{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"ExecuteTime": {
"end_time": "2017-08-14T13:59:41.350670Z",
"start_time": "2017-08-14T13:59:41.335634Z"
}
},
"source": [
"### Resources"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"ExecuteTime": {
"end_time": "2017-08-15T00:19:29.880777Z",
"start_time": "2017-08-15T00:19:22.163933Z"
}
},
"outputs": [],
"source": [
"import warnings\n",
"warnings.filterwarnings(\"ignore\")\n",
"\n",
"### General Purpose\n",
"import numpy as np\n",
"from matplotlib import pyplot as plt\n",
"from scipy.integrate import odeint\n",
"\n",
"### Jupyter widgets\n",
"import ipywidgets as widgets\n",
"from ipywidgets import interact\n",
"\n",
"%matplotlib widget"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### ipympl\n",
"\n",
"Leveraging the Jupyter interactive widgets framework, ipympl enables the interactive features of matplotlib in the Jupyter notebook and in JupyterLab.\n",
"\n",
"Besides, the figure canvas element is a proper Jupyter interactive widget which can be positioned in interactive widget layouts.\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x1aadadb7288>]"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "500d16adadfa4824a4dfc3f323fdb2e8",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
"text/html": [
"\n",
" <div style=\"display: inline-block;\">\n",
" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
" Figure\n",
" </div>\n",
" <img 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' width=640.0/>\n",
" </div>\n",
" "
],
"text/plain": [
"Canvas(layout=Layout(height='5in', width='7in'), toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'h…"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"fig.canvas.layout.width = '7in'\n",
"fig.canvas.layout.height= '5in'\n",
"ax.plot([1,2,3], [4,5,3])"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "f3c584a9fc844557a39b4b2ddcc7acd3",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
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" Figure\n",
" </div>\n",
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' width=640.0/>\n",
" </div>\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from mpl_toolkits.mplot3d import axes3d\n",
"\n",
"fig = plt.figure()\n",
"ax = fig.add_subplot(111, projection='3d')\n",
"X, Y, Z = axes3d.get_test_data(0.05)\n",
"ax.plot_wireframe(X, Y, Z, rstride=10, cstride=10)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "e5f82a36ab264ecca88d189f7b270fa0",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
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" Figure\n",
" </div>\n",
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' 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" </div>\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
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}
],
"source": [
"np.random.seed(0)\n",
"\n",
"n_bins = 10\n",
"x = np.random.randn(1000, 3)\n",
"\n",
"fig, axes = plt.subplots(nrows=2, ncols=2)\n",
"ax0, ax1, ax2, ax3 = axes.flatten()\n",
"\n",
"colors = ['red', 'tan', 'lime']\n",
"ax0.hist(x, n_bins, density=1, histtype='bar', color=colors, label=colors)\n",
"ax0.legend(prop={'size': 10})\n",
"ax0.set_title('bars with legend')\n",
"\n",
"ax1.hist(x, n_bins, density=1, histtype='bar', stacked=True)\n",
"ax1.set_title('stacked bar')\n",
"\n",
"ax2.hist(x, n_bins, histtype='step', stacked=True, fill=False)\n",
"ax2.set_title('stack step (unfilled)')\n",
"\n",
"# Make a multiple-histogram of data-sets with different length.\n",
"x_multi = [np.random.randn(n) for n in [10000, 5000, 2000]]\n",
"ax3.hist(x_multi, n_bins, histtype='bar')\n",
"ax3.set_title('different sample sizes')\n",
"\n",
"fig.tight_layout()\n",
"plt.show()"
]
}
],
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