# Here is the raw data from Data Carpentry's post-workshop surveys. The open ended questions are:
# Please list the major strengths of this workshop.
# Please list the ways the workshop could be improved
# Were there any accessibility issues that affected your ability to participate in this workshop? If you answered yes to the question above, please describe what the issues were.
# Please provide an example of how an instructor or helper affected your learning experience.
#
# I am working on a mock-up report that will be sent to instructors after their workshop and trainers after their instructor training. It will include a synopsis of their post-workshop surveys and resources to help them improve (if necessary). We want to be able to pull out the important parts of these open-ended responses so that we can give instructors/trainers good feedback. We also want to be able to address accessibility issues if there are any. Does that help?
# prepare the text -----------------------------------------
# read in the data
dat <- readr::read_csv("180308_postARCHIVED.csv")
## Warning: Missing column names filled in: 'X14' [14], 'X18' [18],
## 'X19' [19], 'X20' [20], 'X21' [21], 'X22' [22], 'X23' [23], 'X24' [24],
## 'X25' [25], 'X26' [26], 'X32' [32], 'X33' [33], 'X34' [34]
## Warning: Duplicated column names deduplicated: 'Which workshop did you
## attend?' => 'Which workshop did you attend?_1' [13], 'Please rate your
## level of agreement with the following statements:' => 'Please rate your
## level of agreement with the following statements:_1' [31]
## Parsed with column specification:
## cols(
## .default = col_character(),
## `Respondent ID` = col_double(),
## `Collector ID` = col_double(),
## `Email Address` = col_logical(),
## `First Name` = col_logical(),
## `Last Name` = col_logical(),
## `Custom Data 1` = col_logical()
## )
## See spec(...) for full column specifications.
# clean the col names a bit
names(dat) <- gsub("[^[:alnum:][:blank:]?&/\\-]", "", names(dat))
# get the open-answer questions
library(tidyverse)
## -- Attaching packages ------------------------------ tidyverse 1.2.1 --
## v ggplot2 2.2.1.9000 v purrr 0.2.4
## v tibble 1.4.2 v dplyr 0.7.4
## v tidyr 0.8.0.9000 v stringr 1.3.0
## v readr 1.2.0 v forcats 0.3.0
## -- Conflicts --------------------------------- tidyverse_conflicts() --
## x dplyr::filter() masks stats::filter()
## x dplyr::lag() masks stats::lag()
## x dplyr::vars() masks ggplot2::vars()
please <-
dat %>%
select(`Respondent ID`,
starts_with("Please list"),
starts_with("Were there"),
starts_with("Please provide"))
# Major strengths -------------------------------------------
# get the first one by itself
major_strengths <-
please %>%
select(`Respondent ID`,
`Please list the major strengths of this workshop?`) %>%
rename(text = `Please list the major strengths of this workshop?`)
# analyse the text in reponses
library(tidytext)
# I am working through some of the examples here:
# https://www.tidytextmining.com
major_strengths_words <-
major_strengths %>%
unnest_tokens(word, text) %>%
anti_join(stop_words)
## Joining, by = "word"
# most frequent words
library(wordcloud)
## Loading required package: RColorBrewer
major_strengths_words %>%
count(word) %>%
with(wordcloud(word, n, max.words = 100))
![](data:image/png;base64,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)
# sentiment analysis
# how many +ve responses? How many -ve?
major_strengths_words %>%
inner_join(get_sentiments("bing")) %>%
group_by(`Respondent ID`, sentiment) %>%
tally() %>%
ungroup() %>%
group_by(sentiment) %>%
tally()
## Joining, by = "word"
## Using `n` as weighting variable
## # A tibble: 2 x 2
## sentiment nn
## <chr> <int>
## 1 negative 46
## 2 positive 354
# plot words important to sentiment
major_strengths_words %>%
inner_join(get_sentiments("bing")) %>%
count(word, sentiment, sort = TRUE) %>%
ungroup() %>%
group_by(sentiment) %>%
top_n(10) %>%
ungroup() %>%
mutate(word = reorder(word, n)) %>%
ggplot(aes(word, n, fill = sentiment)) +
geom_col(show.legend = FALSE) +
facet_wrap(~sentiment, scales = "free_y") +
labs(y = "Contribution to sentiment",
x = NULL) +
coord_flip()
## Joining, by = "word"
## Selecting by n
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)
# bigrams ---------------------------------------------
# get top bigrams of most +ve and most -ve responses
major_strengths_sentiments <-
major_strengths_words %>%
inner_join(get_sentiments("bing")) %>%
count( `Respondent ID`, sentiment) %>%
spread(sentiment, n, fill = 0 ) %>%
mutate(sentiment = positive - negative) %>%
arrange(desc(sentiment))
## Joining, by = "word"
# top bigrams
## bigrams for the most positive responses
major_strengths_bigrams_positive <-
major_strengths %>%
unnest_tokens(bigram,
text,
token = "ngrams",
n = 2) %>%
left_join(major_strengths_sentiments) %>%
separate(bigram, c("word1", "word2"), sep = " ") %>%
filter(!word1 %in% stop_words$word) %>%
filter(!word2 %in% stop_words$word) %>%
filter(sentiment > 0) %>%
arrange(desc(sentiment)) %>%
count(word1, word2, sort = TRUE)
## Joining, by = "Respondent ID"
major_strengths_bigrams_positive
## # A tibble: 493 x 3
## word1 word2 n
## <chr> <chr> <int>
## 1 knowledgeable instructors 6
## 2 data analysis 5
## 3 cover page 4
## 4 time management 4
## 5 enthusiastic instructors 3
## 6 friendly atmosphere 3
## 7 nice atmosphere 3
## 8 prior knowledge 3
## 9 step instructions 3
## 10 answer questions 2
## # ... with 483 more rows
## bigrams for the most negative responses
major_strengths_bigrams_negative <-
major_strengths %>%
unnest_tokens(bigram,
text,
token = "ngrams",
n = 2) %>%
left_join(major_strengths_sentiments) %>%
separate(bigram, c("word1", "word2"), sep = " ") %>%
filter(!word1 %in% stop_words$word) %>%
filter(!word2 %in% stop_words$word) %>%
filter(sentiment < 0) %>%
arrange(desc(sentiment)) %>%
count(word1, word2, sort = TRUE)
## Joining, by = "Respondent ID"
major_strengths_bigrams_negative
## # A tibble: 27 x 3
## word1 word2 n
## <chr> <chr> <int>
## 1 added advanced 1
## 2 advance skills 1
## 3 advanced actives 1
## 4 beginner level 1
## 5 boring people 1
## 6 cheat sheets 1
## 7 complex scripts 1
## 8 covered background 1
## 9 entire pipeline 1
## 10 graphic plot 1
## # ... with 17 more rows
# Improvement ------------------------------------------------
improved <-
please %>%
select(`Respondent ID`,
`Please list the ways the workshop could be improved?`) %>%
rename(text = `Please list the ways the workshop could be improved?`)
improved_words <-
improved %>%
unnest_tokens(word, text) %>%
anti_join(stop_words)
## Joining, by = "word"
# most frequent words
improved_words %>%
count(word) %>%
with(wordcloud(word, n, max.words = 100))
![](data:image/png;base64,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)
# top bigrams
improved %>%
unnest_tokens(bigram,
text,
token = "ngrams",
n = 2) %>%
separate(bigram, c("word1", "word2"), sep = " ") %>%
filter(!word1 %in% stop_words$word) %>%
filter(!word2 %in% stop_words$word) %>%
count(word1, word2, sort = TRUE)
## # A tibble: 691 x 3
## word1 word2 n
## <chr> <chr> <int>
## 1 2 days 7
## 2 data analysis 6
## 3 pre workshop 4
## 4 3 day 3
## 5 3 days 3
## 6 data management 3
## 7 day workshop 3
## 8 half day 3
## 9 social science 3
## 10 time spent 3
## # ... with 681 more rows
# topic model
improved_words_dtm <-
improved_words %>%
group_by(`Respondent ID`) %>%
count(word) %>%
filter(str_detect(word,"[^0-9]")) %>%
cast_dtm(`Respondent ID`, word, n)
library(topicmodels)
library(Rmpfr)
## Loading required package: gmp
##
## Attaching package: 'gmp'
## The following objects are masked from 'package:base':
##
## %*%, apply, crossprod, matrix, tcrossprod
## C code of R package 'Rmpfr': GMP using 64 bits per limb
##
## Attaching package: 'Rmpfr'
## The following objects are masked from 'package:stats':
##
## dbinom, dnorm, dpois, pnorm
## The following objects are masked from 'package:base':
##
## cbind, pmax, pmin, rbind
library(ldatuning)
# how many topics are suitable? This takes a few moments...
how_many_topics <- FindTopicsNumber(improved_words_dtm)
improved_lda <- LDA(improved_words_dtm,
k = how_many_topics[1,1],
control = list(seed = 1234))
# plot main words in each topic
improved_lda %>%
tidy(matrix = "beta") %>%
group_by(topic) %>%
top_n(5, beta) %>%
ungroup() %>%
arrange(topic, -beta) %>%
mutate(term = reorder(term, beta)) %>%
ggplot(aes(term, beta, fill = factor(topic))) +
geom_col(show.legend = FALSE) +
facet_wrap(~ topic, scales = "free") +
coord_flip()
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)
# accessibility ------------------------------------
#only look at rows where there were accessibility issues
accessibility <-
please %>%
select(`Respondent ID`,
`Were there any accessibility issues that affected your ability to participate in this workshop?`,
`Please list the ways the workshop could be improved?`) %>%
filter(`Were there any accessibility issues that affected your ability to participate in this workshop?` %in% c("yes", "Yes")) %>%
rename(text = `Please list the ways the workshop could be improved?`) %>%
select(-`Were there any accessibility issues that affected your ability to participate in this workshop?`)
accessibility_words <-
accessibility %>%
unnest_tokens(word, text) %>%
filter(!is.na(word)) %>%
anti_join(stop_words)
## Joining, by = "word"
# most frequent words
accessibility_words %>%
count(word) %>%
with(wordcloud(word, n, max.words = 100))
![](data:image/png;base64,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)
# top bigrams
accessibility %>%
unnest_tokens(bigram,
text,
token = "ngrams",
n = 2) %>%
separate(bigram, c("word1", "word2"), sep = " ") %>%
filter(!word1 %in% stop_words$word) %>%
filter(!word2 %in% stop_words$word) %>%
count(word1, word2, sort = TRUE)
## # A tibble: 83 x 3
## word1 word2 n
## <chr> <chr> <int>
## 1 2 days 2
## 2 1 day 1
## 3 1 hour 1
## 4 10 minutes 1
## 5 3 day 1
## 6 3 days 1
## 7 5 10 1
## 8 9 30 1
## 9 analysis examples 1
## 10 beginner level 1
## # ... with 73 more rows
# topic model
accessibility_words_dtm <-
accessibility_words %>%
group_by(`Respondent ID`) %>%
count(word) %>%
filter(str_detect(word,"[^0-9]")) %>%
cast_dtm(`Respondent ID`, word, n)
library(topicmodels)
library(Rmpfr)
library(ldatuning)
# how many topics are suitable? This takes a few moments...
how_many_topics <- FindTopicsNumber(accessibility_words_dtm)
accessibility_lda <- LDA(accessibility_words_dtm,
k = how_many_topics[1,1],
control = list(seed = 1234))
# plot main words in each topic
accessibility_lda %>%
tidy(matrix = "beta") %>%
group_by(topic) %>%
top_n(5, beta) %>%
ungroup() %>%
arrange(topic, -beta) %>%
mutate(term = reorder(term, beta)) %>%
ggplot(aes(term, beta, fill = factor(topic))) +
geom_col(show.legend = FALSE) +
facet_wrap(~ topic, scales = "free") +
coord_flip()
![](data:image/png;base64,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)
# experience ------------------------------------
experience <-
please %>%
select(`Respondent ID`,
`Please provide an example of how an instructor or helper affected your learning experience`) %>%
rename(text = `Please provide an example of how an instructor or helper affected your learning experience`)
experience_words <-
experience %>%
unnest_tokens(word, text) %>%
anti_join(stop_words)
## Joining, by = "word"
# most frequent words
experience_words %>%
count(word) %>%
with(wordcloud(word, n, max.words = 100))
![](data:image/png;base64,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)
# top bigrams
experience %>%
unnest_tokens(bigram,
text,
token = "ngrams",
n = 2) %>%
separate(bigram, c("word1", "word2"), sep = " ") %>%
filter(!word1 %in% stop_words$word) %>%
filter(!word2 %in% stop_words$word) %>%
count(word1, word2, sort = TRUE)
## # A tibble: 397 x 3
## word1 word2 n
## <chr> <chr> <int>
## 1 answer questions 7
## 2 answering questions 3
## 3 command line 3
## 4 instructors helpers 3
## 5 learning experience 3
## 6 red post 3
## 7 answered quickly 2
## 8 computer geniuses 2
## 9 data analysis 2
## 10 data set 2
## # ... with 387 more rows
# topic model
experience_words_dtm <-
experience_words %>%
group_by(`Respondent ID`) %>%
count(word) %>%
filter(str_detect(word,"[^0-9]")) %>%
cast_dtm(`Respondent ID`, word, n)
library(topicmodels)
library(Rmpfr)
library(ldatuning)
# how many topics are suitable? This takes a few moments...
how_many_topics <- FindTopicsNumber(experience_words_dtm)
experience_lda <- LDA(experience_words_dtm,
k = how_many_topics[1,1],
control = list(seed = 1234))
# plot main words in each topic
experience_lda %>%
tidy(matrix = "beta") %>%
group_by(topic) %>%
top_n(5, beta) %>%
ungroup() %>%
arrange(topic, -beta) %>%
mutate(term = reorder(term, beta)) %>%
ggplot(aes(term, beta, fill = factor(topic))) +
geom_col(show.legend = FALSE) +
facet_wrap(~ topic, scales = "free") +
coord_flip()
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)