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@lkluft
Created August 18, 2016 09:28
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Add colorbar to line plots.
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{
"cells": [
{
"metadata": {
"ExecuteTime": {
"start_time": "2016-08-18T11:28:20.223742",
"end_time": "2016-08-18T11:28:20.632262"
},
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "%matplotlib inline\nimport numpy as np\nimport matplotlib as mpl\nimport matplotlib.pyplot as plt\nimport typhon.cm\n\nx = np.linspace(0, 2 * np.pi, 100)\ndef sinus(x, amp):\n return amp * np.sin(x)\n\namplitudes = [-4, -3, -2, -1, 1, 2, 3, 4]\nlinecolors = typhon.cm.mpl_colors('coolwarm', len(amplitudes))\n\nfig, ax = plt.subplots(figsize=(10, 6))\nfor i in range(len(amplitudes)):\n ax.plot(x, sinus(x, amplitudes[i]),\n color=linecolors[i],\n linewidth=4)\nax.set_xlim(x.min(), x.max())\n\nsm = plt.cm.ScalarMappable(cmap='coolwarm', norm=plt.Normalize(vmin=-4, vmax=4))\nsm.set_array([])\nfig.colorbar(sm, ticks=amplitudes)",
"execution_count": 1,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": "<matplotlib.colorbar.Colorbar at 0x7fd652372908>"
},
"metadata": {},
"execution_count": 1
},
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x7fd65dfd37f0>",
"image/png": 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frObyGRT+vBzGwjyz90RNw+E//RWImoQ65NpX5y9G8hc/3XvNSsTof2kv5NFh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},
"metadata": {}
}
]
}
],
"metadata": {
"kernelspec": {
"name": "conda-root-py",
"display_name": "Python [conda root]",
"language": "python"
},
"toc": {
"toc_threshold": 6,
"toc_number_sections": true,
"toc_cell": false,
"toc_window_display": false
},
"language_info": {
"name": "python",
"mimetype": "text/x-python",
"version": "3.5.2",
"pygments_lexer": "ipython3",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"nbconvert_exporter": "python",
"file_extension": ".py"
},
"gist": {
"id": "",
"data": {
"description": "Add colorbar to line plots.",
"public": true
}
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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