See @gcalmettes answer & comments for details. Asking for help, clarification, or responding to other answers. To subscribe to this RSS feed, copy and paste this URL into your RSS reader. (clarification of a documentary), How to split a page into four areas in tex. Site design / logo 2022 Stack Exchange Inc; user contributions licensed under CC BY-SA. A third variable can be set to correspond to the . How to change the font size on a matplotlib plot, Matplotlib make tick labels font size smaller, Improve subplot size/spacing with many subplots. Following from the previous post of plotting similar neighborhoods of San Francisco and Austin, in this post I will briefly mention how to plot the similarity scopes in the form of a matrix. To start: import matplotlib.pyplot as plt x = [1,2,3] y = [5,7,4] x2 = [1,2,3] y2 = [10,14,12] MatPlotLib with Python 9 Lectures 2.5 hours DATAhill Solutions Srinivas Reddy More Detail To plot a 2D matrix in Python with colorbar, we can use numpy to create a 2D array matrix and use that matrix in the imshow () method. This function is written as follows: Syntax: matplotlib.pyplot.subplot2grid (shape, loc, rowspan=1, colspan=1, fig=None, **kwargs) Parameter: shape This parameter is a sequence of two integer values which tells the shape of the grid for which we need to place the axes. Does protein consumption need to be interspersed throughout the day to be useful for muscle building? Is a potential juror protected for what they say during jury selection? Does protein consumption need to be interspersed throughout the day to be useful for muscle building? It is a required parameter. Is this meat that I was told was brisket in Barcelona the same as U.S. brisket? I'm trying to plot a matrix using the annotations of a Matplotlib-Plot. What is rate of emission of heat from a body at space? Is there a term for when you use grammar from one language in another? plot('n', 'o', data=obj) could be plt(x, y) or plt(y, fmt). Draw a Archimedean spiral using matplotlib.pyplot.polar () function 5. How To Plot SKLearn Confusion Matrix With Labels? To plot by proportion instead of number, use cm_perc in the DataFrame instead of cm cm = pd.DataFrame (cm, index=labels, columns=labels) cm.index.name = 'Actual' cm.columns.name = 'Predicted' # create empty figure with a specified size fig, ax = plt.subplots (figsize=figsize) # plot the data using the Pandas dataframe. How to plot the simialrity matrix. We can customize the plot and add labels to the X-axis by using the xticks function. Now, let's plot and rotate labels on the dynamic dataset. Even if the plotting did work, assuming the lineObjects is a list (or tuple etc. Then we add title and labels at the axes of the plot, using title (), xlabel (), and ylabel () method. MatPlotLib uses its own typesetting framework (MathText). How to help a student who has internalized mistakes? Not the answer you're looking for? In this case, the labels are taken from the artist. Thanks for pointing this out. San Franscisco neighborhood similarity matrix. I am now using your first suggestion which looks exactly like what I wanted to do. Python3 import matplotlib.pyplot as plt x = [10,20,30,40,50] y = [30,30,30,30,30] plt.plot (x, y, label = "line 1") plt.plot (y, x, label = "line 2") plt.legend () plt.show () Output: Plotting Multiple Lines ``` import matplotlib.pyplot as plt. You can create line charts in python using the pyplot submodule in the matplotlib library. Why do the "<" and ">" characters seem to corrupt Windows folders? Why bad motor mounts cause the car to shake and vibrate at idle but not when you give it gas and increase the rpms? You still got a +1 though :-). loc Output: Customizing Box Plot. How does reproducing other labs' results work? This is used to plot teh gradeint of different colors. By clicking Accept all cookies, you agree Stack Exchange can store cookies on your device and disclose information in accordance with our Cookie Policy. Red belongs to 1.0 and dark blue belongs to 0. ; ; How can you prove that a certain file was downloaded from a certain website? Syntax: When to use cla(), clf() or close() for clearing a plot in matplotlib? I would like to answer this question based on plotting a matrix that has two columns. Are certain conferences or fields "allocated" to certain universities? Stylistically, it is probably more pythonic to iterate over the y lists directly, zipping other lists at the same time (see my answer). There is no need to call ax.legend() for each individual column. Making statements based on opinion; back them up with references or personal experience. Stack Overflow for Teams is moving to its own domain! How to understand "round up" in this context? Your right, I didn't know a simple transpose would solve it. values_formatstr, default=None An example with the built-in python iter function: Edit: after updating to matplotlib 1.1.1, it looks like the plt.plot(x, y), with y as a list of lists (as provided by the author of the question), doesn't work anymore. Bar Plot in Matplotlib. 503), Mobile app infrastructure being decommissioned, 2022 Moderator Election Q&A Question Collection, How to render a latex matrix by using matplotlib, Render equation to .png file using Python. Summary: The best way to plot a Confusion Matrix with labels, is to use the ConfusionMatrixDisplay object from the sklearn.metrics module. We can use it along with the NumPy library of Python also. Asking for help, clarification, or responding to other answers. Steps Create data2D using numpy. - Chose from a list of color map from [here] (http://matplotlib.org/examples/color/colormaps_reference.html)- The change in code is very minimal ````python, cmap = cm.get_cmap('Greens') //cmap = cm.get_cmap('YlGnBu') //cmap = cm.get_cmap('RdYlGn') cax = ax.matshow(hood_cosine_matrix, interpolation='nearest', cmap=cmap), ````- Code: - `cm`: Import the color map library - `get_map`: Pick from a pre-defined list of color map schemes. The other problem that you have is a double-quoted multi-line string. Making statements based on opinion; back them up with references or personal experience. diagonal{'hist', 'kde'} And we will also cover the following topics: In Python, matplotlib is a plotting library. Pyplot provides a collection of related functions for a variety of plots. - `matshow` : This function takes the input similarity matrix. However, I want to label the 3 y-datasets with this command, which raises an error when .legend() is called: Is there an elegant way to assign multiple labels by just using the .plot() method? By clicking Post Your Answer, you agree to our terms of service, privacy policy and cookie policy. Rotating and spacing axis labels in ggplot2, How to change the font size on a matplotlib plot, Save plot to image file instead of displaying it using Matplotlib. Output Simple plotting of data points using labels as a list Example 2: Rotate X-axis labels in Matplotlib on Pandas Dataframe The first example was very simple. 00962795525052. Does English have an equivalent to the Aramaic idiom "ashes on my head"? I edited the question to what solved the problem. matplotlib.pyplot.matshow #. Stack Overflow for Teams is moving to its own domain! (numpy arrays can be transposed with .T by the way i.e. - Here is the snipet of code you will need to plot this matrix. Well learn to plot 2d numpy array using plot() method of pyplot module of matplotlib. First, import the libraries such as matplotlib.pyplot and numpy for data visualization and data creation. Then we create a figure by using the figure () method. In this case, use plt.plot(x, y) (if the data in the 2D y array are arranged as columns [axis 1]) or plt.plot(x, y.transpose()) (if the data in the 2D y array are arranged as rows [axis 0]), Edit 2: as pointed by @pelson (see commentary below), the iter function is unnecessary and a simple plt.legend(lineObjects, ('foo', 'bar', 'baz')) works perfectly. To learn more, see our tips on writing great answers. What is the use of NTP server when devices have accurate time? The matplotlib.pyplot.boxplot() provides endless customization possibilities to the box plot. labels = [] for hood in hood_menu_data: For Plotting the bar chart with value labels we are using mainly two methods provided by Matplotlib Library. Confusion Matrix in Machine Learning; Linear Regression (Python Implementation) ML | Linear Regression import matplotlib.pyplot as plt. Syntax: plt.imshow (a, alpha=0.8, cmap='YlOrBr_r') #for tick numbers and labels plt.xticks ( ) plt.yticks ( ) Is any elementary topos a concretizable category? It seems like there is a bug in the current 1.5 build of matplotlib, because I can't get either of the two solutions to work. xticks_rotation{'vertical', 'horizontal'} or float, default='horizontal' Rotation of xtick labels. You can specify them either at artist creation or by calling the set_label () method on the artist: ax.plot( [1, 2, 3], label='Inline label') ax.legend() or: line, = ax.plot( [1, 2, 3]) line.set_label('Label via method') ax.legend() Note By default, the plot () function draws a line from point to point. Why do all e4-c5 variations only have a single name (Sicilian Defence)? how to verify the setting of linux ntp client? What is this political cartoon by Bob Moran titled "Amnesty" about? Save plot to image file instead of displaying it using Matplotlib. Then, we create a figure using the figure () function. Can humans hear Hilbert transform in audio. How do I set the figure title and axes labels font size? You can do it by specifying the value for the parameter color in the matplotlib.pyplot.bar() function, which can accept the list of color names or color codes or color hash codes.. You can either manually enter the list of color names or can use the . tensorflow confusion matrix matplotlib. Add text to plot Add labels to line plots Add labels to bar plots Add labels to points in scatter plots Add text to axes Used matplotlib version 3.x. The following are the steps used to plot the numpy array: Well learn to create a line graph using the numpy function. Movie about scientist trying to find evidence of soul. By default, labels will be used if it is defined, otherwise the unique labels of y_true and y_pred will be used. Browse other questions tagged, Where developers & technologists share private knowledge with coworkers, Reach developers & technologists worldwide, Confusion matrix with labels plot in matplotlib not organized properly, Stop requiring only one assertion per unit test: Multiple assertions are fine, Going from engineer to entrepreneur takes more than just good code (Ep. - The grid isn't wide enough resulting with unreadable values, e.g. What are some tips to improve this product photo? We use the matplotlib.pyplot.imshow() function to convert a numpy array ta an image. You can specify different colors to different bars in a bar chart. 1 Answer Sorted by: 4 MatPlotLib uses its own typesetting framework ( MathText ). plt.setp(ax.get_xticklabels(), rotation=30, ha='right') While this looks like it's not OO, it actually is since you're using ax.get_xticklabels (). Does English have an equivalent to the Aramaic idiom "ashes on my head"? - The matrix is a diagonal matrix. rev2022.11.7.43013. How to rotate object faces using UV coordinate displacement. Matplotlib plot multiple lines from numpy array, How to find a string from a list in Python, After this, we define data coordinates using the, In this example, to define data coordinates, we use, To add labels at the x and y axes of the plot, use the, In the above example, we create a ndarray on the x-axis using the, After this, we define data coordinates using. Draw a cardioid using matplotlib.pyplot.polar () function 4. Well learn to plot multiple lines from a numpy array. Did the words "come" and "home" historically rhyme? I've therefore made a utility function to wrap calls to ax.plot / plt.plot in: def set_labels (artists, labels): for artist, label in zip (artists, labels): artist.set_label (label) Numpy matrices are strictly 2-dimensional. The bar plots can be plotted horizontally or vertically. In newer versions of matplotlib, it just converts your entire list/tuple into a string, and assigns the whole thing as a label to all the lines. In newer versions of matplotlib, it just converts your entire list/tuple into a string, and assigns the whole thing as a label to all the lines. The first entry is for row, whereas the second entry is for column. Space - falling faster than light? Which finite projective planes can have a symmetric incidence matrix? Find centralized, trusted content and collaborate around the technologies you use most. What is rate of emission of heat from a body at space? Stack Overflow for Teams is moving to its own domain! figsize(float,float), optional A tuple (width, height) in inches. - `Grid`: enable the grid using `ax.grix(True)` - `labels.append `: You can add lables to the matrix by passingg the labels array to the xticks functions. Your system's LaTeX rendering can be enabled by, rcParams['text.usetex'] = True. Note. Python is one of the most popular languages in the United States of America. The heatmap() function is used to plot rectangular data as a color matrix. I've therefore made a utility function to wrap calls to ax.plot/plt.plot in: This way you get to specify all your normal artist parameters to plot, without having to see the loop in your code. To save a plot use the savefig() function of matplotlib pyplot module. Import the required libraries such as matplotlib.pyplot, and numpy. Is it enough to verify the hash to ensure file is virus free? @pelson indeed, it looks like it doesn't work with the new matplotlib release. It is not possible to plot those two arrays agains each other directly (with at least version 1.1.1), therefore you must be looping over your y arrays. valfmt The format of the annotations inside the heatmap. ), the iter function would be unnecessary. Connect and share knowledge within a single location that is structured and easy to search. Optional. A lot of times, graphs can be self-explanatory, but having a title to the graph, labels on the axis, and a legend that explains what each line is can be necessary. Stop requiring only one assertion per unit test: Multiple assertions are fine, Going from engineer to entrepreneur takes more than just good code (Ep. Note this can also be a correlation matrix between `n` variables. matplotlib.pyplot.plot matplotlib.pyplot.plot (\*args, scalex=True, . data Data used to annotate. describe a favourite part of your city; vrrp configuration example cisco; educational institution high school; best acoustic guitars for intermediate players How to display a matrix in the Matplotlib annotations, Python: Unable to Render Tex in Matplotlib, Stop requiring only one assertion per unit test: Multiple assertions are fine, Going from engineer to entrepreneur takes more than just good code (Ep. How do I set the figure title and axes labels font size? As you can see, while the plots have successfully been generated, without tick labels on the X and Y-axis, it is difficult to interpret the graph. Can an adult sue someone who violated them as a child? axMatplotlib axis object, optional gridbool, optional Setting this to True will show the grid. When you will run the above code you will get the output as below. So, in this example we merge the above both graphs to make both lines together in a graph. Then, we use the tight_layout () function to auto-adjust the layout of multiple plots. Next, we create a function to make a matrix with zeros and decreases its diagonal elements. However, if x and y are. As the label is set during plotting a single call of ax.legend() right before plt.show() is enough. Unfortunately, plt.setp is not helpful here. View all code on this notebook Add text to plot See all options you can pass to plt.text here: valid keyword args for plt.txt Use plt.text (<x>, <y>, <text>): How to print the current filename with a function defined in another file? Confusion matrix with labels plot in matplotlib not organized properly. Well learn to create a scatter graph using the numpy function. Here we use it by handing it the set of tick labels and setting the rotation and alignment properties for them. Draw an ellipse using matplotlib.pyplot.polar () function 3. Why does sending via a UdpClient cause subsequent receiving to fail? There are various ways in which a plot can be generated depending upon the requirement. How do I change the size of figures drawn with Matplotlib? You can iterate over your line objects list, so labels are individually assigned. Do we ever see a hobbit use their natural ability to disappear? The one step plotting without iteration over the y arrays is still possible thought after passing y as numpy.array (assuming (numpy)[http://numpy.scipy.org/] as been previously imported). How to make IPython notebook matplotlib plot inline, Scikit-Learn: Labels don't match in Confusion Matrix. Then we fetch first two columns from array. 503), Mobile app infrastructure being decommissioned, 2022 Moderator Election Q&A Question Collection. I'm using the following code for plotting a confusion matrix: labels = test_y.unique () predictions = chosen_clf.predict (X=test_x) conf_matrix = confusion_matrix (y_true=test_y, y_pred=predictions, labels=labels) conf_matrix = pd.DataFrame (conf_matrix, index=labels . Why are there contradicting price diagrams for the same ETF? How to replace matplotlib legend and keep same location? rev2022.11.7.43013. If you really want matrix--or other amsmath items--you can add the amsmath package to the MatPlotLib LaTeX preamble: Thanks for contributing an answer to Stack Overflow! 503), Mobile app infrastructure being decommissioned, 2022 Moderator Election Q&A Question Collection, Add all legend labels simultaneously to plot (Python), python matplotlib for loop plot with function and labels, Different labels for scatterplot in Matplotlib, How to add 'one-to-one' legend to each plot line (matplotlib in Python). Concealing One's Identity from the Public When Purchasing a Home. Is this even possible? If None, the image's data is used. Astute readers will note that the similarity values are not normalized across neighborhoods. How to rotate object faces using UV coordinate displacement. We pass the color argument to the function to set the color manually. Why does sending via a UdpClient cause subsequent receiving to fail? I'm using the following code for plotting a confusion matrix: However, the plot im getting has a few problems: 1 Answer Sorted by: 4 I think this is what you want to do: import matplotlib.pyplot as plt import numpy as np grid = np.random.rand (4, 4) x = ['P0', 'P1', 'P2', 'P4'] y = ['C0', 'C1', 'C2', 'C4'] plt.imshow (grid, interpolation='none') plt.xticks (range (len (x)), x, fontsize=12) plt.yticks (range (len (y)), y, fontsize=12) Share - `plt.xticks`: The lables arrays is passed to the xticks function along with the number of elements. Here I have used the array environment, rather than matrix because I don't think the latter is a LaTeX built-in. - Seaclif has an almost blue line, which signies that its similarity is very less with all neighborhood. The aspect ratio of the figure window is that of the array, unless this would make an excessively short or narrow figure. Toggle navigation. labels takes same dimensions as the number data sets. Protecting Threads on a thru-axle dropout. Let's pass in the number of labels we want to add and then the labels for each of those columns: Then we print and plot last three columns of array using the. Not the answer you're looking for? Connect and share knowledge within a single location that is structured and easy to search. Here we will cover different examples related to plot numpy array using matplotlib. - `Chinatown`: One can easliy interpret that the similarity of Chinatown is very similar to the boxes which are redish and orange. We also use the 3d projection to create a 3d plot. Here are few more examples: - Diagonal correlation matrix [Link] (http://stanford.edu/~mwaskom/software/seaborn/examples/many_pairwise_correlations.html), To view or add a comment, sign in To subscribe to this RSS feed, copy and paste this URL into your RSS reader. This isn't really allowed without using a \, and that is difficult to manage with your existing \\. In addition to that, we can manually choose the ticks and label for such plots. To plot the graph, use the plot () function of matplotlib. Do you have LaTeX installed on your system? After this, we define data coordinates using the np.arange () function of numpy. The other problem that you have is a double-quoted multi-line string. An alternative is to put the whole call to plot into a utility that just unpacks the labels, but that would require a lot of duplication to figure out how to parse multiple datasets, possibly with different numbers of columns, and spread out across multiple arguments, keyword or otherwise. Well learn to plot the numpy array as an image. Tried around with the most basic example, which all break the plot: Part of the problem was that I was missing "texlive-latex-extra" which contains "type1cm", which is needed to render this correctly. When the migration is complete, you will access your Teams at stackoverflowteams.com, and they will no longer appear in the left sidebar on stackoverflow.com. If given, provide the label names to plot in x and y. Heatmap is a data visualization graphical technique in which we represent data using colors to visualize the value of the matrix. Handling unprepared students as a Teaching Assistant. NumPy stands for Numerical Python and it is used for working with arrays. 5 Examples Demonstrating Use of matplotlib.pyplot.polar () function 1. In such cases, the former interpretation is chosen, but a warning . Note: All the solutions provided below have been verified using Python 3.9.0b5. A bar chart describes the comparisons between the discrete categories. Find centralized, trusted content and collaborate around the technologies you use most. How can I determine the block height on a certain day? No iterator, just assign your result to a structure You can give the labels while plotting the curves. Another simple and elegant way is to use the seaborn.heatmap () function. "3D Scatter Origin". Connect and share knowledge within a single location that is structured and easy to search. Why are taxiway and runway centerline lights off center? A bar plot or bar chart is a graph that represents the category of data with rectangular bars with lengths and heights that is proportional to the values which they represent. Not the answer you're looking for? You may also like to read the following tutorials on Matplotlib. Each row in the data table is represented by a marker the position depends on its values in the columns set on the X and Y axes. Hopefully that's not too late for you. ```` - The main components to note - `matplotlib`: Ploting is done via `matplotlib`. After this, to get the origin of the 3D scatter plot we use the np.zeros () method. See also: Python: Unable to Render Tex in Matplotlib. This should either use the string format method, e.g. In thisPython Matplotlib tutorial, we will discuss Matplotlib plot numpy array in matplotlib. 19, Apr 22. Browse other questions tagged, Where developers & technologists share private knowledge with coworkers, Reach developers & technologists worldwide. SSH default port not changing (Ubuntu 22.10). Good one :) I am study Recommender System Any pracical hints would be highly appreciated. I have been working with Python for a long time and I have expertise in working with various libraries on Tkinter, Pandas, NumPy, Turtle, Django, Matplotlib, Tensorflow, Scipy, Scikit-Learn, etc I have experience in working with various clients in countries like United States, Canada, United Kingdom, Australia, New Zealand, etc. This doesn't work for the user (the x and y's provided cannot be plotted at the same time without an iteration step). include_valuesbool, default=True Includes values in confusion matrix. The origin is set at the upper left hand corner and rows (first dimension of the array) are displayed horizontally. Next, we define an array of RGB color codes. The function takes parameters for specifying points in the diagram. This isn't really allowed without using a \, and that is difficult to manage with your existing \\. Well learn to plot numpy arrays. ax.scatter3D () method is used to draw scatter plots in the 3D plane. fignum: It accepts three values namely 'None', 'False' or an integer value. Display an array as a matrix in a new figure window. I have no idea how you guessed that, but you are right. The notch = True attribute creates the notch format to the box plot, patch_artist = True fills the boxplot with colors, we can set different colors to different boxes.The vert = 0 attribute creates horizontal box plot. By clicking Accept all cookies, you agree Stack Exchange can store cookies on your device and disclose information in accordance with our Cookie Policy. Similarly, we can also use matplotlib.pyplot.text () function to add the text labels to the scatterplot points. To plot a bar graph using plot () function will be used. "$ {x:.2f}", or be a `matplotlib.ticker.Formatter`. how to plot legend for scatter points without reorganising array? Comparison between categorical data Bar Plot is one such example. Optional. When the migration is complete, you will access your Teams at stackoverflowteams.com, and they will no longer appear in the left sidebar on stackoverflow.com. Did the words "come" and "home" historically rhyme? The pcolormesh() function is used to create a pseudocolor plot with a non-regular rectangular grid. For making the Bar Chart Syntax: plt.bar (x, height, color) For adding text on the Bar Chart Syntax: plt.text (x, y, s, ha, Bbox) We are showing some parameters which are used in this article: Steps Needed: Import the library. then one may use this code to assign multiple labels at once. Traditional English pronunciation of "dives"? To display the figure, we use the show () function. Check out my profile. How to change the font size on a matplotlib plot, Save plot to image file instead of displaying it using Matplotlib. I really don't want to plot the data in a loop, and multiple calls to ax.legend/plt.legend are not really an option, since I want to plot other stuff, usually in an equally annoying format. Here we create 2d array to define data coordinates x and y. Well learn to fetch columns from numpy array and plot using the plot() method of pyplot module of matplotlib. Next, we define the x, y1, and y2 data coordinates using array () function of numpy. How do I change the size of figures drawn with Matplotlib? When the migration is complete, you will access your Teams at stackoverflowteams.com, and they will no longer appear in the left sidebar on stackoverflow.com. The plot () function is used to draw points (markers) in a diagram. Should I avoid attending certain conferences? MatPlotLib with Python. Matplotlib is an amazing python library which can be used to plot pandas dataframe. - the labels are cut - `ColorSchemes`: `default`, labels = [] for hood in hood_menu_data: labels.append(hood["properties"]['NAME']), fig, ax = plt.subplots(figsize=(20,20)) cax = ax.matshow(hood_cosine_matrix, interpolation='nearest') ax.grid(True) plt.title('San Francisco Similarity matrix') plt.xticks(range(33), labels, rotation=90); plt.yticks(range(33), labels); fig.colorbar(cax, ticks=[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, .75,.8,.85,.90,.95,1]) plt.show(). The following are the steps to create a 3D plot from a 3D numpy array: Well learn to plot a numpy matrix. There are different ways to plot Heatmap as a numpy array: The imshow() function of matplotlib is used to display data as an image. In the above example, we import libraries mplot3d, numpy, and pyplot of matplotlib. Does baro altitude from ADSB represent height above ground level or height above mean sea level? Your system's LaTeX rendering can be enabled by, rcParams ['text.usetex'] = True. Line charts visualize the relationship between two quantities on X-axis and Y-axis on the X-Y cartesian plane. How can I write this using fewer variables? Is any elementary topos a concretizable category? Then we use the scatter () function multiple times, to create a scatter plot. Why was video, audio and picture compression the poorest when storage space was the costliest? Thanks for contributing an answer to Stack Overflow! Browse other questions tagged, Where developers & technologists share private knowledge with coworkers, Reach developers & technologists worldwide. How do I assign multiple labels at once in matplotlib? By clicking Accept all cookies, you agree Stack Exchange can store cookies on your device and disclose information in accordance with our Cookie Policy. Draw a matrix of scatter plots. To view or add a comment, sign in. Does baro altitude from ADSB represent height above ground level or height above mean sea level? Syntax: matplotlib.pyplot.matshow (A, fignum=None, **kwargs) Parameters: A:: It is an array like object that represents the matrix. Why am I being blocked from installing Windows 11 2022H2 because of printer driver compatibility, even with no printers installed? Heatmap is also known as a shading matrix. How do I change the size of figures drawn with Matplotlib? Use the xlabel () method in matplotlib to add a label to the plot's x-axis.
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