- 22 out of 43 participant completed both scenarios
- 51 complete submissions were submitted
Education
Education level
d.sessions.completed %>%
ggplot(aes(education_level, fill = education_level)) +
geom_bar() +
labs(title = "Education level distribution for completed sessions") +
xlab("Education Level") +
ylab("# Participants") +
scale_fill_manual(values = rep("#7070FF", 5), guide = NULL)
![](data:image/png;base64,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Education field
d.sessions.completed %>%
ggplot(aes(education_field, fill = education_field)) +
geom_bar() +
labs(title = "Education field distribution for completed sessions") +
xlab("Education field") +
ylab("# Participants") +
scale_fill_manual(values = rep("#7070FF", 4), guide = NULL)
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)
Work experience
Work domain
d.sessions.completed %>%
ggplot(aes(work_domain, fill =work_domain)) +
geom_bar() +
labs(title = "Work domain distribution for completed sessions") +
xlab("Work domain") +
ylab("# Participants") +
scale_fill_manual(values = rep("#7070FF", 11), guide = NULL)
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Professional programming experience
d.sessions.completed %>%
ggplot(aes(work_experience_programming)) +
geom_histogram(breaks = c(-1, 0, 5, 10, 15, 20, 25, 30, 35, 40), closed="right", fill= "#7070FF", color="black") +
labs(title = "Professional programming experience distribution for completed sessions") +
xlab("Experience in years") +
ylab("# Participants")
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)
Professional Java experience
d.sessions.completed %>%
ggplot(aes(work_experience_java)) +
geom_histogram(breaks = c(-1, 0, 5, 10, 15, 20, 25, 30, 35, 40), closed="right", fill= "#7070FF", color="black") +
labs(title = "Professional Java experience distribution for completed sessions") +
xlab("Experience in years") +
ylab("# Participants")
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)
Signup code
d.sessions.completed %>%
ggplot(aes(group, fill = group)) +
geom_bar() +
labs(title = "Signup group distribution for completed sessions for completed sessions") +
xlab("Signup Group") +
ylab("# Participants") +
scale_fill_manual(values = rep("#7070FF", 5), guide = NULL)
![](data:image/png;base64,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)
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