class: center, middle, inverse, title-slide # Visualizing data with tidyverse ## Plotting with
ggplot2
### Srikanth Aravamuthan & Michael Liou ### October 2, 2019 --- <style> .left-column { color: #777; width: 20%; height: 92%; float: left; } .left-column h2:last-of-type, .left-column h3:last-child { color: #000; } .right-column { width: 75%; float: right; padding-top: 1em; } .pull-left { float: left; width: 47%; } .pull-right { float: right; width: 47%; } .pull-right ~ * { clear: both; } .vertical-center-100 { position: absolute; top: 50%; left: 50%; transform: translate(-50%,-50%); width: 100% } .center { display: block; margin-left: auto; margin-right: auto; } kbd { background-color: #eee; border-radius: 3px; border: 1px solid #b4b4b4; box-shadow: 0 1px 1px rgba(0, 0, 0, .2), 0 2px 0 0 rgba(255, 255, 255, .7) inset; color: #333; display: inline-block; font-size: .85em; font-weight: 700; line-height: 1; padding: 2px 4px; white-space: nowrap; } #cf { position:relative; height:281px; width:450px; margin:0 auto; } #cf img { position:absolute; left:0; -webkit-transition: opacity 1s ease-in-out; -moz-transition: opacity 1s ease-in-out; -o-transition: opacity 1s ease-in-out; transition: opacity 1s ease-in-out; } #cf img.top:hover { opacity:0; } </style> # **Setup** .pull-left[ `tidyverse` installs several packages useful for data analysis such as `tidyr`, `dplyr`, `ggplot2`, `tibble`, etc. Let's load the `tidyverse` including `ggplot2`. ```r # install the tidyverse packages including ggplot2 install.packages(tidyverse) ``` ```r # load the tidyverse packages including ggplot2 library(tidyverse) ``` ] .pull-right[ <img src="tidyverse-1.png" width="100%"> ] --- # **Setup** We are studying the species repartition and weight of animals caught in plots in our study area. Let's read in the data using the `read_csv()` function from the `tidyverse` package `readr`. ```r # download the CSV file that contains the survey data from figshare download.file(url="https://ndownloader.figshare.com/files/2292169", destfile = "data/portal_data_joined.csv") ``` ```r # load into memory the content of the CSV file as an object of class data.frame surveys <- read_csv("data/portal_data_joined.csv") ``` --- # **Presentation of the Survey Data** Each row holds information for a single animal. | Column | Description | | --------------- | ---------------------------------- | | record_id | Unique id for the observation | | month | Month of observation | | day | Day of observation | | year | Year of observation | | plot_id | ID of a particular plot | | species_id | 2-letter code | | sex | Sex of animal (“M”, “F”) | | hindfoot_length | Length of the hindfoot in mm | | weight | Weight of the animal in grams | | genus | Genus of animal | | species | Species of animal | | taxon | e.g. Rodent, Reptile, Bird, Rabbit | | plot_type | Type of plot | --- # **Review** Bracket subsetting is handy, but it can be cumbersome and difficult to read, especially for complicated operations. ```r table(surveys$species_id[!is.na(surveys$weight) | !is.na(surveys$hindfoot_length) | !is.na(surveys$sex)])[table(surveys$species_id[!is.na(surveys$weight) | !is.na(surveys$hindfoot_length) | !is.na(surveys$sex)]) >= 50] ``` ``` DM DO DS NL OL OT PB PE PF PM PP RF 10537 3018 2476 1194 989 2219 2868 1280 1577 887 3086 75 RM SH 2561 144 ``` --- # **Review** Bracket subsetting is handy, but it can be cumbersome and difficult to read, especially for complicated operations. ```r surveys_complete <- surveys[!is.na(surveys$weight) | !is.na(surveys$hindfoot_length) | !is.na(surveys$sex),] tab <- table(surveys_complete$species_id) tab[tab >= 50] ``` ``` DM DO DS NL OL OT PB PE PF PM PP RF 10537 3018 2476 1194 989 2219 2868 1280 1577 887 3086 75 RM SH 2561 144 ``` --- # **Review** It is rare that we get the data in exactly the right form we need. Often we’ll need to create some new variables or summaries, or maybe we just want to rename the variables or reorder the observations in order to make the data a little easier to work with. .pull-left[ ```r surveys %>% filter(!is.na(weight), !is.na(hindfoot_length), !is.na(sex)) %>% count(species_id) %>% filter(n >= 50) ``` ] .pull-right[ ``` # A tibble: 14 x 2 species_id n <chr> <int> 1 DM 9727 2 DO 2790 3 DS 2023 4 NL 1045 5 OL 905 6 OT 2081 7 PB 2803 8 PE 1198 9 PF 1469 10 PM 835 11 PP 2969 12 RF 73 13 RM 2417 14 SH 128 ``` ] --- # **Where do we go from here** --- class: middle ## "The simple graph has brought more information to the data analyst’s mind than any other device." **- John Tukey** --- # **Where are we going** --- class: split-40 count: false .column[.content[ ```r *surveys_complete ``` ]] .column[.content[ ``` # A tibble: 33,145 x 13 record_id month day year plot_id species_id sex hindfoot_length <dbl> <dbl> <dbl> <dbl> <dbl> <chr> <chr> <dbl> 1 1 7 16 1977 2 NL M 32 2 72 8 19 1977 2 NL M 31 3 588 2 18 1978 2 NL M NA 4 845 5 6 1978 2 NL M 32 5 990 6 9 1978 2 NL M NA 6 1164 8 5 1978 2 NL M 34 7 1261 9 4 1978 2 NL M 32 8 1453 11 5 1978 2 NL M NA 9 1756 4 29 1979 2 NL M 33 10 1818 5 30 1979 2 NL M 32 # … with 33,135 more rows, and 5 more variables: weight <dbl>, # genus <chr>, species <chr>, taxa <chr>, plot_type <chr> ``` ]] --- class: split-40 count: false .column[.content[ ```r surveys_complete %>% * count(year, * genus, * sex) ``` ]] .column[.content[ ``` # A tibble: 462 x 4 year genus sex n <dbl> <chr> <chr> <int> 1 1977 Chaetodipus F 4 2 1977 Chaetodipus M 3 3 1977 Dipodomys F 172 4 1977 Dipodomys M 188 5 1977 Dipodomys <NA> 1 6 1977 Neotoma F 1 7 1977 Neotoma M 4 8 1977 Onychomys F 7 9 1977 Onychomys M 4 10 1977 Onychomys <NA> 2 # … with 452 more rows ``` ]] --- class: split-40 count: false .column[.content[ ```r surveys_complete %>% count(year, genus, sex) %>% * ggplot() ``` ]] .column[.content[ <img src="data:image/png;base64,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" style="display: block; margin: auto;" /> ]] --- class: split-40 count: false .column[.content[ ```r surveys_complete %>% count(year, genus, sex) %>% ggplot() + * aes(x = year, * y = n, * color = sex) ``` ]] .column[.content[ <img src="data:image/png;base64,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" style="display: block; margin: auto;" /> ]] --- class: split-40 count: false .column[.content[ ```r surveys_complete %>% count(year, genus, sex) %>% ggplot() + aes(x = year, y = n, color = sex) + * geom_line() ``` ]] .column[.content[ <img src="data:image/png;base64,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" style="display: block; margin: auto;" /> ]] --- class: split-40 count: false .column[.content[ ```r surveys_complete %>% count(year, genus, sex) %>% ggplot() + aes(x = year, y = n, color = sex) + geom_line() + * facet_wrap(vars(genus)) ``` ]] .column[.content[ <img src="data:image/png;base64,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" style="display: block; margin: auto;" /> ]] --- class: split-40 count: false .column[.content[ ```r surveys_complete %>% count(year, genus, sex) %>% ggplot() + aes(x = year, y = n, color = sex) + geom_line() + facet_wrap(vars(genus)) + * labs(title = "Observed genera through time", * x = "Year of observation", * y = "Number of individuals") ``` ]] .column[.content[ <img 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" style="display: block; margin: auto;" /> ]] --- class: split-40 count: false .column[.content[ ```r surveys_complete %>% count(year, genus, sex) %>% ggplot() + aes(x = year, y = n, color = sex) + geom_line() + facet_wrap(vars(genus)) + labs(title = "Observed genera through time", x = "Year of observation", y = "Number of individuals") + * theme_bw() ``` ]] .column[.content[ <img 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" style="display: block; margin: auto;" /> ]] --- class: split-40 count: false .column[.content[ ```r surveys_complete %>% count(year, genus, sex) %>% ggplot() + aes(x = year, y = n, color = sex) + geom_line() + facet_wrap(vars(genus)) + labs(title = "Observed genera through time", x = "Year of observation", y = "Number of individuals") + theme_bw() + * theme(axis.text.x = element_text(colour = "grey20", * size = 12, * angle = 90, * hjust = 0.5, * vjust = 0.5), * axis.text.y = element_text(colour = "grey20", * size = 12), * text = element_text(size = 16)) ``` ]] .column[.content[ <img 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" style="display: block; margin: auto;" /> ]] --- # **How do we get there** --- class: middle ### "…the grammar tells us that a statistical graphic is a **mapping** from data to **aesthetic** attributes (colour, shape, size) of **geometric** objects (points, lines, bars). The plot may also contain statistical transformations of the data and is drawn on a specific coordinate system" – from `ggplot2` book --- # **g is for Grammar** .pull-left[ - A grammar of a language defines the rules of structuring words and phrases into meaningful expressions. - A good grammar is just the first step in creating a good sentence. ] .pull-right[ <img src="the-letter-g-2.png" width="75%"> ] --- # **g is for Grammar of Graphics** .pull-left[ - A grammar of graphics defines the rules of structuring mathematic and aesthetic elements into a meaningful graph. - A grammar may also help guide us on what a well-formed or correct graphic looks like, but there will still be many grammatically correct but nonsensical graphics. ] .pull-right[ <img src="the-letter-g-3.jpg" width="75%"> ] --- # **g is for Grammar of Graphics** .pull-left[ - A grammar of graphics is a tool that enables us to concisely describe the components of a graphic. - A grammar allows us to move beyond named graphics e.g. scatterplot and gain insight into the deep structure that underlies statistical graphics. - Leland Wilkinson (2005) designed the grammar upon which `ggplot2` is based. ] .pull-right[ <img src="the-letter-g-5.jpg" width="75%"> ] --- class: middle ## "Base graphics are good for drawing pictures; ggplot2 graphics are good for understanding the data." **- Hadley Wickham** --- # **g is for the ggplot2 package** .pull-left[ - Creates layered statistical graphics. - Uses an underlying grammar to build graphs layer-by-layer rather than providing premade graphs. - Easy to use without any previous experience to the underlying grammar - Builds a graph from concepts rather than commands and options ] .pull-right[ <img src="the-letter-g-7.jpg" width="75%"> ] --- class: middle ## "How we can build on the grammar to learn how to create graphical poems." **- Hadley Wickham** --- # **g is for the ggplot function** ```{} ggplot(data = <DATA>, mapping = aes(<MAPPINGS>)) + <GEOM_FUNCTION>(stat = <STAT>, position = <POSITION>) + <SCALE_FUNCTION>() + <COORDINATE_FUNCTION>() + <FACET_FUNCTION>() + <THEME_FUNCTION>() ``` --- # **Elements of `G`rammar of `G`raphics** 1. **`Data`:** variables mapped to aesthetic features of the graph. 2. **`Aes`thetic mappings:** aesthetic features of the graph. 3. **`Geom`etric objects:** geometric objects/shapes on the graph. 4. **`Stat`istical tranformations:** stastical transformations that summarize data,(e.g mean, confidence intervals) 5. **`Position`:** adjusts the position of overlapping objects within a layer. 6. **`Scale`:** mappings of aesthetic values to data values. Legends and axes visualize scales. 7. **`Coord`inate systems:** the plane on which data are mapped on the graphic. 8. **`Facet`ting:** splitting the data into subsets to create multiple variations of the same graph (paneling). 9. **`Theme`:** makes the plot aesthetically pleasing or match an existing style guide --- class: middle ## "The greatest value of a picture is when it forces us to notice what we never expected to see." **- John Tukey** --- # **g is for `aes`thetics** | Type | Argument | | :------------- | :------- | | Border Color | `color` | | Fill Color | `fill` | | Transparency | `alpha` | | Grouping | `group` | | Linetype | `linetype` | | Size | `size` | | Point Shape | `shape` | | Point Position | `x`, `y`, `xmin`, `xmax`, `ymin`, `ymax`, `xend`, `yend` | --- # **g is for greens ... and reds ... and blues ...** .pull-left[ `ggplot2` allows to customize the shape colors thanks to its `fill` and `color` arguments. - **Name:** R offers about 657 color names. You can read all of them using `colors()`. - **rgb:** The `rgb()` function allows to build a color using a quantity of red, green and blue. An additionnal parameter is available to set the transparency. All parameters ranged from 0 to 1. - **Number:** Color can be defined by its number <br> e.g. `colors()[143]`. - **Hex Code:** Colors can be defined by their hex code <br> e.g. `#69b3a2`. To find the hex code of your dream, visit this color picker. For additional color pallettes, see R packages `RColorBrewer`, `viridis`, and `paletteer`. A list of all the available palettes in R, see <https://github.com/EmilHvitfeldt/r-color-palettes>. ] .pull-right[ <img src="color.png" width="75%"> ] --- # **g is for `aes`thetics** .center[ .vertical-center-100[ <img src="shape-1.png" width="50%"> ] ] --- # **g is for `aes`thetics** ``` [1] "adj" "alpha" "angle" "bg" "cex" [6] "col" "color" "colour" "fg" "fill" [11] "group" "hjust" "label" "linetype" "lower" [16] "lty" "lwd" "max" "middle" "min" [21] "pch" "radius" "sample" "shape" "size" [26] "srt" "upper" "vjust" "weight" "width" [31] "x" "xend" "xmax" "xmin" "xintercept" [36] "y" "yend" "ymax" "ymin" "yintercept" [41] "z" ``` --- # **g is for `geom`etric objects** | Type | Function | | :------------------------ | :----------------------------- | | Point | `geom_point()` | | Line | `geom_line()` | | Bar | `geom_bar()`, `geom_col()` | | Histogram | `geom_histogram()` | | Regression | `geom_smooth()` | | Boxplot | `geom_boxplot()` | | Violin | `geom_violin` | | Jittered points | `geom_jitter()` | | Text | `geom_text()` | | Diagonal Line | `geom_abline()` | | Vertical/Horizontal Line | `geom_vline()`, `geom_hline()` | | Count | `geom_count()` | | Density | `geom_density()` | | Ribbons and area plots | `geom_ribbon()`, `geom_area()` | --- # **g is for `geom`etric objects** .center[ .vertical-center-100[ <img src="geom-1.png" width="50%"> ] ] --- # **g is for `geom`etric objects** .pull-left[ See <http://ggplot2.tidyverse.org/reference/> ``` [1] "geom_abline" "geom_area" "geom_bar" [4] "geom_bin2d" "geom_blank" "geom_boxplot" [7] "geom_col" "geom_contour" "geom_count" [10] "geom_crossbar" "geom_curve" "geom_density" [13] "geom_density_2d" "geom_density2d" "geom_dotplot" [16] "geom_errorbar" "geom_errorbarh" "geom_freqpoly" [19] "geom_hex" "geom_histogram" "geom_hline" [22] "geom_jitter" "geom_label" "geom_line" [25] "geom_linerange" "geom_map" "geom_path" [28] "geom_point" "geom_pointrange" "geom_polygon" [31] "geom_qq" "geom_qq_line" "geom_quantile" [34] "geom_raster" "geom_rect" "geom_ribbon" [37] "geom_rug" "geom_segment" "geom_sf" [40] "geom_sf_label" "geom_sf_text" "geom_smooth" [43] "geom_spoke" "geom_step" "geom_text" [46] "geom_tile" "geom_violin" "geom_vline" ``` ] .pull-right[ ... or type `geom_` and RStudio will autocomplete <img src="geom.gif" width="100%"> ] --- # **Faceting** .pull-left[ <img src="facet-wrap.png" width="100%"> ] .pull-left[ <img src="facet-grid.png" width="100%"> ] --- # **Themes** .pull-left[ The `theme()` function of `ggplot2` allows to customize the chart appearance. It controls 3 main types of components: - **Axis:** controls the title, label, line and ticks - **Background:** controls the background color and the major and minor grid lines - **Legend:** controls position, text, symbols and more. See <http://ggplot2.tidyverse.org/reference/> ... or type `geom_` and RStudio will autocomplete For additional themes, see R packages `ggthemes`, `ggthemr`, `hrbrthemes`, `ggpomological`, and `tvthemes`. A list of all the available palettes in R, see <https://github.com/EmilHvitfeldt/r-color-palettes>. ] .pull-right[ <img src="visualization-themes.png" width="100%"> ] --- # **Help** .pull-left[ Nametags: Flip your nametags to the red end Help Documentation: e.g. `?ggplot` Cheatsheet: https://github.com/rstudio/cheatsheets/raw/master/data-visualization-2.1.pdf ] .pull-right[ <img src="help-1.gif" width="100%"> ] --- # **g is for Getting Started** We start by loading the required packages. `ggplot2` is included in the `tidyverse` package. ```r library(tidyverse) ``` If not still in the workspace, load the data we saved in the previous lesson. ```r surveys_complete <- read_csv("data/surveys_complete.csv") ``` --- # **Challenges** Use what you just learned to create a scatter plot of `weight over` `species_id` with `plot_types` showing in different colors. Is this a good way to show this type of data? --- # **Challenges** <!-- Boxplots are useful summaries, but hide the shape of the distribution. For example, if the distribution is bimodal, we would not see it in a boxplot. An alternative to the boxplot is the violin plot, where the shape (of the density of points) is drawn. --> <!-- - Replace the box plot with a violin plot; see `geom_violin()`. --> <!-- In many types of data, it is important to consider the scale of the observations. For example, it may be worth changing the scale of the axis to better distribute the observations in the space of the plot. Changing the scale of the axes is done similarly to adding/modifying other components (i.e., by incrementally adding commands). Try making these modifications: --> <!-- - Represent weight on the log10 scale; see `scale_y_log10()`. --> <!-- So far, we’ve looked at the distribution of weight within species. Try making a new plot to explore the distribution of another variable within each species. --> <!-- - Create a boxplot for `hindfoot_length`. Overlay the boxplot layer on a jitter layer to show actual measurements. --> <!-- - Add color to the data points on your boxplot according to the plot from which the sample was taken (`plot_id`). --> <!-- Hint: Check the class for `plot_id`. Consider changing the class of `plot_id` from integer to factor. Why does this change how R makes the graph? --> Create a visualization displaying a boxplot of `hindfoot_length` for each `species_id`. Modify the plot in the following way. 1. Do not display box plots for species with fewer than 50 total observations 2. Overlay the scatterplot on top of the box plot (`geom_jitter()`) `geom_jitter()` will "jitter" points left and right, but also "jitter" the y-values of hind foot lengths. This is not good practice because we are actually changing the displayed measured values. Use the `geom_jitter()` option `height` such that "jitter" does not change the displayed hind foot length measurements. 3. Modify the transparency of the scatterplot such that the box plot is still visible. You may choose to change the color as well. 4. Notice that after overlaying the scatterplot, the outliers outside the boxplot are duplicated. Tell ggplot not to display the outliers from `geom_boxplot()`. Hint: You may need to use `dplyr` for the first aim, and search in the options/documentation of `geom_boxplot()` to hide the outliers. Google may be of help too! --- # **Challenge** Use what you just learned to create a plot that depicts how the average weight of each species changes through the years. --- # **Challenge: Recreate the Folowing Two Plots** <!-- With all of this information in hand, please take another five minutes to either improve one of the plots generated in this exercise or create a beautiful graph of your own. Use the RStudio [**`ggplot2`** cheat sheet](https://github.com/rstudio/cheatsheets/raw/master/data-visualization-2.1.pdf) for inspiration. Here are some ideas: --> <!-- - See if you can change the thickness of the lines. --> <!-- - Can you find a way to change the name of the legend? What about its labels? --> <!-- - Try using a different color palette (see http://www.cookbook-r.com/Graphs/Colors_(ggplot2)/). --> .pull-left[ For the first plot, include the following modifications: - The variable `weight` is on the log 10 scale - x axis labels at a 45 angle - Axes labels are x = "Genus" and y = "Weight (g)" For the second plot, include the following modifications: - Abundance is calculated for each year - Lines colors are encoded by the variable `genus` - Axes labels are x = "Year" and y = "Abundance" ] .pull-right[ <img src="capstone.png" width="100%"> ] --- # **Challenge: Recreate the Folowing Two Plots** <!-- With all of this information in hand, please take another five minutes to either improve one of the plots generated in this exercise or create a beautiful graph of your own. Use the RStudio [**`ggplot2`** cheat sheet](https://github.com/rstudio/cheatsheets/raw/master/data-visualization-2.1.pdf) for inspiration. Here are some ideas: --> <!-- - See if you can change the thickness of the lines. --> <!-- - Can you find a way to change the name of the legend? What about its labels? --> <!-- - Try using a different color palette (see http://www.cookbook-r.com/Graphs/Colors_(ggplot2)/). --> .pull-left[ For the first plot, include the following modifications: - The variable `weight` is on the log 10 scale - x axis labels at a 45 angle - Axes labels are x = "Genus" and y = "Weight (g)" ] .pull-right[ For the second plot, include the following modifications: - Abundance is calculated for each year - Lines colors are encoded by the variable `genus` - Axes labels are x = "Year" and y = "Abundance" ] .center[ <img src="capstone.png" width="75%"> ] --- # **g is for `grid.arrange` and `ggsave`** The `gridExtra` package allows you to combine separate ggplots into a single figure using `grid.arrange()`. ```r install.packages("gridExtra") library(gridExtra) ``` The `ggsave()` function allows you easily change the dimension and resolution of your plot by adjusting the appropriate arguments (`width`, `height` and `dpi`) and save it to a file in the appropriate format. --- class: middle # **Epilogue** <img src="ggplot2-exts-gallery.png" width="75%"> --- class: middle # **Epilogue** <img src="super-grover.gif" width="75%"> --- # **Noteworthy RStudio Add-Ins** - **esquisse:** Interactively build ggplot2 plots - **ggplotThemeAssist:** Customize your ggplot theme interactively - **ggedit:** Layer, scale, and theme editing --- class: middle # **Thank You** <img src="thanks.gif" width="75%"> --- # **Resources** - ggplot2 Cheat sheet: <https://www.rstudio.com/wp-content/uploads/2016/11/ggplot2-cheatsheet-2.1.pdf> - ggplot2: Elegant Graphics for Data Analysis, Hadley Wickham: <http://ggplot2.org> - R Graphics Cookbook, Winston Chang: <http://www.cookbook-r.com/Graphs/> - Naomi Robbins, Creating More Effective Graphs: <http://www.nbr-graphs.com> - Antony Unwin, Graphical Data Analysis with R: <https://www.crcpress.com/Graphical-Data-Analysis-with-R/Unwin/9781498715232> --- class: middle # **g is for Goodbye** <img src="goodbye.gif" width="75%"> --- <style type="text/css"> .remark-code{line-height: 1.5; font-size: 75%} </style>