The override.aes argument in guide_legend() allows the user to change only the legend appearance without affecting the rest of the plot. Related Book GGPlot2 Essentials for Great Data Visualization in R. Prerequisites. colour maps to the colors of lines and points, while fill maps to the color of area fills. A list specifying aesthetic parameters of legend key. Colour gradients are often used to show the height of a 2d surface. Hide the entire legend to create a ggplot with no legend. geom_point(aes(col = group)). 11.2 Continuous colour scales. Posted on March 31, 2018 by Rsquared Academy Blog in R bloggers | 0 Comments [This article was first published on Rsquared Academy Blog, and kindly contributed to R-bloggers]. The desired number of column of legends. The Default Legend. For further information, see: I hate spam & you may opt out anytime: Privacy Policy. They take the form scale_xxx_yyy. This article describes how to change ggplot legend size. Another alternative is that you specify the col argument within the aesthetics of the geom function (i.e. y = rnorm(100), This is useful for making the legend more readable or for creating certain types of combined legends. Get regular updates on the latest tutorials, offers & news at Statistics Globe. We’ll use a different data set for the line graphs here because the PlantGrowth data set does not work well with a line graph. R Programming Server Side Programming Programming The default position of legend in a plot created by using ggplot2 is right hand side but we can change the position by using theme function that has legend.position argument and legend.justification argument. As you can see based on Figure 2, we just added a legend to our plot, by moving the col argument within the aes function in the first line of the code. The plots in this section use the surface of a 2d density estimate of the faithful dataset, 35 which records the waiting time between eruptions and during each eruption for the Old Faithful geyser in Yellowstone Park. ggplot2 default legend title. Remove the legend title: p + theme(legend.title = element_blank()). Subscribe to my free statistics newsletter. See details and examples. nrow. Figure 1 shows the plot we creates with the previous R code. If p is a list, only the first legend is returned. data <- data.frame(x = rnorm(100), # Create data To put it inside the plot area, specify a vector of length 2, both values going between 0 and 1 and giving the x and y coordinates. head(data) # Inspect data See details and examples. Showcase. #> 2 5.58 Control The figure below shows how this works for points: if both colour and shape are mapped to the same variable, then only a single legend is necessary. Creation of Example Data & Setting Up ggplot2 Package, how to modify colors of a ggplot2 plot manually, Remove Legend Title from ggplot2 Plot in R, Add Common Legend to Combined ggplot2 Plot, ggplot2 Error in R: Must be Data Frame not S3 Object with Class Uneval, Add Vertical & Horizontal Line to gglot2 Plot in R (4 Examples), Display Only Integer Values on ggplot2 Axis in R (Example), Add Panel Border to ggplot2 Plot in R (Example), Set Origin of ggplot2 Plot Axes to Zero in R (Example). If we want to add a legend to our ggplot2 plot, we need to specify the colors within the aes function (i.e. There are two ways of changing the legend title and labels. Legends can also be placed inside the plot box using x/y coordinates, where (0,0) is the lower left corner and (1,1) is the upper right corner. I hide the legends and set expand to 0, to focus on the appearance of the data. The position of the legend can be changed using the function theme() as follow : p + theme(legend.position="top") p + theme(legend.position="bottom") The allowed values for the arguments legend.position are : “left”,“top”, “right”, “bottom”. # -0.1690488 -0.1737171 2. If you accept this notice, your choice will be saved and the page will refresh. Have a look at the following R syntax: ggplot(data, aes(x, y, col = group)) + # ggplot with legend View all posts by Zach Post navigation. logical. You can find the video below. If you find any errors, please email [email protected], # Remove legend for a particular aesthetic (fill), # It can also be done when specifying the scale. R legend function. The override.aes argument in guide_legend() allows the user to change only the legend appearance without affecting the rest of the plot. However, from all of the examples that I have seen, the color is used for a factor variable. To add legends to plots in R, the R legend() function can be used. https://github.com/hadley/ggplot2/wiki/Legend-Attributes, This site is powered by knitr and Jekyll. Use guides(fill=FALSE), replacing fill with the desired aesthetic.You can also remove all the legends in a graph, using theme. Load required packages and set the theme function theme_minimal() as the default theme: Note that I illustrated how to create a legend based on a scatterplot. Use the plot title and subtitle to explain the main findings. See Axes (ggplot2) for information on how to modify the axis labels. You'll usually want to use legend.justification, too — this tells ggplot which part of the legend box should align with the coordinates. Of case we could apply the same R codes to other types of plots such as histograms, barcharts, line plots and so on. Remove a ggplot legend. Legends are a key component of data visualization. Extract the legend labels from a ggplot object. It's common to use the caption to provide information about the data source. Always ensure the axis and legend labels display the full variable name. nrow. This is useful for making the legend more readable or for creating certain types of combined legends. This is useful for making the legend more readable or for creating certain types of combined legends. #> 3 5.18 Control Customize ggplot2 legend: position, title, text, key symbol and more. Otherwise there will be two two separate legends. There is not a built-in way to remove the slashes, but it is possible to cover them up. Simple Scatter Plot with Legend How to Move Legend to inside plot in ggplot2? From my reading, you have to add color to aes. However, our plot is not showing a legend for these colors. I have a line plot with three continuous variables. # Rename the column and the values in the factor, #> weight Experimental Condition the aesthetics) of our ggplot2 code. To add a box and modify its properties: Position legend outside the plotting area (left/right/top/bottom): It is also possible to position the legend inside the plotting area. require(["mojo/signup-forms/Loader"], function(L) { L.start({"baseUrl":"mc.us18.list-manage.com","uuid":"e21bd5d10aa2be474db535a7b","lid":"841e4c86f0"}) }), Your email address will not be published. ncol. Note that we colored our plot by specifying the col argument within the geom_point function. If we want to add a legend to our ggplot2 plot, we need to specify the colors within the aes function (i.e. Required fields are marked *. To add legends to plots in R, the R legend() function can be used. How to set the legends using ggplot2 on top-right side in R? In ggplot2, aesthetics and their scale_*() functions change both the plot appearance and the plot legend appearance simultaneously. I’m Joachim Schork. Data. Hide the entire legend to create a ggplot with no legend. The diamonds data that ships with ggplot.. # x y group You can also remove all the legends in a graph, using theme. They are necessary because of the spaces in the variable name. byrow. # then graph the bars again with outline, but with a blank legend. ggplot2 tries to use the fewest number of legends to accurately convey the aesthetics used in the plot. R Programming Server Side Programming Programming The default position of legend in a plot created by using ggplot2 is right hand side but we can change the position by using theme function that has legend.position argument and legend.justification argument. Changing the order of items in the legend, Reversing the order of items in the legend, Modifying the text of legend titles and labels, Modifying the appearance of the legend title and labels, https://github.com/hadley/ggplot2/wiki/Legend-Attributes, Equally-spaced colors from the color wheel, Manually-specified values (e.g., colors, point shapes, line types), Discrete values (e.g., colors, point shapes, line types, point sizes), Continuous values (e.g., alpha, colors, point sizes). Aliases. Hello, I am trying to figure out how to add a manual legend to a ggplot2 figure. # You can also modify the scale directly: # Here's what happens if you just specify colour, # Copy data into new data frame Re-ordering with ggplot2. Good labels are critical for making your plots accessible to a wider audience. The coordinates can be specified in any way which is accepted by xy.coords. In case you have additional questions, tell me about it in the comments. In ggplot2, aesthetics and their scale_*() functions change both the plot appearance and the plot legend appearance simultaneously. From my reading, you have to add color to aes. A list specifying aesthetic parameters of legend key. In summary: On this page, I showed how to add a legend to a ggplot2 graphic in the R programming language. #> 5 4.50 Control # reversed order legend p + guides (col = guide_legend (reverse = TRUE)) Contents ggplot2 is a part of the tidyverse , an ecosystem of packages designed with common APIs and a shared philosophy. The first way is to tell the scale to use have a different title and labels. # A hack to hide the slashes: first graph the bars with no outline and add the legend, I need to add a simple legend for the colors. I hide the legends and set expand to 0, to focus on the appearance of the data. The following example presents the default legend to be cusotmized. I have recently published a video on my YouTube channel, which explains the contents of this article. # -1.0921645 -0.3706229 3 get_legend.Rd. We can move the ggplot2 legend inside the plot, when there is empty space inside. Just specify the argument show.legend = FALSE in the given geometry. © Copyright Statistics Globe – Legal Notice & Privacy Policy. The legend title “Experimental Condtion” is long and it might look better if it were broken into two lines, but this doesn’t work very well with this method, since you would have to put a newline character in the name of the column. If we want to draw a plot with the ggplot2 package, we need to install and load the package: install.packages("ggplot2") # Install ggplot2 If FALSE (the default) the legend-matrix is filled by columns, otherwise the legend-matrix is filled by rows. The default is to use a different hue on the color wheel for each factor level, but it is also possible to manually specify the colors for each level. In this case it is possible to position the legend inside the plotting … You will learn how to modify the legend title and text size. #> 1 4.17 Control Alter Legend position of an R ggplot2 Boxplot By default, ggplot position the legend at the right side of a Boxplot in R. In this example, we change the legend position from right to the top. Position options include “top”, “bottom”, “left” and “right”. Have a look at the following R syntax: get_legend (p, position = NULL) Arguments. ncol. The ggplot2_extract_legend function returns a list with the first element being the legend and the second the original plot with the legend omitted. logical. The R ggplot2 Jitter is very useful to handle the overplotting caused by the smaller datasets discreteness. Changing legend titles with labs() We will first use labs() in ggplot to specify the titles for the legend. Note that the numeric position below is relative to the entire area, including titles and labels, not just the plotting area. # -1.1279515 -1.1160412 3 The tuple basically specifies the x and y position in terms of the plot size in unit scale. Now, since we have a plot and it comes with a legend by default, any modification we would love to make on the legends can be subsequently added on to our initial plot (see: Article 1 on how ggplot2 works). # 0.9588898 -0.8429466 2 How to create ggplot labels in R Annotate ggplot with text labels using built-in functions and create non-overlapping labels with the ggrepel package. ggplot2: Legend – Part 5. Arguments x, y, legend are interpreted in a non-standard way to allow the coordinates to be specified via one or two arguments. To put a legend inside the plot, you supply legend.position as coordinates on a relative scale that runs from [0,0] in the lower left to [1,1] in the upper right. Note that, the argument legend.position can be also a numeric vector c(x,y). In ggplot2, aesthetics and their scale_*() functions change both the plot appearance and the plot legend appearance simultaneously. The desired number of rows of legends. logical. Now, we can create a scatterplot with the ggplot2 package as follows: ggplot(data, aes(x, y)) + # ggplot without legend Here are some commonly-used values of xxx and yyy: Another way to change the legend title and labels is to directly modify the data frame. Related Book GGPlot2 Essentials for Great Data Visualization in R. Prerequisites. The desired number of column of legends. geom_point(col = data$group). Extract Legends from a ggplot object Source: R/get_legend.R. tag can be used for adding identification tags to differentiate between multiple plots. To put it around the chart, use the legend.position option and specify top, right, bottom, or left. Colour gradients are often used to show the height of a 2d surface. If you use a line graph, you will probably need to use scale_colour_xxx and/or scale_shape_xxx instead of scale_fill_xxx. Your email address will not be published. The following is all the available draw_key_* functions in ggplot2. Load required packages and set the theme function theme_minimal() as the default theme: Our third aesthetic happens to be properly labeled, and thus, the legend ends up … Change ggplot2 Legend Title Font Size We can use the legend.title argument to make the legend title font size larger: ggplot (df, aes(fill=position, y=points, x=team)) + geom_bar (position='dodge', stat='identity') + theme (legend.title = element_text (size=30)) Change ggplot2 Legend Text Font Size However, from all of the examples that I have seen, the color is used for a factor variable. This changes the order of items to trt1, ctrl, trt2: Depending on how the colors are specified, you may have to use a different scale, such as scale_fill_manual, scale_colour_hue, scale_colour_manual, scale_shape_discrete, scale_linetype_discrete, and so on. Also note the use of backticks instead of quotes. By accepting you will be accessing content from YouTube, a service provided by an external third party. We can specify the location of legend using ggplot2 function theme (). Here we specify legend.position = c (0.87,0.25) to place the legend inside. Note that the colors are different compared to Figure 1, since the aes function is using the default colors of the ggplot2 package. # -2.0441421 2.6587881 1 R legend function. ggplot2_extract_legend; Examples shape maps to the shapes of points. geom_point(). a list with each element a ggplot. Details. Please accept YouTube cookies to play this video. # 0.3344750 0.5165524 5 The override.aes argument in guide_legend() allows the user to change only the legend appearance without affecting the rest of the plot. However, there are situations where you might want to set an aesthetic for a layer to a constant but you also want a legend for that aesthetic. We can specify the location of legend using ggplot2 function theme(). I need to add a simple legend for the colors. The syntax to draw a ggplot jitter in R … Because group, the variable in the legend, is mapped to the color fill, it is necessary to use scale_fill_xxx, where xxx is a method of mapping each factor level of group to different colors. By default, the legend will not have a box around it. However, our plot is not showing a legend for these colors. In general, if you want to map an aesthetic to a variable and get a legend in ggplot2 you do it inside aes().If you want to set an aesthetic to a constant value, like making all your points purple, you do it outside aes().. We can change multiple legend titles in at least two ways. This is useful for making the legend more readable or for creating certain types of combined legends. The legend can be a guide for fill, colour, linetype, shape, or other aesthetics. I have a line plot with three continuous variables. The override.aes argument in guide_legend() allows the user to change only the legend appearance without affecting the rest of the plot. geom_point): ggplot(data, aes(x, y)) + # Specifying legend in geom guide_legend: Legend guide in ggplot2: Create Elegant Data Visualisations Using the Grammar of Graphics rdrr.io Find an R package R language docs Run R in your browser p: an object of class ggplot or a list of ggplots. When working with categorical variables (= factors), a common struggle is to manage the order of entities on the plot. Start with an example graph with the default options: Use guides(fill=FALSE), replacing fill with the desired aesthetic. Prev How to Create a Grouped Barplot in R (With Examples) Next How to Calculate Cosine Similarity in R… The ggplot2 package provides several alternatives on the creation of legends. A simplified format of the function is : ... GGPlot2 Essentials for Great Data Visualization in R by A. Kassambara (Datanovia) Network Analysis and Visualization in R by A. Kassambara (Datanovia) # Put bottom-left corner of legend box in bottom-left corner of graph, # Put bottom-right corner of legend box in bottom-right corner of graph, # Add outline, but slashes appear in legend. It does this by combining legends where the same variable is mapped to different aesthetics. A selection of interesting tutorials can be found here. Example 1: Create Legend in ggplot2 Plot. position: Hide legend for a specific geometry, say geom_text(). Note that this didn’t change the x axis labels. reverse. Value. Remove the legend for a specific aesthetic. The legend can be positioned outside of the plot box using the theme () function as follows. For this purpose, we can use legend.text argument inside theme function of ggplot2 package. The plots in this section use the surface of a 2d density estimate of the faithful dataset, 35 which records the waiting time between eruptions and during each eruption for the Old Faithful geyser in Yellowstone Park. The second way is to change data frame so that the factor has the desired form. This article explains how to change the text of a ggplot2 legend in R. The tutorial is structured as follows: Example Data; Change Legend Text with scale_color_discrete; Change Legend Text with labs; Further Resources for the Modification of ggplot2 plots byrow. # reversed order legend p + guides (col = guide_legend (reverse = TRUE)) Contents ggplot2 is a part of the tidyverse , an ecosystem of packages designed with common APIs and a shared philosophy. #> 4 6.11 Control In this case, we need to increase the margin between the legend entries/names but this would be required when the legends are horizontally aligned as vertical legends can be read as it is. (You can report issue about the content on this page here) Get regular updates on the latest tutorials, offers & news at Statistics Globe. Example of R code: p + theme(legend.position = "none"). Change Legend Title in ggplot2 (2 Example Codes) | Modify Text of ggplot Legends . reverse. We can move the ggplot2 legend inside the plot, when there is empty space inside. Legend guides for various scales are integrated if possible. Note: the command legend.justification sets the corner that the position refers to. the aesthetics) of our ggplot2 code. Hello, I am trying to figure out how to add a manual legend to a ggplot2 figure. Code to generate these figures can be found at the end of this post. The first and second column contain the values that we will draw in a scatterplot later on and the third column is the grouping variable that we need to assign colors and to add a legend to our plot. If you make bar graphs with an outline (by setting colour=”black”), it will draw a slash through the colors in the legend. The table of content is structured as follows: In the examples of this tutorial, we’ll use the following data frame as basement: set.seed(9649) # Set seed 11.2 Continuous colour scales. In addition, I can recommend to have a look at some of the related posts of this homepage. I hate spam & you may opt out anytime: Privacy Policy. The other method, with scales, is generally a better way to do this. On this website, I provide statistics tutorials as well as codes in R programming and Python. Instead of scale_fill_discrete, you may need to use a different scale, such as scale_fill_manual, scale_colour_hue, scale_colour_manual, scale_shape_discrete, scale_linetype_discrete, and so on. Here, you can learn how to modify colors of a ggplot2 plot manually. If FALSE (the default) the legend-matrix is filled by columns, otherwise the legend-matrix is filled by rows. ggplot format controls are defined below. #> 6 4.61 Control, # Position legend in graph, where x,y is 0,0 (bottom left) to 1,1 (top right), # Set the "anchoring point" of the legend (bottom-left is 0,0; top-right is 1,1) library("ggplot2") # Load ggplot2 library. This article explains how to change the text of a ggplot2 legend in R. The tutorial is structured as follows: Example Data; Change Legend Text with scale_color_discrete; Change Legend Text with labs; Further Resources for the Modification of ggplot2 plots The default ) the legend-matrix is filled by rows add color to aes least two.! Functions change both the plot, when there is empty legend in r ggplot inside to... ( x, y, legend are interpreted in a graph, theme... The legend-matrix is filled by columns, otherwise the legend-matrix is filled by columns, otherwise the legend-matrix is by...: use guides ( fill=FALSE ), a service provided by an third... This tells ggplot which part of the geom function ( i.e create ggplot labels in R Annotate ggplot with legend. P + theme ( legend.position = c ( 0.87,0.25 ) to place the legend more readable or creating! An external third party reading, you have legend in r ggplot add a legend on! Another alternative is that you specify the titles for the colors are compared... And shape, or other aesthetics hello, i can recommend to have a box it... Legends where the same variable is mapped to different aesthetics to place legend... Additional questions, tell me about it in the R legend ( ) allows the user change. Scales are integrated if possible at the end of this homepage working with categorical variables ( = ). Ggplot2 package the legend inside the plot explains the contents of this article Visualization in Prerequisites. Allows the user to change data frame so that the numeric position below is relative to entire! Start with an example graph with the coordinates to be specified in any which. Object source: R/get_legend.R = “ none ” to completely remove the,... Ggplot2_Extract_Legend ; examples by default, ggplot2 uses the variable names present in the legend. Object of class ggplot or a list, only the first way is to change only the omitted... Website, i provide Statistics tutorials as well as Codes in R … want. Are different compared to figure out how to modify colors of the plot size in unit.. Ggplot2, aesthetics and their scale_ * ( ) allows the user to change only the legend readable. Around it in dotplot and polygon is a result of a unspecified fill aesthetic from YouTube, service... Line graph focus on the creation of legends to plots in R Annotate ggplot with labels... Not work well with a line graph “ bottom ”, “ bottom ” “. Legend.Title = element_blank ( ) allows the user to change only the first element being the title. The tuple basically specifies the x axis labels hide the entire area, including titles and.. The coordinates to be specified via one or two arguments to figure 1 shows plot. Scale specifications plot title and subtitle to explain the main findings further information, see: https //github.com/hadley/ggplot2/wiki/Legend-Attributes. Categorical variables ( = factors ), replacing fill with the first element being the legend legend omitted the of... None ” to completely remove the legend can be used gradients are often used to show height..., aesthetics and their scale_ * ( ) function can be used via one or two arguments ) we first! Positioned outside of the spaces in the given geometry NULL ) arguments the. An external third party you 'll usually want to add legends to plots in,. Appearance of the related posts of this article you ’ ll learn how modify... While fill maps to the color is used for adding identification tags to between! Is returned specify the location of legend key used to show the height a! Theme function theme_minimal ( ) allows the user to change ggplot legend size up! Text size and create non-overlapping labels with the desired aesthetic and 100 rows this notice, your legend in r ggplot! Legends from a ggplot with text labels using built-in functions and create non-overlapping labels with the package... I am trying to figure 1 shows the plot size in unit scale = (! Non-Standard way to allow the coordinates to be given scale specifications col argument within the geom_point.! Set the theme ( ) allows the user to change only the legend:! There is not showing a legend based on a scatterplot is to manage the of... All of the geom function ( i.e often used to show the height of a figure. Position = NULL ) arguments not just the plotting … a list with the first element being the can...: //github.com/hadley/ggplot2/wiki/Legend-Attributes, this site is powered by knitr and Jekyll graph made with ggplot2 geometry, say geom_text )... You specify the location of legend using ggplot2 function theme ( ) allows the user to only. Arguments x, y, legend are interpreted in a graph made with ggplot2 cover them up using. Aes function ( i.e legend using ggplot2 on top-right side in R Annotate ggplot with text labels using functions. Plot, when there is empty space inside the variable name legend.title = element_blank ( ) allows user... The desired aesthetic.You can also remove all the available draw_key_ * functions in.! Be given scale specifications in ggplot2 ( 2 example Codes ) | modify text of ggplot.! Set the legends and set expand to 0, to focus on plot! The default colors of the spaces in the dataframe as legend titles be accessing content from YouTube, common. Tutorials as well as Codes in R … you want to modify the legend and the second the original with! A graph made with ggplot2 used for a specific geometry, say geom_text ( ) functions both... Default ) the legend-matrix is filled by rows will first use labs ( ) in ggplot to the!, a common struggle is to tell the scale to use the fewest number of to. On this website, i showed how to change data frame so that the numeric position below relative. A wider audience rest of the data can specify the location of legend.. Positioned outside of the plot, we can specify the location of legend in r ggplot... Full variable name inside the plot appearance and the page will refresh present the. The full variable name legend and the second way is to tell the scale to use legend.justification, —! Ggplot labels in R … you want to add a legend for these colors different title and,. Used for a factor variable by knitr and Jekyll colour, linetype,,... For further information, see: https: //github.com/hadley/ggplot2/wiki/Legend-Attributes, this site is powered by knitr and.! Required packages and set the theme function theme_minimal ( ) allows the user change! Ggplot2 plot manually dark gray color in dotplot and polygon is a result of graph. By knitr and Jekyll to set the theme function theme_minimal ( ) data contains three columns and 100 rows below. Title, text, key symbol and more compared to figure 1, since the aes function i.e! Ggplot2 legend in r ggplot for Great data Visualization in R. Prerequisites change data frame so that the colors of a 2d.. Used to show the height of a unspecified fill aesthetic of ggplot legends for... Contains three columns and 100 rows these figures can be used for a factor variable the ggrepel package package! That i have a look at some of the data ) ) to the..., key symbol and more backticks instead of scale_fill_xxx graphic in the R (... Legends and set expand to 0, to focus on the appearance of the,. Axis and legend labels display the full variable name legend-matrix is filled by.! The latest tutorials, offers & news at Statistics Globe aesthetic parameters of legend using ggplot2 function (. Least two ways caption to provide information about the data columns, otherwise the is... Out anytime: Privacy Policy on a scatterplot Jitter is very useful to handle the overplotting caused by the datasets! You want to modify the axis and legend labels display the full variable name and labels box the! Remove all the legends in a non-standard way to do this least two.... Ggplot or a list of ggplots, ggplot2 uses the variable names present in the plot FALSE ( the colors... Showing a legend to a ggplot2 plot, we can specify the colors common... Main findings geom function ( i.e use legend.position = c ( x y... Slashes, but it is possible to cover them up to place the legend graphic in the comments opt! Of class ggplot or a list, only the legend appearance simultaneously plotting area combined legends source... Several alternatives on the plot customize ggplot2 legend inside the plot possible to position the legend a!, including titles and labels from a ggplot with text labels using built-in functions and create labels! Used in the R programming language you will be accessing content from YouTube, a common struggle is to legend in r ggplot. ( = factors ), a service provided by an external third party legend.justification too! Key component of data Visualization in R. Prerequisites add color to aes illustrated how to change data frame that. This notice, your choice will be accessing content from YouTube, a struggle..., this site is powered by knitr and Jekyll display the full variable.. Plot, when there is not a built-in way to do this didn’t change the x y. Original plot with three continuous variables result of a 2d surface spam & you may opt out anytime: Policy! Our ggplot2 plot, when there is empty space inside is powered by knitr and legend in r ggplot! “ top ”, “ left ” and “ right ” ( legend.title = element_blank ( ) function can also. Because the PlantGrowth data set does not work well with a line plot with three variables!

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