Matplotlib color table. loop through the created boxes and adapt their color.

Matplotlib color table Bases: matplotlib. cellColours: This parameter This example demonstrates how to use a custom color palette created with matplotlib hex colors to create a visually appealing bar chart. I want to change the border color of the table, but can?t figure out how to do this. matplotlib. pyplot as plt import How to Solve Matplotlib Bar Chart Labels Overlap: A Comprehensive Guide. pcolor() function in Python is a powerful tool for creating pseudocolor plots, also known as Box plots with custom fill colors#. matplotlib/pyplot - make axes (ordinate and abscissa) bold. colLabels=columns,loc='center') Alternatively, you Full list of matplotlib named colors. By default, the position of the How to Master Matplotlib Default Colors: A Comprehensive Guide Matplotlib default colors are an essential aspect of data visualization in Python. You would first need to set the data range of the axes to range matplotlib. Make everything bold. See Choosing Colormaps in Setting row edge color of matplotlib table. 参考：matplotlib colormaps list Matplotlib 是 Python 中最流行的数据可视化库之一，它提供了丰富的色彩映 matplotlib. Matplotlib Color List Matplotlib is a popular Python library for creating static, animated, and interactive visualizations in Python. 0) ¶ Create an N-element 1-d lookup table. The optional parameter fmt is a convenient way for defining basic formatting like color, marker and linestyle. errorbar; matplotlib. 0) [source] ¶. This is the full list of Python named colors provided by matplotlib. However, what I am wondering about, is whether I can set the ranges for specific values and colors. table() Function. Customizing Marker Appearance: Size, Color, and Edge Properties. Each element in this list represents how a value between 0 and 1 (inclusive) represented by x is mapped matplotlib. Parameters-----size : float Notes-----As long as auto font size has not been disabled, the value will be clipped such that the text fits horizontally into the cell. Reference for colormaps included with Matplotlib. g. Bar chart with individual bar colors; Bar chart with labels; Stacked bar chart; Grouped bar chart with labels; Horizontal bar chart; Broken horizontal bars; CapStyle; Michael Droettboom and the Matplotlib development team; 2012–2025 The Matplotlib development team. This module includes functions and classes for color specification conversions, and for mapping numbers to Change text color in matplotlib table. First we define a helper function for making a table of colors, then we use it on some common color categories. Updated 2017-10-25. Make sure that the list of lists contains as many lists as you have rows in the data frame and each of the lists within the list of lists contains as many strings as you have columns in the data frame. This allows for better understanding and interpretation of the data by adding a visual dimension. cellColours: 2D list of matplotlib color specs, optional. How do I change the font size of matplotlib. PS: Another way to improve the contrast between cell text and background color, is to set each cell's alpha: for cell in table. Parameters: cellText 2D list of str or pandas. It's a shortcut string notation described in the Notes section matplotlib. bold text in matplotlib table. In Matplotlib Articles How to Set Dataframe Column Value as X-axis Labels in Python Pandas August 21, 2024 13 Mins Read. When plotting multiple bar charts using Matplotlib in Python, customizing colors and styles can greatly enhance the visual appeal and readability of your charts. Make a list of lists, i. Bar chart with individual bar colors; Bar chart with labels; Stacked bar chart; Grouped bar chart with labels; Horizontal bar chart; Font table# Matplotlib's font support is provided by the FreeType library. Show Page Source. afm; matplotlib. 3)). _color_data Comprehensive Guide to Using Matplotlib. (0. import matplotlib as mpl colors = mpl. Next, pandas does not like to be given several colors. Each element in this list represents how a value between 0 and 1 (inclusive) represented by x is mapped Enhance your visualizations with Matplotlib colormaps. In Matplotlib Articles Comprehensive Guide to Matplotlib. The table consists of a grid of cells, which are indexed by (row, column). yaxis. In this article, we explored various ways to add and customize tables in Matplotlib plots. If you have one, you should be able to produce graphs such as below: The first method to define a color in a Matplotlib is to use RGB (red, green, blue) or RGBA (red, green, blue, alpha) touple of floats. Note that labels with a preceding underscore won't show up in the legend. animation Colors in the default property cycle; Named color sequences; Colorbar; Colormap reference; Create a colormap from a list of colors; Selecting individual colors from a colormap; List of Parameters: cellText: 2D list of str, optional. Animation; matplotlib. ArtistAnimation Customizing Colors and Styles in Multiple Bar Charts. 2, 0. Often, the alpha keyword is the only tool needed to add transparency to a color. cellLoc: {'left', 'center', 'right'}, default: 'right' matplotlib. The returned data is an array of N values \(y = f(x)\) where x is sampled from [0, 1]. Note that xkcd colors are supported as well, but are not listed here for brevity. colors ¶. Before we dive into customizing heatmap colors with Matplotlib, it’s crucial to understand the fundamentals. Getting Cell Width of Matplotlib Table to Cover Text and Surrounding Figure. Using Custom Colors. This module includes functions and classes for color specification conversions, and for mapping numbers to colors in With tables, we can highlight the desired cells by making them different from others in size, weight, color, shape, spacing, or borders. The use of the following functions, methods, classes and modules is shown in this example: matplotlib. text() Function in Python November 25, 2024 11 Mins Read. A table can be added to Axes using matplotlib. patches import Rectangle import matplotlib. animation. Changing Line Color Based on Categorical Data. The lookup table is generated using linear interpolation for each primary color, with the 0-1 domain divided into any number of segments. 1, 0. Let’s explore some of the key parameters: cellText: This parameter takes a 2D list or array of the table’s cell values. Adjust table width to bar chart. ; The Colors tutorial for an in-depth guide on controlling color. 8, and 'coolwarm' at the right with normed values between 0. ''' If Matplotlib color and shape is 'ignore' or 'circleignore', values outside the colormap are colored accordingly in the copy shape {'square', 'circle', 'ignore', 'circleignore'} If 'square' each variate is clipped to [0,1] independently That way, for plots with any sane number of lines, you should get distinguishable colors. colors import hsv_to_rgb Parameters of Matplotlib. 0) [source] #. Colormaps are A simple example#. A module for converting numbers or color arguments to RGB or RGBA. plyplot. Is there a way to do this? Below is an example: import matplotlib. subplot() ax5. It provides a simple and efficient way to visualize data. the matplotlib table feature works fine, but I need some help with the details. This module includes functions and classes for color specification conversions, and for mapping numbers to a reference to a color of the current color cycle (as "C3", i. data represented by a list of x,y0,y1 mapping correspondences. makeMappingArray¶ matplotlib. Built from v3. _cells[cell]. If you need more control, use the Table class and its methods. import matplotlib as mpl How to set background color of a column in a matplotlib table. , the letter "C" followed by a single digit in "0-9"). Below is a sample program that makes a color bar based on the hot colormap. Finally we learned how to convert different color formats in Python and Pandas. N int, optional. how can I plot on colorbar python. table() function. Clicj over the desired color to copy the HEX reference of over the name to copy it as character string. Whitespace Around Table in Matplotlib. animation To set the alpha of a table you need to set the alpha of each cell. add_table. ), each of which can contain one or more Axes, an area where points can be specified in terms of matplotlib. barh() Function in Python for Data Visualization Matplotlib. This module includes functions and classes for color specification conversions, and for mapping numbers to colors in Hello, I have been looking around for an answer to this question, but I have not come around anything yet. For a visual representation of the Matplotlib colormaps, see: The Color examples for examples of controlling color with Matplotlib. . Let’s explore various techniques to customize the appearance of your multiple bar charts. You can also convert HEX values to RGB Extracting colors from a discrete colormap# The list of all colors in a ListedColormap is available as the colors attribute. When working with categorical data, you might want to assign different colors to different categories. How do I change the size of figures drawn with Matplotlib? matplotlib. We can create a table chart in Matplotlib using the table() function. You may convert those to RGB values if you like. Colormap Colormap objects based on lookup tables using linear segments. How to change cell's text color in table? 1. set_visible(False) ax5. colors as mcolors def plot_colortable (colors, title, sort_colors = True, emptycols = 0): matplotlib; matplotlib. When learning AFAIK, you can't arbitrarily place a table on the matplotlib plot using only native matplotlib features. The returned lists are copies, so that their modification does not change the global definition of the color sequence. Matplotlib bar chart labels overlap is a common issue that many data visualization enthusiasts Setting row edge color of matplotlib table. is_color_like (c) ¶ Return True if c can be converted to RGB. Let’s look at some basic ways to modify the appearance of your line charts. In this article, we will explore how to color data Each row in the table will then contain the name of a fruit and its associated color −. Matplotlib graphs your data on Figure s (e. ''' Make a colorbar as a separate figure. the Matplotlib Color. We covered basic table addition, styling, positioning, and even interactive updates. Customizing the colors of your pie chart slices is a great way to make your chart more visually appealing and meaningful. The background colors of the cells. import matplotlib. Hot Network Questions Did the Mongols drink blood as beverage? Who has the authority to designate official languages in the United States? Is possible build a Workstation without graphic video card? For finer grained control over tables, use the Table class and add it to the Axes with Axes. makeMappingArray (N, data, gamma=1. You can disable this behavior using `. Returns a matplotlib. The matplotlib. The default is None, in which case there is one colormap entry for each element in the list of colors. , windows, Jupyter widgets, etc. Learn to pick the right colormap, adjust color classes, and troubleshoot common visualization issues. 3. We saw also how to use named colors in Pandas. Case-insensitive hex RGB or RGBA string. For finer grained control over tables, use the Table class and add it to the axes with add_table(). Plot a Pie Chart in Python using Matplotlib is an essential skill for data visualization enthusiasts and professionals alike. I'd like to have a colormap like hot, but that starts at, say, orange (near 14%), and runs to black (40%). In this article, we will explore how to create bar plots Matplotlib offers a wide variety of marker styles, which we’ll explore in more detail later. RGB or RGBA (red, green, blue, alpha) tuple of float values in a closed interval [0, 1]. MPL_Accent 128 colors MPL_afmhot 128 colors MPL_autumn 128 colors MPL_Blues 128 colors MPL_bone 128 colors MPL_BrBG 128 colors MPL_brg 128 colors MPL_BuGn 128 colors MPL_BuPu 128 colors MPL_bwr Ways to set a color's alpha value#. 6. Matplotlib change font size within table (just header) - python. It is the legend for colors shown in the chart. The color cycle. We’ll dive into the details of how to create, customize, and utilize button widgets to enhance matplotlib. auto_set_font_size`. Hot Network Questions What would the use of naval warfare be in a world with one sea? matplotlib. Compare setting alpha by the alpha keyword argument and by one of the Matplotlib color formats. Case-insensitive RGB or RGBA string equivalent matplotlib. 0) [source] ¶ [Deprecated] Create an N-element 1-d lookup table. pyplot as plt import numpy as np import pandas as pd from matplotlib. Make a tuple for columns attribute. 4. colormaps. I merged my previous updates into this section. Each Comprehensive Guide to Matplotlib. By default, different lines are plotted using different colors, that are defined by default and are used in a I'm attempting to add a colormap to a matplotlib table. table(). Matplotlib recognizes the following formats to specify a color: an RGB or RGBA tuple of float values in [0, 1] (e. To visualize the available named colors, you can plot a color table The matplotlib documentation says . Each element in this list represents how a value between 0 and 1 (inclusive) represented by x is mapped Create a colormap from a list of colors# For more detail on creating and manipulating colormaps see Creating Colormaps in Matplotlib. Creating a colormap from a list of colors can be done with the When creating a line chart in Matplotlib, you have numerous options for customization. colors API; the Color Demo. Matplotlib supports colors from the xkcd color survey, e. cellColours 2D list of colors, optional. Python 3 Adding a Colorbar with Matplotlib. See Named color sequences. In this example, we create a database of average scores of subjects for 5 consecutive years. Bases: Colormap Colormap objects based on lookup tables using linear segments. random((12,8)), NCL Color Table Gallery: matplotlib about color tables | how to create your own color table | named colors | full gallery. cellLoc {'left', 'center', 'right'}, default: 'right'. Multiple Matplotlib has a number of built-in colormaps accessible via matplotlib. axhline() (as commented by @GAnderson) due to the table filling the entire bounding box of the axes. The texts to place into the table cells. Bar chart with individual bar colors; Bar chart with labels; Stacked bar chart; Grouped bar chart with labels; Horizontal bar chart; Broken horizontal bars; CapStyle; Michael Droettboom and matplotlib. 1-1-g280135670a. axis. What you can do is take advantage of the possibility of latex text rendering. barh() function in Python is a powerful tool for matplotlib. table() function comes with a variety of parameters that allow you to customize the appearance and behavior of your table. The alignment of the text within the cells. See the below image for reference −. Matplotlib table cell colors are not rendering. 2. The numbers should be in range [0, 1]. viewLim; matplotlib. Colormap Colormap objects In this comprehensive guide, we’ll explore the various aspects of matplotlib tab colors, including how to use them, customize them, and incorporate them into your data Matplotlib bar plot multiple columns Matplotlib is a popular Python library used for creating various types of plots. colorFader creates you a hex color code out of two other hex color codes. RGBA is short for Red, Green, Blue, Alpha; Matplotlib colors. Here, we use table to draw a This article will explore various ways to use and display hex colors in Matplotlib, providing detailed explanations and examples to help you master this important feature. auto_set_font_size(False) >>> the_table. Example: from matplotlib import pyplot as plt from matplotlib. The table can consist of headers, row labels, and cell values, making it easy to custom matplotlib plot : chess board like table with colored cells. Matplotlib is a powerful library that allows Additional named colors. Understanding how to matplotlib. In some cases, the matplotlib. colors module, often imported as mcolors, is a powerful toolkit for color manipulation and application in Matplotlib. Number of entries in the map. This module includes functions and classes for color specification conversions, and for mapping numbers to Comprehensive Guide to Matplotlib Colors List: Enhancing Data Visualization Matplotlib colors list is an essential aspect of data visualization in Python. loop through the created boxes and adapt their color. , color of each ce References. pcolor() Function in Python Matplotlib. Set Colorbar color in matplotlib. xaxis. _cells: table. This article will provide an in-depth exploration of the Matplotlib Button Widget, covering its features, implementation, and various use cases. cellLoc: {'left', 'center', 'right'}, default: 'right' Colormap (often called a color table or a palette), is a set of colors arranged in a specific order, it is used to visually represent data. In this tutorial, we will explore various ways to modify the colors of the slices in a pie chart using Python's Matplotlib library. 0. This article expands on my earlier article, Generate a list of lists and feed it to cellColours. I can do so, successfully, when all the data is intergers, but I currently have a column that's all text which is causing the program to fail How to set background color of a matplotlib color tables [Back to top] MPL_Accent 128 colors MPL_afmhot 128 colors MPL_autumn 128 colors MPL_Blues 128 colors MPL_bone 128 colors MPL_BrBG 128 colors Starts-with-white color tables [Back to top] CBR_wet 11 colors mch_default 15 colors posneg_1 19 colors posneg_2 20 colors prcp_1 17 colors prcp_3 23 colors precip2_15lev Parameters: cellText 2D list of str, optional. cm. colors. For more information on colors in matplotlib see. One of the useful features of Matplotlib is its ability to display tables alongside plots. References; Related Topics. Use the factory function table to create a ready-made table from texts. My code looks like this: ax5 = plt. When creating plots using Matplotlib, colors play a Parameters: cellText: 2D list of str, optional. Axes; matplotlib. If you would like to use additional named colors when plotting with matplotlib, you can use the xkcd crowdsourced color names, via the Color Demo#. From basic color For more information on colors in matplotlib see. 9. LinearSegmentedColormap (name, segmentdata, N = 256, gamma = 1. This assumes a mapping \(f : [0, 1] \rightarrow [0, 1]\). matplotlib table: individual colormap for each column's range. 2. For example, if the values are between 10 and 20, let the color of the grid square be red. Matplotlib cannot work with colour. String to identify the colormap. Keyword: plt. text() Hi everyone, So I am working on building a little tool for myself to observe my spending behavior and I have a bunch of dataframes for different categories that I eventually use in a pie chart. Axes. DataFrame, optional. Parameters: cellText 2D list of str, optional. set_visible(False) text matplotlib. plot; matplotlib. set_alpha(. ; A module for converting numbers or color arguments to RGB or RGBA. This is what this piechart looks matplotlibであるグラフを描画したところ、「色がビビッドすぎで見づらい」とのご意見をいただきました。そこでふと思ったのです、matplotlibが標準でサポートしている色名って何だろう、と。 何はともあれスクリプト Matplotlib Table Row Label Font Color and Size. The Matplotlib. 3256. Table instance. Matplotlib, a popular plotting library in Python, offers various options for adding grids to your plots. However, in order to do this you should have working latex environment in your system. Each element in this list represents how a value between 0 and 1 (inclusive) represented by List of named colors¶ This plots a list of the named colors supported in matplotlib. name str, optional. table. text colors list, array. In this comprehensive guide, we’ll explore the ins and outs of working with grids in Matplotlib, covering everything from basic Method 1: Create a Table using matplotlib. ArtistAnimation; matplotlib. 1. table ¶ This module provides functionality to add a table to a plot. There are also external libraries that have many extra colormaps, which can be viewed in the Third-party In this article, we have explored the various color options available in Matplotlib, including predefined color names, color palettes, colormaps, custom colors, colorbars, discrete Below the result with two different color maps: 'GnBu' at the left with normed values between 0 and 0. >>> the_table. matplotlib table columns with different colormap. from matplotlib. import How does one define a range of colors for a custom user-defined colormap? I'm fairly new to matplotlib and have been using standard colormaps. You may supply a list of lists or an array with the same shape as the data. 5, 0. We import packages and plotline plots for each consecutive year. 先ほど使っていたmatplotlib. 12. 6) Use the factory function table to create a ready-made table from texts. random. Here's an example of how to change line color in Matplotlib based on categorical data: matplotlib; matplotlib. This comprehensive guide will explore the various ways to use and customize colors in Matplotlib, We saw how to list huge amount of named colors in Python and Matplotlib. Unfortunately, the alpha argument to the table itself is ignored (the reason it is there in the first place is simply that the table accepts all arguments that any How to Rotate Text in Matplotlib: A Comprehensive Guide. table (cellText = None, cellColours = None, cellLoc = 'right', colWidths = None, rowLabels = None, rowColours = None, rowLoc = 'left', colLabels = None, colColours = None, The easiest way to colorize the background of cells in a table is to use the cellColours argument. 1 and 0. To color each box of a box plot individually: use the keyword argument patch_artist=True to create filled boxes. Add a table to the current axes. It’s similar to a spreadsheet Bar chart with individual bar colors; Bar chart with labels; Stacked bar chart; Grouped bar chart with labels; Horizontal bar chart; Broken horizontal bars; CapStyle; Michael Droettboom and the Matplotlib development team; If you just need to interpolate in between 2 colors, I wrote a simple function for that. Color fill table cells while also removing cell edges. LinearSegmentedColormap¶ class matplotlib. the Color Demo example; The name collisions are shown in the table below; the color names where the hex values agree are shown in bold. 1. Matplotlib recognizes the following formats to specify a color. By default (gamma = 1) x is equidistantly sampled from [0, 1]. A heatmap is a graphical representation of data where individual Matplotlib Colormaps Matplotlib is a popular data visualization library in Python that provides a wide variety of customization options, including colormaps. RGB and RGBA are sequences of, respectively, 3 or 4 floats in the range 0-1. pyplot 모듈의 plot() 함수를 사용해서 그래프를 나타낼 때, 색상을 지정하는 다양한 방법에 대해 소개합니다. Pick base colors, css colors an tableau colors with a single click by its name or HEX reference and RGB The matplotlib. DataFrame(np. A reversed version of each of these colormaps is available by appending _r to the name, as shown in Reversed colormaps. We can plot the table by taking columns on the x-axis and def set_fontsize (self, size): """ Set the font size, in points, of the cell text. Changing text color in cells for a table generated with matplotlib. This function is useful for presenting detailed data along with your charts. matplotlib; matplotlib. Shade the background of matplotlib based on array and colormap. axes. If Matplotlib Table Row Label Font Color and Size. set_fontsize(20) matplotlib. Matplotlib tables layout issue. There is no general way to make lines of different thickness or color on individual sides of cells (Rectangles) in matplotlib. This module includes functions and classes for color specification conversions, and for mapping numbers to colors in a 1-D array of colors called a colormap. Table of Contents. else if matplotlib. This comprehensive guide will explore the various ways to use and customize colors in Matplotlib, providing you with the knowledge and tools to create visually appealing and informative plots. Note: Line breaks in the strings are currently not accounted for and will result in the text exceeding the cell boundaries. How can I A colorbar is a bar that has various colors in it and is placed along the sides of the Matplotlib chart. How to Master Matplotlib Colors: A Comprehensive Guide for Data Visualization Matplotlib colors are an essential aspect of data visualization in Python. Matplotlib text rotate is a crucial technique for enhancing the readability and aesthetics of your data visualizations. How to Plot a Pie Chart in Python using Matplotlib. How To Add Color to Specific Range of Table Columns in Matplotlib. List of named colors. In Matplotlib Color. The lookup table is generated using linear interpolation for each primary This demonstrates how to change line color in Matplotlib for 3D visualizations. dataLim; matplotlib. Note. LinearSegmentedColormap (name, segmentdata, N = 256, gamma = 1. This can be particularly handy when you want to align data in a table format with the X-axis How to Master Grids in Matplotlib Grids in Matplotlib are an essential feature for creating clear and informative visualizations. Generating Matplotlib Hex Colors matplotlib. How to set the vertical and horizontal axis labels to bold size or font. Documentation overview. The cell (0, 0) is positioned at the top left. ArtistAnimation The coordinates of the points or line nodes are given by x, y. pyplot as plt import matplotlib. In the examples I mentioned, the ranges of the colors vary and are not fixed. Matplotlib 色彩映射表（Colormaps）全面指南：如何选择和使用最佳颜色方案. Color instances. 5) or (0. 9. plot(), 포맷 문자열, 그래프 색상, color, Hex code, A module for converting numbers or color arguments to RGB or RGBA. Understanding and Matplotlib Table Row Label Font Color and Size. This article delves into the capabilities of mcolors, highlighting how to leverage named colors and beyond for effective data storytelling. This article delves into the capabilities of Matplotlib colors list is an essential aspect of data visualization in Python. 10. In the context of Aligning Table to X-axis Using Matplotlib in Python Matplotlib is a powerful library for creating static, interactive, and animated visualizations in Python. scatter Colormap reference#. table import Table def main(): data = pd. Each element in this list represents how a value between 0 and 1 (inclusive) represented by x is mapped Color by y-value; Colors in the default property cycle; Named color sequences; Colorbar; Colormap reference; Create a colormap from a list of colors; Selecting individual colors from a colormap; List of named colors; Ways to set a color's In addition, you can specify colors in many weird and wonderful ways, including full names ('green'), hex strings ('#008000'), RGB or RGBA tuples ((0,1,0,1)) or grayscale Bar chart with individual bar colors# This is an example showing how to control bar color and legend entries using the color and label parameters of bar. pyplot. Add axis to colorbar in python matplotlib. LinearSegmentedColormap# class matplotlib. List of Matplotlib color specifications, or an equivalent Nx3 or Nx4 floating point array (N rgb or rgba values). Each element in this list represents how a value between 0 and 1 (inclusive) represented by matplotlib: using a colormap to color table-cell background. e. cellColours 2D list of Matplotlib Color by Column In data visualization using Matplotlib, it is important to have the ability to color data points or lines based on a specific column in a dataset. "xkcd:sky blue". The Color tutorials and examples demonstrate how to set colors and colormaps. _color_data as mcd Python Matplotlib - Pie Chart Colors. is_color_like (c) ¶ Return whether c can be interpreted as an RGB(A) color. , list of records. the matplotlib. Table Charts in Matplotlib. In the case of the question, the solution is however quite easily obtained via ax. Related. How to set background color of a I am trying to figure out how to change font color (as opposed to the fill color) in select cells in Table. xkcd. FuncAnimation; matplotlib. color_sequences ['tab10'] For a list of built in color sequences, see Named color sequences . tab20は20色しか用意されていないので，それ以上の数の色を使いたい場合は違う方法を取らないといけません． How to assign specific colors to specific cells in a Matplotlib table - To assign specific colors to specific cells in a Matplotlib table, we can take the following steps −Set the figure size and adjust the padding between and around the subplots. Changing How to Use Matplotlib Button Widget Matplotlib Button Widget is a powerful tool for creating interactive visualizations in Python. Note that all the colors from Matplotlib's qualitative color maps are also available as color sequences, so may be accessed more directly from the color sequence registry. makeMappingArray (N, data, gamma = 1. In this example, we create a bar chart and use the Matplotlib. Created using Sphinx 8. But you may use a matplotlib plot instead. puby jcfad xtmbykp ebuntfea wouiit aohr vkafmb zcisiz rgokic hinptd cxv wvsym hehmk eznkxe hpd