From 7772b8fd5be3268362918beffd952f562b010bd1 Mon Sep 17 00:00:00 2001 From: Laurent Modolo <laurent@modolo.fr> Date: Thu, 19 Dec 2019 14:40:16 +0100 Subject: [PATCH] add session 6 slides --- session_5/slides.Rmd | 33 +---- session_6/img/join-venn.png | Bin 0 -> 51171 bytes session_6/img/relational-nycflights.png | Bin 0 -> 46157 bytes session_6/slides.Rmd | 177 ++++++++++++++++++++++++ 4 files changed, 183 insertions(+), 27 deletions(-) create mode 100644 session_6/img/join-venn.png create mode 100644 session_6/img/relational-nycflights.png create mode 100644 session_6/slides.Rmd diff --git a/session_5/slides.Rmd b/session_5/slides.Rmd index 020085a..369cda9 100644 --- a/session_5/slides.Rmd +++ b/session_5/slides.Rmd @@ -3,6 +3,8 @@ title: "R#5: data transformation" author: "Laurent Modolo [laurent.modolo@ens-lyon.fr](mailto:laurent.modolo@ens-lyon.fr)" date: "28 Nov 2019" output: + slidy_presentation: + highlight: tango beamer_presentation: theme: metropolis slide_level: 3 @@ -10,8 +12,6 @@ output: df_print: tibble highlight: tango latex_engine: xelatex - slidy_presentation: - highlight: tango --- ```{r setup, include=FALSE, cache=TRUE} @@ -183,12 +183,13 @@ flights %>% mutate( canceled = is.na(dep_time) | is.na(arr_time) ) %>% + filter(canceled) %>% mutate(wday = strftime(time_hour,'%A')) %>% group_by(wday) %>% summarise( cancel_day = n() ) %>% - ggplot(mapping = aes(x = wday, y = cancel_day)) + + ggplot(mapping = aes(x = fct_reorder(wday, cancel_day), y = cancel_day)) + geom_col() ``` @@ -264,29 +265,6 @@ flights %>% - What time of day should you fly if you want to avoid delays as much as possible? -```{r group_filter_a, eval=F} -flights %>% - group_by(hour) %>% - summarise( - mean_delay = mean(arr_delay, na.rm = T), - sd_delay = sd(arr_delay, na.rm = T), - ) %>% - ggplot() + - geom_errorbar(mapping = aes( - x = hour, - ymax = mean_delay + sd_delay, - ymin = mean_delay - sd_delay)) + - geom_point(mapping = aes( - x = hour, - y = mean_delay, - )) -``` -**5_d** - -## Goup by challenges - -- What time of day should you fly if you want to avoid delays as much as possible? - ```{r group_filter_b, eval=T, echo = F, warning=F, message=FALSE, cache=T, fig.width=8, fig.height=3.5} flights %>% group_by(hour) %>% @@ -303,4 +281,5 @@ flights %>% x = hour, y = mean_delay, )) -``` \ No newline at end of file +``` + **5_d** \ No newline at end of file diff --git a/session_6/img/join-venn.png b/session_6/img/join-venn.png new file mode 100644 index 0000000000000000000000000000000000000000..023cd2f26aab5b5b5b1acdbe183a6ef39dc2b133 GIT binary patch literal 51171 zcmeAS@N?(olHy`uVBq!ia0y~yVDV#MV6@|4Vqjp9aXGY?fq{XsILO_JVcj{ImkbOH zoCO|{#S9FJS3#JOWzLql3=E7{GeaUuB7A+UlJj%*5>xV%QuQiw3m8DaroyTsw;(sQ zBvGLvHz%*ys=`(Ytimd<*a{@9ucQE0Qj%?}6yY17;GAESs$i;TqGzCF$EBd4U{jQm zW)<Y(2Gw4al4h%vQBqQ1rLSLJUanVete0Puu5V~*X{m2uq;F)TTa=QfTU?n}l31ae zSF8*%1ZIv)YH@N=W<g12ex3rz+{C2((h^%GC6Gl5FaU99NoE?tro3XPx03U7^+7WF zhI$72aI-<igG8;I^K%P|Qj3c-^YiRXZNMr~#1Qt_fYk?N<d@{<rj`_CCVS?Uq!twv 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beamer_presentation: + theme: metropolis + slide_level: 3 + fig_caption: no + df_print: tibble + highlight: tango + latex_engine: xelatex +--- + +```{r setup, include=FALSE, echo = F} +library(tidyverse) +library(nycflights13) +flights2 <- flights %>% + select(year:day, hour, origin, dest, tailnum, carrier) +``` + +## Tidydata + +There are three interrelated rules which make a dataset tidy: + +- Each variable must have its own column. +- Each observation must have its own row. +- Each value must have its own cell. + +```{r load_data, eval=T, message=T} +library(tidyverse) +``` + +## pivot longer + +```{r table4a, eval=T, message=T} +table4a # number of TB cases +``` + +## pivot longer + +```{r pivot_longer, eval=T, message=T} +table4a %>% + pivot_longer(-country, + names_to = "year", + values_to = "case") +``` + +## pivot wider + +```{r table2, eval=T, message=T} +table2 +``` + +## pivot wider + +```{r pivot_wider, eval=T, message=T} +table2 %>% + pivot_wider(names_from = type, + values_from = count) +``` + +## Relational data + +Sometime the information can be split between different table + +```{r airlines, eval=F, echo = T} +library(nycflights13) +flights +airlines +airports +weather +flights2 <- flights %>% + select(year:day, hour, origin, dest, tailnum, carrier) +``` + +## Relational data + +```{r airlines_dag, echo=FALSE, out.width='100%'} +knitr::include_graphics('img/relational-nycflights.png') +``` + +## joints + +```{r joints, echo=FALSE, out.width='100%'} +knitr::include_graphics('img/join-venn.png') +``` + +## `inner_joint()` + +Matches pairs of observations whenever their keys are equal + +```{r inner_joint, eval=T} +flights2 %>% + inner_join(airlines) +``` +## `left_joint()` + +keeps all observations in `x` + +```{r left_joint, eval=T} +flights2 %>% + left_join(airlines) +``` + +## `right_joint()` + +keeps all observations in `y` + +```{r right_joint, eval=T} +flights2 %>% + right_join(airlines) +``` + +## `full_joint()` + +keeps all observations in `x` and `y` + +```{r full_joint, eval=T} +flights2 %>% + full_join(airlines) +``` + +## Defining the key columns + +The default, `by = NULL`, uses all variables that appear in both tables, the so called natural join. + +```{r left_join_weather, eval=T} +flights2 %>% + left_join(weather) +``` + +## Defining the key columns + +The default, `by = NULL`, uses all variables that appear in both tables, the so called natural join. + +```{r left_join_tailnum, eval=T, echo = T} +flights2 %>% + left_join(planes, by = "tailnum") +``` + +## Defining the key columns + +A named character vector: `by = c("a" = "b")`. This will match variable `a` in table `x` to variable `b` in table `y`. + +```{r left_join_airport, eval=T, echo = T} +flights2 %>% + left_join(airports, c("dest" = "faa")) +``` + +## Filtering joins + +Filtering joins match observations in the same way as mutating joins, but affect the observations, not the variables. There are two types: + +- `semi_join(x, y)` keeps all observations in `x` that have a match in `y`. +- `anti_join(x, y)` drops all observations in `x` that have a match in `y`. + + +## Filtering joins + +```{r top_dest, eval=T, echo = T} +top_dest <- flights %>% + count(dest, sort = TRUE) %>% + head(10) +flights %>% + semi_join(top_dest) +``` + +## Set operations + +These expect the x and y inputs to have the same variables, and treat the observations like sets: + +- `intersect(x, y)`: return only observations in both `x` and `y`. +- `union(x, y)`: return unique observations in `x` and `y`. +- `setdiff(x, y)`: return observations in `x`, but not in `y`. -- GitLab