaning Data          Tidying Data with tidyr
+## 1407 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1408             R Programming               Subsetting Vectors
+## 1409 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1410 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1411 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1412 Getting and Cleaning Data          Tidying Data with tidyr
+## 1413 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1414 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1415             R Programming               Subsetting Vectors
+## 1416 Getting and Cleaning Data          Tidying Data with tidyr
+## 1417             R Programming               Subsetting Vectors
+## 1418 Getting and Cleaning Data     Manipulating Data with dplyr
+## 1419             R Programming            Basic Building Blocks
+## 1420             R Programming            Basic Building Blocks
+## 1421             R Programming         Matrices and Data Frames
+## 1422             R Programming            Basic Building Blocks
+## 1423             R Programming         Matrices and Data Frames
+## 1424             R Programming         Matrices and Data Frames
+## 1425             R Programming         Matrices and Data Frames
+## 1426             R Programming            Basic Building Blocks
+## 1427             R Programming            Basic Building Blocks
+## 1428             R Programming         Matrices and Data Frames
+## 1429             R Programming         Matrices and Data Frames
+## 1430             R Programming         Matrices and Data Frames
+## 1431             R Programming            Basic Building Blocks
+## 1432             R Programming            Basic Building Blocks
+## 1433             R Programming         Matrices and Data Frames
+## 1434             R Programming            Basic Building Blocks
+## 1435             R Programming            Basic Building Blocks
+## 1436             R Programming            Basic Building Blocks
+## 1437             R Programming            Basic Building Blocks
+## 1438             R Programming         Matrices and Data Frames
+## 1439             R Programming            Basic Building Blocks
+## 1440             R Programming            Basic Building Blocks
+## 1441             R Programming         Matrices and Data Frames
+## 1442             R Programming         Matrices and Data Frames
+## 1443             R Programming         Matrices and Data Frames
+## 1444             R Programming            Basic Building Blocks
+## 1445             R Programming            Basic Building Blocks
+## 1446             R Programming         Matrices and Data Frames
+## 1447             R Programming         Matrices and Data Frames
+## 1448             R Programming         Matrices and Data Frames
+## 1449             R Programming         Matrices and Data Frames
+## 1450             R Programming         Matrices and Data Frames
+## 1451             R Programming            Basic Building Blocks
+## 1452             R Programming            Basic Building Blocks
+## 1453             R Programming            Basic Building Blocks
+## 1454             R Programming         Matrices and Data Frames
+## 1455             R Programming         Matrices and Data Frames
+## 1456             R Programming         Matrices and Data Frames
+## 1457             R Programming         Matrices and Data Frames
+## 1458             R Programming            Basic Building Blocks
+## 1459             R Programming            Basic Building Blocks
+## 1460             R Programming            Basic Building Blocks
+## 1461             R Programming         Matrices and Data Frames
+## 1462             R Programming            Basic Building Blocks
+## 1463             R Programming         Matrices and Data Frames
+## 1464             R Programming                          Vectors
+## 1465             R Programming            Basic Building Blocks
+## 1466             R Programming                          Vectors
+## 1467             R Programming            Basic Building Blocks
+## 1468             R Programming            Basic Building Blocks
+## 1469             R Programming            Basic Building Blocks
+## 1470             R Programming            Basic Building Blocks
+## 1471             R Programming              Workspace and Files
+## 1472             R Programming            Basic Building Blocks
+## 1473             R Programming                          Vectors
+## 1474             R Programming            Basic Building Blocks
+## 1475             R Programming            Basic Building Blocks
+## 1476             R Programming              Workspace and Files
+## 1477             R Programming                          Vectors
+## 1478             R Programming            Basic Building Blocks
+## 1479             R Programming              Workspace and Files
+## 1480             R Programming              Workspace and Files
+## 1481             R Programming            Basic Building Blocks
+## 1482             R Programming              Workspace and Files
+## 1483             R Programming            Basic Building Blocks
+## 1484             R Programming            Basic Building Blocks
+## 1485             R Programming            Basic Building Blocks
+## 1486             R Programming                          Vectors
+## 1487             R Programming              Workspace and Files
+## 1488             R Programming              Workspace and Files
+## 1489             R Programming            Basic Building Blocks
+## 1490             R Programming              Workspace and Files
+## 1491             R Programming              Workspace and Files
+## 1492             R Programming              Workspace and Files
+## 1493             R Programming              Workspace and Files
+## 1494             R Programming              Workspace and Files
+## 1495             R Programming              Workspace and Files
+## 1496             R Programming                          Vectors
+## 1497             R Programming              Workspace and Files
+## 1498             R Programming              Workspace and Files
+## 1499             R Programming            Basic Building Blocks
+## 1500             R Programming            Basic Building Blocks
+## 1501             R Programming              Workspace and Files
+## 1502             R Programming                          Vectors
+## 1503             R Programming              Workspace and Files
+## 1504             R Programming                          Vectors
+## 1505             R Programming              Workspace and Files
+## 1506             R Programming              Workspace and Files
+## 1507             R Programming              Workspace and Files
+## 1508             R Programming                   Missing Values
+## 1509             R Programming                          Vectors
+## 1510             R Programming                          Vectors
+## 1511             R Programming                          Vectors
+## 1512             R Programming              Workspace and Files
+## 1513             R Programming              Workspace and Files
+## 1514             R Programming            Basic Building Blocks
+## 1515             R Programming            Basic Building Blocks
+## 1516             R Programming                   Missing Values
+## 1517             R Programming                          Vectors
+## 1518             R Programming            Basic Building Blocks
+## 1519             R Programming                   Missing Values
+## 1520             R Programming                          Vectors
+## 1521             R Programming                          Vectors
+## 1522             R Programming                          Vectors
+## 1523             R Programming                          Vectors
+## 1524             R Programming                   Missing Values
+## 1525             R Programming              Workspace and Files
+## 1526             R Programming                   Missing Values
+## 1527             R Programming                          Vectors
+## 1528             R Programming                   Missing Values
+## 1529             R Programming                   Missing Values
+## 1530             R Programming                   Missing Values
+## 1531             R Programming            Basic Building Blocks
+## 1532             R Programming                   Missing Values
+## 1533             R Programming            Basic Building Blocks
+## 1534             R Programming                   Missing Values
+## 1535             R Programming                   Missing Values
+## 1536             R Programming                   Missing Values
+## 1537             R Programming            Basic Building Blocks
+## 1538             R Programming                          Vectors
+## 1539             R Programming                          Vectors
+## 1540             R Programming                   Missing Values
+## 1541             R Programming                   Missing Values
+## 1542             R Programming               Subsetting Vectors
+## 1543             R Programming                        Functions
+## 1544             R Programming                        Functions
+## 1545             R Programming                        Functions
+## 1546             R Programming               Subsetting Vectors
+## 1547             R Programming               Subsetting Vectors
+## 1548             R Programming                        Functions
+## 1549             R Programming            Basic Building Blocks
+## 1550             R Programming         Matrices and Data Frames
+## 1551             R Programming            Basic Building Blocks
+## 1552             R Programming         Matrices and Data Frames
+## 1553             R Programming            Basic Building Blocks
+## 1554             R Programming              Workspace and Files
+## 1555             R Programming         Matrices and Data Frames
+## 1556             R Programming         Matrices and Data Frames
+## 1557             R Programming         Matrices and Data Frames
+## 1558             R Programming         Matrices and Data Frames
+## 1559             R Programming         Matrices and Data Frames
+## 1560             R Programming            Basic Building Blocks
+## 1561             R Programming              Workspace and Files
+## 1562             R Programming            Basic Building Blocks
+## 1563             R Programming                  Dates and Times
+## 1564             R Programming         Matrices and Data Frames
+## 1565             R Programming               Subsetting Vectors
+## 1566             R Programming               Subsetting Vectors
+## 1567             R Programming                        Functions
+## 1568             R Programming                            Logic
+## 1569             R Programming         Matrices and Data Frames
+## 1570             R Programming               Subsetting Vectors
+## 1571             R Programming         Matrices and Data Frames
+## 1572             R Programming              Workspace and Files
+## 1573             R Programming                  Dates and Times
+## 1574             R Programming                            Logic
+## 1575             R Programming                            Logic
+## 1576             R Programming                  Dates and Times
+## 1577             R Programming            Basic Building Blocks
+## 1578             R Programming               Subsetting Vectors
+## 1579             R Programming                            Logic
+## 1580             R Programming                            Logic
+## 1581             R Programming         Matrices and Data Frames
+## 1582             R Programming              Workspace and Files
+## 1583             R Programming         Matrices and Data Frames
+## 1584             R Programming               Subsetting Vectors
+## 1585             R Programming                            Logic
+## 1586             R Programming                        Functions
+## 1587             R Programming                  Dates and Times
+## 1588             R Programming                  Dates and Times
+## 1589             R Programming              Workspace and Files
+## 1590             R Programming                          Vectors
+## 1591             R Programming            Basic Building Blocks
+## 1592             R Programming                        Functions
+## 1593             R Programming                        Functions
+## 1594             R Programming         Matrices and Data Frames
+## 1595             R Programming         Matrices and Data Frames
+## 1596             R Programming                            Logic
+## 1597             R Programming                            Logic
+## 1598             R Programming                          Vectors
+## 1599             R Programming              Workspace and Files
+## 1600             R Programming                  Dates and Times
+## 1601             R Programming            Basic Building Blocks
+## 1602             R Programming                  Dates and Times
+## 1603             R Programming         Matrices and Data Frames
+## 1604             R Programming                          Vectors
+## 1605             R Programming         Matrices and Data Frames
+## 1606             R Programming            Basic Building Blocks
+## 1607             R Programming            Basic Building Blocks
+## 1608             R Programming                            Logic
+## 1609             R Programming                  Dates and Times
+## 1610             R Programming                   Missing Values
+## 1611             R Programming                          Vectors
+## 1612             R Programming                          Vectors
+## 1613             R Programming                          Vectors
+## 1614             R Programming            Basic Building Blocks
+## 1615             R Programming         Matrices and Data Frames
+## 1616             R Programming            Basic Building Blocks
+## 1617             R Programming                          Vectors
+## 1618             R Programming                            Logic
+## 1619             R Programming              Workspace and Files
+## 1620             R Programming                        Functions
+## 1621             R Programming                   Missing Values
+## 1622             R Programming                  Dates and Times
+## 1623             R Programming                  Dates and Times
+## 1624             R Programming                        Functions
+## 1625             R Programming                          Vectors
+## 1626             R Programming                          Vectors
+## 1627             R Programming         Matrices and Data Frames
+## 1628             R Programming            Basic Building Blocks
+## 1629             R Programming         Matrices and Data Frames
+## 1630             R Programming         Matrices and Data Frames
+## 1631             R Programming                        Functions
+## 1632             R Programming              Workspace and Files
+## 1633             R Programming                        Functions
+## 1634             R Programming         Matrices and Data Frames
+## 1635             R Programming               Subsetting Vectors
+## 1636             R Programming                          Vectors
+## 1637             R Programming                          Vectors
+## 1638             R Programming                          Vectors
+## 1639             R Programming                          Vectors
+## 1640             R Programming              Workspace and Files
+## 1641             R Programming                            Logic
+## 1642             R Programming                            Logic
+## 1643             R Programming                        Functions
+## 1644             R Programming         Matrices and Data Frames
+## 1645             R Programming         Matrices and Data Frames
+## 1646             R Programming         Matrices and Data Frames
+## 1647             R Programming         Matrices and Data Frames
+## 1648             R Programming         Matrices and Data Frames
+## 1649             R Programming               Subsetting Vectors
+## 1650             R Programming               Subsetting Vectors
+## 1651             R Programming                            Logic
+## 1652             R Programming                            Logic
+## 1653             R Programming                          Vectors
+## 1654             R Programming                  Dates and Times
+## 1655             R Programming                   Missing Values
+## 1656             R Programming                        Functions
+## 1657             R Programming                            Logic
+## 1658             R Programming                            Logic
+## 1659             R Programming                  Dates and Times
+## 1660             R Programming              Workspace and Files
+## 1661             R Programming              Workspace and Files
+## 1662             R Programming               Subsetting Vectors
+## 1663             R Programming                        Functions
+## 1664             R Programming                  Dates and Times
+## 1665             R Programming                        Functions
+## 1666             R Programming                        Functions
+## 1667             R Programming                   Missing Values
+## 1668             R Programming         Matrices and Data Frames
+## 1669             R Programming                        Functions
+## 1670             R Programming              Workspace and Files
+## 1671             R Programming              Workspace and Files
+## 1672             R Programming                        Functions
+## 1673             R Programming                  Dates and Times
+## 1674             R Programming                  Dates and Times
+## 1675             R Programming                        Functions
+## 1676             R Programming                        Functions
+## 1677             R Programming                   Missing Values
+## 1678             R Programming                   Missing Values
+## 1679             R Programming               Subsetting Vectors
+## 1680             R Programming                        Functions
+## 1681             R Programming                        Functions
+## 1682             R Programming                            Logic
+## 1683             R Programming                            Logic
+## 1684             R Programming                        Functions
+## 1685             R Programming                        Functions
+## 1686             R Programming                        Functions
+## 1687             R Programming                        Functions
+## 1688             R Programming                        Functions
+## 1689             R Programming                        Functions
+## 1690             R Programming                        Functions
+## 1691             R Programming                   Missing Values
+## 1692             R Programming                   Missing Values
+## 1693             R Programming               Subsetting Vectors
+## 1694             R Programming               Subsetting Vectors
+## 1695             R Programming                   Missing Values
+## 1696             R Programming                   Missing Values
+## 1697             R Programming                   Missing Values
+## 1698             R Programming                   Missing Values
+## 1699             R Programming                        Functions
+## 1700             R Programming                        Functions
+## 1701             R Programming                   Missing Values
+## 1702             R Programming                   Missing Values
+## 1703             R Programming                   Missing Values
+## 1704             R Programming                  Dates and Times
+## 1705             R Programming                  Dates and Times
+## 1706             R Programming                        Functions
+## 1707             R Programming                  Dates and Times
+## 1708             R Programming                  Dates and Times
+## 1709             R Programming                        Functions
+## 1710             R Programming                          Vectors
+## 1711             R Programming                  Dates and Times
+## 1712             R Programming                  Dates and Times
+## 1713             R Programming                  Dates and Times
+## 1714             R Programming                  Dates and Times
+## 1715             R Programming                  Dates and Times
+## 1716             R Programming                        Functions
+## 1717             R Programming                          Vectors
+## 1718             R Programming                          Vectors
+## 1719             R Programming                        Functions
+## 1720             R Programming                        Functions
+## 1721             R Programming                        Functions
+## 1722             R Programming              Workspace and Files
+## 1723             R Programming                        Functions
+## 1724             R Programming                            Logic
+## 1725             R Programming                          Vectors
+## 1726             R Programming                  Dates and Times
+## 1727             R Programming                  Dates and Times
+## 1728             R Programming                        Functions
+## 1729             R Programming                        Functions
+## 1730             R Programming                        Functions
+## 1731             R Programming                          Vectors
+## 1732             R Programming                        Functions
+## 1733             R Programming                          Vectors
+## 1734             R Programming                        Functions
+## 1735             R Programming                        Functions
+## 1736             R Programming              Workspace and Files
+## 1737             R Programming              Workspace and Files
+## 1738             R Programming              Workspace and Files
+## 1739             R Programming                  Dates and Times
+## 1740             R Programming                          Vectors
+## 1741             R Programming                        Functions
+## 1742             R Programming                          Vectors
+## 1743             R Programming                        Functions
+## 1744             R Programming                        Functions
+## 1745             R Programming              Workspace and Files
+## 1746             R Programming                  Dates and Times
+## 1747             R Programming                          Vectors
+## 1748             R Programming                            Logic
+## 1749             R Programming                        Functions
+## 1750             R Programming                            Logic
+## 1751             R Programming               Subsetting Vectors
+## 1752             R Programming               Subsetting Vectors
+## 1753             R Programming              Workspace and Files
+## 1754             R Programming                        Functions
+## 1755             R Programming                            Logic
+## 1756             R Programming                        Functions
+## 1757             R Programming                        Functions
+## 1758             R Programming                        Functions
+## 1759             R Programming                  Dates and Times
+## 1760             R Programming                        Functions
+## 1761             R Programming                        Functions
+## 1762             R Programming                          Vectors
+## 1763             R Programming                          Vectors
+## 1764             R Programming                  Dates and Times
+## 1765             R Programming                          Vectors
+## 1766             R Programming                  Dates and Times
+## 1767             R Programming                          Vectors
+## 1768             R Programming                          Vectors
+## 1769             R Programming                  Dates and Times
+## 1770             R Programming                  Dates and Times
+## 1771             R Programming                        Functions
+## 1772             R Programming              Workspace and Files
+## 1773             R Programming                            Logic
+## 1774             R Programming            Basic Building Blocks
+## 1775             R Programming            Basic Building Blocks
+## 1776             R Programming                            Logic
+## 1777             R Programming                            Logic
+## 1778             R Programming            Basic Building Blocks
+## 1779             R Programming            Basic Building Blocks
+## 1780             R Programming                   Missing Values
+## 1781             R Programming              Workspace and Files
+## 1782             R Programming              Workspace and Files
+## 1783             R Programming                        Functions
+## 1784             R Programming              Workspace and Files
+## 1785             R Programming              Workspace and Files
+## 1786             R Programming                   Missing Values
+## 1787             R Programming                            Logic
+## 1788             R Programming                  Dates and Times
+## 1789             R Programming            Basic Building Blocks
+## 1790             R Programming                          Vectors
+## 1791             R Programming                          Vectors
+## 1792             R Programming                          Vectors
+## 1793             R Programming                  Dates and Times
+## 1794             R Programming                  Dates and Times
+## 1795             R Programming                          Vectors
+## 1796             R Programming            Basic Building Blocks
+## 1797             R Programming                  Dates and Times
+## 1798             R Programming                  Dates and Times
+## 1799             R Programming                        Functions
+## 1800             R Programming                        Functions
+## 1801             R Programming            Basic Building Blocks
+## 1802             R Programming                            Logic
+## 1803             R Programming                            Logic
+## 1804             R Programming                            Logic
+## 1805             R Programming               Subsetting Vectors
+## 1806             R Programming            Basic Building Blocks
+## 1807             R Programming            Basic Building Blocks
+## 1808             R Programming               Subsetting Vectors
+## 1809             R Programming            Basic Building Blocks
+## 1810             R Programming              Workspace and Files
+## 1811             R Programming                            Logic
+## 1812             R Programming                            Logic
+## 1813             R Programming                        Functions
+## 1814             R Programming              Workspace and Files
+## 1815             R Programming               Subsetting Vectors
+## 1816             R Programming                            Logic
+## 1817             R Programming                            Logic
+## 1818             R Programming                            Logic
+## 1819             R Programming                            Logic
+## 1820             R Programming            Basic Building Blocks
+## 1821             R Programming                          Vectors
+## 1822             R Programming                  Dates and Times
+## 1823             R Programming            Basic Building Blocks
+## 1824             R Programming            Basic Building Blocks
+## 1825             R Programming                  Dates and Times
+## 1826             R Programming                            Logic
+## 1827             R Programming              Workspace and Files
+## 1828             R Programming              Workspace and Files
+## 1829             R Programming            Basic Building Blocks
+## 1830             R Programming            Basic Building Blocks
+## 1831             R Programming                            Logic
+## 1832             R Programming            Basic Building Blocks
+## 1833             R Programming            Basic Building Blocks
+## 1834             R Programming                            Logic
+## 1835             R Programming                            Logic
+## 1836             R Programming               Subsetting Vectors
+## 1837             R Programming               Subsetting Vectors
+## 1838             R Programming                   Missing Values
+## 1839             R Programming                   Missing Values
+## 1840             R Programming               Subsetting Vectors
+## 1841             R Programming            Basic Building Blocks
+## 1842             R Programming              Workspace and Files
+## 1843             R Programming              Workspace and Files
+## 1844             R Programming                            Logic
+## 1845             R Programming                  Dates and Times
+## 1846             R Programming              Workspace and Files
+## 1847             R Programming                            Logic
+## 1848             R Programming                   Missing Values
+## 1849             R Programming                            Logic
+## 1850             R Programming                            Logic
+## 1851             R Programming              Workspace and Files
+## 1852             R Programming              Workspace and Files
+## 1853             R Programming                  Dates and Times
+## 1854             R Programming                  Dates and Times
+## 1855             R Programming                            Logic
+## 1856             R Programming                   Missing Values
+## 1857             R Programming                   Missing Values
+## 1858             R Programming               Subsetting Vectors
+## 1859             R Programming               Subsetting Vectors
+## 1860             R Programming                            Logic
+## 1861             R Programming                            Logic
+## 1862             R Programming              Workspace and Files
+## 1863             R Programming            Basic Building Blocks
+## 1864             R Programming              Workspace and Files
+## 1865             R Programming               Subsetting Vectors
+## 1866             R Programming                   Missing Values
+## 1867             R Programming                   Missing Values
+## 1868             R Programming               Subsetting Vectors
+## 1869             R Programming               Subsetting Vectors
+## 1870             R Programming                   Missing Values
+## 1871             R Programming                   Missing Values
+## 1872             R Programming                            Logic
+## 1873             R Programming                            Logic
+## 1874             R Programming               Subsetting Vectors
+## 1875             R Programming                            Logic
+## 1876             R Programming               Subsetting Vectors
+## 1877             R Programming            Basic Building Blocks
+## 1878             R Programming               Subsetting Vectors
+## 1879             R Programming               Subsetting Vectors
+## 1880             R Programming               Subsetting Vectors
+## 1881             R Programming              Workspace and Files
+## 1882             R Programming                            Logic
+## 1883             R Programming                   Missing Values
+## 1884             R Programming                   Missing Values
+## 1885             R Programming               Subsetting Vectors
+## 1886             R Programming               Subsetting Vectors
+## 1887             R Programming                            Logic
+## 1888             R Programming               Subsetting Vectors
+## 1889             R Programming               Subsetting Vectors
+## 1890             R Programming               Subsetting Vectors
+## 1891             R Programming                            Logic
+## 1892             R Programming               Subsetting Vectors
+## 1893             R Programming            Basic Building Blocks
+## 1894             R Programming               Subsetting Vectors
+## 1895             R Programming            Basic Building Blocks
+## 1896             R Programming                            Logic
+## 1897             R Programming               Subsetting Vectors
+## 1898             R Programming         Matrices and Data Frames
+## 1899             R Programming         Matrices and Data Frames
+## 1900             R Programming         Matrices and Data Frames
+## 1901             R Programming         Matrices and Data Frames
+## 1902             R Programming         Matrices and Data Frames
+## 1903             R Programming         Matrices and Data Frames
+## 1904             R Programming         Matrices and Data Frames
+## 1905             R Programming         Matrices and Data Frames
+## 1906             R Programming         Matrices and Data Frames
+## 1907             R Programming         Matrices and Data Frames
+## 1908             R Programming         Matrices and Data Frames
+## 1909             R Programming         Matrices and Data Frames
+## 1910             R Programming         Matrices and Data Frames
+## 1911             R Programming         Matrices and Data Frames
+## 1912             R Programming         Matrices and Data Frames
+## 1913             R Programming         Matrices and Data Frames
+## 1914             R Programming         Matrices and Data Frames
+## 1915             R Programming         Matrices and Data Frames
+## 1916             R Programming         Matrices and Data Frames
+## 1917             R Programming         Matrices and Data Frames
+## 1918             R Programming         Matrices and Data Frames
+## 1919             R Programming         Matrices and Data Frames
+## 1920             R Programming         Matrices and Data Frames
+## 1921             R Programming            Basic Building Blocks
+## 1922             R Programming            Basic Building Blocks
+## 1923             R Programming            Basic Building Blocks
+## 1924             R Programming            Basic Building Blocks
+## 1925             R Programming            Basic Building Blocks
+## 1926             R Programming            Basic Building Blocks
+## 1927             R Programming            Basic Building Blocks
+## 1928             R Programming            Basic Building Blocks
+## 1929             R Programming            Basic Building Blocks
+## 1930             R Programming            Basic Building Blocks
+## 1931             R Programming            Basic Building Blocks
+## 1932             R Programming            Basic Building Blocks
+## 1933             R Programming            Basic Building Blocks
+## 1934             R Programming            Basic Building Blocks
+## 1935             R Programming            Basic Building Blocks
+## 1936             R Programming                   Missing Values
+## 1937             R Programming                          Vectors
+## 1938             R Programming            Basic Building Blocks
+## 1939             R Programming            Basic Building Blocks
+## 1940             R Programming            Basic Building Blocks
+## 1941             R Programming                            Logic
+## 1942             R Programming                          Vectors
+## 1943             R Programming                            Logic
+## 1944             R Programming            Basic Building Blocks
+## 1945             R Programming            Basic Building Blocks
+## 1946             R Programming                  Dates and Times
+## 1947             R Programming                          Vectors
+## 1948             R Programming            Basic Building Blocks
+## 1949             R Programming                            Logic
+## 1950             R Programming            Basic Building Blocks
+## 1951             R Programming                            Logic
+## 1952             R Programming                            Logic
+## 1953             R Programming                            Logic
+## 1954             R Programming                            Logic
+## 1955             R Programming                  Dates and Times
+## 1956             R Programming                            Logic
+## 1957             R Programming                  Dates and Times
+## 1958             R Programming                   Missing Values
+## 1959             R Programming                   Missing Values
+## 1960             R Programming                          Vectors
+## 1961             R Programming            Basic Building Blocks
+## 1962             R Programming            Basic Building Blocks
+## 1963             R Programming                          Vectors
+## 1964             R Programming                  Dates and Times
+## 1965             R Programming                          Vectors
+## 1966             R Programming                  Dates and Times
+## 1967             R Programming                  Dates and Times
+## 1968             R Programming                          Vectors
+## 1969             R Programming                          Vectors
+## 1970             R Programming                          Vectors
+## 1971             R Programming                          Vectors
+## 1972             R Programming                          Vectors
+## 1973             R Programming                            Logic
+## 1974             R Programming                            Logic
+## 1975             R Programming                          Vectors
+## 1976             R Programming                          Vectors
+## 1977             R Programming               Subsetting Vectors
+## 1978             R Programming                  Dates and Times
+## 1979             R Programming                  Dates and Times
+## 1980             R Programming                  Dates and Times
+## 1981             R Programming               Subsetting Vectors
+## 1982             R Programming               Subsetting Vectors
+## 1983             R Programming                  Dates and Times
+## 1984             R Programming                            Logic
+## 1985             R Programming                            Logic
+## 1986             R Programming                          Vectors
+## 1987             R Programming                            Logic
+## 1988             R Programming               Subsetting Vectors
+## 1989             R Programming                   Missing Values
+## 1990             R Programming               Subsetting Vectors
+## 1991             R Programming         Matrices and Data Frames
+## 1992             R Programming                            Logic
+## 1993             R Programming                   Missing Values
+## 1994             R Programming                  Dates and Times
+## 1995             R Programming                            Logic
+## 1996             R Programming                            Logic
+## 1997             R Programming                            Logic
+## 1998             R Programming                            Logic
+## 1999             R Programming                  Dates and Times
+## 2000             R Programming                            Logic
+## 2001             R Programming                            Logic
+## 2002             R Programming                            Logic
+## 2003             R Programming                          Vectors
+## 2004             R Programming                            Logic
+## 2005             R Programming                            Logic
+## 2006             R Programming                            Logic
+## 2007             R Programming                            Logic
+## 2008             R Programming                            Logic
+## 2009             R Programming                            Logic
+## 2010             R Programming                            Logic
+## 2011             R Programming                            Logic
+## 2012             R Programming         Matrices and Data Frames
+## 2013             R Programming         Matrices and Data Frames
+## 2014             R Programming         Matrices and Data Frames
+## 2015             R Programming               Subsetting Vectors
+## 2016             R Programming               Subsetting Vectors
+## 2017             R Programming                   Missing Values
+## 2018             R Programming            Basic Building Blocks
+## 2019             R Programming               Subsetting Vectors
+## 2020             R Programming               Subsetting Vectors
+## 2021             R Programming                          Vectors
+## 2022             R Programming                            Logic
+## 2023             R Programming                            Logic
+## 2024             R Programming                            Logic
+## 2025             R Programming                   Missing Values
+## 2026             R Programming                            Logic
+## 2027             R Programming                            Logic
+## 2028             R Programming            Basic Building Blocks
+## 2029             R Programming                   Missing Values
+## 2030             R Programming                  Dates and Times
+## 2031             R Programming                            Logic
+## 2032             R Programming                   Missing Values
+## 2033             R Programming                   Missing Values
+## 2034             R Programming                   Missing Values
+## 2035             R Programming         Matrices and Data Frames
+## 2036             R Programming                  Dates and Times
+## 2037             R Programming            Basic Building Blocks
+## 2038             R Programming            Basic Building Blocks
+## 2039             R Programming            Basic Building Blocks
+## 2040             R Programming               Subsetting Vectors
+## 2041             R Programming               Subsetting Vectors
+## 2042             R Programming               Subsetting Vectors
+## 2043             R Programming                          Vectors
+## 2044             R Programming            Basic Building Blocks
+## 2045             R Programming         Matrices and Data Frames
+## 2046             R Programming                  Dates and Times
+## 2047             R Programming                  Dates and Times
+## 2048             R Programming                  Dates and Times
+## 2049             R Programming         Matrices and Data Frames
+## 2050             R Programming         Matrices and Data Frames
+## 2051             R Programming                  Dates and Times
+## 2052             R Programming                          Vectors
+## 2053             R Programming            Basic Building Blocks
+## 2054             R Programming                          Vectors
+## 2055             R Programming                   Missing Values
+## 2056             R Programming                   Missing Values
+## 2057             R Programming                   Missing Values
+## 2058             R Programming                  Dates and Times
+## 2059             R Programming               Subsetting Vectors
+## 2060             R Programming         Matrices and Data Frames
+## 2061             R Programming            Basic Building Blocks
+## 2062             R Programming               Subsetting Vectors
+## 2063             R Programming         Matrices and Data Frames
+## 2064             R Programming                  Dates and Times
+## 2065             R Programming                  Dates and Times
+## 2066             R Programming         Matrices and Data Frames
+## 2067             R Programming                  Dates and Times
+## 2068             R Programming                  Dates and Times
+## 2069             R Programming                  Dates and Times
+## 2070             R Programming         Matrices and Data Frames
+## 2071             R Programming               Subsetting Vectors
+## 2072             R Programming               Subsetting Vectors
+## 2073             R Programming               Subsetting Vectors
+## 2074             R Programming         Matrices and Data Frames
+## 2075             R Programming               Subsetting Vectors
+## 2076             R Programming         Matrices and Data Frames
+## 2077             R Programming                  Dates and Times
+## 2078             R Programming         Matrices and Data Frames
+## 2079             R Programming                  Dates and Times
+## 2080             R Programming         Matrices and Data Frames
+## 2081             R Programming               Subsetting Vectors
+## 2082             R Programming         Matrices and Data Frames
+## 2083             R Programming            Basic Building Blocks
+## 2084             R Programming               Subsetting Vectors
+## 2085             R Programming         Matrices and Data Frames
+## 2086             R Programming         Matrices and Data Frames
+## 2087             R Programming                  Dates and Times
+## 2088             R Programming                  Dates and Times
+## 2089             R Programming               Subsetting Vectors
+## 2090             R Programming            Basic Building Blocks
+## 2091             R Programming               Subsetting Vectors
+## 2092             R Programming         Matrices and Data Frames
+## 2093             R Programming            Basic Building Blocks
+## 2094             R Programming         Matrices and Data Frames
+## 2095             R Programming         Matrices and Data Frames
+## 2096             R Programming               Subsetting Vectors
+## 2097             R Programming               Subsetting Vectors
+## 2098             R Programming         Matrices and Data Frames
+## 2099             R Programming            Basic Building Blocks
+## 2100             R Programming               Subsetting Vectors
+## 2101             R Programming               Subsetting Vectors
+## 2102 Exploratory_Data_Analysis            Graphics_Devices_in_R
+## 2103 Exploratory_Data_Analysis            Graphics_Devices_in_R
+## 2104 Exploratory_Data_Analysis            Graphics_Devices_in_R
+## 2105 Exploratory_Data_Analysis            Graphics_Devices_in_R
+## 2106 Exploratory_Data_Analysis            Graphics_Devices_in_R
+## 2107 Exploratory_Data_Analysis            Graphics_Devices_in_R
+## 2108 Exploratory_Data_Analysis            Graphics_Devices_in_R
+## 2109 Exploratory_Data_Analysis            Graphics_Devices_in_R
+## 2110 Exploratory_Data_Analysis            Graphics_Devices_in_R
+## 2111 Exploratory_Data_Analysis             Base_Plotting_System
+## 2112 Exploratory_Data_Analysis             Base_Plotting_System
+## 2113 Exploratory_Data_Analysis               Clustering_Example
+## 2114 Exploratory_Data_Analysis               Clustering_Example
+## 2115 Exploratory_Data_Analysis            Graphics_Devices_in_R
+## 2116 Exploratory_Data_Analysis               K_Means_Clustering
+## 2117 Getting and Cleaning Data          Tidying Data with tidyr
+## 2118 Exploratory_Data_Analysis            Graphics_Devices_in_R
+## 2119 Exploratory_Data_Analysis            Graphics_Devices_in_R
+## 2120 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2121 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2122 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2123 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2124 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2125 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2126 Exploratory_Data_Analysis               K_Means_Clustering
+## 2127 Exploratory_Data_Analysis               K_Means_Clustering
+## 2128 Exploratory_Data_Analysis             Base_Plotting_System
+## 2129 Exploratory_Data_Analysis             Base_Plotting_System
+## 2130             R Programming                  Looking at Data
+## 2131             R Programming                  Looking at Data
+## 2132             R Programming                  Looking at Data
+## 2133             R Programming                  Looking at Data
+## 2134 Exploratory_Data_Analysis             Base_Plotting_System
+## 2135 Exploratory_Data_Analysis             Base_Plotting_System
+## 2136             R Programming                  Looking at Data
+## 2137             R Programming                  Looking at Data
+## 2138             R Programming                  Looking at Data
+## 2139 Exploratory_Data_Analysis    Principles_of_Analytic_Graphs
+## 2140             R Programming                  Looking at Data
+## 2141 Exploratory_Data_Analysis               Clustering_Example
+## 2142 Exploratory_Data_Analysis               Clustering_Example
+## 2143 Exploratory_Data_Analysis               Clustering_Example
+## 2144 Exploratory_Data_Analysis               Clustering_Example
+## 2145 Exploratory_Data_Analysis               Clustering_Example
+## 2146 Exploratory_Data_Analysis               Clustering_Example
+## 2147 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 2148 Getting and Cleaning Data          Tidying Data with tidyr
+## 2149 Getting and Cleaning Data          Tidying Data with tidyr
+## 2150             R Programming                  Looking at Data
+## 2151 Exploratory_Data_Analysis    Principles_of_Analytic_Graphs
+## 2152 Exploratory_Data_Analysis    Principles_of_Analytic_Graphs
+## 2153 Exploratory_Data_Analysis    Principles_of_Analytic_Graphs
+## 2154 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2155             R Programming                  Looking at Data
+## 2156             R Programming                  Looking at Data
+## 2157             R Programming                  Looking at Data
+## 2158             R Programming                  Looking at Data
+## 2159 Exploratory_Data_Analysis    Principles_of_Analytic_Graphs
+## 2160 Exploratory_Data_Analysis    Principles_of_Analytic_Graphs
+## 2161             R Programming                  Looking at Data
+## 2162 Exploratory_Data_Analysis               Clustering_Example
+## 2163 Exploratory_Data_Analysis               Exploratory_Graphs
+## 2164 Exploratory_Data_Analysis               Exploratory_Graphs
+## 2165 Exploratory_Data_Analysis               Exploratory_Graphs
+## 2166 Exploratory_Data_Analysis               Exploratory_Graphs
+## 2167 Exploratory_Data_Analysis               Exploratory_Graphs
+## 2168 Exploratory_Data_Analysis               Exploratory_Graphs
+## 2169 Exploratory_Data_Analysis               Clustering_Example
+## 2170 Exploratory_Data_Analysis               Clustering_Example
+## 2171 Getting and Cleaning Data          Tidying Data with tidyr
+## 2172             R Programming                  Looking at Data
+## 2173 Exploratory_Data_Analysis               K_Means_Clustering
+## 2174 Exploratory_Data_Analysis               K_Means_Clustering
+## 2175 Getting and Cleaning Data          Tidying Data with tidyr
+## 2176 Exploratory_Data_Analysis             Base_Plotting_System
+## 2177 Exploratory_Data_Analysis               Clustering_Example
+## 2178 Exploratory_Data_Analysis               Exploratory_Graphs
+## 2179 Exploratory_Data_Analysis               Exploratory_Graphs
+## 2180 Exploratory_Data_Analysis               K_Means_Clustering
+## 2181 Exploratory_Data_Analysis    Principles_of_Analytic_Graphs
+## 2182 Exploratory_Data_Analysis    Principles_of_Analytic_Graphs
+## 2183 Exploratory_Data_Analysis    Principles_of_Analytic_Graphs
+## 2184 Exploratory_Data_Analysis               Exploratory_Graphs
+## 2185 Exploratory_Data_Analysis             Base_Plotting_System
+## 2186 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 2187 Exploratory_Data_Analysis          Hierarchical_Clustering
+## 2188 Exploratory_Data_Analysis               Exploratory_Graphs
+## 2189 Exploratory_Data_Analysis          Hierarchical_Clustering
+## 2190 Exploratory_Data_Analysis               K_Means_Clustering
+## 2191 Exploratory_Data_Analysis               K_Means_Clustering
+## 2192 Exploratory_Data_Analysis          Hierarchical_Clustering
+## 2193 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 2194 Exploratory_Data_Analysis          Hierarchical_Clustering
+## 2195 Getting and Cleaning Data          Tidying Data with tidyr
+## 2196 Exploratory_Data_Analysis               Exploratory_Graphs
+## 2197 Exploratory_Data_Analysis               Exploratory_Graphs
+## 2198 Exploratory_Data_Analysis          Hierarchical_Clustering
+## 2199 Exploratory_Data_Analysis          Hierarchical_Clustering
+## 2200 Exploratory_Data_Analysis    Principles_of_Analytic_Graphs
+## 2201 Getting and Cleaning Data          Tidying Data with tidyr
+## 2202 Getting and Cleaning Data          Tidying Data with tidyr
+## 2203 Exploratory_Data_Analysis          Hierarchical_Clustering
+## 2204 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 2205 Exploratory_Data_Analysis          Hierarchical_Clustering
+## 2206 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 2207 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 2208 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 2209 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 2210 Getting and Cleaning Data          Tidying Data with tidyr
+## 2211 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2212 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2213 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2214 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2215             R Programming                  Dates and Times
+## 2216             R Programming                  Dates and Times
+## 2217             R Programming                  Dates and Times
+## 2218 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2219 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2220 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2221 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2222 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2223 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2224 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2225             R Programming                  Dates and Times
+## 2226             R Programming                  Dates and Times
+## 2227             R Programming                  Dates and Times
+## 2228             R Programming                  Dates and Times
+## 2229             R Programming                  Dates and Times
+## 2230             R Programming                  Dates and Times
+## 2231             R Programming                  Dates and Times
+## 2232             R Programming                  Dates and Times
+## 2233             R Programming                  Dates and Times
+## 2234             R Programming                  Dates and Times
+## 2235             R Programming            Basic Building Blocks
+## 2236             R Programming            Basic Building Blocks
+## 2237             R Programming            Basic Building Blocks
+## 2238             R Programming            Basic Building Blocks
+## 2239             R Programming            Basic Building Blocks
+## 2240             R Programming            Basic Building Blocks
+## 2241             R Programming            Basic Building Blocks
+## 2242             R Programming            Basic Building Blocks
+## 2243             R Programming            Basic Building Blocks
+## 2244             R Programming            Basic Building Blocks
+## 2245             R Programming            Basic Building Blocks
+## 2246             R Programming            Basic Building Blocks
+## 2247             R Programming            Basic Building Blocks
+## 2248             R Programming            Basic Building Blocks
+## 2249             R Programming            Basic Building Blocks
+## 2250             R Programming            Basic Building Blocks
+## 2251             R Programming            Basic Building Blocks
+## 2252             R Programming            Basic Building Blocks
+## 2253             R Programming            Basic Building Blocks
+## 2254             R Programming            Basic Building Blocks
+## 2255             R Programming            Basic Building Blocks
+## 2256             R Programming            Basic Building Blocks
+## 2257             R Programming            Basic Building Blocks
+## 2258             R Programming            Basic Building Blocks
+## 2259             R Programming            Basic Building Blocks
+## 2260             R Programming            Basic Building Blocks
+## 2261             R Programming            Basic Building Blocks
+## 2262             R Programming            Basic Building Blocks
+## 2263             R Programming            Basic Building Blocks
+## 2264             R Programming            Basic Building Blocks
+## 2265             R Programming            Basic Building Blocks
+## 2266             R Programming            Basic Building Blocks
+## 2267             R Programming            Basic Building Blocks
+## 2268             R Programming            Basic Building Blocks
+## 2269             R Programming            Basic Building Blocks
+## 2270             R Programming            Basic Building Blocks
+## 2271             R Programming            Basic Building Blocks
+## 2272             R Programming            Basic Building Blocks
+## 2273             R Programming            Basic Building Blocks
+## 2274             R Programming            Basic Building Blocks
+## 2275             R Programming            Basic Building Blocks
+## 2276             R Programming            Basic Building Blocks
+## 2277             R Programming            Basic Building Blocks
+## 2278             R Programming            Basic Building Blocks
+## 2279             R Programming         Matrices and Data Frames
+## 2280             R Programming         Matrices and Data Frames
+## 2281             R Programming         Matrices and Data Frames
+## 2282             R Programming         Matrices and Data Frames
+## 2283             R Programming         Matrices and Data Frames
+## 2284             R Programming         Matrices and Data Frames
+## 2285             R Programming         Matrices and Data Frames
+## 2286             R Programming         Matrices and Data Frames
+## 2287             R Programming         Matrices and Data Frames
+## 2288             R Programming         Matrices and Data Frames
+## 2289             R Programming         Matrices and Data Frames
+## 2290             R Programming         Matrices and Data Frames
+## 2291             R Programming         Matrices and Data Frames
+## 2292             R Programming         Matrices and Data Frames
+## 2293             R Programming         Matrices and Data Frames
+## 2294             R Programming         Matrices and Data Frames
+## 2295             R Programming         Matrices and Data Frames
+## 2296             R Programming         Matrices and Data Frames
+## 2297             R Programming         Matrices and Data Frames
+## 2298             R Programming         Matrices and Data Frames
+## 2299             R Programming         Matrices and Data Frames
+## 2300             R Programming         Matrices and Data Frames
+## 2301             R Programming         Matrices and Data Frames
+## 2302             R Programming            Basic Building Blocks
+## 2303             R Programming            Basic Building Blocks
+## 2304             R Programming            Basic Building Blocks
+## 2305             R Programming            Basic Building Blocks
+## 2306             R Programming            Basic Building Blocks
+## 2307             R Programming            Basic Building Blocks
+## 2308             R Programming            Basic Building Blocks
+## 2309             R Programming            Basic Building Blocks
+## 2310             R Programming            Basic Building Blocks
+## 2311             R Programming            Basic Building Blocks
+## 2312             R Programming            Basic Building Blocks
+## 2313             R Programming            Basic Building Blocks
+## 2314             R Programming            Basic Building Blocks
+## 2315             R Programming            Basic Building Blocks
+## 2316             R Programming            Basic Building Blocks
+## 2317             R Programming            Basic Building Blocks
+## 2318             R Programming            Basic Building Blocks
+## 2319             R Programming            Basic Building Blocks
+## 2320             R Programming            Basic Building Blocks
+## 2321             R Programming            Basic Building Blocks
+## 2322             R Programming            Basic Building Blocks
+## 2323             R Programming            Basic Building Blocks
+## 2324             R Programming              Workspace and Files
+## 2325             R Programming              Workspace and Files
+## 2326             R Programming              Workspace and Files
+## 2327             R Programming              Workspace and Files
+## 2328             R Programming              Workspace and Files
+## 2329             R Programming              Workspace and Files
+## 2330             R Programming              Workspace and Files
+## 2331             R Programming              Workspace and Files
+## 2332             R Programming              Workspace and Files
+## 2333             R Programming              Workspace and Files
+## 2334             R Programming              Workspace and Files
+## 2335             R Programming              Workspace and Files
+## 2336             R Programming              Workspace and Files
+## 2337             R Programming              Workspace and Files
+## 2338             R Programming              Workspace and Files
+## 2339             R Programming              Workspace and Files
+## 2340             R Programming              Workspace and Files
+## 2341             R Programming              Workspace and Files
+## 2342             R Programming              Workspace and Files
+## 2343             R Programming              Workspace and Files
+## 2344             R Programming              Workspace and Files
+## 2345             R Programming              Workspace and Files
+## 2346             R Programming              Workspace and Files
+## 2347             R Programming                          Vectors
+## 2348             R Programming                          Vectors
+## 2349             R Programming                          Vectors
+## 2350             R Programming                          Vectors
+## 2351             R Programming                          Vectors
+## 2352             R Programming                          Vectors
+## 2353             R Programming                          Vectors
+## 2354             R Programming                          Vectors
+## 2355             R Programming                          Vectors
+## 2356             R Programming                          Vectors
+## 2357             R Programming                          Vectors
+## 2358             R Programming                          Vectors
+## 2359             R Programming                          Vectors
+## 2360             R Programming                          Vectors
+## 2361             R Programming                          Vectors
+## 2362             R Programming                          Vectors
+## 2363             R Programming                          Vectors
+## 2364             R Programming                          Vectors
+## 2365             R Programming                          Vectors
+## 2366             R Programming         Matrices and Data Frames
+## 2367             R Programming         Matrices and Data Frames
+## 2368             R Programming         Matrices and Data Frames
+## 2369             R Programming         Matrices and Data Frames
+## 2370             R Programming         Matrices and Data Frames
+## 2371             R Programming         Matrices and Data Frames
+## 2372             R Programming                  Dates and Times
+## 2373             R Programming                  Dates and Times
+## 2374             R Programming                  Dates and Times
+## 2375             R Programming                  Dates and Times
+## 2376             R Programming                  Dates and Times
+## 2377             R Programming                  Dates and Times
+## 2378             R Programming                  Dates and Times
+## 2379             R Programming                  Dates and Times
+## 2380             R Programming                  Dates and Times
+## 2381             R Programming                  Dates and Times
+## 2382             R Programming                  Dates and Times
+## 2383             R Programming                  Dates and Times
+## 2384             R Programming                  Dates and Times
+## 2385             R Programming                   Missing Values
+## 2386             R Programming                   Missing Values
+## 2387             R Programming                   Missing Values
+## 2388             R Programming                   Missing Values
+## 2389             R Programming                   Missing Values
+## 2390             R Programming                   Missing Values
+## 2391             R Programming                   Missing Values
+## 2392             R Programming                   Missing Values
+## 2393             R Programming                   Missing Values
+## 2394             R Programming                   Missing Values
+## 2395             R Programming                   Missing Values
+## 2396             R Programming                   Missing Values
+## 2397             R Programming                   Missing Values
+## 2398             R Programming                   Missing Values
+## 2399             R Programming               Subsetting Vectors
+## 2400             R Programming               Subsetting Vectors
+## 2401             R Programming               Subsetting Vectors
+## 2402             R Programming               Subsetting Vectors
+## 2403             R Programming               Subsetting Vectors
+## 2404             R Programming               Subsetting Vectors
+## 2405             R Programming               Subsetting Vectors
+## 2406             R Programming               Subsetting Vectors
+## 2407             R Programming               Subsetting Vectors
+## 2408             R Programming               Subsetting Vectors
+## 2409             R Programming               Subsetting Vectors
+## 2410             R Programming               Subsetting Vectors
+## 2411             R Programming               Subsetting Vectors
+## 2412             R Programming               Subsetting Vectors
+## 2413             R Programming               Subsetting Vectors
+## 2414             R Programming               Subsetting Vectors
+## 2415             R Programming               Subsetting Vectors
+## 2416             R Programming               Subsetting Vectors
+## 2417             R Programming               Subsetting Vectors
+## 2418             R Programming               Subsetting Vectors
+## 2419             R Programming               Subsetting Vectors
+## 2420             R Programming               Subsetting Vectors
+## 2421             R Programming               Subsetting Vectors
+## 2422             R Programming               Subsetting Vectors
+## 2423             R Programming               Subsetting Vectors
+## 2424             R Programming               Subsetting Vectors
+## 2425             R Programming                            Logic
+## 2426             R Programming                            Logic
+## 2427             R Programming                            Logic
+## 2428             R Programming                            Logic
+## 2429             R Programming                            Logic
+## 2430             R Programming                            Logic
+## 2431             R Programming                            Logic
+## 2432             R Programming                            Logic
+## 2433             R Programming                            Logic
+## 2434             R Programming                            Logic
+## 2435             R Programming                            Logic
+## 2436             R Programming                            Logic
+## 2437             R Programming                            Logic
+## 2438             R Programming                            Logic
+## 2439             R Programming                            Logic
+## 2440             R Programming                            Logic
+## 2441             R Programming                            Logic
+## 2442             R Programming                            Logic
+## 2443             R Programming                            Logic
+## 2444             R Programming                            Logic
+## 2445             R Programming                            Logic
+## 2446             R Programming                            Logic
+## 2447             R Programming                            Logic
+## 2448             R Programming                            Logic
+## 2449             R Programming                            Logic
+## 2450             R Programming                            Logic
+## 2451             R Programming                            Logic
+## 2452             R Programming                            Logic
+## 2453             R Programming                            Logic
+## 2454             R Programming                            Logic
+## 2455             R Programming                            Logic
+## 2456             R Programming                            Logic
+## 2457             R Programming                            Logic
+## 2458             R Programming                            Logic
+## 2459             R Programming                            Logic
+## 2460             R Programming         Matrices and Data Frames
+## 2461             R Programming         Matrices and Data Frames
+## 2462             R Programming                  Dates and Times
+## 2463             R Programming                  Dates and Times
+## 2464             R Programming                  Dates and Times
+## 2465             R Programming                  Dates and Times
+## 2466             R Programming                  Dates and Times
+## 2467             R Programming                  Dates and Times
+## 2468             R Programming                  Dates and Times
+## 2469             R Programming                  Dates and Times
+## 2470             R Programming                  Dates and Times
+## 2471             R Programming                  Dates and Times
+## 2472             R Programming                  Dates and Times
+## 2473             R Programming                  Dates and Times
+## 2474             R Programming                  Dates and Times
+## 2475             R Programming                  Dates and Times
+## 2476             R Programming                  Dates and Times
+## 2477             R Programming         Matrices and Data Frames
+## 2478             R Programming         Matrices and Data Frames
+## 2479             R Programming         Matrices and Data Frames
+## 2480             R Programming         Matrices and Data Frames
+## 2481             R Programming         Matrices and Data Frames
+## 2482             R Programming         Matrices and Data Frames
+## 2483             R Programming         Matrices and Data Frames
+## 2484             R Programming         Matrices and Data Frames
+## 2485             R Programming         Matrices and Data Frames
+## 2486             R Programming         Matrices and Data Frames
+## 2487             R Programming         Matrices and Data Frames
+## 2488             R Programming         Matrices and Data Frames
+## 2489             R Programming         Matrices and Data Frames
+## 2490             R Programming         Matrices and Data Frames
+## 2491             R Programming         Matrices and Data Frames
+## 2492             R Programming            Basic Building Blocks
+## 2493             R Programming            Basic Building Blocks
+## 2494             R Programming            Basic Building Blocks
+## 2495             R Programming            Basic Building Blocks
+## 2496             R Programming            Basic Building Blocks
+## 2497             R Programming            Basic Building Blocks
+## 2498             R Programming            Basic Building Blocks
+## 2499             R Programming            Basic Building Blocks
+## 2500             R Programming            Basic Building Blocks
+## 2501             R Programming            Basic Building Blocks
+## 2502             R Programming            Basic Building Blocks
+## 2503             R Programming            Basic Building Blocks
+## 2504             R Programming            Basic Building Blocks
+## 2505             R Programming            Basic Building Blocks
+## 2506             R Programming            Basic Building Blocks
+## 2507             R Programming            Basic Building Blocks
+## 2508             R Programming            Basic Building Blocks
+## 2509             R Programming            Basic Building Blocks
+## 2510             R Programming            Basic Building Blocks
+## 2511             R Programming            Basic Building Blocks
+## 2512             R Programming            Basic Building Blocks
+## 2513             R Programming            Basic Building Blocks
+## 2514             R Programming              Workspace and Files
+## 2515             R Programming              Workspace and Files
+## 2516             R Programming              Workspace and Files
+## 2517             R Programming              Workspace and Files
+## 2518             R Programming              Workspace and Files
+## 2519             R Programming              Workspace and Files
+## 2520             R Programming              Workspace and Files
+## 2521             R Programming              Workspace and Files
+## 2522             R Programming              Workspace and Files
+## 2523             R Programming              Workspace and Files
+## 2524             R Programming              Workspace and Files
+## 2525             R Programming              Workspace and Files
+## 2526             R Programming              Workspace and Files
+## 2527             R Programming              Workspace and Files
+## 2528             R Programming              Workspace and Files
+## 2529             R Programming              Workspace and Files
+## 2530             R Programming              Workspace and Files
+## 2531             R Programming              Workspace and Files
+## 2532             R Programming              Workspace and Files
+## 2533             R Programming              Workspace and Files
+## 2534             R Programming              Workspace and Files
+## 2535             R Programming              Workspace and Files
+## 2536             R Programming              Workspace and Files
+## 2537             R Programming                          Vectors
+## 2538             R Programming                          Vectors
+## 2539             R Programming                          Vectors
+## 2540             R Programming                          Vectors
+## 2541             R Programming                          Vectors
+## 2542             R Programming                          Vectors
+## 2543             R Programming                          Vectors
+## 2544             R Programming                          Vectors
+## 2545             R Programming                          Vectors
+## 2546             R Programming                          Vectors
+## 2547             R Programming                          Vectors
+## 2548             R Programming                          Vectors
+## 2549             R Programming                          Vectors
+## 2550             R Programming                          Vectors
+## 2551             R Programming                          Vectors
+## 2552             R Programming                          Vectors
+## 2553             R Programming                   Missing Values
+## 2554             R Programming                   Missing Values
+## 2555             R Programming                   Missing Values
+## 2556             R Programming                   Missing Values
+## 2557             R Programming                   Missing Values
+## 2558             R Programming                   Missing Values
+## 2559             R Programming                   Missing Values
+## 2560             R Programming                   Missing Values
+## 2561             R Programming                   Missing Values
+## 2562             R Programming                   Missing Values
+## 2563             R Programming                   Missing Values
+## 2564             R Programming                   Missing Values
+## 2565             R Programming                   Missing Values
+## 2566             R Programming                   Missing Values
+## 2567             R Programming                          Vectors
+## 2568             R Programming                          Vectors
+## 2569             R Programming                          Vectors
+## 2570             R Programming            Basic Building Blocks
+## 2571             R Programming            Basic Building Blocks
+## 2572             R Programming            Basic Building Blocks
+## 2573             R Programming            Basic Building Blocks
+## 2574             R Programming            Basic Building Blocks
+## 2575             R Programming            Basic Building Blocks
+## 2576             R Programming            Basic Building Blocks
+## 2577             R Programming            Basic Building Blocks
+## 2578             R Programming                            Logic
+## 2579             R Programming                            Logic
+## 2580             R Programming                            Logic
+## 2581             R Programming                            Logic
+## 2582             R Programming                            Logic
+## 2583             R Programming                            Logic
+## 2584             R Programming                            Logic
+## 2585             R Programming                            Logic
+## 2586             R Programming                            Logic
+## 2587             R Programming                            Logic
+## 2588             R Programming            Basic Building Blocks
+## 2589             R Programming                  Dates and Times
+## 2590             R Programming                  Dates and Times
+## 2591             R Programming                  Dates and Times
+## 2592             R Programming                  Dates and Times
+## 2593             R Programming                  Dates and Times
+## 2594             R Programming                  Dates and Times
+## 2595             R Programming                  Dates and Times
+## 2596             R Programming                  Dates and Times
+## 2597             R Programming            Basic Building Blocks
+## 2598             R Programming            Basic Building Blocks
+## 2599             R Programming                            Logic
+## 2600             R Programming                  Dates and Times
+## 2601             R Programming                  Dates and Times
+## 2602             R Programming                  Dates and Times
+## 2603             R Programming                  Dates and Times
+## 2604             R Programming                  Dates and Times
+## 2605             R Programming                  Dates and Times
+## 2606             R Programming                  Dates and Times
+## 2607             R Programming                  Dates and Times
+## 2608             R Programming            Basic Building Blocks
+## 2609             R Programming            Basic Building Blocks
+## 2610             R Programming                        Functions
+## 2611             R Programming                        Functions
+## 2612             R Programming                        Functions
+## 2613             R Programming                        Functions
+## 2614             R Programming                        Functions
+## 2615             R Programming                        Functions
+## 2616             R Programming                        Functions
+## 2617             R Programming                        Functions
+## 2618             R Programming                        Functions
+## 2619             R Programming                        Functions
+## 2620             R Programming                        Functions
+## 2621             R Programming                  Dates and Times
+## 2622             R Programming            Basic Building Blocks
+## 2623             R Programming            Basic Building Blocks
+## 2624             R Programming            Basic Building Blocks
+## 2625             R Programming            Basic Building Blocks
+## 2626             R Programming            Basic Building Blocks
+## 2627             R Programming            Basic Building Blocks
+## 2628             R Programming            Basic Building Blocks
+## 2629             R Programming            Basic Building Blocks
+## 2630             R Programming            Basic Building Blocks
+## 2631             R Programming                        Functions
+## 2632             R Programming                        Functions
+## 2633             R Programming               Subsetting Vectors
+## 2634             R Programming               Subsetting Vectors
+## 2635             R Programming               Subsetting Vectors
+## 2636             R Programming               Subsetting Vectors
+## 2637             R Programming               Subsetting Vectors
+## 2638             R Programming               Subsetting Vectors
+## 2639             R Programming               Subsetting Vectors
+## 2640             R Programming               Subsetting Vectors
+## 2641             R Programming               Subsetting Vectors
+## 2642             R Programming                            Logic
+## 2643             R Programming                            Logic
+## 2644             R Programming                            Logic
+## 2645             R Programming                            Logic
+## 2646             R Programming                            Logic
+## 2647             R Programming                            Logic
+## 2648             R Programming                            Logic
+## 2649             R Programming                            Logic
+## 2650             R Programming                            Logic
+## 2651             R Programming                            Logic
+## 2652             R Programming                            Logic
+## 2653             R Programming                            Logic
+## 2654             R Programming                            Logic
+## 2655             R Programming                            Logic
+## 2656             R Programming                            Logic
+## 2657             R Programming                            Logic
+## 2658             R Programming                            Logic
+## 2659             R Programming                            Logic
+## 2660             R Programming                            Logic
+## 2661             R Programming                            Logic
+## 2662             R Programming                            Logic
+## 2663             R Programming                            Logic
+## 2664             R Programming                            Logic
+## 2665             R Programming                            Logic
+## 2666             R Programming                          Vectors
+## 2667             R Programming                          Vectors
+## 2668             R Programming                          Vectors
+## 2669             R Programming                          Vectors
+## 2670             R Programming                          Vectors
+## 2671             R Programming                          Vectors
+## 2672             R Programming                          Vectors
+## 2673             R Programming                          Vectors
+## 2674             R Programming                          Vectors
+## 2675             R Programming                          Vectors
+## 2676             R Programming                          Vectors
+## 2677             R Programming                          Vectors
+## 2678             R Programming                          Vectors
+## 2679             R Programming                          Vectors
+## 2680             R Programming                          Vectors
+## 2681             R Programming                          Vectors
+## 2682             R Programming                          Vectors
+## 2683             R Programming                          Vectors
+## 2684             R Programming                          Vectors
+## 2685             R Programming                  Dates and Times
+## 2686             R Programming                  Dates and Times
+## 2687             R Programming                  Dates and Times
+## 2688             R Programming                  Dates and Times
+## 2689             R Programming                  Dates and Times
+## 2690             R Programming                  Dates and Times
+## 2691             R Programming                  Dates and Times
+## 2692             R Programming                  Dates and Times
+## 2693             R Programming                  Dates and Times
+## 2694             R Programming                  Dates and Times
+## 2695             R Programming                  Dates and Times
+## 2696             R Programming              Workspace and Files
+## 2697             R Programming              Workspace and Files
+## 2698             R Programming              Workspace and Files
+## 2699             R Programming              Workspace and Files
+## 2700             R Programming              Workspace and Files
+## 2701             R Programming              Workspace and Files
+## 2702             R Programming              Workspace and Files
+## 2703             R Programming              Workspace and Files
+## 2704             R Programming              Workspace and Files
+## 2705             R Programming              Workspace and Files
+## 2706             R Programming              Workspace and Files
+## 2707             R Programming              Workspace and Files
+## 2708             R Programming              Workspace and Files
+## 2709             R Programming              Workspace and Files
+## 2710             R Programming              Workspace and Files
+## 2711             R Programming              Workspace and Files
+## 2712             R Programming              Workspace and Files
+## 2713             R Programming              Workspace and Files
+## 2714             R Programming              Workspace and Files
+## 2715             R Programming              Workspace and Files
+## 2716             R Programming              Workspace and Files
+## 2717             R Programming              Workspace and Files
+## 2718             R Programming                        Functions
+## 2719             R Programming                        Functions
+## 2720             R Programming                        Functions
+## 2721             R Programming                        Functions
+## 2722             R Programming                        Functions
+## 2723             R Programming                        Functions
+## 2724             R Programming                        Functions
+## 2725             R Programming                        Functions
+## 2726             R Programming                        Functions
+## 2727             R Programming                        Functions
+## 2728             R Programming                        Functions
+## 2729             R Programming                        Functions
+## 2730             R Programming                        Functions
+## 2731             R Programming                        Functions
+## 2732             R Programming                        Functions
+## 2733             R Programming                   Missing Values
+## 2734             R Programming                   Missing Values
+## 2735             R Programming                   Missing Values
+## 2736             R Programming                   Missing Values
+## 2737             R Programming                   Missing Values
+## 2738             R Programming                   Missing Values
+## 2739             R Programming                   Missing Values
+## 2740             R Programming                   Missing Values
+## 2741             R Programming                   Missing Values
+## 2742             R Programming               Subsetting Vectors
+## 2743             R Programming               Subsetting Vectors
+## 2744             R Programming               Subsetting Vectors
+## 2745             R Programming               Subsetting Vectors
+## 2746             R Programming               Subsetting Vectors
+## 2747             R Programming               Subsetting Vectors
+## 2748             R Programming               Subsetting Vectors
+## 2749             R Programming               Subsetting Vectors
+## 2750             R Programming               Subsetting Vectors
+## 2751             R Programming               Subsetting Vectors
+## 2752             R Programming               Subsetting Vectors
+## 2753             R Programming               Subsetting Vectors
+## 2754             R Programming               Subsetting Vectors
+## 2755             R Programming               Subsetting Vectors
+## 2756             R Programming              Workspace and Files
+## 2757             R Programming                   Missing Values
+## 2758             R Programming                   Missing Values
+## 2759             R Programming                   Missing Values
+## 2760             R Programming                   Missing Values
+## 2761             R Programming                   Missing Values
+## 2762             R Programming               Subsetting Vectors
+## 2763             R Programming               Subsetting Vectors
+## 2764             R Programming               Subsetting Vectors
+## 2765             R Programming                  Dates and Times
+## 2766 Getting and Cleaning Data          Tidying Data with tidyr
+## 2767             R Programming                  Dates and Times
+## 2768             R Programming                  Dates and Times
+## 2769             R Programming                  Dates and Times
+## 2770             R Programming                  Dates and Times
+## 2771 Getting and Cleaning Data          Tidying Data with tidyr
+## 2772 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 2773 Getting and Cleaning Data          Tidying Data with tidyr
+## 2774 Getting and Cleaning Data          Tidying Data with tidyr
+## 2775 Getting and Cleaning Data          Tidying Data with tidyr
+## 2776             R Programming                  Dates and Times
+## 2777             R Programming            Basic Building Blocks
+## 2778             R Programming                  Dates and Times
+## 2779             R Programming                            Logic
+## 2780             R Programming                   Missing Values
+## 2781             R Programming            Basic Building Blocks
+## 2782 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 2783             R Programming                  Dates and Times
+## 2784 Getting and Cleaning Data          Tidying Data with tidyr
+## 2785             R Programming               Subsetting Vectors
+## 2786             R Programming                  Dates and Times
+## 2787             R Programming              Workspace and Files
+## 2788             R Programming                  Dates and Times
+## 2789             R Programming                  Dates and Times
+## 2790 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 2791             R Programming                  Dates and Times
+## 2792             R Programming                  Dates and Times
+## 2793             R Programming                          Vectors
+## 2794             R Programming               Subsetting Vectors
+## 2795 Getting and Cleaning Data          Tidying Data with tidyr
+## 2796 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 2797             R Programming                            Logic
+## 2798 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 2799 Getting and Cleaning Data          Tidying Data with tidyr
+## 2800             R Programming                   Missing Values
+## 2801 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 2802             R Programming                  Dates and Times
+## 2803 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 2804             R Programming                  Dates and Times
+## 2805 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 2806             R Programming               Subsetting Vectors
+## 2807 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2808             R Programming              Workspace and Files
+## 2809 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 2810 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 2811             R Programming                            Logic
+## 2812             R Programming                            Logic
+## 2813             R Programming                            Logic
+## 2814             R Programming                          Vectors
+## 2815             R Programming                          Vectors
+## 2816             R Programming               Subsetting Vectors
+## 2817 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2818             R Programming                            Logic
+## 2819             R Programming                          Vectors
+## 2820             R Programming              Workspace and Files
+## 2821             R Programming                  Looking at Data
+## 2822             R Programming            Basic Building Blocks
+## 2823             R Programming         Matrices and Data Frames
+## 2824 Getting and Cleaning Data          Tidying Data with tidyr
+## 2825             R Programming                   Missing Values
+## 2826             R Programming                   Missing Values
+## 2827             R Programming            Basic Building Blocks
+## 2828             R Programming                            Logic
+## 2829             R Programming               Subsetting Vectors
+## 2830             R Programming              Workspace and Files
+## 2831             R Programming              Workspace and Files
+## 2832             R Programming                  Looking at Data
+## 2833             R Programming                          Vectors
+## 2834             R Programming                          Vectors
+## 2835             R Programming                          Vectors
+## 2836             R Programming                          Vectors
+## 2837             R Programming                  Dates and Times
+## 2838             R Programming                          Vectors
+## 2839             R Programming               Subsetting Vectors
+## 2840 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 2841             R Programming               Subsetting Vectors
+## 2842             R Programming                          Vectors
+## 2843 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2844 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2845             R Programming                          Vectors
+## 2846             R Programming                          Vectors
+## 2847             R Programming                          Vectors
+## 2848             R Programming                          Vectors
+## 2849             R Programming                          Vectors
+## 2850             R Programming                            Logic
+## 2851             R Programming              Workspace and Files
+## 2852             R Programming                            Logic
+## 2853             R Programming               Subsetting Vectors
+## 2854             R Programming                          Vectors
+## 2855             R Programming                            Logic
+## 2856             R Programming              Workspace and Files
+## 2857             R Programming              Workspace and Files
+## 2858             R Programming                   Missing Values
+## 2859             R Programming                   Missing Values
+## 2860             R Programming                   Missing Values
+## 2861             R Programming                  Looking at Data
+## 2862             R Programming            Basic Building Blocks
+## 2863             R Programming                   Missing Values
+## 2864             R Programming         Matrices and Data Frames
+## 2865             R Programming         Matrices and Data Frames
+## 2866             R Programming               Subsetting Vectors
+## 2867             R Programming            Basic Building Blocks
+## 2868             R Programming            Basic Building Blocks
+## 2869             R Programming            Basic Building Blocks
+## 2870             R Programming                  Looking at Data
+## 2871             R Programming                            Logic
+## 2872             R Programming                            Logic
+## 2873             R Programming               Subsetting Vectors
+## 2874             R Programming               Subsetting Vectors
+## 2875 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 2876             R Programming               Subsetting Vectors
+## 2877             R Programming              Workspace and Files
+## 2878             R Programming              Workspace and Files
+## 2879             R Programming               Subsetting Vectors
+## 2880             R Programming               Subsetting Vectors
+## 2881             R Programming                          Vectors
+## 2882             R Programming                          Vectors
+## 2883             R Programming                            Logic
+## 2884             R Programming                   Missing Values
+## 2885             R Programming                  Looking at Data
+## 2886             R Programming                            Logic
+## 2887             R Programming                            Logic
+## 2888             R Programming              Workspace and Files
+## 2889             R Programming                   Missing Values
+## 2890             R Programming            Basic Building Blocks
+## 2891             R Programming                            Logic
+## 2892             R Programming                            Logic
+## 2893             R Programming                            Logic
+## 2894             R Programming              Workspace and Files
+## 2895             R Programming                  Looking at Data
+## 2896             R Programming                  Looking at Data
+## 2897             R Programming                  Looking at Data
+## 2898             R Programming         Matrices and Data Frames
+## 2899             R Programming         Matrices and Data Frames
+## 2900             R Programming            Basic Building Blocks
+## 2901             R Programming                  Looking at Data
+## 2902             R Programming              Workspace and Files
+## 2903             R Programming         Matrices and Data Frames
+## 2904             R Programming            Basic Building Blocks
+## 2905             R Programming            Basic Building Blocks
+## 2906 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2907 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2908 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2909             R Programming                  Looking at Data
+## 2910             R Programming         Matrices and Data Frames
+## 2911             R Programming         Matrices and Data Frames
+## 2912             R Programming         Matrices and Data Frames
+## 2913             R Programming               Subsetting Vectors
+## 2914             R Programming            Basic Building Blocks
+## 2915             R Programming               Subsetting Vectors
+## 2916             R Programming                   Missing Values
+## 2917             R Programming              Workspace and Files
+## 2918             R Programming              Workspace and Files
+## 2919             R Programming                  Looking at Data
+## 2920             R Programming                   Missing Values
+## 2921             R Programming                  Looking at Data
+## 2922             R Programming         Matrices and Data Frames
+## 2923             R Programming         Matrices and Data Frames
+## 2924             R Programming            Basic Building Blocks
+## 2925             R Programming         Matrices and Data Frames
+## 2926 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2927             R Programming              Workspace and Files
+## 2928             R Programming                   Missing Values
+## 2929             R Programming            Basic Building Blocks
+## 2930             R Programming                  Looking at Data
+## 2931 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2932 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2933             R Programming                  Looking at Data
+## 2934             R Programming         Matrices and Data Frames
+## 2935             R Programming                  Looking at Data
+## 2936             R Programming            Basic Building Blocks
+## 2937 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2938             R Programming                   Missing Values
+## 2939 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2940 Getting and Cleaning Data     Manipulating Data with dplyr
+## 2941             R Programming                        Functions
+## 2942             R Programming                        Functions
+## 2943             R Programming                        Functions
+## 2944             R Programming                        Functions
+## 2945             R Programming                        Functions
+## 2946             R Programming                        Functions
+## 2947             R Programming                        Functions
+## 2948             R Programming                        Functions
+## 2949             R Programming                        Functions
+## 2950             R Programming                        Functions
+## 2951             R Programming                        Functions
+## 2952             R Programming                        Functions
+## 2953             R Programming                        Functions
+## 2954             R Programming                        Functions
+## 2955             R Programming                        Functions
+## 2956             R Programming                        Functions
+## 2957             R Programming                        Functions
+## 2958             R Programming                          Vectors
+## 2959             R Programming                          Vectors
+## 2960             R Programming                          Vectors
+## 2961             R Programming                          Vectors
+## 2962             R Programming                   Missing Values
+## 2963             R Programming                   Missing Values
+## 2964             R Programming                   Missing Values
+## 2965             R Programming                   Missing Values
+## 2966             R Programming                   Missing Values
+## 2967             R Programming                          Vectors
+## 2968             R Programming                          Vectors
+## 2969             R Programming                          Vectors
+## 2970             R Programming                          Vectors
+## 2971             R Programming                          Vectors
+## 2972             R Programming                   Missing Values
+## 2973             R Programming                   Missing Values
+## 2974             R Programming                          Vectors
+## 2975             R Programming                          Vectors
+## 2976             R Programming                          Vectors
+## 2977             R Programming                          Vectors
+## 2978             R Programming                   Missing Values
+## 2979             R Programming                   Missing Values
+## 2980             R Programming                   Missing Values
+## 2981             R Programming                   Missing Values
+## 2982             R Programming                   Missing Values
+## 2983             R Programming                   Missing Values
+## 2984             R Programming               Subsetting Vectors
+## 2985             R Programming               Subsetting Vectors
+## 2986             R Programming               Subsetting Vectors
+## 2987             R Programming               Subsetting Vectors
+## 2988             R Programming               Subsetting Vectors
+## 2989             R Programming               Subsetting Vectors
+## 2990             R Programming                            Logic
+## 2991             R Programming                            Logic
+## 2992             R Programming                            Logic
+## 2993             R Programming                            Logic
+## 2994             R Programming                            Logic
+## 2995             R Programming                            Logic
+## 2996             R Programming                            Logic
+## 2997             R Programming                            Logic
+## 2998             R Programming                            Logic
+## 2999             R Programming                   Missing Values
+## 3000             R Programming               Subsetting Vectors
+## 3001             R Programming               Subsetting Vectors
+## 3002             R Programming               Subsetting Vectors
+## 3003             R Programming               Subsetting Vectors
+## 3004             R Programming               Subsetting Vectors
+## 3005             R Programming               Subsetting Vectors
+## 3006             R Programming               Subsetting Vectors
+## 3007             R Programming               Subsetting Vectors
+## 3008             R Programming               Subsetting Vectors
+## 3009             R Programming               Subsetting Vectors
+## 3010             R Programming               Subsetting Vectors
+## 3011             R Programming               Subsetting Vectors
+## 3012             R Programming               Subsetting Vectors
+## 3013             R Programming               Subsetting Vectors
+## 3014             R Programming               Subsetting Vectors
+## 3015             R Programming               Subsetting Vectors
+## 3016             R Programming               Subsetting Vectors
+## 3017             R Programming               Subsetting Vectors
+## 3018             R Programming               Subsetting Vectors
+## 3019             R Programming               Subsetting Vectors
+## 3020             R Programming                            Logic
+## 3021             R Programming                            Logic
+## 3022             R Programming                  Dates and Times
+## 3023             R Programming                  Dates and Times
+## 3024             R Programming                  Dates and Times
+## 3025             R Programming                  Dates and Times
+## 3026             R Programming                  Dates and Times
+## 3027             R Programming                  Dates and Times
+## 3028             R Programming                  Dates and Times
+## 3029             R Programming                  Dates and Times
+## 3030             R Programming                  Dates and Times
+## 3031             R Programming                  Dates and Times
+## 3032             R Programming                  Dates and Times
+## 3033             R Programming                  Dates and Times
+## 3034             R Programming                  Dates and Times
+## 3035             R Programming                  Dates and Times
+## 3036             R Programming                  Dates and Times
+## 3037             R Programming                  Dates and Times
+## 3038             R Programming                  Dates and Times
+## 3039             R Programming                  Dates and Times
+## 3040             R Programming                  Dates and Times
+## 3041             R Programming                  Dates and Times
+## 3042             R Programming                  Dates and Times
+## 3043             R Programming                  Dates and Times
+## 3044             R Programming                  Dates and Times
+## 3045             R Programming                  Dates and Times
+## 3046             R Programming                  Dates and Times
+## 3047             R Programming                  Dates and Times
+## 3048             R Programming                  Dates and Times
+## 3049             R Programming                  Dates and Times
+## 3050             R Programming                        Functions
+## 3051             R Programming                        Functions
+## 3052             R Programming                        Functions
+## 3053             R Programming                        Functions
+## 3054             R Programming                        Functions
+## 3055             R Programming                        Functions
+## 3056             R Programming                        Functions
+## 3057             R Programming                        Functions
+## 3058             R Programming                        Functions
+## 3059             R Programming                        Functions
+## 3060             R Programming                        Functions
+## 3061             R Programming                        Functions
+## 3062             R Programming                        Functions
+## 3063             R Programming                        Functions
+## 3064             R Programming                        Functions
+## 3065             R Programming                        Functions
+## 3066             R Programming                        Functions
+## 3067             R Programming                        Functions
+## 3068             R Programming                        Functions
+## 3069             R Programming                        Functions
+## 3070             R Programming                        Functions
+## 3071             R Programming                        Functions
+## 3072             R Programming                        Functions
+## 3073             R Programming                        Functions
+## 3074             R Programming                        Functions
+## 3075             R Programming                        Functions
+## 3076             R Programming                        Functions
+## 3077             R Programming                        Functions
+## 3078             R Programming         Matrices and Data Frames
+## 3079             R Programming         Matrices and Data Frames
+## 3080             R Programming         Matrices and Data Frames
+## 3081             R Programming         Matrices and Data Frames
+## 3082             R Programming         Matrices and Data Frames
+## 3083             R Programming         Matrices and Data Frames
+## 3084             R Programming         Matrices and Data Frames
+## 3085             R Programming         Matrices and Data Frames
+## 3086             R Programming         Matrices and Data Frames
+## 3087             R Programming         Matrices and Data Frames
+## 3088             R Programming         Matrices and Data Frames
+## 3089             R Programming         Matrices and Data Frames
+## 3090             R Programming         Matrices and Data Frames
+## 3091             R Programming         Matrices and Data Frames
+## 3092             R Programming         Matrices and Data Frames
+## 3093             R Programming         Matrices and Data Frames
+## 3094             R Programming         Matrices and Data Frames
+## 3095             R Programming         Matrices and Data Frames
+## 3096             R Programming         Matrices and Data Frames
+## 3097             R Programming         Matrices and Data Frames
+## 3098             R Programming         Matrices and Data Frames
+## 3099             R Programming         Matrices and Data Frames
+## 3100             R Programming         Matrices and Data Frames
+## 3101             R Programming                            Logic
+## 3102             R Programming                            Logic
+## 3103             R Programming                            Logic
+## 3104             R Programming                            Logic
+## 3105             R Programming                            Logic
+## 3106             R Programming                            Logic
+## 3107             R Programming                            Logic
+## 3108             R Programming                            Logic
+## 3109             R Programming                            Logic
+## 3110             R Programming                            Logic
+## 3111             R Programming                            Logic
+## 3112             R Programming                            Logic
+## 3113             R Programming                            Logic
+## 3114             R Programming                            Logic
+## 3115             R Programming                            Logic
+## 3116             R Programming                            Logic
+## 3117             R Programming                            Logic
+## 3118             R Programming                            Logic
+## 3119             R Programming                            Logic
+## 3120             R Programming                            Logic
+## 3121             R Programming                            Logic
+## 3122             R Programming                            Logic
+## 3123             R Programming                            Logic
+## 3124             R Programming                            Logic
+## 3125             R Programming                          Vectors
+## 3126             R Programming                          Vectors
+## 3127             R Programming                          Vectors
+## 3128             R Programming                          Vectors
+## 3129             R Programming                          Vectors
+## 3130             R Programming                          Vectors
+## 3131 Exploratory_Data_Analysis                 Plotting_Systems
+## 3132 Exploratory_Data_Analysis                 Plotting_Systems
+## 3133 Exploratory_Data_Analysis                 Plotting_Systems
+## 3134 Exploratory_Data_Analysis                 Plotting_Systems
+## 3135 Exploratory_Data_Analysis                 Plotting_Systems
+## 3136 Exploratory_Data_Analysis                 Plotting_Systems
+## 3137 Exploratory_Data_Analysis                 Plotting_Systems
+## 3138 Exploratory_Data_Analysis                 Plotting_Systems
+## 3139 Exploratory_Data_Analysis                 Plotting_Systems
+## 3140 Exploratory_Data_Analysis                 Plotting_Systems
+## 3141 Exploratory_Data_Analysis                 Plotting_Systems
+## 3142 Exploratory_Data_Analysis                 Plotting_Systems
+## 3143 Exploratory_Data_Analysis                 Plotting_Systems
+## 3144 Exploratory_Data_Analysis                 Plotting_Systems
+## 3145 Exploratory_Data_Analysis                 Plotting_Systems
+## 3146 Exploratory_Data_Analysis                 Plotting_Systems
+## 3147 Exploratory_Data_Analysis                 Plotting_Systems
+## 3148 Exploratory_Data_Analysis                 Plotting_Systems
+## 3149 Exploratory_Data_Analysis                 Plotting_Systems
+## 3150 Exploratory_Data_Analysis                 Plotting_Systems
+## 3151 Exploratory_Data_Analysis                 Plotting_Systems
+## 3152 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3153 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3154 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3155 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3156 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3157 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3158 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3159 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3160 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3161 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3162 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3163 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3164 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3165 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3166 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3167 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3168 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3169 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3170 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3171 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3172 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3173 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3174 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3175 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3176 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3177 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3178 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3179 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3180 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3181 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3182 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3183 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3184 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3185 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3186 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3187 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3188 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3189 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3190 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3191 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3192 Exploratory_Data_Analysis             Base_Plotting_System
+## 3193 Exploratory_Data_Analysis             Base_Plotting_System
+## 3194 Exploratory_Data_Analysis             Base_Plotting_System
+## 3195 Exploratory_Data_Analysis             Base_Plotting_System
+## 3196 Exploratory_Data_Analysis             Base_Plotting_System
+## 3197 Exploratory_Data_Analysis             Base_Plotting_System
+## 3198 Exploratory_Data_Analysis             Base_Plotting_System
+## 3199 Exploratory_Data_Analysis             Base_Plotting_System
+## 3200 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3201 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3202 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3203 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3204 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3205 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3206 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3207 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3208 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3209 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3210 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3211 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3212             R Programming                  Looking at Data
+## 3213             R Programming                  Looking at Data
+## 3214             R Programming                  Looking at Data
+## 3215 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3216 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3217 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3218 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3219 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3220 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3221 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3222 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3223 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3224 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3225 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3226 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3227 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3228 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3229 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3230 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3231 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3232 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3233 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 3234 Exploratory_Data_Analysis             Base_Plotting_System
+## 3235 Exploratory_Data_Analysis             Base_Plotting_System
+## 3236 Exploratory_Data_Analysis             Base_Plotting_System
+## 3237 Exploratory_Data_Analysis             Base_Plotting_System
+## 3238 Exploratory_Data_Analysis             Base_Plotting_System
+## 3239 Exploratory_Data_Analysis             Base_Plotting_System
+## 3240 Exploratory_Data_Analysis             Base_Plotting_System
+## 3241 Exploratory_Data_Analysis             Base_Plotting_System
+## 3242 Exploratory_Data_Analysis             Base_Plotting_System
+## 3243 Exploratory_Data_Analysis             Base_Plotting_System
+## 3244 Exploratory_Data_Analysis             Base_Plotting_System
+## 3245 Exploratory_Data_Analysis             Base_Plotting_System
+## 3246 Exploratory_Data_Analysis             Base_Plotting_System
+## 3247 Exploratory_Data_Analysis             Base_Plotting_System
+## 3248 Exploratory_Data_Analysis             Base_Plotting_System
+## 3249 Exploratory_Data_Analysis             Base_Plotting_System
+## 3250             R Programming                  Looking at Data
+## 3251             R Programming                  Looking at Data
+## 3252             R Programming                  Looking at Data
+## 3253             R Programming                  Looking at Data
+## 3254             R Programming                  Looking at Data
+## 3255             R Programming                  Looking at Data
+## 3256             R Programming                  Looking at Data
+## 3257             R Programming                  Looking at Data
+## 3258             R Programming                  Looking at Data
+## 3259             R Programming                  Looking at Data
+## 3260             R Programming                  Looking at Data
+## 3261             R Programming                  Looking at Data
+## 3262 Exploratory_Data_Analysis             Base_Plotting_System
+## 3263 Exploratory_Data_Analysis             Base_Plotting_System
+## 3264 Exploratory_Data_Analysis             Base_Plotting_System
+## 3265 Exploratory_Data_Analysis             Base_Plotting_System
+## 3266 Exploratory_Data_Analysis             Base_Plotting_System
+## 3267 Exploratory_Data_Analysis             Base_Plotting_System
+## 3268 Exploratory_Data_Analysis             Base_Plotting_System
+## 3269 Exploratory_Data_Analysis               Clustering_Example
+## 3270 Exploratory_Data_Analysis               Clustering_Example
+## 3271 Exploratory_Data_Analysis               Clustering_Example
+## 3272 Exploratory_Data_Analysis               Clustering_Example
+## 3273 Exploratory_Data_Analysis               Clustering_Example
+## 3274 Exploratory_Data_Analysis               Clustering_Example
+## 3275 Exploratory_Data_Analysis               Clustering_Example
+## 3276 Exploratory_Data_Analysis               Clustering_Example
+## 3277 Exploratory_Data_Analysis               Clustering_Example
+## 3278 Exploratory_Data_Analysis               Clustering_Example
+## 3279 Exploratory_Data_Analysis               Clustering_Example
+## 3280 Exploratory_Data_Analysis               Clustering_Example
+## 3281 Exploratory_Data_Analysis               Clustering_Example
+## 3282 Exploratory_Data_Analysis               Clustering_Example
+## 3283 Exploratory_Data_Analysis               Clustering_Example
+## 3284 Exploratory_Data_Analysis               Clustering_Example
+## 3285 Exploratory_Data_Analysis               Clustering_Example
+## 3286 Exploratory_Data_Analysis               Clustering_Example
+## 3287 Exploratory_Data_Analysis             Base_Plotting_System
+## 3288 Exploratory_Data_Analysis             Base_Plotting_System
+## 3289 Exploratory_Data_Analysis             Base_Plotting_System
+## 3290 Exploratory_Data_Analysis             Base_Plotting_System
+## 3291 Exploratory_Data_Analysis             Base_Plotting_System
+## 3292 Exploratory_Data_Analysis             Base_Plotting_System
+## 3293 Exploratory_Data_Analysis             Base_Plotting_System
+## 3294 Exploratory_Data_Analysis             Base_Plotting_System
+## 3295 Exploratory_Data_Analysis             Base_Plotting_System
+## 3296 Exploratory_Data_Analysis             Base_Plotting_System
+## 3297 Exploratory_Data_Analysis               Clustering_Example
+## 3298 Exploratory_Data_Analysis               Clustering_Example
+## 3299 Exploratory_Data_Analysis               Clustering_Example
+## 3300 Exploratory_Data_Analysis               Clustering_Example
+## 3301 Exploratory_Data_Analysis               Clustering_Example
+## 3302 Exploratory_Data_Analysis               Clustering_Example
+## 3303 Exploratory_Data_Analysis               Clustering_Example
+## 3304 Exploratory_Data_Analysis               Clustering_Example
+## 3305 Exploratory_Data_Analysis               Clustering_Example
+## 3306 Exploratory_Data_Analysis               Clustering_Example
+## 3307 Exploratory_Data_Analysis               Clustering_Example
+## 3308 Exploratory_Data_Analysis               Clustering_Example
+## 3309 Exploratory_Data_Analysis               Clustering_Example
+## 3310 Exploratory_Data_Analysis               Clustering_Example
+## 3311 Exploratory_Data_Analysis               Clustering_Example
+## 3312 Exploratory_Data_Analysis               Clustering_Example
+## 3313 Exploratory_Data_Analysis               Clustering_Example
+## 3314 Exploratory_Data_Analysis               Clustering_Example
+## 3315 Exploratory_Data_Analysis               Clustering_Example
+## 3316 Exploratory_Data_Analysis               Clustering_Example
+## 3317 Exploratory_Data_Analysis               Clustering_Example
+## 3318 Exploratory_Data_Analysis               Clustering_Example
+## 3319             R Programming            Basic Building Blocks
+## 3320             R Programming            Basic Building Blocks
+## 3321             R Programming                            Logic
+## 3322             R Programming                        Functions
+## 3323             R Programming                  Dates and Times
+## 3324             R Programming            Basic Building Blocks
+## 3325             R Programming                        Functions
+## 3326             R Programming                            Logic
+## 3327             R Programming            Basic Building Blocks
+## 3328             R Programming                        Functions
+## 3329             R Programming            Basic Building Blocks
+## 3330             R Programming            Basic Building Blocks
+## 3331             R Programming                            Logic
+## 3332             R Programming               Subsetting Vectors
+## 3333             R Programming            Basic Building Blocks
+## 3334             R Programming                  Dates and Times
+## 3335             R Programming               Subsetting Vectors
+## 3336             R Programming              Workspace and Files
+## 3337             R Programming              Workspace and Files
+## 3338             R Programming               Subsetting Vectors
+## 3339             R Programming                  Dates and Times
+## 3340             R Programming              Workspace and Files
+## 3341             R Programming               Subsetting Vectors
+## 3342             R Programming                        Functions
+## 3343             R Programming              Workspace and Files
+## 3344             R Programming              Workspace and Files
+## 3345             R Programming                          Vectors
+## 3346             R Programming                        Functions
+## 3347             R Programming               Subsetting Vectors
+## 3348             R Programming                  Dates and Times
+## 3349             R Programming                  Dates and Times
+## 3350             R Programming                          Vectors
+## 3351             R Programming                  Dates and Times
+## 3352             R Programming                  Dates and Times
+## 3353             R Programming            Basic Building Blocks
+## 3354             R Programming               Subsetting Vectors
+## 3355             R Programming               Subsetting Vectors
+## 3356             R Programming              Workspace and Files
+## 3357             R Programming                            Logic
+## 3358             R Programming                            Logic
+## 3359             R Programming                            Logic
+## 3360             R Programming              Workspace and Files
+## 3361             R Programming              Workspace and Files
+## 3362             R Programming                  Dates and Times
+## 3363             R Programming               Subsetting Vectors
+## 3364             R Programming               Subsetting Vectors
+## 3365             R Programming               Subsetting Vectors
+## 3366             R Programming                        Functions
+## 3367             R Programming                          Vectors
+## 3368             R Programming                            Logic
+## 3369             R Programming                            Logic
+## 3370             R Programming                            Logic
+## 3371             R Programming                        Functions
+## 3372             R Programming                  Dates and Times
+## 3373             R Programming                  Dates and Times
+## 3374             R Programming                  Dates and Times
+## 3375             R Programming            Basic Building Blocks
+## 3376             R Programming                        Functions
+## 3377             R Programming                        Functions
+## 3378             R Programming                          Vectors
+## 3379             R Programming                          Vectors
+## 3380             R Programming                          Vectors
+## 3381             R Programming               Subsetting Vectors
+## 3382             R Programming               Subsetting Vectors
+## 3383             R Programming               Subsetting Vectors
+## 3384             R Programming              Workspace and Files
+## 3385             R Programming              Workspace and Files
+## 3386             R Programming              Workspace and Files
+## 3387             R Programming              Workspace and Files
+## 3388             R Programming                            Logic
+## 3389             R Programming                  Dates and Times
+## 3390             R Programming                            Logic
+## 3391             R Programming              Workspace and Files
+## 3392             R Programming                        Functions
+## 3393             R Programming                  Dates and Times
+## 3394             R Programming                  Dates and Times
+## 3395             R Programming                  Dates and Times
+## 3396             R Programming                            Logic
+## 3397             R Programming                            Logic
+## 3398             R Programming                            Logic
+## 3399             R Programming                            Logic
+## 3400             R Programming                            Logic
+## 3401             R Programming                            Logic
+## 3402             R Programming                            Logic
+## 3403             R Programming                        Functions
+## 3404             R Programming                        Functions
+## 3405             R Programming                          Vectors
+## 3406             R Programming                          Vectors
+## 3407             R Programming                          Vectors
+## 3408             R Programming              Workspace and Files
+## 3409             R Programming              Workspace and Files
+## 3410             R Programming              Workspace and Files
+## 3411             R Programming              Workspace and Files
+## 3412             R Programming                            Logic
+## 3413             R Programming                  Dates and Times
+## 3414             R Programming                          Vectors
+## 3415             R Programming              Workspace and Files
+## 3416             R Programming              Workspace and Files
+## 3417             R Programming              Workspace and Files
+## 3418             R Programming              Workspace and Files
+## 3419             R Programming                            Logic
+## 3420             R Programming                        Functions
+## 3421             R Programming                        Functions
+## 3422             R Programming                            Logic
+## 3423             R Programming                            Logic
+## 3424             R Programming                          Vectors
+## 3425             R Programming                          Vectors
+## 3426             R Programming                        Functions
+## 3427             R Programming            Basic Building Blocks
+## 3428             R Programming            Basic Building Blocks
+## 3429             R Programming            Basic Building Blocks
+## 3430             R Programming            Basic Building Blocks
+## 3431             R Programming                          Vectors
+## 3432             R Programming                          Vectors
+## 3433             R Programming                          Vectors
+## 3434             R Programming                          Vectors
+## 3435             R Programming                          Vectors
+## 3436             R Programming                          Vectors
+## 3437             R Programming                          Vectors
+## 3438             R Programming            Basic Building Blocks
+## 3439             R Programming                   Missing Values
+## 3440             R Programming                   Missing Values
+## 3441             R Programming                        Functions
+## 3442             R Programming                            Logic
+## 3443             R Programming                        Functions
+## 3444             R Programming                        Functions
+## 3445             R Programming                   Missing Values
+## 3446             R Programming                   Missing Values
+## 3447             R Programming                   Missing Values
+## 3448             R Programming                  Dates and Times
+## 3449             R Programming                            Logic
+## 3450             R Programming            Basic Building Blocks
+## 3451             R Programming              Workspace and Files
+## 3452             R Programming               Subsetting Vectors
+## 3453             R Programming               Subsetting Vectors
+## 3454             R Programming                            Logic
+## 3455             R Programming                        Functions
+## 3456             R Programming                            Logic
+## 3457             R Programming                            Logic
+## 3458             R Programming                            Logic
+## 3459             R Programming                  Dates and Times
+## 3460             R Programming            Basic Building Blocks
+## 3461             R Programming                        Functions
+## 3462             R Programming                            Logic
+## 3463             R Programming                  Dates and Times
+## 3464             R Programming                            Logic
+## 3465             R Programming                            Logic
+## 3466             R Programming               Subsetting Vectors
+## 3467             R Programming                        Functions
+## 3468             R Programming                        Functions
+## 3469             R Programming            Basic Building Blocks
+## 3470             R Programming            Basic Building Blocks
+## 3471             R Programming            Basic Building Blocks
+## 3472             R Programming                            Logic
+## 3473             R Programming                  Dates and Times
+## 3474             R Programming              Workspace and Files
+## 3475             R Programming               Subsetting Vectors
+## 3476             R Programming            Basic Building Blocks
+## 3477             R Programming                        Functions
+## 3478             R Programming            Basic Building Blocks
+## 3479             R Programming            Basic Building Blocks
+## 3480             R Programming                        Functions
+## 3481             R Programming               Subsetting Vectors
+## 3482             R Programming               Subsetting Vectors
+## 3483             R Programming                   Missing Values
+## 3484             R Programming               Subsetting Vectors
+## 3485             R Programming                        Functions
+## 3486             R Programming                  Dates and Times
+## 3487             R Programming                  Dates and Times
+## 3488             R Programming                            Logic
+## 3489             R Programming                  Dates and Times
+## 3490             R Programming                  Dates and Times
+## 3491             R Programming                        Functions
+## 3492             R Programming                  Dates and Times
+## 3493             R Programming               Subsetting Vectors
+## 3494             R Programming               Subsetting Vectors
+## 3495             R Programming               Subsetting Vectors
+## 3496             R Programming                            Logic
+## 3497             R Programming                        Functions
+## 3498             R Programming                   Missing Values
+## 3499             R Programming                        Functions
+## 3500             R Programming                   Missing Values
+## 3501             R Programming                            Logic
+## 3502             R Programming                   Missing Values
+## 3503             R Programming                   Missing Values
+## 3504             R Programming               Subsetting Vectors
+## 3505             R Programming                   Missing Values
+## 3506             R Programming                  Dates and Times
+## 3507             R Programming                  Dates and Times
+## 3508             R Programming                   Missing Values
+## 3509             R Programming                   Missing Values
+## 3510             R Programming               Subsetting Vectors
+## 3511             R Programming                   Missing Values
+## 3512             R Programming               Subsetting Vectors
+## 3513             R Programming                  Dates and Times
+## 3514             R Programming              Workspace and Files
+## 3515             R Programming              Workspace and Files
+## 3516             R Programming                            Logic
+## 3517             R Programming                   Missing Values
+## 3518             R Programming                            Logic
+## 3519             R Programming               Subsetting Vectors
+## 3520             R Programming              Workspace and Files
+## 3521             R Programming                   Missing Values
+## 3522             R Programming              Workspace and Files
+## 3523             R Programming                            Logic
+## 3524             R Programming                  Dates and Times
+## 3525             R Programming                            Logic
+## 3526             R Programming                   Missing Values
+## 3527             R Programming                            Logic
+## 3528             R Programming                        Functions
+## 3529             R Programming                          Vectors
+## 3530             R Programming               Subsetting Vectors
+## 3531             R Programming            Basic Building Blocks
+## 3532             R Programming               Subsetting Vectors
+## 3533             R Programming               Subsetting Vectors
+## 3534             R Programming              Workspace and Files
+## 3535             R Programming              Workspace and Files
+## 3536             R Programming                            Logic
+## 3537             R Programming              Workspace and Files
+## 3538             R Programming               Subsetting Vectors
+## 3539             R Programming              Workspace and Files
+## 3540             R Programming               Subsetting Vectors
+## 3541             R Programming            Basic Building Blocks
+## 3542             R Programming            Basic Building Blocks
+## 3543             R Programming              Workspace and Files
+## 3544             R Programming               Subsetting Vectors
+## 3545             R Programming                            Logic
+## 3546             R Programming               Subsetting Vectors
+## 3547             R Programming               Subsetting Vectors
+## 3548             R Programming            Basic Building Blocks
+## 3549             R Programming               Subsetting Vectors
+## 3550             R Programming               Subsetting Vectors
+## 3551             R Programming                  Dates and Times
+## 3552             R Programming                          Vectors
+## 3553             R Programming                          Vectors
+## 3554             R Programming            Basic Building Blocks
+## 3555             R Programming                            Logic
+## 3556             R Programming              Workspace and Files
+## 3557             R Programming              Workspace and Files
+## 3558             R Programming            Basic Building Blocks
+## 3559             R Programming            Basic Building Blocks
+## 3560             R Programming                        Functions
+## 3561             R Programming                        Functions
+## 3562             R Programming               Subsetting Vectors
+## 3563             R Programming                  Dates and Times
+## 3564             R Programming            Basic Building Blocks
+## 3565             R Programming               Subsetting Vectors
+## 3566             R Programming                        Functions
+## 3567             R Programming                        Functions
+## 3568             R Programming                          Vectors
+## 3569             R Programming                        Functions
+## 3570             R Programming              Workspace and Files
+## 3571             R Programming              Workspace and Files
+## 3572             R Programming            Basic Building Blocks
+## 3573             R Programming                        Functions
+## 3574             R Programming                  Dates and Times
+## 3575             R Programming                  Dates and Times
+## 3576             R Programming                          Vectors
+## 3577             R Programming                            Logic
+## 3578             R Programming                            Logic
+## 3579             R Programming              Workspace and Files
+## 3580             R Programming              Workspace and Files
+## 3581             R Programming              Workspace and Files
+## 3582             R Programming               Subsetting Vectors
+## 3583             R Programming                          Vectors
+## 3584             R Programming                          Vectors
+## 3585             R Programming                            Logic
+## 3586             R Programming                          Vectors
+## 3587             R Programming                          Vectors
+## 3588             R Programming                            Logic
+## 3589             R Programming                          Vectors
+## 3590             R Programming                          Vectors
+## 3591             R Programming                          Vectors
+## 3592             R Programming                        Functions
+## 3593             R Programming                        Functions
+## 3594             R Programming                          Vectors
+## 3595             R Programming                  Dates and Times
+## 3596             R Programming            Basic Building Blocks
+## 3597             R Programming            Basic Building Blocks
+## 3598             R Programming            Basic Building Blocks
+## 3599             R Programming            Basic Building Blocks
+## 3600             R Programming                            Logic
+## 3601             R Programming                            Logic
+## 3602             R Programming                            Logic
+## 3603             R Programming                          Vectors
+## 3604             R Programming                        Functions
+## 3605             R Programming                   Missing Values
+## 3606             R Programming                   Missing Values
+## 3607             R Programming                            Logic
+## 3608             R Programming                            Logic
+## 3609             R Programming                        Functions
+## 3610             R Programming               Subsetting Vectors
+## 3611             R Programming                   Missing Values
+## 3612             R Programming                            Logic
+## 3613             R Programming                            Logic
+## 3614             R Programming                            Logic
+## 3615             R Programming                            Logic
+## 3616             R Programming                            Logic
+## 3617             R Programming              Workspace and Files
+## 3618             R Programming              Workspace and Files
+## 3619             R Programming                          Vectors
+## 3620             R Programming               Subsetting Vectors
+## 3621             R Programming               Subsetting Vectors
+## 3622             R Programming              Workspace and Files
+## 3623             R Programming               Subsetting Vectors
+## 3624             R Programming               Subsetting Vectors
+## 3625             R Programming                          Vectors
+## 3626             R Programming                            Logic
+## 3627             R Programming                            Logic
+## 3628             R Programming                            Logic
+## 3629             R Programming              Workspace and Files
+## 3630             R Programming                        Functions
+## 3631             R Programming                        Functions
+## 3632             R Programming                        Functions
+## 3633             R Programming                        Functions
+## 3634             R Programming                        Functions
+## 3635             R Programming                   Missing Values
+## 3636             R Programming                  Dates and Times
+## 3637             R Programming                          Vectors
+## 3638             R Programming               Subsetting Vectors
+## 3639             R Programming                          Vectors
+## 3640             R Programming                   Missing Values
+## 3641             R Programming                            Logic
+## 3642             R Programming                          Vectors
+## 3643             R Programming                            Logic
+## 3644             R Programming               Subsetting Vectors
+## 3645             R Programming                          Vectors
+## 3646             R Programming                          Vectors
+## 3647             R Programming                          Vectors
+## 3648             R Programming                          Vectors
+## 3649             R Programming                        Functions
+## 3650             R Programming               Subsetting Vectors
+## 3651             R Programming            Basic Building Blocks
+## 3652             R Programming                            Logic
+## 3653             R Programming                            Logic
+## 3654             R Programming                          Vectors
+## 3655             R Programming                          Vectors
+## 3656             R Programming                          Vectors
+## 3657             R Programming               Subsetting Vectors
+## 3658             R Programming                            Logic
+## 3659             R Programming                          Vectors
+## 3660             R Programming                          Vectors
+## 3661             R Programming                          Vectors
+## 3662             R Programming                          Vectors
+## 3663             R Programming              Workspace and Files
+## 3664             R Programming                   Missing Values
+## 3665             R Programming                   Missing Values
+## 3666             R Programming                  Dates and Times
+## 3667             R Programming            Basic Building Blocks
+## 3668             R Programming                          Vectors
+## 3669             R Programming                          Vectors
+## 3670             R Programming            Basic Building Blocks
+## 3671             R Programming              Workspace and Files
+## 3672             R Programming                        Functions
+## 3673             R Programming                  Dates and Times
+## 3674             R Programming                   Missing Values
+## 3675             R Programming                   Missing Values
+## 3676             R Programming                   Missing Values
+## 3677             R Programming               Subsetting Vectors
+## 3678             R Programming                            Logic
+## 3679             R Programming                        Functions
+## 3680             R Programming                        Functions
+## 3681             R Programming                        Functions
+## 3682             R Programming                        Functions
+## 3683             R Programming              Workspace and Files
+## 3684             R Programming                  Dates and Times
+## 3685             R Programming                          Vectors
+## 3686             R Programming                          Vectors
+## 3687             R Programming                          Vectors
+## 3688             R Programming            Basic Building Blocks
+## 3689             R Programming            Basic Building Blocks
+## 3690             R Programming               Subsetting Vectors
+## 3691             R Programming                  Dates and Times
+## 3692             R Programming                            Logic
+## 3693             R Programming                            Logic
+## 3694             R Programming                            Logic
+## 3695             R Programming                        Functions
+## 3696             R Programming                          Vectors
+## 3697             R Programming                        Functions
+## 3698             R Programming                          Vectors
+## 3699             R Programming            Basic Building Blocks
+## 3700             R Programming                  Dates and Times
+## 3701             R Programming                  Dates and Times
+## 3702             R Programming                        Functions
+## 3703             R Programming                            Logic
+## 3704             R Programming                        Functions
+## 3705             R Programming                  Dates and Times
+## 3706             R Programming                  Dates and Times
+## 3707             R Programming                  Dates and Times
+## 3708             R Programming                  Dates and Times
+## 3709             R Programming                          Vectors
+## 3710             R Programming                        Functions
+## 3711             R Programming                  Dates and Times
+## 3712             R Programming                   Missing Values
+## 3713             R Programming               Subsetting Vectors
+## 3714             R Programming                  Dates and Times
+## 3715             R Programming                  Dates and Times
+## 3716             R Programming                  Dates and Times
+## 3717             R Programming            Basic Building Blocks
+## 3718             R Programming            Basic Building Blocks
+## 3719             R Programming                  Dates and Times
+## 3720             R Programming            Basic Building Blocks
+## 3721             R Programming                  Dates and Times
+## 3722             R Programming                        Functions
+## 3723             R Programming                  Dates and Times
+## 3724             R Programming                  Dates and Times
+## 3725             R Programming                  Dates and Times
+## 3726             R Programming                  Dates and Times
+## 3727             R Programming                  Dates and Times
+## 3728             R Programming                            Logic
+## 3729             R Programming            Basic Building Blocks
+## 3730             R Programming                            Logic
+## 3731             R Programming                            Logic
+## 3732             R Programming            Basic Building Blocks
+## 3733             R Programming                            Logic
+## 3734             R Programming                            Logic
+## 3735             R Programming                            Logic
+## 3736             R Programming              Workspace and Files
+## 3737             R Programming              Workspace and Files
+## 3738             R Programming              Workspace and Files
+## 3739             R Programming              Workspace and Files
+## 3740             R Programming                          Vectors
+## 3741             R Programming            Basic Building Blocks
+## 3742             R Programming                            Logic
+## 3743             R Programming                            Logic
+## 3744             R Programming              Workspace and Files
+## 3745             R Programming                            Logic
+## 3746             R Programming                            Logic
+## 3747             R Programming            Basic Building Blocks
+## 3748             R Programming                  Dates and Times
+## 3749             R Programming              Workspace and Files
+## 3750             R Programming                          Vectors
+## 3751             R Programming                          Vectors
+## 3752             R Programming              Workspace and Files
+## 3753             R Programming            Basic Building Blocks
+## 3754             R Programming            Basic Building Blocks
+## 3755             R Programming                          Vectors
+## 3756             R Programming               Subsetting Vectors
+## 3757             R Programming                   Missing Values
+## 3758             R Programming            Basic Building Blocks
+## 3759             R Programming            Basic Building Blocks
+## 3760             R Programming            Basic Building Blocks
+## 3761             R Programming                  Dates and Times
+## 3762             R Programming                  Dates and Times
+## 3763             R Programming            Basic Building Blocks
+## 3764             R Programming                  Dates and Times
+## 3765             R Programming                  Dates and Times
+## 3766             R Programming                            Logic
+## 3767             R Programming                  Dates and Times
+## 3768             R Programming               Subsetting Vectors
+## 3769             R Programming               Subsetting Vectors
+## 3770             R Programming                   Missing Values
+## 3771             R Programming            Basic Building Blocks
+## 3772             R Programming                  Dates and Times
+## 3773             R Programming            Basic Building Blocks
+## 3774             R Programming                  Dates and Times
+## 3775             R Programming              Workspace and Files
+## 3776             R Programming            Basic Building Blocks
+## 3777             R Programming              Workspace and Files
+## 3778             R Programming                  Dates and Times
+## 3779             R Programming                            Logic
+## 3780             R Programming                  Dates and Times
+## 3781             R Programming                  Dates and Times
+## 3782             R Programming            Basic Building Blocks
+## 3783             R Programming              Workspace and Files
+## 3784             R Programming                  Dates and Times
+## 3785             R Programming                          Vectors
+## 3786             R Programming            Basic Building Blocks
+## 3787             R Programming                            Logic
+## 3788             R Programming                            Logic
+## 3789             R Programming                            Logic
+## 3790             R Programming                            Logic
+## 3791             R Programming                  Dates and Times
+## 3792             R Programming            Basic Building Blocks
+## 3793             R Programming               Subsetting Vectors
+## 3794             R Programming               Subsetting Vectors
+## 3795             R Programming               Subsetting Vectors
+## 3796             R Programming            Basic Building Blocks
+## 3797             R Programming                  Dates and Times
+## 3798             R Programming                  Dates and Times
+## 3799             R Programming                            Logic
+## 3800             R Programming                  Dates and Times
+## 3801             R Programming               Subsetting Vectors
+## 3802             R Programming              Workspace and Files
+## 3803             R Programming              Workspace and Files
+## 3804             R Programming            Basic Building Blocks
+## 3805             R Programming                  Dates and Times
+## 3806             R Programming            Basic Building Blocks
+## 3807             R Programming            Basic Building Blocks
+## 3808             R Programming            Basic Building Blocks
+## 3809             R Programming                          Vectors
+## 3810             R Programming              Workspace and Files
+## 3811             R Programming                            Logic
+## 3812             R Programming               Subsetting Vectors
+## 3813             R Programming              Workspace and Files
+## 3814             R Programming                          Vectors
+## 3815             R Programming                  Dates and Times
+## 3816             R Programming                            Logic
+## 3817             R Programming                            Logic
+## 3818             R Programming                  Dates and Times
+## 3819             R Programming               Subsetting Vectors
+## 3820             R Programming                   Missing Values
+## 3821             R Programming                   Missing Values
+## 3822             R Programming              Workspace and Files
+## 3823             R Programming              Workspace and Files
+## 3824             R Programming                          Vectors
+## 3825             R Programming                   Missing Values
+## 3826             R Programming                   Missing Values
+## 3827             R Programming                          Vectors
+## 3828             R Programming                            Logic
+## 3829             R Programming                  Dates and Times
+## 3830             R Programming                  Dates and Times
+## 3831             R Programming                  Dates and Times
+## 3832             R Programming                          Vectors
+## 3833             R Programming                  Dates and Times
+## 3834             R Programming               Subsetting Vectors
+## 3835             R Programming               Subsetting Vectors
+## 3836             R Programming                   Missing Values
+## 3837             R Programming                   Missing Values
+## 3838             R Programming              Workspace and Files
+## 3839             R Programming                  Dates and Times
+## 3840             R Programming                  Dates and Times
+## 3841             R Programming                  Dates and Times
+## 3842             R Programming                  Dates and Times
+## 3843             R Programming                            Logic
+## 3844             R Programming                            Logic
+## 3845             R Programming               Subsetting Vectors
+## 3846             R Programming                          Vectors
+## 3847             R Programming               Subsetting Vectors
+## 3848             R Programming                  Dates and Times
+## 3849             R Programming            Basic Building Blocks
+## 3850             R Programming                            Logic
+## 3851             R Programming                            Logic
+## 3852             R Programming                            Logic
+## 3853             R Programming                            Logic
+## 3854             R Programming                            Logic
+## 3855             R Programming                            Logic
+## 3856             R Programming               Subsetting Vectors
+## 3857             R Programming                   Missing Values
+## 3858             R Programming                            Logic
+## 3859             R Programming                          Vectors
+## 3860             R Programming               Subsetting Vectors
+## 3861             R Programming                          Vectors
+## 3862             R Programming                            Logic
+## 3863             R Programming               Subsetting Vectors
+## 3864             R Programming                            Logic
+## 3865             R Programming                            Logic
+## 3866             R Programming                            Logic
+## 3867             R Programming                          Vectors
+## 3868             R Programming                   Missing Values
+## 3869             R Programming              Workspace and Files
+## 3870             R Programming              Workspace and Files
+## 3871             R Programming                          Vectors
+## 3872             R Programming              Workspace and Files
+## 3873             R Programming              Workspace and Files
+## 3874             R Programming               Subsetting Vectors
+## 3875             R Programming              Workspace and Files
+## 3876             R Programming               Subsetting Vectors
+## 3877             R Programming               Subsetting Vectors
+## 3878             R Programming                          Vectors
+## 3879             R Programming               Subsetting Vectors
+## 3880             R Programming                          Vectors
+## 3881             R Programming                          Vectors
+## 3882             R Programming                          Vectors
+## 3883             R Programming                   Missing Values
+## 3884             R Programming                   Missing Values
+## 3885             R Programming                   Missing Values
+## 3886             R Programming                            Logic
+## 3887             R Programming              Workspace and Files
+## 3888             R Programming               Subsetting Vectors
+## 3889             R Programming               Subsetting Vectors
+## 3890             R Programming               Subsetting Vectors
+## 3891             R Programming               Subsetting Vectors
+## 3892             R Programming               Subsetting Vectors
+## 3893             R Programming                   Missing Values
+## 3894             R Programming               Subsetting Vectors
+## 3895 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3896 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3897             R Programming                        Functions
+## 3898 Getting and Cleaning Data          Tidying Data with tidyr
+## 3899 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3900 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3901             R Programming         Matrices and Data Frames
+## 3902 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3903 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3904 Getting and Cleaning Data          Tidying Data with tidyr
+## 3905 Getting and Cleaning Data          Tidying Data with tidyr
+## 3906 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3907 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3908 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3909 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3910 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3911             R Programming                        Functions
+## 3912             R Programming         Matrices and Data Frames
+## 3913             R Programming         Matrices and Data Frames
+## 3914 Getting and Cleaning Data          Tidying Data with tidyr
+## 3915 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3916 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3917 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3918             R Programming                        Functions
+## 3919             R Programming                        Functions
+## 3920 Getting and Cleaning Data          Tidying Data with tidyr
+## 3921 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3922 Getting and Cleaning Data          Tidying Data with tidyr
+## 3923 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3924 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3925 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3926 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3927 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3928 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3929             R Programming                        Functions
+## 3930 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3931 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3932             R Programming         Matrices and Data Frames
+## 3933             R Programming         Matrices and Data Frames
+## 3934             R Programming                        Functions
+## 3935 Getting and Cleaning Data          Tidying Data with tidyr
+## 3936             R Programming                        Functions
+## 3937 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3938 Getting and Cleaning Data          Tidying Data with tidyr
+## 3939             R Programming                        Functions
+## 3940 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3941 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3942 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3943             R Programming                        Functions
+## 3944 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3945 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3946 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3947 Getting and Cleaning Data          Tidying Data with tidyr
+## 3948 Getting and Cleaning Data          Tidying Data with tidyr
+## 3949 Getting and Cleaning Data          Tidying Data with tidyr
+## 3950 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3951 Getting and Cleaning Data          Tidying Data with tidyr
+## 3952             R Programming         Matrices and Data Frames
+## 3953 Getting and Cleaning Data          Tidying Data with tidyr
+## 3954             R Programming         Matrices and Data Frames
+## 3955             R Programming                        Functions
+## 3956             R Programming         Matrices and Data Frames
+## 3957             R Programming                        Functions
+## 3958             R Programming         Matrices and Data Frames
+## 3959             R Programming         Matrices and Data Frames
+## 3960             R Programming         Matrices and Data Frames
+## 3961 Getting and Cleaning Data          Tidying Data with tidyr
+## 3962             R Programming         Matrices and Data Frames
+## 3963             R Programming         Matrices and Data Frames
+## 3964 Getting and Cleaning Data          Tidying Data with tidyr
+## 3965 Getting and Cleaning Data          Tidying Data with tidyr
+## 3966 Getting and Cleaning Data          Tidying Data with tidyr
+## 3967 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3968 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3969             R Programming                        Functions
+## 3970             R Programming                        Functions
+## 3971             R Programming                        Functions
+## 3972             R Programming                        Functions
+## 3973             R Programming         Matrices and Data Frames
+## 3974             R Programming         Matrices and Data Frames
+## 3975             R Programming                        Functions
+## 3976 Getting and Cleaning Data          Tidying Data with tidyr
+## 3977             R Programming         Matrices and Data Frames
+## 3978             R Programming                        Functions
+## 3979             R Programming                        Functions
+## 3980             R Programming                        Functions
+## 3981 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3982             R Programming         Matrices and Data Frames
+## 3983 Getting and Cleaning Data          Tidying Data with tidyr
+## 3984             R Programming                        Functions
+## 3985             R Programming                        Functions
+## 3986 Getting and Cleaning Data          Tidying Data with tidyr
+## 3987 Getting and Cleaning Data          Tidying Data with tidyr
+## 3988             R Programming         Matrices and Data Frames
+## 3989 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3990 Getting and Cleaning Data          Tidying Data with tidyr
+## 3991             R Programming                        Functions
+## 3992             R Programming                        Functions
+## 3993 Getting and Cleaning Data          Tidying Data with tidyr
+## 3994 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3995             R Programming         Matrices and Data Frames
+## 3996             R Programming         Matrices and Data Frames
+## 3997             R Programming         Matrices and Data Frames
+## 3998 Getting and Cleaning Data     Manipulating Data with dplyr
+## 3999 Getting and Cleaning Data          Tidying Data with tidyr
+## 4000             R Programming         Matrices and Data Frames
+## 4001 Getting and Cleaning Data          Tidying Data with tidyr
+## 4002 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4003             R Programming                        Functions
+## 4004 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4005 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4006             R Programming                        Functions
+## 4007 Getting and Cleaning Data          Tidying Data with tidyr
+## 4008             R Programming         Matrices and Data Frames
+## 4009             R Programming                        Functions
+## 4010 Getting and Cleaning Data          Tidying Data with tidyr
+## 4011 Getting and Cleaning Data          Tidying Data with tidyr
+## 4012             R Programming                        Functions
+## 4013             R Programming                        Functions
+## 4014 Getting and Cleaning Data          Tidying Data with tidyr
+## 4015 Getting and Cleaning Data          Tidying Data with tidyr
+## 4016 Getting and Cleaning Data          Tidying Data with tidyr
+## 4017 Getting and Cleaning Data          Tidying Data with tidyr
+## 4018             R Programming         Matrices and Data Frames
+## 4019 Getting and Cleaning Data          Tidying Data with tidyr
+## 4020 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4021 Getting and Cleaning Data          Tidying Data with tidyr
+## 4022 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4023             R Programming         Matrices and Data Frames
+## 4024             R Programming         Matrices and Data Frames
+## 4025 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4026 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4027 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4028             R Programming         Matrices and Data Frames
+## 4029 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4030 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4031 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4032 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4033             R Programming         Matrices and Data Frames
+## 4034 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4035             R Programming         Matrices and Data Frames
+## 4036             R Programming         Matrices and Data Frames
+## 4037 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4038             R Programming         Matrices and Data Frames
+## 4039 Getting and Cleaning Data          Tidying Data with tidyr
+## 4040 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4041 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4042 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4043 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4044             R Programming         Matrices and Data Frames
+## 4045 Getting and Cleaning Data          Tidying Data with tidyr
+## 4046 Getting and Cleaning Data          Tidying Data with tidyr
+## 4047             R Programming         Matrices and Data Frames
+## 4048 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4049 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4050 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4051 Getting and Cleaning Data          Tidying Data with tidyr
+## 4052 Getting and Cleaning Data          Tidying Data with tidyr
+## 4053 Getting and Cleaning Data          Tidying Data with tidyr
+## 4054 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4055 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4056 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4057 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4058 Getting and Cleaning Data          Tidying Data with tidyr
+## 4059 Getting and Cleaning Data          Tidying Data with tidyr
+## 4060 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4061 Getting and Cleaning Data          Tidying Data with tidyr
+## 4062 Getting and Cleaning Data          Tidying Data with tidyr
+## 4063 Getting and Cleaning Data          Tidying Data with tidyr
+## 4064 Getting and Cleaning Data          Tidying Data with tidyr
+## 4065 Getting and Cleaning Data          Tidying Data with tidyr
+## 4066 Getting and Cleaning Data          Tidying Data with tidyr
+## 4067 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4068 Getting and Cleaning Data          Tidying Data with tidyr
+## 4069 Getting and Cleaning Data          Tidying Data with tidyr
+## 4070 Getting and Cleaning Data          Tidying Data with tidyr
+## 4071 Getting and Cleaning Data          Tidying Data with tidyr
+## 4072 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4073 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4074 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4075 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4076 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4077 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4078 Getting and Cleaning Data          Tidying Data with tidyr
+## 4079 Getting and Cleaning Data          Tidying Data with tidyr
+## 4080 Getting and Cleaning Data          Tidying Data with tidyr
+## 4081 Getting and Cleaning Data          Tidying Data with tidyr
+## 4082 Getting and Cleaning Data          Tidying Data with tidyr
+## 4083 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4084 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4085             R Programming         Matrices and Data Frames
+## 4086             R Programming         Matrices and Data Frames
+## 4087             R Programming         Matrices and Data Frames
+## 4088             R Programming         Matrices and Data Frames
+## 4089             R Programming         Matrices and Data Frames
+## 4090             R Programming         Matrices and Data Frames
+## 4091             R Programming         Matrices and Data Frames
+## 4092             R Programming                  Looking at Data
+## 4093             R Programming         Matrices and Data Frames
+## 4094             R Programming         Matrices and Data Frames
+## 4095             R Programming         Matrices and Data Frames
+## 4096             R Programming         Matrices and Data Frames
+## 4097             R Programming         Matrices and Data Frames
+## 4098             R Programming         Matrices and Data Frames
+## 4099 Getting and Cleaning Data          Tidying Data with tidyr
+## 4100 Getting and Cleaning Data          Tidying Data with tidyr
+## 4101 Getting and Cleaning Data          Tidying Data with tidyr
+## 4102 Getting and Cleaning Data          Tidying Data with tidyr
+## 4103 Getting and Cleaning Data          Tidying Data with tidyr
+## 4104 Getting and Cleaning Data          Tidying Data with tidyr
+## 4105 Getting and Cleaning Data          Tidying Data with tidyr
+## 4106 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4107 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4108 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4109 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4110 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4111 Exploratory_Data_Analysis                 Plotting_Systems
+## 4112 Exploratory_Data_Analysis                 Plotting_Systems
+## 4113 Exploratory_Data_Analysis                 Plotting_Systems
+## 4114 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4115 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4116 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4117 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4118 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4119 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4120 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4121 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4122 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4123 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4124 Exploratory_Data_Analysis                 Plotting_Systems
+## 4125 Exploratory_Data_Analysis                 Plotting_Systems
+## 4126 Exploratory_Data_Analysis                 Plotting_Systems
+## 4127             R Programming                  Looking at Data
+## 4128 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4129 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4130 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4131 Exploratory_Data_Analysis                 Plotting_Systems
+## 4132 Exploratory_Data_Analysis                 Plotting_Systems
+## 4133 Exploratory_Data_Analysis                 Plotting_Systems
+## 4134 Exploratory_Data_Analysis                 Plotting_Systems
+## 4135 Exploratory_Data_Analysis                 Plotting_Systems
+## 4136 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4137 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4138 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4139 Exploratory_Data_Analysis                 Plotting_Systems
+## 4140 Exploratory_Data_Analysis                 Plotting_Systems
+## 4141 Exploratory_Data_Analysis                 Plotting_Systems
+## 4142 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4143 Exploratory_Data_Analysis                 Plotting_Systems
+## 4144 Exploratory_Data_Analysis                 Plotting_Systems
+## 4145 Exploratory_Data_Analysis                 Plotting_Systems
+## 4146 Exploratory_Data_Analysis                 Plotting_Systems
+## 4147 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4148             R Programming                  Looking at Data
+## 4149             R Programming                  Looking at Data
+## 4150             R Programming                  Looking at Data
+## 4151 Exploratory_Data_Analysis                 Plotting_Systems
+## 4152 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4153 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4154 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4155 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4156 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4157             R Programming                  Looking at Data
+## 4158 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4159             R Programming                  Looking at Data
+## 4160             R Programming                  Looking at Data
+## 4161 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4162 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4163 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4164             R Programming                  Looking at Data
+## 4165             R Programming                  Looking at Data
+## 4166             R Programming                  Looking at Data
+## 4167 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4168             R Programming                  Looking at Data
+## 4169 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4170             R Programming                  Looking at Data
+## 4171 Getting and Cleaning Data     Manipulating Data with dplyr
+## 4172 Exploratory_Data_Analysis                 Plotting_Systems
+## 4173 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4174 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4175             R Programming                  Looking at Data
+## 4176 Exploratory_Data_Analysis                 Plotting_Systems
+## 4177             R Programming                  Looking at Data
+## 4178 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4179 Getting and Cleaning Data Grouping and Chaining with dplyr
+## 4180             R Programming                        Functions
+## 4181             R Programming                        Functions
+## 4182             R Programming                            Logic
+## 4183             R Programming                            Logic
+## 4184             R Programming                        Functions
+## 4185             R Programming                        Functions
+## 4186             R Programming                        Functions
+## 4187             R Programming                            Logic
+## 4188             R Programming                        Functions
+## 4189             R Programming               Subsetting Vectors
+## 4190             R Programming               Subsetting Vectors
+## 4191             R Programming               Subsetting Vectors
+## 4192             R Programming                        Functions
+## 4193             R Programming               Subsetting Vectors
+## 4194             R Programming               Subsetting Vectors
+## 4195             R Programming              Workspace and Files
+## 4196             R Programming               Subsetting Vectors
+## 4197             R Programming                          Vectors
+## 4198             R Programming               Subsetting Vectors
+## 4199             R Programming                          Vectors
+## 4200             R Programming                        Functions
+## 4201             R Programming                        Functions
+## 4202             R Programming                          Vectors
+## 4203             R Programming                   Missing Values
+## 4204             R Programming               Subsetting Vectors
+## 4205             R Programming               Subsetting Vectors
+## 4206             R Programming                        Functions
+## 4207             R Programming                          Vectors
+## 4208             R Programming               Subsetting Vectors
+## 4209             R Programming               Subsetting Vectors
+## 4210             R Programming            Basic Building Blocks
+## 4211             R Programming                        Functions
+## 4212             R Programming              Workspace and Files
+## 4213             R Programming              Workspace and Files
+## 4214             R Programming                          Vectors
+## 4215             R Programming                          Vectors
+## 4216             R Programming                          Vectors
+## 4217             R Programming              Workspace and Files
+## 4218             R Programming              Workspace and Files
+## 4219             R Programming               Subsetting Vectors
+## 4220             R Programming               Subsetting Vectors
+## 4221             R Programming              Workspace and Files
+## 4222             R Programming            Basic Building Blocks
+## 4223             R Programming            Basic Building Blocks
+## 4224             R Programming            Basic Building Blocks
+## 4225             R Programming                            Logic
+## 4226             R Programming              Workspace and Files
+## 4227             R Programming              Workspace and Files
+## 4228             R Programming              Workspace and Files
+## 4229             R Programming                        Functions
+## 4230             R Programming                   Missing Values
+## 4231             R Programming              Workspace and Files
+## 4232             R Programming              Workspace and Files
+## 4233             R Programming                        Functions
+## 4234             R Programming              Workspace and Files
+## 4235             R Programming                          Vectors
+## 4236             R Programming                          Vectors
+## 4237             R Programming                          Vectors
+## 4238             R Programming                          Vectors
+## 4239             R Programming                  Dates and Times
+## 4240             R Programming              Workspace and Files
+## 4241             R Programming              Workspace and Files
+## 4242             R Programming              Workspace and Files
+## 4243             R Programming            Basic Building Blocks
+## 4244             R Programming            Basic Building Blocks
+## 4245             R Programming                   Missing Values
+## 4246             R Programming                   Missing Values
+## 4247             R Programming                   Missing Values
+## 4248             R Programming                   Missing Values
+## 4249             R Programming                        Functions
+## 4250             R Programming                   Missing Values
+## 4251             R Programming                   Missing Values
+## 4252             R Programming                  Dates and Times
+## 4253             R Programming              Workspace and Files
+## 4254             R Programming                   Missing Values
+## 4255             R Programming                   Missing Values
+## 4256             R Programming                            Logic
+## 4257             R Programming                            Logic
+## 4258             R Programming                            Logic
+## 4259             R Programming              Workspace and Files
+## 4260             R Programming                  Dates and Times
+## 4261             R Programming                  Dates and Times
+## 4262             R Programming                  Dates and Times
+## 4263             R Programming                  Dates and Times
+## 4264             R Programming              Workspace and Files
+## 4265             R Programming                  Dates and Times
+## 4266             R Programming                            Logic
+## 4267             R Programming              Workspace and Files
+## 4268             R Programming              Workspace and Files
+## 4269             R Programming              Workspace and Files
+## 4270             R Programming              Workspace and Files
+## 4271             R Programming            Basic Building Blocks
+## 4272             R Programming            Basic Building Blocks
+## 4273             R Programming                  Dates and Times
+## 4274             R Programming                  Dates and Times
+## 4275             R Programming                  Dates and Times
+## 4276             R Programming                  Dates and Times
+## 4277             R Programming                  Dates and Times
+## 4278             R Programming                  Dates and Times
+## 4279             R Programming                   Missing Values
+## 4280             R Programming                   Missing Values
+## 4281             R Programming                          Vectors
+## 4282             R Programming                        Functions
+## 4283             R Programming                        Functions
+## 4284             R Programming            Basic Building Blocks
+## 4285             R Programming                            Logic
+## 4286             R Programming              Workspace and Files
+## 4287             R Programming                            Logic
+## 4288             R Programming                            Logic
+## 4289             R Programming            Basic Building Blocks
+## 4290             R Programming            Basic Building Blocks
+## 4291             R Programming            Basic Building Blocks
+## 4292             R Programming               Subsetting Vectors
+## 4293             R Programming               Subsetting Vectors
+## 4294             R Programming                  Dates and Times
+## 4295             R Programming                  Dates and Times
+## 4296             R Programming                  Dates and Times
+## 4297             R Programming                  Dates and Times
+## 4298             R Programming                            Logic
+## 4299             R Programming                          Vectors
+## 4300             R Programming            Basic Building Blocks
+## 4301             R Programming            Basic Building Blocks
+## 4302             R Programming            Basic Building Blocks
+## 4303             R Programming            Basic Building Blocks
+## 4304             R Programming                          Vectors
+## 4305             R Programming                          Vectors
+## 4306             R Programming                          Vectors
+## 4307             R Programming                            Logic
+## 4308             R Programming                            Logic
+## 4309             R Programming               Subsetting Vectors
+## 4310             R Programming                  Dates and Times
+## 4311             R Programming                  Dates and Times
+## 4312             R Programming                  Dates and Times
+## 4313             R Programming               Subsetting Vectors
+## 4314             R Programming                          Vectors
+## 4315             R Programming            Basic Building Blocks
+## 4316             R Programming                          Vectors
+## 4317             R Programming                          Vectors
+## 4318             R Programming                        Functions
+## 4319             R Programming            Basic Building Blocks
+## 4320             R Programming               Subsetting Vectors
+## 4321             R Programming                  Dates and Times
+## 4322             R Programming               Subsetting Vectors
+## 4323             R Programming                  Dates and Times
+## 4324             R Programming                  Dates and Times
+## 4325             R Programming               Subsetting Vectors
+## 4326             R Programming               Subsetting Vectors
+## 4327             R Programming            Basic Building Blocks
+## 4328             R Programming                            Logic
+## 4329             R Programming                        Functions
+## 4330             R Programming               Subsetting Vectors
+## 4331             R Programming                            Logic
+## 4332             R Programming                            Logic
+## 4333             R Programming                            Logic
+## 4334             R Programming                            Logic
+## 4335             R Programming                            Logic
+## 4336             R Programming                        Functions
+## 4337             R Programming            Basic Building Blocks
+## 4338             R Programming                        Functions
+## 4339             R Programming            Basic Building Blocks
+## 4340             R Programming            Basic Building Blocks
+## 4341             R Programming               Subsetting Vectors
+## 4342             R Programming                            Logic
+## 4343             R Programming                        Functions
+## 4344             R Programming                   Missing Values
+## 4345             R Programming                   Missing Values
+## 4346             R Programming                        Functions
+## 4347             R Programming                        Functions
+## 4348             R Programming                  Dates and Times
+## 4349             R Programming                  Dates and Times
+## 4350             R Programming                  Dates and Times
+## 4351             R Programming                            Logic
+## 4352             R Programming                            Logic
+## 4353             R Programming                  Dates and Times
+## 4354             R Programming                        Functions
+## 4355             R Programming                        Functions
+## 4356             R Programming               Subsetting Vectors
+## 4357             R Programming                        Functions
+## 4358             R Programming                            Logic
+## 4359             R Programming                            Logic
+## 4360             R Programming                  Dates and Times
+## 4361             R Programming                        Functions
+## 4362             R Programming               Subsetting Vectors
+## 4363             R Programming                            Logic
+## 4364             R Programming                            Logic
+## 4365             R Programming                            Logic
+## 4366             R Programming                            Logic
+## 4367             R Programming               Subsetting Vectors
+## 4368             R Programming                            Logic
+## 4369             R Programming                        Functions
+## 4370             R Programming                            Logic
+## 4371             R Programming                            Logic
+## 4372             R Programming                            Logic
+## 4373             R Programming                            Logic
+## 4374             R Programming                            Logic
+## 4375             R Programming            Basic Building Blocks
+## 4376             R Programming            Basic Building Blocks
+## 4377             R Programming            Basic Building Blocks
+## 4378             R Programming            Basic Building Blocks
+## 4379             R Programming            Basic Building Blocks
+## 4380             R Programming            Basic Building Blocks
+## 4381             R Programming            Basic Building Blocks
+## 4382             R Programming            Basic Building Blocks
+## 4383             R Programming            Basic Building Blocks
+## 4384             R Programming            Basic Building Blocks
+## 4385             R Programming            Basic Building Blocks
+## 4386             R Programming            Basic Building Blocks
+## 4387             R Programming            Basic Building Blocks
+## 4388             R Programming            Basic Building Blocks
+## 4389             R Programming            Basic Building Blocks
+## 4390             R Programming            Basic Building Blocks
+## 4391             R Programming            Basic Building Blocks
+## 4392             R Programming            Basic Building Blocks
+## 4393             R Programming            Basic Building Blocks
+## 4394             R Programming            Basic Building Blocks
+## 4395             R Programming            Basic Building Blocks
+## 4396             R Programming            Basic Building Blocks
+## 4397             R Programming              Workspace and Files
+## 4398             R Programming                            Logic
+## 4399             R Programming              Workspace and Files
+## 4400             R Programming              Workspace and Files
+## 4401             R Programming              Workspace and Files
+## 4402             R Programming              Workspace and Files
+## 4403             R Programming                            Logic
+## 4404             R Programming                        Functions
+## 4405             R Programming                            Logic
+## 4406             R Programming                            Logic
+## 4407             R Programming              Workspace and Files
+## 4408             R Programming              Workspace and Files
+## 4409             R Programming              Workspace and Files
+## 4410             R Programming              Workspace and Files
+## 4411             R Programming              Workspace and Files
+## 4412             R Programming              Workspace and Files
+## 4413             R Programming              Workspace and Files
+## 4414             R Programming              Workspace and Files
+## 4415             R Programming              Workspace and Files
+## 4416             R Programming              Workspace and Files
+## 4417             R Programming              Workspace and Files
+## 4418             R Programming              Workspace and Files
+## 4419             R Programming                        Functions
+## 4420             R Programming                        Functions
+## 4421             R Programming                        Functions
+## 4422             R Programming                        Functions
+## 4423             R Programming              Workspace and Files
+## 4424             R Programming                  Dates and Times
+## 4425             R Programming                  Dates and Times
+## 4426             R Programming                  Dates and Times
+## 4427             R Programming                  Dates and Times
+## 4428             R Programming                  Dates and Times
+## 4429             R Programming                  Dates and Times
+## 4430             R Programming                  Dates and Times
+## 4431             R Programming                  Dates and Times
+## 4432             R Programming                  Dates and Times
+## 4433             R Programming                  Dates and Times
+## 4434             R Programming                  Dates and Times
+## 4435             R Programming                  Dates and Times
+## 4436             R Programming                        Functions
+## 4437             R Programming                        Functions
+## 4438             R Programming                        Functions
+## 4439             R Programming                        Functions
+## 4440             R Programming                        Functions
+## 4441             R Programming                        Functions
+## 4442             R Programming                        Functions
+## 4443             R Programming                        Functions
+## 4444             R Programming                        Functions
+## 4445             R Programming                            Logic
+## 4446             R Programming                            Logic
+## 4447             R Programming                            Logic
+## 4448             R Programming                            Logic
+## 4449             R Programming                            Logic
+## 4450             R Programming                            Logic
+## 4451             R Programming               Subsetting Vectors
+## 4452             R Programming               Subsetting Vectors
+## 4453             R Programming               Subsetting Vectors
+## 4454             R Programming               Subsetting Vectors
+## 4455             R Programming               Subsetting Vectors
+## 4456             R Programming               Subsetting Vectors
+## 4457             R Programming                            Logic
+## 4458             R Programming                            Logic
+## 4459             R Programming                            Logic
+## 4460             R Programming                            Logic
+## 4461             R Programming                            Logic
+## 4462             R Programming                            Logic
+## 4463             R Programming                            Logic
+## 4464             R Programming                            Logic
+## 4465             R Programming                            Logic
+## 4466             R Programming                   Missing Values
+## 4467             R Programming                   Missing Values
+## 4468             R Programming                   Missing Values
+## 4469             R Programming                   Missing Values
+## 4470             R Programming               Subsetting Vectors
+## 4471             R Programming               Subsetting Vectors
+## 4472             R Programming               Subsetting Vectors
+## 4473             R Programming               Subsetting Vectors
+## 4474             R Programming               Subsetting Vectors
+## 4475             R Programming               Subsetting Vectors
+## 4476             R Programming               Subsetting Vectors
+## 4477             R Programming               Subsetting Vectors
+## 4478             R Programming               Subsetting Vectors
+## 4479             R Programming               Subsetting Vectors
+## 4480             R Programming               Subsetting Vectors
+## 4481             R Programming               Subsetting Vectors
+## 4482             R Programming               Subsetting Vectors
+## 4483             R Programming               Subsetting Vectors
+## 4484             R Programming                          Vectors
+## 4485             R Programming                          Vectors
+## 4486             R Programming                          Vectors
+## 4487             R Programming                          Vectors
+## 4488             R Programming               Subsetting Vectors
+## 4489             R Programming               Subsetting Vectors
+## 4490             R Programming               Subsetting Vectors
+## 4491             R Programming               Subsetting Vectors
+## 4492             R Programming               Subsetting Vectors
+## 4493             R Programming               Subsetting Vectors
+## 4494             R Programming                            Logic
+## 4495             R Programming                            Logic
+## 4496             R Programming                            Logic
+## 4497             R Programming                            Logic
+## 4498             R Programming                            Logic
+## 4499             R Programming                            Logic
+## 4500             R Programming                            Logic
+## 4501             R Programming                            Logic
+## 4502             R Programming                            Logic
+## 4503             R Programming                            Logic
+## 4504             R Programming                            Logic
+## 4505             R Programming                            Logic
+## 4506             R Programming                            Logic
+## 4507             R Programming                            Logic
+## 4508             R Programming                            Logic
+## 4509             R Programming                            Logic
+## 4510             R Programming                          Vectors
+## 4511             R Programming                          Vectors
+## 4512             R Programming                  Dates and Times
+## 4513             R Programming                  Dates and Times
+## 4514             R Programming                  Dates and Times
+## 4515             R Programming                  Dates and Times
+## 4516             R Programming                  Dates and Times
+## 4517             R Programming                  Dates and Times
+## 4518             R Programming                   Missing Values
+## 4519             R Programming                   Missing Values
+## 4520             R Programming                   Missing Values
+## 4521             R Programming                   Missing Values
+## 4522             R Programming                   Missing Values
+## 4523             R Programming                   Missing Values
+## 4524             R Programming                   Missing Values
+## 4525             R Programming                   Missing Values
+## 4526             R Programming                   Missing Values
+## 4527             R Programming                   Missing Values
+## 4528             R Programming              Workspace and Files
+## 4529             R Programming                          Vectors
+## 4530             R Programming                          Vectors
+## 4531             R Programming                          Vectors
+## 4532             R Programming                          Vectors
+## 4533             R Programming                          Vectors
+## 4534             R Programming                          Vectors
+## 4535             R Programming                          Vectors
+## 4536             R Programming                          Vectors
+## 4537             R Programming                          Vectors
+## 4538             R Programming                          Vectors
+## 4539             R Programming                          Vectors
+## 4540             R Programming                          Vectors
+## 4541             R Programming                          Vectors
+## 4542             R Programming              Workspace and Files
+## 4543             R Programming              Workspace and Files
+## 4544             R Programming              Workspace and Files
+## 4545             R Programming              Workspace and Files
+## 4546             R Programming            Basic Building Blocks
+## 4547             R Programming            Basic Building Blocks
+## 4548             R Programming            Basic Building Blocks
+## 4549             R Programming            Basic Building Blocks
+## 4550             R Programming            Basic Building Blocks
+## 4551             R Programming            Basic Building Blocks
+## 4552             R Programming            Basic Building Blocks
+## 4553             R Programming                  Dates and Times
+## 4554             R Programming                        Functions
+## 4555             R Programming                        Functions
+## 4556             R Programming                        Functions
+## 4557             R Programming                        Functions
+## 4558             R Programming                        Functions
+## 4559             R Programming              Workspace and Files
+## 4560             R Programming              Workspace and Files
+## 4561             R Programming              Workspace and Files
+## 4562             R Programming              Workspace and Files
+## 4563             R Programming              Workspace and Files
+## 4564             R Programming              Workspace and Files
+## 4565             R Programming              Workspace and Files
+## 4566             R Programming              Workspace and Files
+## 4567             R Programming              Workspace and Files
+## 4568             R Programming              Workspace and Files
+## 4569             R Programming              Workspace and Files
+## 4570             R Programming              Workspace and Files
+## 4571             R Programming            Basic Building Blocks
+## 4572             R Programming            Basic Building Blocks
+## 4573             R Programming            Basic Building Blocks
+## 4574             R Programming            Basic Building Blocks
+## 4575             R Programming            Basic Building Blocks
+## 4576             R Programming            Basic Building Blocks
+## 4577             R Programming              Workspace and Files
+## 4578             R Programming              Workspace and Files
+## 4579             R Programming              Workspace and Files
+## 4580             R Programming              Workspace and Files
+## 4581             R Programming            Basic Building Blocks
+## 4582             R Programming                        Functions
+## 4583             R Programming                  Dates and Times
+## 4584             R Programming            Basic Building Blocks
+## 4585             R Programming            Basic Building Blocks
+## 4586             R Programming                  Dates and Times
+## 4587             R Programming            Basic Building Blocks
+## 4588             R Programming            Basic Building Blocks
+## 4589             R Programming            Basic Building Blocks
+## 4590             R Programming            Basic Building Blocks
+## 4591             R Programming            Basic Building Blocks
+## 4592             R Programming                        Functions
+## 4593             R Programming              Workspace and Files
+## 4594             R Programming              Workspace and Files
+## 4595             R Programming                  Dates and Times
+## 4596             R Programming                  Dates and Times
+## 4597             R Programming              Workspace and Files
+## 4598             R Programming                  Dates and Times
+## 4599             R Programming                  Dates and Times
+## 4600             R Programming                  Dates and Times
+## 4601             R Programming                  Dates and Times
+## 4602             R Programming                  Dates and Times
+## 4603             R Programming            Basic Building Blocks
+## 4604             R Programming              Workspace and Files
+## 4605             R Programming              Workspace and Files
+## 4606             R Programming              Workspace and Files
+## 4607             R Programming                        Functions
+## 4608             R Programming                        Functions
+## 4609             R Programming                        Functions
+## 4610             R Programming                        Functions
+## 4611             R Programming                        Functions
+## 4612             R Programming              Workspace and Files
+## 4613             R Programming                        Functions
+## 4614             R Programming                        Functions
+## 4615             R Programming            Basic Building Blocks
+## 4616             R Programming            Basic Building Blocks
+## 4617             R Programming            Basic Building Blocks
+## 4618             R Programming            Basic Building Blocks
+## 4619             R Programming            Basic Building Blocks
+## 4620             R Programming            Basic Building Blocks
+## 4621             R Programming            Basic Building Blocks
+## 4622             R Programming            Basic Building Blocks
+## 4623             R Programming            Basic Building Blocks
+## 4624             R Programming            Basic Building Blocks
+## 4625             R Programming            Basic Building Blocks
+## 4626             R Programming            Basic Building Blocks
+## 4627             R Programming            Basic Building Blocks
+## 4628             R Programming            Basic Building Blocks
+## 4629             R Programming            Basic Building Blocks
+## 4630             R Programming            Basic Building Blocks
+## 4631             R Programming            Basic Building Blocks
+## 4632             R Programming            Basic Building Blocks
+## 4633             R Programming            Basic Building Blocks
+## 4634             R Programming            Basic Building Blocks
+## 4635             R Programming            Basic Building Blocks
+## 4636             R Programming            Basic Building Blocks
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+## 4134 2017-09-24 21:35:22
+## 4135 2017-09-24 21:55:53
+## 4136 2017-09-17 10:11:03
+## 4137 2017-09-17 10:11:38
+## 4138 2017-09-17 10:12:20
+## 4139 2017-09-24 21:49:04
+## 4140 2017-09-24 21:49:24
+## 4141 2017-09-24 21:51:36
+## 4142 2017-09-16 22:53:48
+## 4143 2017-09-24 21:54:05
+## 4144 2017-09-24 21:55:02
+## 4145 2017-09-24 21:55:09
+## 4146 2017-09-24 21:55:14
+## 4147 2017-09-17 10:10:10
+## 4148 2017-09-22 14:33:17
+## 4149 2017-09-22 14:33:33
+## 4150 2017-09-22 14:34:39
+## 4151 2017-09-24 21:56:28
+## 4152 2017-09-17 09:38:03
+## 4153 2017-09-17 09:38:16
+## 4154 2017-09-17 10:00:19
+## 4155 2017-09-17 10:01:27
+## 4156 2017-09-17 10:09:15
+## 4157 2017-09-22 14:33:05
+## 4158 2017-09-17 10:13:01
+## 4159 2017-09-22 14:23:01
+## 4160 2017-09-22 14:23:16
+## 4161 2017-09-17 10:12:57
+## 4162 2017-09-17 10:00:08
+## 4163 2017-09-17 10:18:30
+## 4164 2017-09-22 14:23:45
+## 4165 2017-09-22 14:35:05
+## 4166 2017-09-22 14:35:38
+## 4167 2017-09-17 10:14:49
+## 4168 2017-09-22 14:26:26
+## 4169 2017-09-17 10:17:26
+## 4170 2017-09-22 14:24:29
+## 4171 2017-09-17 10:16:04
+## 4172 2017-09-24 21:52:09
+## 4173 2017-09-22 14:36:19
+## 4174 2017-09-22 14:36:48
+## 4175 2017-09-22 14:25:50
+## 4176 2017-09-24 21:51:50
+## 4177 2017-09-22 14:35:39
+## 4178 2017-09-22 14:36:58
+## 4179 2017-09-22 14:36:55
+## 4180 2017-09-11 11:51:35
+## 4181 2017-09-11 19:00:59
+## 4182 2017-09-11 10:14:35
+## 4183 2017-09-11 10:15:08
+## 4184 2017-09-11 19:00:51
+## 4185 2017-09-11 12:14:57
+## 4186 2017-09-11 18:58:53
+## 4187 2017-09-11 10:15:00
+## 4188 2017-09-11 11:52:04
+## 4189 2017-09-10 21:49:33
+## 4190 2017-09-10 21:50:42
+## 4191 2017-09-10 21:46:06
+## 4192 2017-09-11 12:15:30
+## 4193 2017-09-10 21:49:23
+## 4194 2017-09-10 21:50:12
+## 4195 2017-09-10 19:51:04
+## 4196 2017-09-10 21:50:15
+## 4197 2017-09-10 20:00:05
+## 4198 2017-09-10 21:45:39
+## 4199 2017-09-10 19:59:44
+## 4200 2017-09-11 13:11:21
+## 4201 2017-09-11 13:12:16
+## 4202 2017-09-10 19:59:49
+## 4203 2017-09-10 21:40:25
+## 4204 2017-09-10 21:51:24
+## 4205 2017-09-10 21:57:06
+## 4206 2017-09-11 13:23:17
+## 4207 2017-09-10 19:56:00
+## 4208 2017-09-10 22:02:49
+## 4209 2017-09-10 22:03:06
+## 4210 2017-09-10 18:59:06
+## 4211 2017-09-11 18:48:46
+## 4212 2017-09-10 19:32:28
+## 4213 2017-09-10 19:47:03
+## 4214 2017-09-10 20:06:37
+## 4215 2017-09-10 20:06:45
+## 4216 2017-09-10 20:07:33
+## 4217 2017-09-10 19:31:14
+## 4218 2017-09-10 19:34:10
+## 4219 2017-09-10 21:51:37
+## 4220 2017-09-10 21:53:14
+## 4221 2017-09-10 19:45:30
+## 4222 2017-09-10 18:58:05
+## 4223 2017-09-10 18:58:53
+## 4224 2017-09-10 18:59:02
+## 4225 2017-09-11 10:39:03
+## 4226 2017-09-10 19:00:42
+## 4227 2017-09-10 19:00:54
+## 4228 2017-09-10 19:01:15
+## 4229 2017-09-11 12:17:23
+## 4230 2017-09-10 21:44:04
+## 4231 2017-09-10 19:05:42
+## 4232 2017-09-10 19:18:33
+## 4233 2017-09-11 19:01:01
+## 4234 2017-09-10 19:21:24
+## 4235 2017-09-10 19:54:14
+## 4236 2017-09-10 19:55:04
+## 4237 2017-09-10 19:55:25
+## 4238 2017-09-10 19:55:30
+## 4239 2017-09-11 11:30:33
+## 4240 2017-09-10 19:01:21
+## 4241 2017-09-10 19:02:02
+## 4242 2017-09-10 19:39:36
+## 4243 2017-09-10 18:50:52
+## 4244 2017-09-10 18:51:35
+## 4245 2017-09-10 21:35:01
+## 4246 2017-09-10 21:35:20
+## 4247 2017-09-10 21:39:10
+## 4248 2017-09-10 21:40:18
+## 4249 2017-09-11 12:57:43
+## 4250 2017-09-10 21:40:54
+## 4251 2017-09-10 21:42:43
+## 4252 2017-09-11 11:30:45
+## 4253 2017-09-10 19:38:04
+## 4254 2017-09-10 21:44:10
+## 4255 2017-09-10 21:44:14
+## 4256 2017-09-11 10:38:28
+## 4257 2017-09-11 10:38:46
+## 4258 2017-09-11 10:38:59
+## 4259 2017-09-10 19:23:42
+## 4260 2017-09-11 11:18:25
+## 4261 2017-09-11 11:18:38
+## 4262 2017-09-11 11:19:23
+## 4263 2017-09-11 11:19:33
+## 4264 2017-09-10 19:01:43
+## 4265 2017-09-11 11:22:18
+## 4266 2017-09-11 10:15:27
+## 4267 2017-09-10 19:22:43
+## 4268 2017-09-10 19:51:08
+## 4269 2017-09-10 19:24:26
+## 4270 2017-09-10 19:26:07
+## 4271 2017-09-10 18:46:40
+## 4272 2017-09-10 18:46:42
+## 4273 2017-09-11 11:36:28
+## 4274 2017-09-11 11:37:23
+## 4275 2017-09-11 11:37:28
+## 4276 2017-09-11 11:37:58
+## 4277 2017-09-11 11:49:15
+## 4278 2017-09-11 11:49:17
+## 4279 2017-09-10 21:42:55
+## 4280 2017-09-10 21:43:41
+## 4281 2017-09-10 20:12:30
+## 4282 2017-09-11 13:04:41
+## 4283 2017-09-11 13:05:38
+## 4284 2017-09-10 18:56:40
+## 4285 2017-09-11 10:38:20
+## 4286 2017-09-10 19:20:37
+## 4287 2017-09-11 10:30:52
+## 4288 2017-09-11 10:31:30
+## 4289 2017-09-10 18:44:42
+## 4290 2017-09-10 18:46:08
+## 4291 2017-09-10 18:46:31
+## 4292 2017-09-10 22:04:29
+## 4293 2017-09-10 22:05:50
+## 4294 2017-09-11 11:20:06
+## 4295 2017-09-11 11:20:15
+## 4296 2017-09-11 11:22:22
+## 4297 2017-09-11 11:22:30
+## 4298 2017-09-11 10:15:47
+## 4299 2017-09-10 20:08:54
+## 4300 2017-09-10 18:53:04
+## 4301 2017-09-10 18:53:13
+## 4302 2017-09-10 18:49:28
+## 4303 2017-09-10 18:49:45
+## 4304 2017-09-10 20:01:59
+## 4305 2017-09-10 20:02:05
+## 4306 2017-09-10 20:03:41
+## 4307 2017-09-11 10:15:35
+## 4308 2017-09-11 10:30:39
+## 4309 2017-09-10 22:22:56
+## 4310 2017-09-11 11:23:29
+## 4311 2017-09-11 11:24:49
+## 4312 2017-09-11 11:26:32
+## 4313 2017-09-10 22:04:05
+## 4314 2017-09-10 20:11:55
+## 4315 2017-09-10 18:53:56
+## 4316 2017-09-10 20:13:16
+## 4317 2017-09-10 20:13:19
+## 4318 2017-09-11 13:04:31
+## 4319 2017-09-10 18:50:39
+## 4320 2017-09-10 22:21:10
+## 4321 2017-09-11 11:22:47
+## 4322 2017-09-10 22:23:02
+## 4323 2017-09-11 11:43:39
+## 4324 2017-09-11 11:44:19
+## 4325 2017-09-10 22:06:00
+## 4326 2017-09-10 22:06:41
+## 4327 2017-09-10 18:49:56
+## 4328 2017-09-11 10:35:12
+## 4329 2017-09-11 12:30:39
+## 4330 2017-09-10 22:22:18
+## 4331 2017-09-11 10:17:56
+## 4332 2017-09-11 10:20:26
+## 4333 2017-09-11 10:21:59
+## 4334 2017-09-11 10:22:27
+## 4335 2017-09-11 10:22:52
+## 4336 2017-09-11 12:54:50
+## 4337 2017-09-10 18:53:46
+## 4338 2017-09-11 12:58:16
+## 4339 2017-09-10 18:54:02
+## 4340 2017-09-10 18:55:58
+## 4341 2017-09-10 22:20:34
+## 4342 2017-09-11 10:34:57
+## 4343 2017-09-11 12:31:12
+## 4344 2017-09-10 21:26:52
+## 4345 2017-09-10 21:27:01
+## 4346 2017-09-11 12:39:24
+## 4347 2017-09-11 12:39:44
+## 4348 2017-09-11 11:48:30
+## 4349 2017-09-11 11:29:05
+## 4350 2017-09-11 11:29:39
+## 4351 2017-09-11 10:25:14
+## 4352 2017-09-11 10:25:27
+## 4353 2017-09-11 11:23:11
+## 4354 2017-09-11 12:38:57
+## 4355 2017-09-11 12:39:10
+## 4356 2017-09-10 22:23:14
+## 4357 2017-09-11 12:40:48
+## 4358 2017-09-11 10:33:15
+## 4359 2017-09-11 10:33:47
+## 4360 2017-09-11 11:30:04
+## 4361 2017-09-11 13:02:51
+## 4362 2017-09-10 22:23:26
+## 4363 2017-09-11 10:23:39
+## 4364 2017-09-11 10:28:00
+## 4365 2017-09-11 10:29:34
+## 4366 2017-09-11 10:34:03
+## 4367 2017-09-10 22:23:24
+## 4368 2017-09-11 10:30:00
+## 4369 2017-09-11 12:39:59
+## 4370 2017-09-11 10:28:40
+## 4371 2017-09-11 10:24:21
+## 4372 2017-09-11 10:33:41
+## 4373 2017-09-11 10:23:56
+## 4374 2017-09-11 10:32:21
+## 4375 2017-09-07 22:05:11
+## 4376 2017-09-07 22:07:16
+## 4377 2017-09-07 22:22:40
+## 4378 2017-09-07 22:30:49
+## 4379 2017-09-07 22:07:41
+## 4380 2017-09-07 22:08:07
+## 4381 2017-09-07 22:23:40
+## 4382 2017-09-07 22:24:13
+## 4383 2017-09-07 22:11:45
+## 4384 2017-09-07 22:11:56
+## 4385 2017-09-07 22:12:46
+## 4386 2017-09-07 22:13:18
+## 4387 2017-09-07 22:14:46
+## 4388 2017-09-07 22:21:52
+## 4389 2017-09-07 22:08:14
+## 4390 2017-09-07 22:11:02
+## 4391 2017-09-07 22:24:22
+## 4392 2017-09-07 22:28:30
+## 4393 2017-09-07 22:29:55
+## 4394 2017-09-07 22:30:34
+## 4395 2017-09-07 22:27:32
+## 4396 2017-09-07 22:30:44
+## 4397 2017-09-08 11:42:43
+## 4398 2017-09-22 17:20:24
+## 4399 2017-09-08 11:38:27
+## 4400 2017-09-08 11:30:09
+## 4401 2017-09-08 11:31:33
+## 4402 2017-09-08 11:41:28
+## 4403 2017-09-22 17:02:41
+## 4404 2017-09-22 22:16:14
+## 4405 2017-09-22 17:20:36
+## 4406 2017-09-22 17:19:04
+## 4407 2017-09-08 11:26:54
+## 4408 2017-09-08 10:54:50
+## 4409 2017-09-08 11:08:52
+## 4410 2017-09-08 11:09:57
+## 4411 2017-09-08 11:14:46
+## 4412 2017-09-08 11:18:51
+## 4413 2017-09-08 11:19:31
+## 4414 2017-09-08 11:19:55
+## 4415 2017-09-08 11:20:46
+## 4416 2017-09-08 11:21:20
+## 4417 2017-09-08 11:24:04
+## 4418 2017-09-08 11:25:09
+## 4419 2017-09-22 22:52:56
+## 4420 2017-09-22 23:00:11
+## 4421 2017-09-22 23:02:27
+## 4422 2017-09-22 23:11:38
+## 4423 2017-09-08 11:43:28
+## 4424 2017-09-22 17:31:34
+## 4425 2017-09-22 17:31:46
+## 4426 2017-09-22 17:32:15
+## 4427 2017-09-22 17:33:40
+## 4428 2017-09-22 17:34:08
+## 4429 2017-09-22 17:34:17
+## 4430 2017-09-22 21:05:21
+## 4431 2017-09-22 21:05:57
+## 4432 2017-09-22 21:06:46
+## 4433 2017-09-22 21:07:06
+## 4434 2017-09-22 21:08:32
+## 4435 2017-09-22 21:08:43
+## 4436 2017-09-22 22:16:31
+## 4437 2017-09-22 22:17:46
+## 4438 2017-09-22 22:18:02
+## 4439 2017-09-22 22:18:31
+## 4440 2017-09-22 22:18:36
+## 4441 2017-09-22 22:18:43
+## 4442 2017-09-22 22:18:56
+## 4443 2017-09-22 22:19:08
+## 4444 2017-09-22 22:19:19
+## 4445 2017-09-22 16:52:30
+## 4446 2017-09-22 16:57:52
+## 4447 2017-09-22 16:59:42
+## 4448 2017-09-22 17:00:00
+## 4449 2017-09-22 17:01:17
+## 4450 2017-09-22 17:01:46
+## 4451 2017-09-22 16:11:19
+## 4452 2017-09-22 16:11:52
+## 4453 2017-09-22 16:13:36
+## 4454 2017-09-22 16:14:19
+## 4455 2017-09-22 16:14:52
+## 4456 2017-09-22 16:15:52
+## 4457 2017-09-22 17:20:52
+## 4458 2017-09-22 17:21:29
+## 4459 2017-09-22 17:22:15
+## 4460 2017-09-22 17:22:37
+## 4461 2017-09-22 17:23:25
+## 4462 2017-09-22 17:23:38
+## 4463 2017-09-22 17:23:52
+## 4464 2017-09-22 17:23:59
+## 4465 2017-09-22 17:24:01
+## 4466 2017-09-22 15:42:51
+## 4467 2017-09-22 15:43:25
+## 4468 2017-09-22 15:43:35
+## 4469 2017-09-22 15:43:38
+## 4470 2017-09-22 15:47:57
+## 4471 2017-09-22 15:48:44
+## 4472 2017-09-22 15:55:59
+## 4473 2017-09-22 15:56:08
+## 4474 2017-09-22 15:56:50
+## 4475 2017-09-22 15:56:52
+## 4476 2017-09-22 15:58:36
+## 4477 2017-09-22 15:58:46
+## 4478 2017-09-22 15:58:57
+## 4479 2017-09-22 15:59:29
+## 4480 2017-09-22 16:04:46
+## 4481 2017-09-22 16:06:14
+## 4482 2017-09-22 16:07:47
+## 4483 2017-09-22 16:11:02
+## 4484 2017-09-22 15:11:58
+## 4485 2017-09-22 15:12:45
+## 4486 2017-09-22 15:13:50
+## 4487 2017-09-22 15:13:53
+## 4488 2017-09-22 16:16:41
+## 4489 2017-09-22 16:17:18
+## 4490 2017-09-22 16:17:41
+## 4491 2017-09-22 16:18:03
+## 4492 2017-09-22 16:20:21
+## 4493 2017-09-22 16:20:25
+## 4494 2017-09-22 16:31:48
+## 4495 2017-09-22 16:33:20
+## 4496 2017-09-22 16:34:23
+## 4497 2017-09-22 16:35:00
+## 4498 2017-09-22 16:35:11
+## 4499 2017-09-22 16:35:28
+## 4500 2017-09-22 16:35:42
+## 4501 2017-09-22 16:36:21
+## 4502 2017-09-22 16:40:01
+## 4503 2017-09-22 16:42:07
+## 4504 2017-09-22 16:42:21
+## 4505 2017-09-22 16:49:08
+## 4506 2017-09-22 16:49:31
+## 4507 2017-09-22 16:50:21
+## 4508 2017-09-22 16:50:50
+## 4509 2017-09-22 16:51:05
+## 4510 2017-09-22 15:01:24
+## 4511 2017-09-22 15:03:10
+## 4512 2017-09-22 17:25:15
+## 4513 2017-09-22 17:25:25
+## 4514 2017-09-22 17:25:36
+## 4515 2017-09-22 17:27:38
+## 4516 2017-09-22 17:30:47
+## 4517 2017-09-22 17:30:57
+## 4518 2017-09-22 15:18:41
+## 4519 2017-09-22 15:18:47
+## 4520 2017-09-22 15:20:08
+## 4521 2017-09-22 15:20:35
+## 4522 2017-09-22 15:21:22
+## 4523 2017-09-22 15:21:56
+## 4524 2017-09-22 15:22:00
+## 4525 2017-09-22 15:22:38
+## 4526 2017-09-22 15:40:37
+## 4527 2017-09-22 15:41:04
+## 4528 2017-09-08 10:51:17
+## 4529 2017-09-22 14:38:04
+## 4530 2017-09-22 14:42:18
+## 4531 2017-09-22 14:43:06
+## 4532 2017-09-22 14:43:10
+## 4533 2017-09-22 14:49:14
+## 4534 2017-09-22 14:51:45
+## 4535 2017-09-22 14:51:58
+## 4536 2017-09-22 14:52:31
+## 4537 2017-09-22 14:55:52
+## 4538 2017-09-22 14:55:58
+## 4539 2017-09-22 14:56:49
+## 4540 2017-09-22 14:58:34
+## 4541 2017-09-22 14:58:40
+## 4542 2017-09-22 14:12:26
+## 4543 2017-09-22 14:17:40
+## 4544 2017-09-22 14:19:51
+## 4545 2017-09-22 14:20:33
+## 4546 2017-09-22 13:28:14
+## 4547 2017-09-22 13:28:39
+## 4548 2017-09-22 13:28:44
+## 4549 2017-09-22 13:33:05
+## 4550 2017-09-22 13:33:31
+## 4551 2017-09-22 13:33:45
+## 4552 2017-09-22 13:45:51
+## 4553 2017-09-22 17:31:31
+## 4554 2017-09-22 23:17:21
+## 4555 2017-09-22 23:18:46
+## 4556 2017-09-22 23:19:37
+## 4557 2017-09-22 23:29:42
+## 4558 2017-09-22 23:31:35
+## 4559 2017-09-08 10:51:54
+## 4560 2017-09-08 10:52:51
+## 4561 2017-09-08 10:53:06
+## 4562 2017-09-08 10:53:27
+## 4563 2017-09-22 13:59:56
+## 4564 2017-09-22 14:02:20
+## 4565 2017-09-22 14:06:41
+## 4566 2017-09-22 14:08:16
+## 4567 2017-09-22 14:08:56
+## 4568 2017-09-22 14:09:22
+## 4569 2017-09-22 14:09:42
+## 4570 2017-09-22 14:11:02
+## 4571 2017-09-22 13:46:58
+## 4572 2017-09-22 13:47:23
+## 4573 2017-09-22 13:47:34
+## 4574 2017-09-22 13:25:40
+## 4575 2017-09-22 13:27:50
+## 4576 2017-09-22 13:48:37
+## 4577 2017-09-22 14:25:50
+## 4578 2017-09-22 14:26:09
+## 4579 2017-09-22 14:29:36
+## 4580 2017-09-22 14:33:40
+## 4581 2017-09-22 13:46:02
+## 4582 2017-09-22 23:59:51
+## 4583 2017-09-22 21:11:35
+## 4584 2017-09-22 13:48:07
+## 4585 2017-09-22 13:48:32
+## 4586 2017-09-22 21:14:04
+## 4587 2017-09-22 13:50:07
+## 4588 2017-09-22 13:50:32
+## 4589 2017-09-22 13:52:00
+## 4590 2017-09-22 13:52:38
+## 4591 2017-09-22 13:52:45
+## 4592 2017-09-22 23:58:06
+## 4593 2017-09-22 14:34:38
+## 4594 2017-09-22 14:34:42
+## 4595 2017-09-22 21:13:45
+## 4596 2017-09-22 21:13:50
+## 4597 2017-09-22 13:57:50
+## 4598 2017-09-22 21:15:08
+## 4599 2017-09-22 21:15:28
+## 4600 2017-09-22 21:15:58
+## 4601 2017-09-22 21:16:14
+## 4602 2017-09-22 21:16:17
+## 4603 2017-09-22 13:52:49
+## 4604 2017-09-22 13:56:32
+## 4605 2017-09-22 13:56:45
+## 4606 2017-09-22 13:57:36
+## 4607 2017-09-23 00:05:56
+## 4608 2017-09-23 00:08:20
+## 4609 2017-09-23 00:08:29
+## 4610 2017-09-23 00:08:32
+## 4611 2017-09-22 22:15:16
+## 4612 2017-09-22 13:57:27
+## 4613 2017-09-22 22:15:26
+## 4614 2017-09-22 22:15:37
+## 4615 2017-09-12 11:30:30
+## 4616 2017-09-11 14:59:57
+## 4617 2017-09-12 11:26:09
+## 4618 2017-09-11 14:57:52
+## 4619 2017-09-11 14:57:10
+## 4620 2017-09-12 10:08:05
+## 4621 2017-09-12 11:30:23
+## 4622 2017-09-11 14:59:16
+## 4623 2017-09-11 15:00:37
+## 4624 2017-09-12 10:08:00
+## 4625 2017-09-11 15:00:12
+## 4626 2017-09-12 11:26:24
+## 4627 2017-09-12 11:27:36
+## 4628 2017-09-12 11:29:26
+## 4629 2017-09-11 15:01:03
+## 4630 2017-09-12 11:30:14
+## 4631 2017-09-12 11:28:42
+## 4632 2017-09-12 10:07:46
+## 4633 2017-09-12 11:26:18
+## 4634 2017-09-11 14:59:28
+## 4635 2017-09-11 15:00:52
+## 4636 2017-09-11 14:58:05
+
#install.packages("lubridate")
+library(lubridate)
+
## 
+## Attaching package: 'lubridate'
+
## The following objects are masked from 'package:base':
+## 
+##     date, intersect, setdiff, union
+
DF5 %>%
+  mutate(datetime2 = floor_date(datetime2)) %>%
+  group_by(datetime2) %>%
+  summarize(attempt = sum(attempt)) #because all attemps where true, meaning a point.
+
## `summarise()` ungrouping output (override with `.groups` argument)
+
## # A tibble: 4,597 x 2
+##    datetime2           attempt
+##    <dttm>                <int>
+##  1 1969-12-31 19:02:30       1
+##  2 1969-12-31 19:25:05       1
+##  3 1969-12-31 23:10:49       1
+##  4 1969-12-31 23:10:51       1
+##  5 1970-01-18 05:01:28       1
+##  6 1970-06-23 23:29:35       2
+##  7 2017-07-06 13:38:14       1
+##  8 2017-07-06 13:38:44       1
+##  9 2017-07-06 13:39:00       1
+## 10 2017-07-06 13:42:25       2
+## # … with 4,587 more rows
+
DF6 <- DF5 %>% group_by(month = month(datetime2), day = day(datetime2)) 
+
+
+DF6$month = as.factor(DF6$month)
+DF6$day = as.factor(DF6$day)
+
+ggplot(DF6, aes(day, attempt, group=month, col=month)) + 
+  geom_boxplot() +
+   geom_point()
+
## Warning: Removed 4 rows containing non-finite values (stat_boxplot).
+
## Warning: Removed 4 rows containing missing values (geom_point).
+

+
#I did something different. Did not get the mean but i got the attempts per day and
+#month that were true (meaning they got a point) and summed by day.
+

Finally use the knitr function to generate an html document from your work. Commit, Push and Pull Request your work back to the main branch of the repository. Make sure you include both the .Rmd file and the .html file.

+
+
+
+ + + + +
+ + + + + + + + From 09941e25b2cdaf8c0e8ca9dd1028532b7fa2b140 Mon Sep 17 00:00:00 2001 From: Paolo Rivas Date: Tue, 15 Jun 2021 15:11:33 -0500 Subject: [PATCH 2/2] Update README.md --- README.md | 11 +++-------- 1 file changed, 3 insertions(+), 8 deletions(-) diff --git a/README.md b/README.md index 747ccba..94c15e7 100644 --- a/README.md +++ b/README.md @@ -1,12 +1,7 @@ -# Assignment 2 -### Data Wrangling and Visualization +# Data Wrangling and Visualization +### Plots, histograms and Pairs with Tidyverse -In Assignment 2 we will be looking at some interaction data from students commenting on a class video. The file "comment-data.csv" shows which student responded to which student in an online video platform. +In this project we will be looking at some interaction data from students commenting on a class video. The file "comment-data.csv" shows which student responded to which student in an online video platform. The instructions to Assignment 2 are in the Assignment 2.rmd file. Assignments are structured in three parts, in the first part you can just follow along with the code, in the second part you will need to apply the code and in the third part is completely freestyle, apply your new knowledge in a new way. -**Please complete as much as you can by 5:00pm, 10/05/20** - -Once you have finished, commit, push and pull your assignment back to the main branch. Include the .Rmd file and the .html file generated from your .Rmd file. - -Good luck!