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@ma7dev
Last active January 4, 2022 16:53
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Enabling/Disabling xkcd drawing style in Matplotlib
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "xkcd_plots.ipynb",
"provenance": [],
"collapsed_sections": []
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "code",
"source": [
"import matplotlib.pyplot as plt\n",
"from matplotlib.collections import EventCollection\n",
"import numpy as np\n",
"\n",
"np.random.seed(19680801)\n",
"\n",
"def generate_plot(xdata):\n",
" # split the data into two parts\n",
" xdata1 = xdata[0, :]\n",
" xdata2 = xdata[1, :]\n",
"\n",
" # sort the data so it makes clean curves\n",
" xdata1.sort()\n",
" xdata2.sort()\n",
"\n",
" # create some y data points\n",
" ydata1 = xdata1 ** 2\n",
" ydata2 = 1 - xdata2 ** 3\n",
"\n",
" # plot the data\n",
" fig = plt.figure()\n",
" ax = fig.add_subplot(1, 1, 1)\n",
" ax.plot(xdata1, ydata1, color='tab:blue')\n",
" ax.plot(xdata2, ydata2, color='tab:orange')\n",
"\n",
" # set the limits\n",
" ax.set_xlim([0, 1])\n",
" ax.set_ylim([0, 1])\n",
"\n",
" ax.set_title('line plot with data points')\n",
"\n",
" # display the plot\n",
" plt.show()\n",
"\n",
"# create random data\n",
"xdata = np.random.random([2, 10])\n",
"\n",
"# enable xkcd\n",
"plt.xkcd()\n",
"generate_plot(xdata)\n",
"\n",
"# reset to default\n",
"plt.rcdefaults()\n",
"generate_plot(xdata)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 895
},
"id": "0biiD15l53nW",
"outputId": "a84370b2-08dc-4632-9567-2eeb3a96bb63"
},
"execution_count": 20,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
""
],
"metadata": {
"id": "8NzK0smR6AXa"
},
"execution_count": 16,
"outputs": []
}
]
}
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