{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "# Usage & Examples" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Basic functionalities" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "### 1. Applying the style sheet: lizard_style()\n", "\n", "The package includes **a built-in style sheet**, designed to standardize and enhance the visual appeal of your plots. This style sheet configures various elements, ranging from fonts and font sizes to axis and grid settings, and even the default colors for multiple lines in a plot. Applying this style, which is also possible in the R package with + lizard_style() provides a **consistent look**, whether you're using ggplot in R or matplotlib/seaborn in Python.\n", "\n", "You can apply the Biolizard-look by placing `lizard_style()` at the top of your scripts after importing BioLizardStylePython. Please note that `lizard_style()` serves as a starting template and may not be the ideal style for every plot. You can easily customize individual style settings by placing your overrides after calling the `lizard_style()` function. Use `plt.style.use('default')` to return back to the default style.\n", "\n", "Here's a demonstration of how a simple line plot would look before and after applying the `lizard_style()`:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from BioLizardStylePython import *\n", "\n", "np.random.seed(42)\n", "\n", "# Function to create random lineplot\n", "def create_line_plot():\n", " x = np.linspace(0, 10, 10)\n", " y1 = np.sin(x) + np.random.normal(0, 0.1, size=x.shape)\n", " y2 = np.cos(x) + np.random.normal(0, 0.1, size=x.shape)\n", " y3 = x + np.random.normal(0, 0.5, size=x.shape)\n", " plt.figure()\n", " plt.plot(x, y1, label=\"Line 1\")\n", " plt.plot(x, y2, label=\"Line 2\")\n", " plt.plot(x, y3, label=\"Line 3\")\n", " plt.title(\"Random Plot with 3 Lines\")\n", " plt.xlabel(\"X-axis\")\n", " plt.ylabel(\"Y-axis\")\n", " plt.legend()\n", " plt.show()\n", "\n", "\n", "create_line_plot()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lizard_style()\n", "create_line_plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the default color is black, for a 'sharper' and more sobre look. In case a color scale is needed, as in this example, there are multiple scales you can pick from and add manually." ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "### 2. Using the color palettes\n", "\n", "\n", "\n", "\n", "There are two discrete colormaps and 4 continuous colormaps available in the BioLizard style packages.\n", "\n", "**Discrete**: \n", "\n", "* biolizard_qualitative_pal: Colorblind-safe qualitative color palette based on the colors in the biolizard brand book.\n", "* biolizard_paired_pal: Colorblind-safe qualitative color palette based on the colors in the biolizard brand book, especially suited for levels that are related 2-by-2.\n", "\n", "These colormaps are available as `matplotlib.colors.ListedColormap` objects.\n", "\n", "**Continuous**:\n", "\n", "* biolizard_hues_pal: Designed for **discrete** data with many levels: Maps each level to an evenly spaced hue on the color wheel, starting with the dark green color from the brand book. DOES NOT generate colorblind-safe palettes.\n", "* biolizard_sequential_pal: Sequential, colorblind-safe, perceptually unifom color palette inspired by the light and dark blue shades of the brand. This is the default for continuous data.\n", "* biolizard_divergent_pal: Divergent, colorblind-safe and perceptually uniform (within each branch) continuous color palette inspired by the green-blue color gradient in the biolizard brand book.\n", "* biolizard_beige_blue_pal: Continuous, perceptually uniform, color-blind friendly color scale inspired by the beige and blue colors in the brand book.\n", "* biolizard_beige_gn_blue_pal: Continuous, perceptually uniform, color-blind friendly color scale inspired by the beige, green and blue colors in the brand book.\n", "\n", "\n", "These colormaps are available as `matplotlib.colors.LinearSegmentedColormap` objects and are registered with matplotlib. This means they can be used by passsing their name to the `palette` (seaborn) or `cmap` (matplotlib) parameters, where available.\n", "\n", "**Basic colors**: \n", "\n", "Basic colors of the brand style are black, white, light blue and light beige.\n", "\n", "* The plot background is white\n", "* Black is used for all plot elements that do not require colors such as axes, titles and plot elements when there is only one group (i.e. no need to distinguish lines or points by color): `blz_base_element`, `blz_base_text`\n", "* light beige is used as fill color when no color scale is needed, e.g. as fill color for box plots: `blz_base_fill`\n", "* light blue can be used as fill color to highlight specific elements in the plots: `blz_highlight_fill`\n", "* A darker blue can be used to highlight plot elements such as lines or points: `blz_highlight_element`\n", "\n", "The hex value of these colors can be called by using the corresponding variables:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'#faf4ed'" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "blz_base_fill" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 2.1 Discrete data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Following color scales were designed for discrete data: \n", "\n", "**biolizard_qualitative_pal**: Colorblind-safe qualitative color palette based on the colors in the biolizard brand book." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/html": [ "
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from_list_r
\"from_list_r
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" ], "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "biolizard_qualitative_pal_r" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Colors can be retrieved from the discrete colorscales by passing a range to the palettes (returns an array of rgba values), or by using the `.colors` attribute (returns a list of all colors in the palette). " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[0.62352941, 0.82745098, 0.3372549 , 1. ],\n", " [0.05098039, 0.27843137, 0.63137255, 1. ],\n", " [0.89803922, 0.64313725, 0.79607843, 1. ],\n", " [1. , 0.43529412, 0.34901961, 1. ],\n", " [0.45882353, 0.86666667, 0.86666667, 1. ]])" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "biolizard_qualitative_pal(range(5))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['#9fd356',\n", " '#0d47a1',\n", " '#E5A4CB',\n", " '#FF6F59',\n", " '#75DDDD',\n", " '#009944',\n", " '#1e88e5',\n", " '#F72585']" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "biolizard_qualitative_pal.colors" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since `biolizard_hues_pal` is encoded as a continuous color palette, passing a range will lilely NOT yield the desired effect, as the continuous color scale is represented by a sequence of 255 colors. Passing e.g. `range(5)` will only retrieve the first 5 of these 255 colors. Instead, use `np.linspace` to ensure all colors are spaced evenly across the colorscale: " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "ncolors = 5\n", "rgbacolors = biolizard_hues_pal(np.linspace(0, 1, ncolors))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then, you can use `matplotlib.colors.rgb2hex` to obtain hex values if needed:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['#009842', '#0096b8', '#b565c3', '#c36c55', '#6d8f00']" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "[matplotlib.colors.rgb2hex(col) for col in rgbacolors]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### 2.1.1 Seaborn" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Discrete colormaps can be chosen by specifying a list of colors:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_881760/3785299121.py:5: UserWarning: The palette list has more values (8) than needed (3), which may not be intended.\n", " sns.swarmplot(\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "\n", "# Sample data\n", "data = sns.load_dataset(\"iris\")\n", "sns.swarmplot(\n", " x=\"species\",\n", " y=\"sepal_length\",\n", " hue=\"species\",\n", " data=data,\n", " palette=biolizard_qualitative_pal.colors,\n", ")\n", "plt.title(\"A Flower Plot\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_771083/2766498959.py:1: UserWarning: The palette list has more values (6) than needed (3), which may not be intended.\n", " sns.swarmplot(\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.swarmplot(\n", " x=\"species\",\n", " y=\"sepal_length\",\n", " hue=\"species\",\n", " data=data,\n", " palette=biolizard_paired_pal.colors, # Note that a paired palette does not make much sense in this case, but it is just for demonstration purposes\n", ")\n", "plt.title(\"A Flower Plot\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Continuous colormaps can be referenced by their name, this ensures that colors are picked across the entire range of the continous scale:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.swarmplot(\n", " x=\"species\",\n", " y=\"sepal_length\",\n", " hue=\"species\",\n", " data=data,\n", " palette=\"biolizard_beige_blue_pal\",\n", ")\n", "plt.title(\"A Flower Plot\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### 2.1.2 Matplotlib" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Colors from the discrete scale can be passed to the `color` parameter of `plt.bar` for example:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Data for the bar plot\n", "categories = [\"A\" + str(i) for i in range(12)]\n", "values = [4, 7, 1, 8] * 3\n", "\n", "# Create the bar plot\n", "# .colors returns a list that can be used for the color parameter\n", "plt.figure(figsize=(8, 6))\n", "bars = plt.bar(categories, values, color=biolizard_qualitative_pal.colors)\n", "\n", "# Add title and labels\n", "plt.title(\"Example Bar Plot\")\n", "plt.xlabel(\"Categories\")\n", "plt.ylabel(\"Values\")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that in case the colorscale contains less levels than the data, colors are recycled without warning! \n", "\n", "To use a continuous scale, we need to take colors at regular intervals across the colormap:\n", "\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# take colors at regular intervals across the colormap\n", "colors = biolizard_hues_pal(np.linspace(0, 1, len(categories)))\n", "\n", "bars = plt.bar(categories, values, color=colors)\n", "\n", "# Add title and labels\n", "plt.title(\"Example Bar Plot\")\n", "plt.xlabel(\"Categories\")\n", "plt.ylabel(\"Values\")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "#### 2.2 Continuous data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Following color scales were designed for continous data: \n", "\n", "**biolizard_beige_blue_pal**: Continuous, perceptually uniform, color-blind friendly color scale inspired by the beige and blue colors in the brand book." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/html": [ "
biolizard_beige_blue_pal_r_r
\"biolizard_beige_blue_pal_r_r
under
bad
over
" ], "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "biolizard_beige_blue_pal" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**biolizard_beige_gn_blue_pal**: Continuous, perceptually uniform, color-blind friendly color scale inspired by the beige, green and blue colors in the brand book." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/html": [ "
biolizard_beige_gn_blue_pal_r_r
\"biolizard_beige_gn_blue_pal_r_r
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bad
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" ], "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "biolizard_beige_gn_blue_pal" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**biolizard_sequential_pal**: Sequential, colorblind-safe and perceptually uniform color palette inspired by the light and darker shades of blue in the BioLizard brand book." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/html": [ "
biolizard_sequential_pal
\"biolizard_sequential_pal
under
bad
over
" ], "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "biolizard_sequential_pal" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**biolizard_divergent_pal**: Divergent, colorblind-safe and perceptually uniform (within each branch) color palette inspired by the green-blue color gradient in the biolizard brand book.\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/html": [ "
biolizard_divergent_pal
\"biolizard_divergent_pal
under
bad
over
" ], "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "biolizard_divergent_pal" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Adding the suffix \"_r\" reverses these palettes: " ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/html": [ "
biolizard_divergent_pal_r_r
\"biolizard_divergent_pal_r_r
under
bad
over
" ], "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "biolizard_divergent_pal_r" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Colors can be retrieved from the continuous colorscales by passing an array of the desired length to the palettes, this returns an array of rgba values. Note that internally, each continuous color scale is represented as a sequence of 255 colors. All these colors can be retrieved by passing range(255) to your color scale of choice:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[0.40784314, 0.73333333, 1. , 1. ],\n", " [0.40784314, 0.73333333, 1. , 1. ],\n", " [0.40392157, 0.72941176, 1. , 1. ],\n", " ...,\n", " [0. , 0.22352941, 0.71372549, 1. ],\n", " [0. , 0.21960784, 0.71764706, 1. ],\n", " [0. , 0.21960784, 0.72156863, 1. ]])" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "biolizard_sequential_pal(range(255))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When manually selecting colors from the palette, use `np.linspace` to ensure colors are spaced evenly across the palette:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "ncolors = 10\n", "rgbacolors = biolizard_sequential_pal(np.linspace(0, 1, ncolors))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lastly, you can use `matplotlib.colors.rgb2hex` to obtain hex values if needed:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['#fabf54',\n", " '#d0b94e',\n", " '#a5b24f',\n", " '#79a957',\n", " '#519e62',\n", " '#318f6d',\n", " '#1f7e74',\n", " '#196c76',\n", " '#195b77',\n", " '#1a487a']" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "[matplotlib.colors.rgb2hex(col) for col in rgbacolors]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### 2.2.1 Matplotlib" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that biolizard_sequential_pal is the default colorscale:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = np.random.rand(5, 5) # Example data\n", "plt.imshow(data)\n", "plt.colorbar()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The continous palettes have been registered with matplotlotlib and their names can be passed to the `cmap` parameter to change the continuous scale: " ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(data, cmap=\"biolizard_sequential_pal\")\n", "plt.colorbar()\n", "plt.show()\n", "\n", "plt.imshow(data, cmap=\"biolizard_divergent_pal\")\n", "plt.colorbar()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The corresponding palettes with suffix '_r' reverse the colors:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(data, cmap=\"biolizard_divergent_pal_r\")\n", "plt.colorbar()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### 2.2.2 Seaborn" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The names of the palettes can be passed to the `palette` parameter to change the continuous scale: " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = sns.load_dataset(\"iris\")\n", "sns.swarmplot(\n", " x=\"species\",\n", " y=\"sepal_length\",\n", " hue=\"sepal_length\",\n", " data=data,\n", " palette=\"biolizard_beige_gn_blue_pal\",\n", ")\n", "plt.title(\"A Flower Plot\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "### 3. Appending a BioLizard footer: finalise_lizardplot()\n", "\n", "The `finalise_lizardplot` function finalizes a matplotlib plot by appending a footer at the bottom and saving the resulting image. The footer includes a BioLizard logo and a customizable source text.\n", "\n", "**Parameters**\n", "\n", "- `plot`: The input matplotlib figure to be finalized.\n", "- `source_text`: The source text to display at the bottom.\n", "- `fontsize`: (Optional) Font size of the source text. Defaults to 12.\n", "- `pdf`: (Optional) If True, saves as PDF. Otherwise, saves as PNG. Defaults to False.\n", "- `output_name`: (Optional) Name of the output file. Defaults to \"TempLizardPlot\".\n", "- `save_filepath`: (Optional) Full path to save the output. Takes precedence over `output_name`.\n", "\n", "Here's an example:\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = sns.load_dataset(\"iris\")\n", "fig = plt.figure()\n", "sns.swarmplot(x=\"species\", y=\"sepal_length\", data=data)\n", "plt.title(\"A Flower Plot\")\n", "finalise_lizardplot(\n", " fig,\n", " \"Source: https://en.wikipedia.org/wiki/Iris_flower_data_set \",\n", " fontsize=10,\n", " pdf=True,\n", " output_name=\"An_Iris_Plot\",\n", ")\n", "\n", "# Please take a look in your current working directory to see the result!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Examples\n", "\n", "### 1. simple boxplot" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(x=\"species\", y=\"sepal_length\", data=data)\n", "plt.title(\"A Flower Plot\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Unfortunately, matplotlib and seaborn do not make a distinction between fill colors and other elements in the default values, resulting in these black box plots. The solution is to manually adjust the facecolor property. Brand fill and element colors are available in the package (see [2. Using the color palettes](#using-the-color-palettes)). In this case we use `blz_base_fill`." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(x=\"species\", y=\"sepal_length\", data=data, boxprops={\"facecolor\": blz_base_fill})\n", "plt.title(\"A Flower Plot\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`blz_highlight_fill` can be used to highlight specific elements. For example if we are especially interested in the setosa species:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(x=\"species\", y=\"sepal_length\", data=data,\n", " hue = \"species\", # to enable passing a palette\n", " palette=[blz_highlight_fill, blz_base_fill, blz_base_fill]) # manually defoining a discrete palette\n", "plt.title(\"A Flower Plot\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A violin plot is similar to a boxplot, but captures more information on the data distribution. `sns.violinplot` does not have the boxprop parameter, so we need to tweak the violin elements by cycling through `ax.collections`: " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = sns.violinplot(x=\"species\", y=\"sepal_length\", data=data)\n", "for violin in ax.collections:\n", " violin.set_facecolor(blz_base_fill)\n", " violin.set_edgecolor(blz_base_element)\n", " violin.set_linewidth(1)\n", "ax.set_title(\"A Flower Plot\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2. Simple density plot" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_486253/1132376799.py:1: UserWarning: The palette list has more values (8) than needed (3), which may not be intended.\n", " sns.displot(data,\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.displot(data,\n", " x=\"sepal_length\",\n", " hue=\"species\",\n", " kind=\"kde\",\n", " fill=True,\n", " palette=biolizard_qualitative_pal.colors)\n", "plt.title(\"A Flower Plot\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3. Simple scatterplot" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(\n", " data,\n", " x=\"sepal_length\",\n", " y=\"petal_length\",\n", " hue=\"petal_length\",\n", " palette=\"biolizard_beige_blue_pal\",\n", ")\n", "plt.title(\"A Flower Plot\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use `lmplot` or `regplot` to add a regression line:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import scipy as sp\n", "\n", "g = sns.lmplot(data, x=\"sepal_length\", y=\"petal_length\", line_kws=dict(color=blz_highlight_element))\n", "\n", "\n", "def annotate(data, **kws):\n", " r, p = sp.stats.pearsonr(data[\"sepal_length\"], data[\"petal_length\"])\n", " ax = plt.gca()\n", " ax.text(0.05, 0.8, \"$r^2$={:.2f}, p={:.2g}\".format(r**2, p), transform=ax.transAxes)\n", "\n", "\n", "g.map_dataframe(annotate)\n", "plt.title(\"A Flower Plot\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# specify hue to show the three species\n", "sns.lmplot(data,\n", " x=\"sepal_length\",\n", " y=\"petal_length\",\n", " hue=\"species\",\n", " palette=biolizard_qualitative_pal.colors)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that using the reversed palette starts picking the colors from the end of the palette. If you want to pick the colors you need, and reverse them afterward (eg pink-blue-green instead of green-blue-pink), use the regular palette and reverse the colors after picking them:" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_771083/3567715431.py:28: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", " fig.show()\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "my_colors = biolizard_qualitative_pal.colors[0:3]\n", "\n", "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(10, 5))\n", "\n", "# regular palette\n", "sns.scatterplot(\n", " data,\n", " x=\"sepal_length\",\n", " y=\"petal_length\",\n", " hue=\"species\",\n", " palette=my_colors,\n", " ax=axes[0],\n", ")\n", "axes[0].set_title(\"Regular palette\")\n", "\n", "# reversed\n", "my_colors.reverse()\n", "sns.scatterplot(\n", " data,\n", " x=\"sepal_length\",\n", " y=\"petal_length\",\n", " hue=\"species\",\n", " palette=my_colors,\n", " ax=axes[1],\n", ")\n", "axes[1].set_title(\"Reversed palette\")\n", "\n", "fig.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4. Facets\n", "\n", "Facetting is a great way to lay out related plots side-by-side, with the axes either on the same scale or on different scales." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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02tamiod1xULVebp37663X9Q4GFusP7Y0RM0Yc/fddxvdV10cHKo/3gs9BeJVv9e6YhEApKen49FHH9UoTFJYWIj169cb2VMyhE0M2oDqaj4HDx5ESUkJTpw4gdOnTyMjIwMrVqzAmDFj0K1bN/Tr16/O86gqe6nW41D9r7OzMw4fPgwXFxedxwYEBMDPzw9AdRC7du0avLy8DLqPNm3aAADat2+P3bt31+uYSZMmYdKkSbh06RJOnjyJU6dOYcOGDUhLS8OwYcPw559/wt3dXeu4QYMGGbUOmoODA2bPno3Zs2cjPz8fp06dwsmTJ7F27Vrs3bsXkZGR+P333+Hv74+zZ8+ib9++egOAKgjVRfUaAcDJkyfVH2xqOnnyJIDq/wjJZDIA9XudFi1ahLKyMri7u+PTTz/FgAEDUFVVhby8PMyZM0er0iU1f4wtjR9bAMDb2xtRUVH48ssvsXbtWsyYMUO99Merr74KJycnAICvry/s7OxQVVWFKVOm4I033tB5Tg8Pj3pd28/PD+vWrcOaNWtw+vRpnD59GtnZ2Vi8eDHWrl0LV1dXLFmyRPI4FV2xSaXmmk8nTpxAjx49tNqcOHFCq21tbdq0QUFBgTrm1VZzO9eSsy6MLdYdWxqiZgw4ceIEgoKCjOqrMVR90RUbavroo49QWVkJPz8/JCQk4IEHHkB5eTmOHz+OGTNm4K+//jJ3dwmATaRHCiF0Tqs/8MADAoD46KOPhBD/mz6Weg7r7Nmz6txw1ZTz3r171cd8+OGHWsfUzgc+deqUOjf8rbfe0mp//vx5jRxn1JrO/uqrr9Tb1q9fX+f1dN17SUmJ+jz79+/X2m8Kt27dEufPn9fafvz4cfW1L168KD744AN1KkZGRoZWe1051aoUgueff16rveq5kYcfflgrBz4/P1/4+PhoTefX53VSFUZ5+umntdqOHTtWAEyPtDWMLZoaI7aoHD58WH0t1XvT3t5eXbRIRbUvICBAFBYWap2n9r3VlR556dIlyUppn3/+uQAgunXrJnmeqqoqdQU9qdh048YN9XNnNZ9pe+6557T6ePToUXX6XH2eafP29tZ6XW7duqVO9ZR6po3pkZbF2KLJGmOLoemRNZ9p69Onj0meaZNKj1S9r8eOHaveVvv3snr1avW2LVu2aJ2jZgVaVcGmN998U6udvvsl07KJQVtGRoZwdHQUgwcPFl9//bW64t/cuXPVzzp88803Qoj//VG7ubmJmTNnSlZhcnNz0/hjrlkGd8KECWL//v3i999/F+vXrxe9e/cWX331lUZ/XnrpJXX78ePHi/3794vjx4+LxYsXC19fXzFixAj1w+y132S3bt0SPXv2FEB1fvk777wjfvnlF5GVlSWWL18uunfvrvEGnj9/vrC3txdjx44VqampIjc3V+zfv1+8+OKL6oGS1MDKFGJiYoSrq6uYPHmy2Llzpzhx4oTYvXu3GDp0qACqK0LevHlTXL16VbRr104AEO7u7mL+/PkiKytL/Pbbb2LhwoXi3nvvFUePHtU6f0REhACqy1JnZGSI3Nxc8csvvwghdFeP/OabbzSqR+bk5Bj0Oqkqa7m7u4uVK1eqKyh99tln6uImHLTZDsYWy8SWmkJDQ9X3ousLlf3796srPnbu3Fl89dVXIicnR/z888/izTffFP379xdXr15Vt9c3aCsrKxMPPPCACAgIEHPnzhWZmZkiLy9PfP/99+oPNuHh4TrPU/ODUv/+/cXWrVtFbm6u2LBhg+jZs6fo3Lmz+oPh3Llz1W1V1SOzs7NNVj2yZpW7NWvWqPvIQZvlMbY0jdhi6KBNCM0Y0LdvX7Fp0yZx4sQJsXPnTvHkk0+q95l70Hbz5k1x9913C6C6euTcuXNFVlaW+OWXX8T06dOFg4ODmDdvnhBCiMcee0z9eSspKUnk5uaKAwcOiPfff18dXzhoMz+bGLQlJCTofRA9LCxMK9jo+nF1dRUpKSka51cqleKhhx7SeYy7u7s4d+6cuv3169fF4MGDdbbv1q2b+tvW2m8yIYT4888/xT333KPz+LZt24ri4mJRVVUlnnnmGb33I/WtmSmUlZWpq5Lp+lmyZIm6/dGjR0WbNm10tu3Vq5fWw9eqksg1f2qug1LfddoMeZ1OnjwpPDw8JNuoAhcHbbaDsaXxY0ttNb/FByB27dol2e7rr79Wz0xJ/UyZMkXdVt+gLScnR7Rv317v7+TQoUN6z/OPf/xD5/EeHh4iPT1dCFFdyW78+PE625p7nTYO2iyHsaVpxJaGDNqEEGLatGl1/t7MPWgToro4UmBgoM4+REZGijt37oiffvpJvayR1N9XXfdLpmETgzYhqlPyJkyYILp06SIcHByEk5OT6Nmzp/j4448lp/Vnz54tXnvtNdGuXTshk8lEmzZtxNixY9WLR9Z2+/Zt8a9//Uv07dtXuLm5CQcHB9GlSxfx+uuvi7Nnz2q1v3Pnjli2bJm6vZOTkwgJCRELFiwQZWVlWv2pXRWqrKxMzJs3T/To0UM4OTkJJycnERwcLN599131t64qW7ZsEU899ZRo06aNkMlkokWLFmLQoEHiu+++M+IVrVtlZaX49ttvxaOPPipatWolZDKZ8PLyEsOGDVN/KKnp77//FjNmzBDdunUTjo6OwtXVVfTq1UvMnz9flJSUaLWvqqoSc+fOFR07dlRXcaxdjjgjI0NERkaKVq1aCXt7e9GuXTsRHR2tXgeppvq+TsePHxcRERHCw8ND2Nvbi5CQELFq1SoxZswY9X9MyXYwtjR+bKmpvLxc+Pn5CQCie/fuektUZ2dni7Fjx4q2bdsKe3t74enpKQYPHiy++eYbdWqgEHWnR5aUlIiPP/5Y9O3bV7Ro0ULIZDLRtm1bMW7cOI3Bkr7z7NixQzz22GPC29tb2Nvbi86dO4spU6ZopV8JIcR///tfIZfLhYeHh7CzsxN33XWXmDp1qigoKNBop2vQJoQQZ86cERMmTBCBgYHC3t5eeHt7i5EjR4rdu3drXY+DNuvA2GL9saWhgzYhqu8xPDxceHh4CEdHRxESEiKWLl2q/sJ79OjR6rbmGrQJUT2Af/fdd9WfvVq0aCEGDx4skpOTNe557969YvDgwcLFxUU4OTmp15hjemTjkQlh5BObzYyqKMXKlSsRHR1t4d4QUXPB2EJE5sDY0nxUVVWha9euOHv2LF5//XV8/vnnlu4SWRGbqR5JRERERGRp58+fxxtvvIFhw4ahV69e8Pb2RkFBAZYsWYKzZ88CAB599FEL95KsDQdtRERERESN5J///Cc2bdqETZs2Se5/6qmnMGLEiEbuFVk7DtqIiIiIiBrJzJkz0bZtW2zbtg05OTkoLi6Gu7s7evbsiTFjxiA6Olqd9kqkwmfaiIiIiIiIrJidpTtAREREREREunHQRkREREREZMWa/aBNCIGSkhIwC5SITImxhYjMgbGFiKQ0+0FbaWkpPD09UVpaaumuEFEzwthCRObA2EJEUpr9oI2IiIiIiKgp46CNiIiIiIjIinHQRkREREREZMU4aCMiIiIiIrJiDpbuABERERERkTVRKpUoLCxEcXExvLy80Lp1a3h7e1usP5xpIyIiIiIi+n/5+fmIiopCcHAwQkNDERQUhKioKOTn51usTxy0ERERERERoXqGLTo6GmlpaRrb09LSEB0dDaVSaZF+cdBGREREREQEoLCwUGvAppKWlobCwsJG7lE1DtqIiIiIiIgAFBcXG7XfXFiIhIiIiIiICICnpyfc3d0RFxeH0NBQlJeXw9XVFQcOHEBCQgI8PT0t0i8O2oiIiIiIiAD4+/sjNTUVc+fOxbx589Tb5XI5UlNT4e/vb5F+cdBGREREREQEoLy8HB999BHS09M1tqenp8Pe3h5r1661SL84aCMiIiIiIpsjtRZbUVERduzYIdk+LS0NRUVFCAgIaOSeshAJERERERHZGF1rsV27dk3vcZYqRMJBGxERERER2Qx9a7F5eHjoPdZShUg4aCMiIiIiIpuhby22CxcuIDw8XHJfeHg4/Pz8zNk1nThoIyIiIiIim6EvxTE6OhpLly7VGriFh4dj+fLlFnmeDWAhEiIiIiIisiH6UhwvX76MqqoqfPXVVygqKkJxcTE8PT3h5+dnsQEbwEEbERERERHZEH9/fygUCskUSYVCAT8/P3h7exs8SJOqRunt7W2SPjM9koiIiIiIbIa3tzdWrVoFhUKhsV2hUGDVqlUNGmjpqkaZn59vkj7LhBDCJGeyUiUlJfD09ERxcTFatmxp6e4QUTPB2EJE5sDYQtR4as6MeXp6wt/fv0EDNqVSiaioKJ0zd8nJyUbPuDE9koiIiIiImgRTpiB6e3ubJH1RXzXKtLQ0FBYWGn0dpkcSEREREZHVM3cKYkPVteC2KRbk5qCNiIiIiIismr4FsaOjo6FUKi3Us7oX3DbFgtwctBERERERkVWrTwqipaiqUUpRKBTw9/c3+hoctBERERERkVVrjBTEhjJHNcrarLoQyc2bN7F48WIkJSUhLy8P9vb26NGjB8aNG4dXX30V9vb2lu4iERERERGZWO2CI76+vnB3d0dZWZlkey8vL5MWKTH0XIGBgUhOTjZJNUopVjtoKywshEKhQGFhISZOnIhZs2ahvLwc+/btw7Zt2zBhwgRLd5GIiIiIiEwsPz9f6/k1hUKB1NRUREREaA3cIiMj4ezsrFV2XzXTFRgYaJLr13UuU1WjlGKV67RVVVVh4MCBuHnzJtLS0uDj49Pgc3G9EyIyB8YWIjIHxhaydXWtefbMM89oTN4oFAqsWLECEyZMMMk6aY2x5lpDWOVM28aNG5GZmYnc3FyjBmxERERERM2NKdMArU1hYSH27duH+Ph4hIaGory8HK6urjhw4AASEhKwaNEi5ObmaqQgmnKdtMZYc60hrHLQ9uWXXyIiIgJdu3YFAAghUFFRARcXFwv3jIiIiIjIchqautdUlJaWIikpCYmJiZg3b556u1wuR1JSEsrKytCnTx+NY06ePKn3nIYUKbHWgidWVz1SCIF9+/bhkUcewblz5zB69Gh4eHjA1dUVgYGBmDlzJm7evGnpbhIRERERNSprXqvMVHx8fJCYmIj09HSN7enp6UhMTJTMwjPlOmmNseZaQ1jdTNuVK1dQWloKpVKJ/v374+mnn8aGDRvg4OCA9PR0fPLJJ9i7dy927twJR0dHreMrKipQUVGh/ndJSUljdp+IminGFiIyB8YWMoQ1pO6ZOjWz9vnu3LmjNWBTSU9P13i/qKjWSdP1HJoh66SZ8lwmJazMuXPnBADRqVMnkZOTo7V/+/btAoBYunSp5PGzZ88WALR+iouLzd11ImrGGFuIyBwYW8gQmZmZkn8vqp/MzEyzXv/8+fNCoVBoXFOhUIjz58+b7HypqakNukdT9s3U92kKVlc9UjXKXr16NcaPHy/ZZsCAAWjZsiW2bNmitU/qG6vAwEBWYSIiozC2EJE5MLaQIfLy8hAcHKxzf25uLoKCgsxybVNXVdR1vpSUFIwcOVLncfruseasnbHrpJnyXKZgdemRnp6eaNu2LY4ePaqzTceOHXH69GnJfc7OznB2djZT74jIVjG2EJE5MLaQIRqauteQlMbax1RWVpo0NVNXqmdmZiZGjBiBXr16aVWPPH78uN70RFOuk2bONdcawmSDtmvXrunNw+7QoUO9z/X4448jOTkZ8+fPh7u7u9b+nJwcdOvWrUH9JCIiIiJqiry9vbFq1Sqd1SOlBhkNqTYpdUxKSorevhlaVVFX+5UrVyI9PR1Tp07VqB4ZHh6OZcuWWdVAqjEZnR6ZlpaGt956C7///rvedpWVlfU+559//ol7770Xzz//PFatWgU7u/8Vufzuu+/w3HPPITU1FSNGjKjzXFykkojMgbGFiMyBsYXqo76pew1JaVQqlYiJicHo0aPRtm1b9d+kk5MTQkNDUVZWJtmn3Nxc9Zpp9ZnR05XqGR8fj8zMTMliJJZc3NrSjJpp2717N4YPH45WrVrhH//4Bzp37gx7e3ujO9WpUyesWbMGo0ePxqlTpzB+/Hh4eHhg165dWLFiBcaPH1+vARsRERERUXNT39S9hlSbLCoqwsyZMzF16lTs3LlTvX3o0KFITU1FRESE1sBNoVDA1dVVa4Cob0ZPV6pnaGioxgxbffpsC4watM2aNQt+fn749ddf0bZtW1P1CQDw/PPP46677sIHH3yAuLg43Lx5E927d8eSJUvw6quvmvRaRERERETNTUMWipbJZFoDNgDYsWMHZDIZFi1ahAkTJqi3KxQKLF++HG+88YbO9eOkZsd0pXoae0/NlVHpka6uroiLi8P8+fNN2SeTYpoBEZkDYwsRmQNji+1pSJGQgoICFBUVqY/x9fVFQECA1vYWLVogNDQUly9fljyPVCXGY8eOISQkROe1s7Ky4OTkpJGaefnyZb1VKw2p+FhVVYV77723QedqzoyaabO3t0ebNm1M1RciIiIiIpvRkCIhZ86cQUxMjMZMWHh4OJYuXYqpU6ciNTVVY/uePXswaNAgrYGbrmqT9ZmdGzBggMa2kydP1nmMLrVTPZVKpXUubm1hdnU30S0sLAy//fabqfpCRERERGQTlEqlZGqgKqVQqVRqHVNQUKA1YAOAnTt3YtKkSVozZDt37sQbb7yBDRs2aGzXV23Sy8tLb7+l9nt6euo9pq79NanSJhUKhcZ2fX22BUbNtH300UcYMmQIMjIyMHDgQFP1iYiIiIioWWtokZDaAzaVAwcOYP78+VprmyUkJMDb2xtZWVla6ZRSXFxcIJfLJas3yuVyuLi4IC8vTyOds6Hrx+kSGBiI5ORkq1rc2tLqPWhLT0/HnDlztLa7uLjg0UcfRZ8+fSCTySSPlclkyMjIaHgviYiIiIiakYYUCdF1jLu7O5KSkvDuu+9ix44d6u1yuRxJSUkoLi7GI488ot6uLwXz2rVriI2NBQCNgZtcLkdsbCzOnDmDYcOGaZxr9erVBq8fVxdrW9za0uo9aOvatatkOf/u3bubtENERERERM1dQ1IKdR0TFxeHxMRErdkx1b8///xzje36qjp6eHhg8ODBiIuLQ1xcHMrLy+Hi4oLMzEyMGjUKycnJWud65ZVXkJyczNkxM6r3oK1jx47YvXu3OftCRERERGQT9KUURkZGwtPTUysNsXXr1ggPD9dKkdS3tll6ejpu3LihtV1XCqa/vz/CwsIkzyeXy5GZmSl5rsuXL6N169bqbboy8KhhjCpEMn78eOzatUtvm2+++QZz58415jJERERERM2KroIbkZGRWLhwIcaNG4fg4GCEhoYiKCgIUVFRuH37NpYvX47w8HCDrnXu3DnJ7VLplvoKgcTGxiIhIUHrGHd3dwBAVFSUVp/z8/MN6itJM2qdNjs7O3zxxReYPHmyzjYLFy7EnDlzLLYQHtc7ISJzYGwhInNgbLE9tdcp8/T0xLhx43QW9UhOTkZ5ebl6PTZPT0/Y29vjvvvu03mNlJQUjBw5Umu7IeunOTo6IiQkBGVlZVpt4+PjcejQIb19ZpqkcYyqHlkfSqUSFRUV5r4MEREREVGTU7vgRl5eXp1VJYOCgjSqP+pb2yw8PFwypbGuqo5S66eFhYVJXmPIkCE60zN1pWGSYQwatN24cQP//Oc/Nbalpqbi0qVLku2VSiXWrl2Lvn37NryHREREREQ2oiFVJb29vfGvf/0LkyZNklx0+80339Ro35Cqjqq0SakKkS4uLgb3mQxjcHpk586ddebF1mZnZ4f7778fX331FYKDgxvUQWMxzYCIzIGxhYjMgbGF8vLy9H5ulkppLCgowIQJExASEqJep01V8fHcuXOYO3cuiouL67VOm0rN9EhVIRRvb2+ttEl/f38UFhYa3GcyjMHpkWfPnlX///o800ZERERERPXTkIWqi4qKkJqaitTUVI3tqvXbJkyYILl+mtQ6bQCQn5+vc821wMBAyRk6Uy6uTdqMqh5JRERERESmo696o66URl3ph6r122oPplTrtCmVSq1jlEql1oCtrmMa0mcyjFHVIzMyMnD33Xejbdu2puyTSTHNgIjMgbGledKVDkTUWBhbmob8/HwolUpcu3YNXl5e8Pb2RmBgoEljiFQaoupcta8DAL1799aq7KiraqSKVNpiQ9IzVQoKCtRVLeubhkn1Y1T1yAEDBgAAqqqq6mxrZ8dJPSIisl51pQMREQHA6dOntQp+REREYNGiRXjttddMFkNqV29U0RWrUlNTERERoTFwKy8v13sNqRm6hhRC0dcvxlDTMGok5eDgAEdHx3r9uLm5QS6XY//+/abqOxERkUk0JB2IiGxPfn6+1oANAEJCQjBp0iSzxxB9sWr+/PlYtGiRxva6Zvk8PDy0tnl6euo9Rmo/Y6j5GTXTNnv2bHzyyScICgqSnHrdvHkzTp48ialTp+LGjRv44YcfMGTIEOzbtw+9e/c25tJEREQmU1hYWOe6SNaaJsmUTiLzkHpvKZVKrQEbAISGhta5ThkAo9+rhYWF2LdvH+Lj49VVIl1dXXHgwAEkJCRg4cKFyMrKUqdUtmzZEnK5HOnp6VrnksvlcHZ21trekEIoTTmGNhVGDdr8/Pzg4uKCtLQ0+Pj4aO2fPHmyevG/SZMmYebMmQgJCcEHH3yATZs2GXNpIiIik2loOpClMR2JyDx0vbfi4+Ml29eVhnj16lXExsYa/V4tLS1FUlISEhMTNQaJcrkcSUlJuHHjBvr06aPefujQIcTGxgKAxsBNLpcjNjYWV69eRZcuXTSuoW89NkMLodR3P9XNqPTI5cuX4/nnn5ccsAHVg7qoqCgsX74cQPV06gsvvICff/7ZmMsSERGZVEPSgSyN6UhE5qHvvSWVTgigzsWly8vLTfJe9fHxQWJiotbMWXp6OhITE7U+k3t4eGDUqFEIDQ1FSkoKvvvuO6SkpCA0NBSjRo3SeT+BgYFITk5Gbm4uMjMzkZubi+TkZJ0DzKYYQ5sao2bacnJy8Morr+ht061bN6xcuVL974CAAI62iYjIqjQkHag+zJm6aEw6ElMqif6n9vvBwcEB+/btk2x74cIFhIeHa6VIZmZmSm4HqmPIrl27JM+3b98+XL16td7vx4qKCslUR6B64FZRUaGxzd/fH2FhYZKpm3XFNl2FUKSYK4bS/xg10+bh4aHO0dWlsLAQ7u7u6n8XFRWhVatWxlyWiIjIpMyxxlB+fj6ioqIQHByM0NBQBAUFISoqCvn5+SbpszEV3szZL6KmROr9MHnyZCQlJWl8flWJjo7G0qVLER4errE9KysLS5culYwhixcvRkJCgta5VAtfT548ud7vx9LSUr33U3t/Y62fxnXazM+oddpGjhyJnJwc5OTkSD7IeOPGDQQHB6NXr17qZ9gUCgUcHBywdevWhvfaAFzvhIjMgbGledK3LpKh54mKitL5rXNycrLRH2IaspZSY/SLjMPY0nj0vR/kcrnO4iInTpyAq6trneu0qWLI5cuXJdc1i4+PR2ZmpuTMma73Y05ODu69916d95SdnY3u3btL3qspYltdGus6tsio9MiZM2fi4YcfxvPPP4+vv/5aIy9WqVTihRdewMWLF/H9998DqJ5l2717N9asWWNcr4mIiIygKz3QkHQgfRqjklpd6Uienp7Iy8vTuMfLly+zwhvR/9P3Pk1PT0dcXJzWdoVCAT8/P/UgrTZdMSQyMhI9evTQqPjo7+8vOQMHVL8fCwoKtOKUs7OzwdUg9fXL1BrrOjZJGGn16tXCwcFB+Pj4iLFjx4r4+Hjx0ksvCS8vL+Hg4CBWr16t0f7HH38Ud+7cMfay9VZcXCwAiOLi4ka7JhE1f4wtTdf58+eFQqEQANQ/CoVCnD9/3mTXyMzM1Dh/7Z/MzEyTXEfXvZw5c0ZERkZqbc/LyxPu7u5m7xc1HGNL46nrfZqSkmKyOHH69GkRHh6udb7NmzfrfE9KXf/EiRMiNTVVyOVyjX1yuVxs3rxZ/PLLLyZ+lchaGJUeqZKVlYUFCxZg165dKCoqgp+fH+RyOd5++2307NnT2NMbhWkGRGQOjC1NkzHpgQUFBSgqKlJ/6+3r64uAgADJtg1JXWyo2v3y8vLC9OnTsWHDBq22CoUCffr00bmeVHZ2Nuzs7FigxIIYWxpPXe/Tmu8Hc6VL60vDTElJ0VoHWaFQICwsDLdu3VLP2rm4uCAzMxMJCQk4fPiwyWILWRlLjxrNjd9YEZE5MLY0Tbm5uXq/Wc/NzZU8Tupb8vDwcHH69GnJ9levXtWaAUONb8uvXr1qkvvRNdOm79v79PR0nf1asWKFWWcgqW6MLY2nsd6ndcWd2jNq+P+Zs/j4eIPfw6bqM1kfo6pHEhERNSUNqbhYUFCAmJgYrVLeO3fuRExMDAoKCiTPNWPGDMjlco1tcrkcM2bMMLDX0vStJZWYmCj5PA5QvZ6UVIW3GTNmYOrUqVrn4ppv1Fw1VsVDQ5e6UigUiI2N1fm8m673MKs0Nm9GFSIBqv9j9s9//hMZGRkoKSmRbCOTyXDmzBljL0VERGSUhiwAW1RUhAMHDiA+Pl6jiMCBAweQkJCAoqIirTTJwsJCREREIC4uDnFxcRopTBERETh8+LDkhyt966fV3ldZWWlwEQWgenHe5ORkjQpvjo6OCAkJQVlZmVZ7Fiih5ky1iLQ5Kx7WFXfuuusu5Obm1uv9CEi/h1mlsfkzatB29uxZPPTQQ7h8+TL69euH7t27w97e3lR9IyIiMqmGLABbWlqKpKQkJCYmajx3IpfLkZSUJLluUnFxMcrKynQ+Oyb1zXt+fr7WzJlCocDq1ashhNDal5KSovdey8vLdd5j7QpvBw8e1PkBUVd/iZoLc1c8rCvuBAQEaFxfqVQiLCxMb5xilUYbZExu5bPPPiucnZ3F9u3bTZStaXrMDScic2BsaboMrR6Zl5enVakNNZ47ycvL0zrG0Gfn9D1bs2LFCsl9Us/B1Pyp/dyLvnts6LN+ZHqMLc2ToXGnMarcUtNi1ExbWloaxowZo5VXS0REpI++NEBDjzH0XPrSoaQqRN65c0dyTSSgOg3x9u3bWuuhGbqGmr5Ux4CAAMl9mZmZOtdrUigUCA4O1ki50pc+1ZAZSCIpDXlv2wJD0zAbI22TmhhjRnyOjo4iMTHRVANIs+A3VkRkDowtDdeQb5B1HXP69GnJ9cga8m20rgqRP//8s95ZqNTUVMnr5+fn13sNNX2zZt99953kdnd3d7F582aTfRvPb/atQ1OOLfwbIjIfo9Zp6927NwYNGoTPPvusoacwO653QkTmwNjSMA1ZJ03fMeHh4ejXr5/Ws2N1rblWW0FBAcaMGaNVIRKorhIZHh6u81hdayklJycDgMY35Z6enoiJicHmzZvrPEd99rm7uyMrKwu3b982ybfxNWdJ+M2+ZTTV2GLMGohEVDej0iPfeustTJkyBdOnT9e5wCgREZFKYWGhzjTAtLQ0XL58Wd1OlV7l4OCAffv2SR6zc+dOxMbGSp7LkIqHRUVFkgM2ANi9e7fO1EG5XI7MzEyd99K6dWv1NplMhhs3bkimM+pLdSwoKEBkZCR69OihVb3y1KlTcHNzUxcKkclk9bpfXVjcgBqqrvc2K5ASGceoQVtOTg7c3NwQFhaGF198Ued/LGQyGebMmWPMpYiIqBnQV4XQ3d0dALS+rVcoFEhKSsKoUaMkKxxKVUms61qGtE1ISMChQ4cQFxen1a/XX38do0aNMvpeEhISkJSUBHt7e632w4cPx5AhQxATE6MxoxgeHo6lS5dqzdyp1msKDAys9/0TGashayASUf0ZlR5pZ1e/tbllMhkqKysbehmjNNU0AyKybowtDZOXl4fg4GDJffHx8Th06JDOGa3Q0FDJEvq60gdzc3MRFBRUr34dO3YMISEhOvcfP34c7dq1q/faZg25F12pjoD24E/FVOmhZD2aamzR994GDHs/EpE2o2baqqqqTNUPIiKyAfqqFA4ZMkTnuma6FosODw+XTE80tOKhn58fwsPDJVMkw8PD0apVK63UQaVSCblcLpm2OHToUL33MmfOHK1jjh8/Dh8fH62BVl5ens60M1OlhxIZixVIicyrflNlREREJuDt7Y1Vq1ZpLRWjUCjg4uJi0LkUCgWWL1+O48ePa21ftWqVQQOWgIAALFu2TKvgSHh4OJYvXy753La3tzcWLlyIgwcPYuTIkXj22WcRERGBgwcPwt/fX50iKUWpVGods3DhQsk+15VWZor0UCJj6XtvG/p+JCJtRqVHqiiVSixfvhw7duxAfn4+li9fjsGDB5uif0ZrqmkGRGTdGFuMI1WlsLCwUGd6lbu7O44cOYKbN29qrKEWEBCA/Px8KJVKXLt2DV5eXvD29q7zeS5da0nVXKfN09MTfn5+Ogtt1VUtr0+fPjpn2/RVnJSaadOXdmaK9FCyHk09trACKZGZGLtmwPbt24Wvr69wdHQUffv2FXZ2dmLLli1CCCGuXr0qBg0aJC5fvmzsZRqsKa93QkTWi7HF9K5evaq1xhP+fz2y3bt3a+177rnnxKlTpyTXVjt9+rTO65hqLanc3Fy967elp6dLbpfL5SI+Pl5yX25ubr1fF9W9Sp1LoVCIq1evGvw7IMtjbCEiKUalR2ZlZeHxxx/Hfffdh9OnT+P777+HqDFx5+LigpMnT+KTTz4x5jJERGQDdKVXLVq0CPPnz9ea0Ro9ejQmTZqk9Rzazp07ERMTg4KCAq1rKJVKREdHa50rLS0N0dHRUCqV9e5vXemHLi4ukqlisbGxSEhIqPc59aWdmSo9lIiIrJtRhUhmzZqFdu3aYevWrXB1dcVff/2lsd/V1RVPPPEEfvjhB3z88cdGdXT79u0YMWIEnnjiCWzcuNGocxERkXUKDAxEcnKyRnpVVVUVJkyYoNW2bdu2OHDgAOLj47WKeiQkJKCoqAguLi71XvPN0OIdnp6eevf7+Pho3Yu+ipP6zin1uqjSztauXct0NCKiZs6oQduePXswbdo0uLq66mzTtWtXrFy50pjLIDs7G88//zyrVRIR2YDaVRoPHjwo2a6srAxJSUlITEzUeHZMLpcjKSkJpaWlBq/5ZkjxjvpUy5OqOBkWFtagCnu6Fr7mgthERM2fUemRFRUVeqtjAUBpaSnc3NwafI2ioiJERERgwIABCAsLa/B5iIioafLw8JDc7ufnh8TERKSnp2tsT09PR2JiIlq1aiWZBpmYmCi5fABQ9+xZTQ2plscKe0RE1BBGzbT16tUL27dvx/Tp03W22bp1K/r27dug81dUVOCJJ56Ah4cHvv32W8nqWERE1LzUrODo5eUFd3d3yOVyrcHZjRs3tLappKeno6ysTGfqpNSgLTIyEp6ensjLy9OqKglIV5zUl7aoS0OOISIi22bUoO21117D2LFjsXDhQkybNk1rf0JCAg4dOoTU1FSDzy2EwCuvvILTp0/j0KFDOr9pJSKi5uPMmTOIiYnRKC4SGRmpHmjVHKRdunRJ77muX7+OzMxMydRJe3t7jbaRkZFYuHAhxo0bp5VOuXr1agghtAqYqGbHAgMDDR5wMaWRiIgMYdSg7aWXXkJ6ejqmT5+OlJQUPPbYY5DJZNizZw/Wrl2LjRs34s0338SwYcMMPvfcuXOxceNGZGRkoEOHDsZ0k4iImoCCggKtARsAbN68GZWVlYiNjUVcXBzKy8vh4uICLy8vvee7c+eOZOokACxduhS5ubnqmS5PT0+tARtQnU65bds2bNy4UWfFSam11YiIiEzJqEEbAKxduxZ9+vTB/PnzkZGRAQD49NNP0bFjR6xatQrjx483+JwbN27E7Nmz8e2336Jfv34GHVtRUYGKigr1v0tKSgy+PhFRbYwt+ularNoQRUVFWgM2lS1btiAmJkYjTT4+Ph7h4eGSxygUCuzevVvyXOnp6bh9+za6d++u3paXlydZHAQAAgICdO4ztOIkUW2MLURUH0YVIlF57bXXkJ+fj5ycHGRkZCA3Nxdnz55t0IDt0KFDeOmllzBr1ixERUUZfPz8+fPV35p6enoiMDDQ4HMQEdXG2KJbfn4+oqKiEBwcjNDQUAQFBSEqKgr5+fkGnceQyo1A9VqhS5culSzqsXjxYp1roQHVRbLqe+3y8nK9/TC030Q1MbYQUX3IRM3VsC0sPz8f/fr1Q1hYGL799lvIZDKN/XK5HL6+vvj3v/8Ne3t7rf2A9DdWgYGBKC4uRsuWLc1+D0TUPDG2SFMqlVpl9VUUCoVBqYPHjh1DSEiIzv0///wzlEqlOj0yMzMTp06dQkJCAoqLizWKely6dEljJq227OxsrZm24OBgybYpKSl6C2Hl5uYiKCioHndIpI2xhYjqo97pkUeOHMEPP/zQoIvIZDLMmTOnznZr1qxBQUEBNm7cqHcBbUdHR+zevRuDBg3S2ufs7AxnZ+cG9ZOISBfGFmmFhYUmSx308/PTme4ol8uxbds2jaIiKnPmzNEaNF29elWy4qTqXLV/l/rWXCsoKKhzPTaihmJsIaL6MOiZtrlz5zboIvUdtL366qsYMWKEzv0TJ06El5cXFixYgHvuuadBfSEiItOpKzXQkNTBgIAALF26FJMmTdIYuIWHhyMhIQFDhgyp9zWuXr2K2NhYANAYuMnlcsTGxuLq1avo0qWLertq/TSpCpHDhg3DY489prN6JJ9nIyIic7Oq9Mi6DBo0CL6+vnpn4WorKSmBp6cn0wyIyKQYW6rpSysEDEsdVCqViImJwejRo9G2bVuUlJSgZcuWuHjxItatW4egoCDJmTapa+Tl5eHBBx9EXFycep02VUplQkICDh8+LNmvmgVVaq+fpm8fkakwthCRFKOrRxqisLAQo0aNwvz58w2uCklERNZHX1qhoamDly9fxujRo5GYmCg5O+bgoP2fLF3X8Pf3R1hYmOQgT1+/9K2fxrXViIjIUkxSPbK+ysvLsWfPHly5cqUxL0tERGaiSiuUquBoaOpgZWWl1oANqE5vTExMhJ+fX72vYcp+ERERWVqjzrQZa8+ePZbuAhER1RIYGIjk5GSjUwelFsNWSU9Ph5OTE7KystTX8PPzQ0BAgNn7RUREZGlNatBGRETWyRSpg2VlZXr3//3335DL5ep/q2bN9K1rxZRGIiJqDho1PZKIiEiXugZXN2/e1Ph3WloaoqOjoVQqzdktIiIii+NMGxERaahZJdHLywutW7dulNkqfUVN5HI5Dhw4oLV93759uHr1qkX6S0RE1Fg400ZERGr5+fmIiopCcHAwQkNDERQUhKioKOTn55v92vqKh8TGxiIhIUFju7u7O5KSkjB58mSL9JeIiKixcKaNiIgAVM+w1V5AGvhfGmJycrLZZ7Ckioc4OjoiJCRE65m3uLg4yWqTjdlfIiKixsCZNiIiAlC9lqZUaiJQPRAqLCxslH54e3sjKCgI/fr1Q1BQEHx8fBAWFqbVLjQ0VGe1ycbsLxERkblx0EZERACA4uJio/abi660ybpYqr9ERESm1qjpkb6+vvjyyy8REhLSmJclIqJ68PT0NGq/OUmlTVZVVek9xpL9JSIiMqV6D9ouXryIvLy8Bl9oyJAhcHd3x9ixYxt8DiIiMg2pCpH+/v6IjIxEjx49EBoaivLycri6uuLAgQM4fvw4/P39Ldrn2muuKZVKndUmFQqFxftLRERkKjIhhKhPwz179mDIkCGQyWSo5yHqtjKZDJWVlUZ1tKFKSkrg6emJ4uJitGzZ0iJ9IKLmpynHlvz8fK2CIwqFAmvWrEF5eTliYmKwc+dO9b7w8HAsW7YMXbp0sUR39dJ1L3Utuk1krZpybCEi86n3oO3WrVuSa+TU18CBAxt8rDEY/IjIHJpqbFEqlYiKipKcnVqxYgU2btyoc+bKWqsx1pw19PT0hL+/v1X2k6g+mmpsISLzqnd6pJOTk8UGXkREZBr6KkQGBATUWT3SGgdDtdMmiYiImhuTFCIpKirCqVOncOfOHZ1tHnnkEVNcioiIjKCvomJ5eXmDjyUiIiLzMWrQdufOHUyaNAlffvllnc+5WeqZNiIi+h99FRVdXFwafCwRERGZj1HrtH322WdYvXo1Xn/9dWzduhWTJ0+Gh4cHUlJSkJaWhmnTpsHf3x9btmwxVX+JiMgI/v7+Otc7Kygo0LmP1RiJiIgsx6hB27p16xAZGYmEhAQ8+uijyMzMxMsvv4zhw4dDLpfj448/RuvWrZGVlWWq/hIRkRF0LVStUCgwbNgwnftWrVrF58aIiIgsxKj0yDNnzuDll18GANy4cQO//fYbpk6dqt4vk8nw+OOP48svv8Tbb79tXE+JiMgkpBaqrllxUdc+qbXdOJAjIiIyP6MGbQ4ODnBwqD5FaWkphBBwc3PTaOPj44M//vjDmMsQEZGJ6au4KLWP66ERERFZjlHpkd27d8fp06cBAK1atYKzszOOHj2q0ebIkSP8JpaIqAlTKpVaAzagehmA6OhoKJVKC/WMiIjINhg1aBs5ciR27twJoHrWLSIiAgkJCdi+fTtu3ryJb7/9FuvXr0dERIRJOktERI1P39puqvXbiIiIyHyMSo+cMGECTp8+jdu3b8PR0RELFy7EgAEDMHz4cACAEALdu3fHggULTNJZIiJqfHWtz8b124iIiMzLqEFbmzZt8NVXX6n/HRgYiOzsbHz33Xf466+/cPfdd+OJJ56Ak5OT0R0lIiLLqGt9Nq7fRkREZF5GDdq++uor9OvXD/fcc496m7u7O8aNG6f+94EDB1BaWqpz7R8iIrJuqrXdpFIkuX4bERGR+Rn1TNvLL7+M9PR0vW12796Nl156yZjLEBGRBelb243rtxEREZmfUTNtQoi6L+DgwMpiRERNXF1ruxEREZH5GDRoq6iowL59+zS2nThxArt27ZJsr1QqsWLFCtx1110N7yEREVkFfWu7ERERkfnIRH2my/5fVVUV/Pz8cO3aNQDVM20ymUxyxk213dnZGUlJSXjiiSdM1WeDlJSUwNPTE8XFxWjZsqVF+kBEzQ9jCxGZA2MLEUkxaKbNzs4O6enpKC4uhhACQ4YMwRtvvKFzQGZvb4/g4GC0atXKFH0lIiIiIiKyOQY/09arVy+Nf999990YOHCgqfpDRERERERENRhVPXL27Nno27evqfpCREREREREtRhVPXL27Nka/87Pz0d+fj6Cg4P5sDoREREREZEJGDXTprJu3ToEBQWhU6dOGDBgAA4cOKDed+LECVNcgoiIiIiIyCYZPWh7+eWX8fLLL6Njx45YsGCBRiXJv/76CyEhIdi7d6+xlyEiIiIiIrJJRg3aVq5ciXXr1uGLL77A9u3bMWrUKI397dq1Q+/evbFo0SKjOklERERERGSrjBq0ffHFFxgxYgQmT56ss41cLsf+/fuNuQwREREREZHNMmrQlpeXh8GDB+tt06pVKyiVSmMuQ0REREREZLOMGrS1bNkSV69e1dvmjz/+gL+/vzGXISIiIiIisllGDdqGDBmCr7/+GmVlZZL7r127hqSkJIwYMcKYyxAREREREdksowZts2bNQlFRER577DH88ccf6u0ymQx///03nnzySdy5cwfx8fFGd5SIiIiIiMgWGbW49r333ovvv/8eUVFRuOeee9CzZ08AwHvvvYcTJ07A1dUVmzZtQmBgoEk6S0REREREZGuMXqdt2LBhOHHiBN588004Ojqic+fOcHJywptvvonc3FwMGDDAFP0kIiIiIiKySUbNtKm0adMG77zzDgYMGIC///4bvr6+CAsLg5eXV4PPee3aNSxatAgbNmzAqVOn4ObmhgEDBmDWrFno16+fKbpNRERERERk9YwetN2+fRszZszAkiVLUFFRASEEZDIZnJ2d8dprr+Gjjz6Co6OjQef85Zdf8NRTTwEAYmJicO+99+LKlStYsWIF+vfvjy1btkChUBjbdSIiIiIiIqtn1KCtqqoKI0eOxI4dOzBu3DiMGTMGgYGBOH/+PNavX4+FCxciOzsbW7ZsgUwmq/d5S0tLMXjwYCxduhQtWrRQbx87diweeeQRvPXWWxy0ERERERGRTTBq0LZs2TKkpaVh7dq1GDNmjHr7XXfdhUGDBiEsLAzjx4/H0qVLMXny5HqfVy6XQy6Xa213dHTE008/jXfeeceYbhMRERERETUZRhUiWbVqFeRyucaAraZx48ZhyJAhWL16tTGX0XDp0iUEBASY7HxERERERETWzKhBW3Z2NsLDw/W2CQ8PR3Z2tjGXUbt27Rq+/vprjB071iTnIyIiIiIisnZGpUc6OzvD3t5ebxt7e3u4uLgYcxkAQGVlJcaMGYPWrVvj3Xff1dmuoqICFRUV6n+XlJQYfe3GoFQqUVhYiOLiYnh5eaF169bw9va2+LmIqFpTjS1EZN0YW4ioPoyaaevXrx8OHDigt83PP/+Mhx9+2JjLAACmTJmCQ4cOISUlBW5ubjrbzZ8/H56enuqfprCwd35+PqKiohAcHIzQ0FAEBQUhKioK+fn5Fj0XEf1PU4wtRGT9GFuIqD5kQgjR0IP37t2LoUOH4qeffkLfvn219h84cACPPPIIdu3aZdQi2++//z4SEhKwd+9e9OzZU29bqW+sAgMDUVxcjJYtWza4D+aiVCoRFRWFtLQ0rX0KhQLJycn1niUz5bmISFNTiy1E1DQwthBRfRg1aBs8eDCOHDkCmUyGHj16aO0/fvw4bt++jQceeEDzojIZMjIy6nWNJUuW4M0338TOnTsRFhZmcB9LSkrg6elptcEvLy8PwcHBOvfn5uYiKCio0c9FRPpZe2whoqaJsYWIpBj1TJsQAvfff7/O/b169TLm9Pjuu+8wdepU/Oc//2nQgK0pKC4uNmq/uc5FRERERETWwahB2549e0zUDW3p6el46aWXsGrVKowYMcJs17E0T09Po/ab61wqBQUFKCoqUhc18fX1bfCSCyyQQkRERERkOKMGbeZy5MgRPPnkkxg6dCi8vb2Rmpqq1eahhx5Cq1atLNA70/L394dCodD5HJq/v79FzgUAZ86cQUxMDHbu3KneFh4ejmXLlqFLly4GnSs/Px/R0dEafVMoFFi1ahUfuiYiIiIi0sMqB22bNm1CaWkpUlNTJQdsALB7924MGjSocTtmBt7e3li1apXOAY2hM1EzZsxAZWUl0tPT1dvkcjlmzJhh0HkKCgq0BmwAsHPnTsTExOCrr76q94ybUqnUuj8ASEtLQ3R0NAukEBERERHpYVQhkqbA2h7o1ZUimJ+fD6VSiWvXrsHLywve3t51zkDVPqZly5Z49tlnMWvWLLRt21Z973/99Reio6ORkZFR70Ikx44dQ0hIiM79WVlZdVbyVGGBFGqOrC22EFHzwNhCRFKscqatuZJKEYyMjMRnn32GSZMmGZSGePr0aa1jIiIikJSUhJiYGK2ZtlWrVqG0tLTefWWBFCIiIiIi62DU4tpUf7pSBHv06KE1+AL+l4ZYUFCgda78/HzJY0JCQjBp0iSNARtQXdQlMTERPj4+9e6vtRdIISIiIiKyFZxpMwOpFMjCwkLJAiGhoaGYN2+e5HkOHDiAkpISreqNSqVSa8BW17nS09Nx8+ZNHDt2TLISZO0+e3t745lnnsE999yD0NBQlJeXw9XVFQcOHEBWVhb8/Pzq/XqYukAKEREREZEt4aDNxHRVSZw9e7Zk+/Lycsnt7u7uSEpKwpQpU7Bjxw719vDwcIPPpXLu3DlERERonGv58uVwdHSU7PO//vUvTJ06VWMgGB4ejqVLlxpU9t/b2xtLliyRrES5dOlSFiEhIiIiItKD6ZEmpK9Koq4BlYuLi+T2uLg4JCYmagzYgOq0yVu3bhl0LhUvLy+tc6Wnp+vs86RJk7SKkezcuROTJk2STNvURalUYtq0aejXrx9SUlLw3XffISUlBf369cPUqVOhVCrrfS4iIiIiIlvDmbZ6qO+i0IWFhTh69Cg2b96sVb0xMzNTMkUwMzMTERERCAkJ0UhD9Pf3x8qVKxEfH6+VnvjTTz8hMjISPXr00NhXVVWFiIgIyWUS5HI5nJ2dtbYHBARIpi0C1QO02NhYye1XrlyBi4tLvV+XzZs3Y/PmzZLXKSws5GwbEREREZEOHLTVwZBFocvKypCeno6pU6dqpQEmJCTgmWeewZQpUzTOderUKSxatAiTJk3SSENUKBRIT0/HO++8o7FdLpfjrbfewosvvqh1THh4OJYsWQIhBLZs2aJxTGxsLPLz87Xur66USqn97u7usLe3R1RUVL1eF1aPJCIiIiJqOKZH6lHXotC10/p8fHy0BmxA9cxUXFwcHB0dkZycjNzcXGRmZiI3NxeffvqpZCXItLQ0TJ06Fb169dLYnp6ejnPnzuG1116TvM6kSZMwceJEjTTE0NBQjBo1Co6Ojlr3WFdKpdT+uLg4xMXF1ft1YfVIIiIiIqKG40ybHvrSHd944w1cvXpVIz3w1q1bklUdgeoBVWlpqcZzZTKZTGclSNUxUumJbdu21ZnSmJ6ejri4OIwcOVJje3h4ODIzM7XaX7x4UWdlR13HDB48GAkJCZKpmwkJCVrpjqweSURERETUcJxp00OV7rh48WI8+OCDGDJkCHr37o3FixcjLS0N06ZNQ3BwMEJDQxEUFIRz587pPV9xcTGioqI0jrl69areY6TSEysqKvQeI5PJNP6tUCiQkJCAo0ePamyXy+Vo3749Fi9eDIVCoXXM0qVLkZWVpbE9PDwcbm5uSEpKQmZmJkaOHIlnn30WERERyMzMRFJSktYi3t7e3li1apXkNVatWsXn2YiIiIiI9OBMmx4+Pj6YMGGCZBri5MmT0a9fP53FNaS0aNFCa7bJw8ND7zFS6Ylt2rTRe0xgYCCOHj2K4uJieHp6wsnJCYMGDcKrr76KmJgYlJeXw8XFBZmZmXjuuefw66+/Ijk5WT1r6OnpCU9PT8TFxSEkJAQTJ07UOMbNzQ2JiYmSi3gDwPLlyyX7VPsa/v7+6gFbfYu9EBERERHZGg7a9CgtLTUodTEzMxNyuVxrMANUz1BduHBBa/vFixcRHh4ueR1d6YktWrTQeR25XI7bt2/jwQcfVG+Lj49Hz549JRfeVigU6gFSzUFSXl4eNmzYoNUeAIYNGyZ5baB64KZrJrD2NVQMKfZCRERERGRrmB6pR11VDWunLiYkJCA2NlYrDVC1iHR0dLTWOaKjo7Fo0SKEh4dLHiOVnnjjxg3ExsZCLpdr7FNVibx+/brG9qysLCxdutSg9ER9937p0iWd+wBopUfqY2ixFyIiIiIiW8OZtv8nlZ5XV1XD2qmLZWVlGDVqFI4cOYKbN2+q0wD9/PxQWlqKy5cva53j8uXLkMvlyMzMRGlpqcYxAQEBWLFiBYqKijS2FxUVYejQoeoqjjVTF0eNGoX9+/cjKytL61z60hNr03fvUuu91ffY2goLC3UWVUlLS+MabkRERERk8zhog+70vBUrVhicuhgWFgZfX1+tgYaLi4vOCoq9evWCl5cXOnfurLUvICAAAQEBGtuUSiVCQ0Ml0x3lcjkcHBzQvXt3rX260hOl6Kv4WFBQYLJqkFzDjYiIiIhIP5tPj9SXnvePf/wDy5Ytk0xdXLZsGY4fP66xXV+6oSkrKNrb2+tNj7S3t6/3uXTR199hw4aZ7F64hhsRERERkX4yIYSwdCfMSbW2WnFxMVq2bKm1Py8vD8HBwTqPP3HiBDw8PLRSFAMCAjRSKmumG+qrhKjrGEMolUqMGzcOPXr0UK+TpkqPPH78ONauXWuylEJ9/TXVvURFRemctUtOTmZ6JFmlumILEVFDMLYQkRSbH7QdPHgQoaGhOo/PzMxEv3796n29xqqE2JwqLjaneyHbwQ9WRGQOjC1EJMXmB211zbTl5uYiKCioXtdq7FkjU8x0WYvmdC9kG/jBiojMgbGFiKTYfCESfQU3DC2q0diVEA0pLGLtmtO9EBERERGZks0XIjFlgRBWQiQiIiIiIlOz+Zk2AAgMDDRoDTNdWAmRiIiIiIhMjYO2/2eK9DxTploSEREREREBTI80KVOmWhIREREREQGcaTM5U6VaEhERERERARy0mQUrIRIRERERkakwPZKIiIiIiMiKNfuZNtXa4SUlJRbuCRE1Fg8PD8hkMrNeg7GFyPYwthCROdQntjT7QVtpaSmA6mfNiMg2FBcXo2XLlma9BmMLke1hbCEic6hPbJEJ1Vc6zVRVVRUuXrzYKN+OWUJJSQkCAwORn59v9v+QWBtbvneA96/v/hvj/c7Y0nzZ8r0DvH/GFvPi35ft3r8t3ztgfGxp9jNtdnZ2aN++vaW7YXYtW7a0yTcAYNv3DvD+LXX/jC3Nny3fO8D7Z2wxL/592e792/K9Aw2/fxYiISIiIiIismIctBEREREREVkxDtqaOGdnZ8yePRvOzs6W7kqjs+V7B3j/tn7/5mbLr68t3zvA+7f1+zc3W399bfn+bfneAePvv9kXIiEiIiIiImrKONNGRERERERkxThoIyIiIiIismIctBEREREREVkxDtqamMuXL0Mmk+n8eeKJJyzdxUZx8+ZNLFiwAL169YKLiwvc3d0RGhqKZcuWobKy0tLdMwt9v3fVz7hx4yzdTbO6desWFixYgO7du8PR0REeHh4YMmQItm3bZumuNXmMLf9ja/GFsYWxxZwYW/6HsYWxxZjY0uwX125url+/DgBYvXo1WrdurbW/TZs2jd2lRldYWAiFQoHCwkJMnDgRs2bNQnl5Ofbt24dt27ZhwoQJlu6iWaSkpOjcV1xcjLFjx+L+++9vxB41rsrKSkRERGDv3r147bXX8OGHH6KsrAz//ve/MXz4cCxZsgSTJk2ydDebLMaWarYYXxhbGFvMibGlGmOLJsaWBsQWQU1KVlaWACAKCwst3RWLqKysFP379xe9e/cWV65csXR3rMZ7770n2rZtK27cuGHprpjN999/LwCI1NRUrX0vv/yycHd3F2VlZRboWfNg67FFCMYXKYwtjC3GYmxhbJHC2GJ4bGF6ZBOj+saqRYsWFu6JZWzcuBGZmZlITk6Gj4+PpbtjFQoLC7Fo0SK89957cHV1tXR3zCYvLw8eHh4YMWKE1r6oqCiUlZXhwoULFuhZ82DrsQVgfKmNsYWxxRQYWxhbamNsaVhs4aCtibl+/TpkMpn6j/zWrVu4ffu2hXvVeL788ktERESga9euAAAhBMrLyy3cK8uaO3cu/Pz88Morr1i6K2Z1//33o7S0FCdOnNDad+jQIXh7e6NDhw4W6FnzYOuxBWB8qY2xhbHFFBhbGFtqY2xpWGzhoK2JuX79OpydnTFz5kx07twZzs7OcHZ2RkhICL7++mtLd8+shBDYt28fHnnkEZw7dw6jR4+Gh4cHXF1dERgYiJkzZ+LmzZuW7majOnv2LJYvX45Zs2bBycnJ0t0xq2HDhmH8+PF47LHH8MMPP+DKlSs4f/485s+fj/nz52PlypVwcXGxdDebLFuOLQDjS22MLYwtpsLYwthSE2NLw2MLC5E0Me7u7nBxccHZs2cxd+5ctGvXDpcvX8a6deswZswYnDt3Du+9956lu2kWV65cQWlpKZRKJfr374+nn34aGzZsgIODA9LT0/HJJ59g79692LlzJxwdHS3d3UYxe/ZsdO7cGS+99JKlu9IoVq9ejXnz5uHZZ59VV9ry9/fH1q1b8cgjj1i4d02bLccWgPGlNsYWxhZTYWxhbKmJscWI2GKaR+2oMVVVVUluf/XVV4WDg4P466+/GrlHjePcuXMCgOjUqZPIycnR2r99+3YBQCxdutQCvWt8x48fF3Z2duLbb7+1dFcaRUVFhRgzZoxo166d+OSTT8TOnTtFamqqeO2114Snp6dYt26dpbvY5NlqbBGC8aUmxhbGFlNjbGFsEYKxxdjYwkFbM3L27FkBQHzzzTeW7opZXLt2TQAQq1ev1tmmf//+Yvjw4Y3YK8uJjIwUPXr0EJWVlZbuSqN46623RIcOHSQrkG3evFnY29uL/fv3W6BnzV9zjy1CML7UxNjyP4wt5sXYUo2xpXkydWzhM23NSPv27QEAJSUlFu6JeXh6eqJt27Y4evSozjYdO3bElStXGq9TFrJ//35s3rwZH374IezsbONtvHr1akRHR0uu8zNy5Ejce++9WLdunQV61vw199gCML6oMLZoYmwxL8aWaowtzZOpY4ttvGo2Ijs7GwDQpUsXC/fEfB5//HEkJyejrKxMcn9OTg46derUuJ2ygHfeeQd9+vRBZGSkpbvSaG7evIk7d+7o3H/nzh3cuHGjEXtkO2whtgCMLwBjixTGFvNhbKnG2NI8mTy2mHIakMzvgw8+EJ9//rlWfvidO3fEyJEjRUBAgCgvL7dQ78zv7Nmzws3NTbz88sta0+sbNmzQuYhhc7J161YBQGzfvt3SXWlUTzzxhAgICBD5+fla+5KTk5t9io252XpsEYLxhbGFscUcGFsYWxhbTBNbZEII0fAxJDW2+fPn47333kPfvn0xatQodOjQAUVFRVizZg2OHDmClJQUDB061NLdNKt///vfGD16NEJDQzF+/Hh4eHhg165dWLFiBcaOHYvVq1dbuotmU1VVhQcffBAtWrTA3r17Ld2dRnXu3DkMGDAAN27cwGuvvYaePXuioqICP/74I9avX4/HH38cGzdutJm0C1NjbKlmq/GFsYWxxVwYW6oxtjC2GB1bTDeepMZy5MgRMXr0aNG2bVthZ2cnfHx8xNNPPy2OHj1q6a41ml9++UVERESIli1bCkdHRxESEiKWL1+us0JVc5GUlCQAiIyMDEt3xSL+/vtvMX36dNG1a1dhb28v3NzcRL9+/cTKlStt5sFmc2JsqWaL8YWxhbHFnBhbqjG22B5TxhbOtBEREREREVkxzvUTERERERFZMQ7aiIiIiIiIrBgHbURERERERFaMgzYiIiIiIiIrxkEbERERERGRFeOgjYiIiIiIyIpx0EZERERERGTFOGgjIiIiIiKyYhy0kdUrKChAamqqwcddv34dW7duRXFxsRl6ZV6VlZXYt28fTpw4YemuEDVbjC1EZA6MLWQOHLSR1ZsxYwZiYmIMPm7jxo0YMWIEioqKzNAr07l16xZu376tsS0/Px/9+/fHTz/9ZKFeETV/jC1EZA6MLWQOHLQRWdCWLVvg4+ODc+fOWborRNSMMLYQkTkwtlgOB21EFlRUVISysjJLd4OImhnGFiIyB8YWy+GgjYiIiIiIyIpx0Gaj/v77b0yaNAkBAQGws7ND69at8eyzz+LgwYMa7bKzs/H888/D19cXTk5O6NmzJ1asWAEhhEa7cePGoVOnTjh69CiefPJJeHt7w8HBAcHBwZg3bx7Ky8u1+vDTTz+pj3NwcICXlxeGDh2K3bt3m/Xer1y5gmnTpqFjx45wdHREhw4d8M477+D69esa7dauXQuZTIYjR45g6tSpaNeuHRwcHNCpUyd8+OGHWvncQPWDuF988QXuv/9+ODk5oWXLlhg5ciQOHjyIrl27YvTo0QCqXy+ZTIaXX34ZAHD33XdDJpNBJpNhz5496vMJIfDFF1+ge/fucHBwgK+vL8aPH4/Lly+b7wUiMgJjC2MLkTkwtjC22DoHS3eAGl9FRQUGDhyIgoICvPLKK2jXrh3Onz+PTZs24aGHHsLGjRvx1FNPYdu2bXjqqafg6+uLCRMmwMfHB7t378bEiROxf/9+fPnll5DJZOrzFhYWIjQ0FP3798dbb70FJycn7Nu3DzNnzsTGjRuRnp4OHx8fAMDVq1fxxBNPoGfPnnjhhRfQunVr/P3330hOTsbQoUOxc+dODBo0yOT3/ueff2LQoEEoKirCmDFjcPfddyM3NxeLFi3Ctm3bkJGRAS8vL41jHn/8cfj7+2Py5Mmwt7dHSkoKZs2ahby8PKxfv17jdY2MjERaWhoeffRRjBo1ClVVVdi7dy/69+8POzs7hIaGAgBGjx6NBx98EJmZmVi/fj1mzZoFPz8/ANWBUBVYP/zwQwghMHr0aPj5+eHgwYNYu3Yt9u3bh19//RUtWrQw+WtE1FCMLYwtRObA2MLYQgAE2ZxNmzYJAOLIkSMa2+/cuSPWr18vysvLxcWLF4WHh4d46KGHRHFxsUa7L774QgAQa9asUW8bO3ascHBwEP/973+1rrdt2zbh7OwsnnzySY3t5eXlWm2Li4tFu3btxPDhwzXO3a5dO4Pv88svvxQAxKlTp4QQQlRVVYk+ffoIX19fkZOTo9E2MzNTuLu7izFjxmgd/+qrr4rKykr19qqqKvHCCy8IAOLQoUPq7dOnTxcymUx8/fXXWn3Ztm2bcHR0FC+++KLePqqcPXtWABC9e/cWSqVSY9/y5csFAPHJJ58Y9oIQmRljC2MLkTkwtjC2kBActNmgjRs3CgDiypUrOtu8/fbbws7OTpw8eVJy/9ChQ8Xdd9+t/nddAWrOnDkCgPj999+19pWWlopLly6JO3fuCCGEeP7550WXLl3qfW5dageWbdu2CQBi9erVku3nzZsn7OzsxPnz5zWOl3oNsrOzBQDx2WefCSGEuHbtmnBxcREvv/yyzv507NjR4OC3YsUKrfNUVlYKf39/MXLkSD13T9T4GFsYW4jMgbGFsYWE4DNtNmjo0KFo164dhg8fjrVr1+Lw4cO4du2aRpvdu3ejZ8+ecHV1xYULF7R+FAoFTp06Ve+Sr2PGjAEA7Nq1S73tv//9L0JCQuDh4YE2bdrAw8MDUVFRKCgowJ07d0x2vzXvyc7ODmFhYZL3NHDgQFRVVWn0EYBGKoVKly5dAAAlJSUAgP3796O8vFyd+20qUte2s7ND586d1dcmshaMLYwtRObA2MLYQnymzSa1bNkSBw8exD//+U8sWLAAZ86cwe3btxEYGIhXXnkF7777LoqKinD27FkEBgbqPVd+fj46duxY5zU7dOgAoPpBYgDYtGkTnnzySfTq1QvLli2Dv78/CgoKsGXLFuzdu7de5zRUUVERqqqqEBQUpLddfn5+neeyt7fXOjcAtG/fvuEdNEDt6xNZA8YWxhYic2BsYWwhDtpsVrt27fD5558DAKqqqtQP9L711lsoKytD69at4enpiQ8//FDveYKDg+t1vfPnzwMAfH19AQCLFi1Cp06dsH//fri6uqrbTZo0Cc8++ywOHTrUkNvSq3Xr1nB0dMTGjRthZ6d7krlbt24Gn1v1MO758+cbdDxRc8HYwthCZA6MLYwtto6DNoKdnR06deqE2NhY7NmzB5s3b8Zzzz2HTz/9FH379kXr1q2NvsY333wDABgyZAgA4MKFC3jwwQc1Ap+Ks7Oz0deTolAosGDBAtjZ2SEiIsKk53744Yfh4uKCdevWITw83KTnJmqqGFuMx9hCpI2xxXiMLU0Pn2mzQadOncKsWbNQUVGhsf369es4duwYWrdujSlTpsDNzQ3PPfcclEql1jkuXLigta2wsBA//PCD1vbt27dj7ty5eOqpp3DvvfcCALp27YqffvpJnXagcunSJfz666/G3J5OgwcPxsCBAzFhwgRkZ2dr7Ze6p/ry9PTE66+/jm+++QYrVqzQ2v/jjz/i4sWLWttV6QJSrzFRU8PYwthCZA6MLYwtxJk2m/Tbb79hwYIFWL16NZ577jl06tQJhYWF+Pbbb3Hx4kWsXr0afn5++M9//oPIyEh069YNo0aNwl133YUrV64gPT0dhw8fRlZWlkaagUwmw3PPPYf+/ftj6NCh6vVONm3ahJCQEKxcuVLd9u2338bQoUNx//33Y8yYMfDz88OJEyeQnJwMZ2dnuLi4mPy+ZTIZkpKSEB4ejgceeADPPPMMHnjgAVRUVOCXX37Bli1bsGzZMrzyyisNOv/cuXNx7NgxTJw4ERs2bIBCoYAQAhkZGdixY4dkakOvXr0AADExMRg9ejSKi4sRFRVllvsnMjfGFsYWInNgbGFsIXCdNluVl5cnoqOjRfv27YW9vb3w8vISkZGR4vDhwxrt/vzzT/Hqq6+Ktm3bCnt7e+Hr6ysiIyPFrl27NNqpytseOXJEPP3008LLy0vY29uLe+65R3zwwQfixo0bWn3YuXOn6N+/v3B2dhYuLi5i8ODBYseOHeLFF18UHTt21Dq3oXSVpb1+/bqYM2eOuOeee4Sjo6No0aKFCAsLE6tXr1aX79V3vBBC3L59WwAQs2fP1th+584d8fnnn4uePXsKR0dH4eHhISIiIkRmZqZk6VwhhFiyZIlo166dsLe3F23atBFZWVnq0rkrV66UvLewsDAxcOBAg18TInNjbGFsITIHxhbGFlsnE0IIywwXqTkZN24cdu7cadRUfXPn6+uLZ555BsuWLbN0V4iaDMaWujG2EBmOsaVujC3WhemR1KRcunQJ5eXldbbz9fVFixYtGqFHmoqLi+Hq6gonJyeN7SkpKbhy5QoeeuihRu8TEdWNsYWIzIGxhUyFgzZqUqKiopCRkVFnuy+//BLjxo0zf4dqiYmJwY4dOzB8+HB0794dTk5OOHr0KJKTkxESEoKoqKhG7xMR1Y2xhYjMgbGFTIWDNmpS5s+fjytXrtTZLiQkpBF6o+3TTz/FkiVLsHXrVmzcuBEVFRXo2LEjXn/9dcyePdtsZYGJyDiMLURkDowtZCp8po2IiIiIiMiKcZ02IiIiIiIiK8ZBGxERERERkRXjoI2IiIiIiMiKcdBGRERERERkxThoIyIiIiIismIctBEREREREVkxDtqIiIiIiIisGAdtREREREREVoyDNiIiIiIiIiv2fzYS/fZwaCuuAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.FacetGrid(data, col=\"species\")\n", "g.map_dataframe(sns.scatterplot, x=\"sepal_length\", y=\"petal_length\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 5. Treemap plots\n", "\n", "Treemap plots can be used as an alternative for bar charts, for example when there are so many categories that a bar chart may not be clear anymore.\n", "In this example, more colors are requested than are present in the qualitative color scales. The `biolizard_hues_pal` palette was developped for situations like this. It maps each level to an evenly spaced hue on the color wheel, starting with the dark green from the brand book, but it DOES NOT generate colorblind-safe palettes." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import squarify\n", "\n", "# Sample data\n", "values = [250, 120, 280, 320, 140, 95, 87, 270, 896, 25, 654, 78, 37]\n", "labels = [\"Group\" + str(i) for i, _ in enumerate(values)]\n", "\n", "# take colors at regular intervals across the colormap\n", "colors = biolizard_hues_pal(np.linspace(0, 1, len(values)))\n", "\n", "# Treemap\n", "squarify.plot(\n", " sizes=values,\n", " label=labels,\n", " color=colors,\n", " text_kwargs={\"color\": blz_base_text},\n", " edgecolor=blz_base_element,\n", " linewidth=2,\n", ")\n", "\n", "# Remove the axis:\n", "plt.axis(\"off\")\n", "\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "nature-grade-visualization", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.2" } }, "nbformat": 4, "nbformat_minor": 0 }