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@peace098beat
Created August 13, 2015 07:30
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[matplotlib] subplots
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# subplots()の使い方"
]
},
{
"cell_type": "code",
"execution_count": 156,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\"\"\"Examples illustrating the use of plt.subplots().\n",
"\n",
"This function creates a figure and a grid of subplots with a single call, while\n",
"providing reasonable control over how the individual plots are created. For\n",
"very refined tuning of subplot creation, you can still use add_subplot()\n",
"directly on a new figure.\n",
"\"\"\""
]
},
{
"cell_type": "code",
"execution_count": 157,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 158,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Simple data to display in various forms\n",
"x = np.linspace(0, 2 * np.pi, 400)\n",
"y = np.sin(x ** 2)\n",
"\n",
"plt.close('all')"
]
},
{
"cell_type": "code",
"execution_count": 159,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0xeac7240>"
]
},
"execution_count": 159,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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dSHtlDoX+8ceBzZuBq65yPRL7+LzTlMnWSmBwdqxJdMQ2gP7oJq3Q63D0cesD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\n5Jz/D0j9ob0F4hokAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10d4abe0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Just a figure and one subplot\n",
"f, ax = plt.subplots()\n",
"ax.plot(x, y)\n",
"ax.set_title('Simple plot')"
]
},
{
"cell_type": "code",
"execution_count": 160,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x1226ceb8>"
]
},
"execution_count": 160,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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T+X9kjtEHYz8JZsTSH6vjSa2paWLkMXr1Osz7DL2877V/IukfqX9z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\njF5i3OGkCpYAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x124816a0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Two subplots, the axes array is 1-d\n",
"f, axarr = plt.subplots(2, sharex=True)\n",
"axarr[0].plot(x, y)\n",
"axarr[0].set_title('Sharing X axis')\n",
"axarr[1].scatter(x, y)"
]
},
{
"cell_type": "code",
"execution_count": 161,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x11b17518>"
]
},
"execution_count": 161,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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rChE5P865/Fi5Ej74wfj9pFLaR9+2LdrqWj+KEdEfPqyFsrC6Y6ki+v37848z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\nhairJxYjAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12481f60>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Two subplots, unpack the axes array immediately\n",
"f, (ax1, ax2) = plt.subplots(1, 2, sharey=True)\n",
"ax1.plot(x, y)\n",
"ax1.set_title('Sharing Y axis')\n",
"ax2.scatter(x, y)"
]
},
{
"cell_type": "code",
"execution_count": 162,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x137de630>"
]
},
"execution_count": 162,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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BEzzO7Q+0F7w/FzjXo2za4aWWGuGPfzTx0X//e9dzGzeqfu97qk1NqmvXll+2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\nYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x104e12b0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Three subplots sharing both x/y axes\n",
"f, (ax1, ax2, ax3) = plt.subplots(3, sharex=True, sharey=True)\n",
"ax1.plot(x, y)\n",
"ax1.set_title('Sharing both axes')\n",
"ax2.scatter(x, y)\n",
"ax3.scatter(x, 2 * y ** 2 - 1, color='r')"
]
},
{
"cell_type": "code",
"execution_count": 163,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[None,\n",
" None,\n",
" None,\n",
" None,\n",
" None,\n",
" None,\n",
" None,\n",
" None,\n",
" None,\n",
" None,\n",
" None,\n",
" None,\n",
" None,\n",
" None,\n",
" None,\n",
" None,\n",
" None,\n",
" None]"
]
},
"execution_count": 163,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Fine-tune figure; make subplots close to each other and hide x ticks for\n",
"# all but bottom plot.\n",
"f.subplots_adjust(hspace=0)\n",
"plt.setp([a.get_xticklabels() for a in f.axes[:-1]], visible=False)"
]
},
{
"cell_type": "code",
"execution_count": 164,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x13e3d6d8>]"
]
},
"execution_count": 164,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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wlbctPf5M1DrvNQ+4J6ONLfMmHpPXbt6bAeVHJA8Wmceec840li69gtZWva2s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\n+1YqGKrKy0emNvLB4wcMqFKlpQeq6up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f81QA/gATHpgqK3UcoL4+eoBw5Marr8IRR2Rv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\nngbHC3qPx+NpcP4Pex4zKWGef2cAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x139b97b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# row and column sharing\n",
"f, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, sharex='col', sharey='row')\n",
"ax1.plot(x, y)\n",
"ax1.set_title('Sharing x per column, y per row')\n",
"ax2.scatter(x, y)\n",
"ax3.scatter(x, 2 * y ** 2 - 1, color='r')\n",
"ax4.plot(x, 2 * y ** 2 - 1, color='r')"
]
},
{
"cell_type": "code",
"execution_count": 165,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x124707b8>"
]
},
"execution_count": 165,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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ee/6RNE6o+pdAgHgafS7OWD/pptAafVICIToySxGDyYgdBrwSmiDlh6amJtLb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\nOjPW+YX+9a/wYcc+M6ecAs8/n31NnH7ffReOPBK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aIVxXLYCNKC5e69pWUbEFiURCiOaX\n5Izws9LoraTq34ClzvcD+FdK6R8IIXcSQu60DvvfAGYQQvaC3U33UUoNekizh5c+z1FZ6V682g/J\nJCM8Hm0DjPR1XvAixIi+uJi5X+qWyeO17YDebAxwSzdeEXsmydhMpJu+PjaBlZS4319vr03oohGc\nLqKPpJtw0dCwDsCdYNH4E9ZPH0aPHg5G/lxj34iODu9GX6bBc12+DLZ0UwfgMUtnV6EWwCiI+rmo\n0Tc1rbciZQpG8u6Govr6JRY5f8M65kEkk9/FQw99H4lEIj1ZnDmzEMnkVTh8+F3s2mULCY2Njfjl\nL/8Fs2ZtwaxZW/D88xtRUTFCuL7NAO4Sqn+mWJ/PFgBPoLp6Itata0As9jRsCagOwO0u3X3lysXW\ntdrbamqmYf78OmzfPg/bt8/D/Pl1hWuBQCl9EcCL0rYfCr93ALg529fJBH76PMCIPqgNwunTLFIV\no/CyMjNTM1GjB2z5RtUUxG0JAO+IPqh0EzQZ6yXd6KpuxEhfjugvXGDHDxrEJgQuzagi+ojowwdr\nFloM4FnwqPXSS8tQWTkWR48uhiiDMG83PRiR8w5XLv/opZv6+iV45ZU66x7M0DrWQm1tLZ5/fiMW\nLlyKzk67aaqnx9a8e3oWgSWKv4NUCli9ekW6IkcXSdvX14pY7Gl0dEzGggWz8Morq6zJZx5KSlZh\n3Tqmp1dXT0ZLi3hlU1BdPRHABrS3H0NV1QTMmDEDzz+/0aHF25OZ87pzEdUPaAuE9nb/iD6TWno5\nEQt4J0tFiBE94K29m0b0onSjkl4A/6obv4g+aMPUhQveRF9czH74PkrZk1JpaeFE9ISQOYSQNsuK\neJVifwUhZCsh5DVCyBuEkK/1w2UGxvDhpWBR8DGwSPwgRo2qsKJZTtQLALQKEa4XpoBFv4vhV3VT\nW1uLxsZlKC9fi0svbUdRUT1UFSd2tD7OutZMq1LEhGsdUqlH0dCwVoikx+Gmm76SNkzjk8fUqRsQ\niz2JVKoJLS2L8dBD30dj4zJH9M8Jed26Ble0vmDBXLS1HURn5zfR0rIY8+fXpd8XwAidJaXzgwFt\ngXDkCDBxovcxQVeHAtz6PGCXP+r0dg5Rowe8K29Eor/kEkZ6qpp/UbrRTQhhSTeqfdxnR7YuKC5m\n0Tq3UY5ZYYVI9Dx650lX/j45+rFhquCbAbNDL+yGoF6UlZVZdevfRZAuzfr6JWhuvs2anP8v/Kpu\nuJzCq1SKipZi6NDVKC4uxsqVyxzJSR4Bd3RcB+ApVFSMcFSlJBIJzJ9fZ0XtdvJUTMaqEq7OBOoq\ni8yB+fNtQzFWNnoHxGi7uXkLtm3bnNbVm5rWp58GTKJ1uUInHl+OePzedGAjXnfYGNBE394OzJ3r\nfUxFhf8C3TLkihuAkVQ8zkh7yBD1eYBeulFBJHpCbBKWxz93jiWdAW+iFwlZnpCykW6GDXNLN5yg\nCWHncrlGfC2Z6OUoX9zeDyj4ZsBMYDc43QG7vHEmKioOWzLMY7ATkROxefOLSgdKJy6ATRr+ZY5O\nAkwgmSxBV9caAHajk6qTtqZmGpqb96TJlJOxPdYsAN9CefmH2LRpo2fCtapqguU0ux5ieaWJdGJP\nLm63SfE8VZmmPcGw1+vtBaZO3YCKCpb8zlVpJfBfgOj9NPqKiuANU6qIHrBXgfIj+kykG0BP9LJ0\no3o/XLoZNMhOAIt5ARPpxisZq5NuAJvQOdHrInp5m7i9H6BqBvwj6ZgNAP7dagYcCuCWPF1bxnA2\nODGy4rXpjJycFSR7967wLLG0q2gYcQOL0vv8I9T1EA3JRKJ1Emqr40mDk6sTtQCOYfr0LY5rbWxs\nxIwZMxzRNgBrbHXnbiKRQEfHccRizgkiiK7OSkN1E4yNiopR2LZts8dnFA4GLNFTaqbRjxhhWxl7\nSS4ivIi+q0vffEWpm+j9pJvhw+2/dbKLKN2o5BXAJnJ+DI/Sxf1eUbtYdSN+VrpJgEs3gFun5+Qt\nbldtE7f3A0JrBiwk90pngxNLxI4bd0WaqJjU0QS5icgs0qwFUIdLL21APF6KqqoJriNMk7FOQl0A\nURLi5Oocy06c8onJq3Tx+ec3oqFhLfbudZJxTc0yxwQTi9Wjunoy1q1jE8Tu3Xutz4+jFbt378Xs\n2QvSr2GXht4O4AnEYgfQ2MhKLuXXy0Sq6Rf3ykLFqVMscpUlFhmDBzMi4b7vJvAjeh3OnbN1aw4v\n6Uaso+fXqiJxserGT6MHbFIW36/oOS9PJnwSiMXYtfNj+XmqqhuRoEXyTqXYz6BBzuhdJefwcfpp\n4ZHQmgELy71SbHCaB+AbKCtj9rl2BYm5ba4cucbjP0JvbzHOnPkmOjudujd/jcbGZXjkkbXo7e3G\nuXP16fUTghIf18YZYe9HKvVoWmuXF/Robr4VkyZVWzr/krTU4pwM3BF7KjUlLa248wGtADags/Mx\nbN9uP2m4x9iIzZs3oK3toIv8M5Fq8u5eWcgwkW04uHxjSvSqqhuAae9eRC9H84B5MhbwXh3KJBnr\nVZnDJwJVlQxPuAJ2slQmei/pRhW5E6KWbgooog+1GbBwUARGQLZLpTgvLVgwCy0tZglZVeQ6duyV\nDjMvWdowTcY6o/VxYB20DOKEoEucPvLIWkcuoLe3CC0tzGBU1tX9tHW+Xc4HFBW9jWSSP2kk0NMz\nDgsXLk3bKIuQ9flUamNOXCp1GLDllSayDQeXb0yhSsYCtkavg4ro/TR6XkcPmEk3fuWVgH/jk4ro\nVaQtn+cl3ciEDhS2Rl/ozYCZIwm5KYptY7ATsv5NTzb5PQzgVaRSTTh50rvG2EmYlelkbGfnN9ON\nToAdrbNyxsN48MH7XKWNfK1VJqd4QcwFMFmmoWGtcp1Wu6zTq5yzFsBdKCvjkWHCGvsudHZ+E/v2\n7bXM1uwxVOSfTwzoiN6U6IMmZD/6CBg/3r3dT7pRJWpNq26A8KUb1X6dC6UJ0ZtIN6ZEz/MA/VlH\nX8jNgJnDO6JnCLbikYiqqkqcObMcvb1q/xon9MlYPziTte6If+XKZXjooVWaXECrJfXcAcAd4dtl\nnccBTEBT03rU1EyzGqZUrzEOYvWOqpoG4NKPfX6uSilVGLBEb2J/wBG0xDJTjV4urQTyI91Q6tTV\nZaJPpewOVV1Ez8/VEb1KuhEJXUX0qgkgFmP6Pfe4iTpjw4XtWmkv4ScucReklt5ZQ8/MvxYsuAf7\n9r0FlX8NP8ckGetXdTNhwgSHFAIA5eVrMX16dbpMkVfbdHQMwr59dr16LPa05ELZioULl1rn2klb\nZxnlKjQ2LkNzs7MUcsaMGVZnrvP6VdU0cq29X8I4TAxYom9vB6xOZ1+MGBE8og9Lo8+kvFKGX8NU\nby8jcd6wpJJZ4nG75l3lNilG9KpzdWPyc/wievl4flxE9OHBrqH/GsSIvqLCtgt2Sjd8m5eWzGvo\n2e+bN29Hb+/fQYxuxSjdNBnrV3UjrhvLMAXTpx92kKuov4uE2tEhWhYkAGxEZ+fDnglVsWFKRG1t\nLTZtelwbrctELp7vVZMfNgY00edKutElYzOVbnQWDKYRvZ90I8o2gJuUxf0q6cZEoxd1eCBz6YZv\n58ZnyWRmNsUR3PCqoXfDXuKvo0O9/Jqzhh7o7d2oIGBpVCkZG48vx9Sp7q5XP1RVVaKnZ5WxMj1/\nKwAAIABJREFUFCKTvk3MT0AlHwWBqjPW3QvgJvJ8et3kfHFw65g/BlsCphhAB6X0j7N9XT8ElW7e\neMN8bC/pxksC0kk3phq9iXSjqqMXK274Mbrou6jIlnK41YKJdOPV0RokGet1fITs4FdDD3A55lb0\n9hZBt8SfF/wIWCY3ds9sSO8DGHH6Vd3wunZ+Tk3NMpctgQ4iMe/e/aFLduGfg/363lG6qnpH9V7F\nSYS9tlyTnzvkfHFwQshlAB4HUEspfc/yBMkpzp1jlsGVlWbHZyLd6Kpu3nlHf15Q6SZIHb2XdCNW\n3ADeEb0o3/DXNknGyhF9UOnGRNOPkC30NfQctbW1mDSp2ipFVMsvHCqNft26Z7Br1y488giL7MWS\nSTX0iVExSq6puc+lj/Pr1UXOgN6hUqyjF2WXeHw5Ojqq0dS0XqnJZyu3dHQc90wiF6rXjYkfyEIA\nmyml7wHpSoWc4sgR4IorbE3aD5lU3WSi0eukm2yTsWFIN2KXrEz0JtKNX0TP95lMAIUS0Rfq02rm\nMKm4gaFjJYdTo9+1a5dDmpH9a+RI2Z0YtScVOUrW5QlMDMRUDVOAbJ52HPv2FQv19qtcJB5EblE9\nFQD+SeRcIB+Lg18LoJwQ8hIhZBch5LYsX9MXQfR5IFjVzYULtm+6jEyrbrykG7mOXhXR+9kUm0g3\n8kQgk7lJ1Y1Oo9dF6LpkbCFE9MLT6hwAEwF8mRByvXQMf1q9mVI6GcD/yPuFBoBdcaOuoedgi24v\nB3ADgBsQjy9XWgPbGv2rAF5Fb+/38MgjTwlE5lwoBJDr47egunqy8lp5jbxc5646RlVH72xQqkw3\nTKkW+KitrcW2bZtRUTFKSCQ7r13/WrYFAh+TH8ufCtQLm3BMwfTp1di2bXNOlxPMx+LgxQCmAfhT\nAKUAXiWE/JZSekA+MCxPkCD6PBBMuvnoI7bIiMoXJxcNU7J0I0f0lIYr3QDuhKyJdMPtiMX692yk\nm2wj+hDWjC3Ip9VMYVJx40QxdCWS2V6HKKcA7vpyp98Mk0eYjLJHcZ5aAnEaiGVer8+vWf1abgsE\n2XpB9VSg0/5ziXwsDv4u2CNtD4AeQsivAVQD8CT6bBDE/gCwid7E2ExXcQOYRfQVUoZCV0fPSVMk\nuZIStrqVCO7jzhOnYUg3utWivPaJlgac2LNJxmYb0YewZqyJe+W1AIoJIS+BuVf+PaX0mcAXmwcE\nqbhhkbq+RJJDJU04G5XcSUyVvu3v5d6K1aubLInHrI4eECcQd71+R8dxzJ69IP0+3AlgvWMlfy0A\n6OwUyz5b8a1vPYZk8rtQTSp8kpsw4Rqo/PVziXwsDv5vAH5gPQpfAvZleSTL1/VEeztQU2N+fEkJ\nI0sTYzOdPg9krtGrpBs5mgfUJC7KNoBNxOKkFVS6UUXtftINYEsuYh08P4e/Xr4i+hAQ6tNqf8Ok\n4sYJs+7YCROuQXv7WlRVXZFeWm/GjBloaFibXkaPQ6dvy7KFu7xxp0vHN6mjt7V3Z8NUPL4c+/YV\no7fXOwHMSdh9Pey1AGD7dr6N1eMnk9coPyd5kispcUf6uURWRE8pTRJCuB/IIAA/4n4g1v4fUkrb\nCCFbAbwOIAVgA6V0f7YX7oX2duDKK4Odw/1uTIhe54iZiUYfhOhVyVhRtgHsyFok90ySsUGlG3mf\nyo+eb/eL3MOI6ENAaE+rhWFT7F9xw2HSHSsTV0+Pc6VFnggVHSx1kOUcd8L2gGuVKJM6en3DlLOq\nSO6M5ZMF19o7Oo5rV4Kyr5PX41dCjPyD+tiboF9siv38QKy/H4bdc51zBE3GAozoOzv9JwiviH7o\nUH1iFdBr9LraeFOi10X+nOj9NPowkrGAO7kaRLrRjVPg7pVGT6uFYFNcUTEKwKdhos+bdMd6EZdu\nn0oaUenxspxTU7PCJQfJdfSceGU5hkMkfX4Mg7ozFnBaIOgau9z1+LVgT03O1a6CNmF5IbIpBtO2\n338fGDvW/1gRpg6WXkQ/ZAiL6HVaf5DySrmGHjCTblTH+Uk3fslYk/JKeV/QqptCi+gL9Wk1UwRf\nDzZzYzMdTNdWVck58ipRYnkkEMxOwDnh6Dtj5cauigq1BYKqHr+k5LBjSUOvBqx8YMAR/QcfAJdf\n7pQiTGBK9F7J2HicJUVlYuVQSTclJYzU5ckhU+kGUBO9HLGLSV2/ZKxOuunrY9fNE8G6yD1oMrZA\nIvqCfFrNFJs3bwdbJ5ZH9HeguXmPsjbdZFJQNUvV1z+T3pctqem6T3XQ1dKrGqZMOmODQqfve+0H\n9E8gYWPAEX0m+jwQTkQPMCI/c0ZP9HJEX1TEfuQ1XOUaekBfOqmK/MWIPKh0Y5qMla9ZjNx7e+33\nmklEXwhEP1CQSCSwd+8bABbDnpM2wl4c3AlzYzNnsxRHEO+XxsZlLvtfnZwDODtdxb9ZslmEvuOW\nX6M6Elfp72aTlWoy0pma5dPQDBigRB9UnweA8nJzoh8zRr+f19LLZZSAfuFwHtXLRB9mRC8eI08E\nfslYnTwjbuf7dMTN5Sl5O09eRxYIuYNdWmknTPVmZuZjyoZmfslFnSOkiZyj6nQFiq0yUKahiwlT\nUytit9XCsvTvKgsEQP20oYIXmefT0AwYgET/zjuZEf2IEd4+NRwffQRMnKjfzyN6FVTSDWDr9GI1\njynRm2r02SRjddKNPEFk0gHrZVMMRO6VYSBoaaUtvbQC2IlY7ABqalYYv56X90ymkJfiYwub3AVR\nQxcX+zCxItZH9/pmpyCReL7J3AsD7ivU3g5Mnx78vBEjgD3qFdMcMJFudCWWKukGUCdkdXX0mUT0\nmXTGijo8YJNtPG5XFnlF9JmYmnGpKorow4Z5aSVge8bzJqVUyt+zRu8lH7zqRiXnODtd1RAX+zCx\nIjZ1mxSbnXbv3ps1eScSCXR0HEcsZi+qnuvk7IAk+gUL/I+TEbZGL6OvT62nA+ZEr/K6UY0pWxWb\nVN3IyVi+XyXr8C+cTPRBtfhIo88XzMzMRDQ379GajQHOBUQAE5dK86oblZwDQHKZbAOgrm2XX0uV\ncFV1xurgjOLlLlvb60Yex39ia0UsVo/q6snpZrNcYcARfTbSTbZVN4Ce6Hm5pMpRU1VLn2lnrOq4\n8+edjWDyROCVjFVF7Zlo9JFNcX+CLwiuXj5QD32JpbyAiBjxh1F1o0psOsmfrUOrq3IRx1BZEas6\nY80sECoBLBI+H6fXjZw0lnV+eWJLpaagomJLzuWcAUX0qRTw7rvBfG44worodcZmOn0esJOxIlR1\n9JkmY02kG1FSksncdBKQCdqvAarQI3oTm2LruE+BWTjeQin9WR4v0QinT59F0Ijer8TSS+bQRfum\nVTe6SUFF/rJ+7ldOCXh3xqoSsM5mp1oAdRqvG3fSWNb5w2ycCoIBRfQnTjAyVengfghSdZNJRK/T\n5wG9dCOXV5pKN5k0TJWXq/frvOoBf40+SESv8sxJpdgPr9PPJ0wW1RGO+w6ArQB8LPHyj0Qigbff\nPgTm3mAe0QdfO9b5mqpo31SmETVxts2/xtwvSWreGWsTs94C4cfYtIlds+11AwCtaG09oDQ1A5D2\nvNfZKeQSA4roM62hB1jFS1eXcwk9Fby8bgB9MlZXWgmYa/R8mT+xEkUn3XglW4PU0ftJN+J5pho9\n/xz8Gqn4Nj9H0RzBxKYYAJYB+CmAT+X16gzR1LQelE4CMBNm9sRm8GqY8lpCTwU5Us9kxSiV46Wq\nnJKfa9IZa2KBYI/DZJxk0l2S51xVSj9WLpGXNWOt43L+eJupPg8wch82jC1BqKqBB1iUnEqpm6E4\nvCJ6nXSjI/rhw53bCLGjej5WWNKNLhkbhn4f1BqBH9/P+ryvTTEh5GNg5P8nYERv4niZV7DSypkQ\n7YkJWZ7WuHWw145lDVHxeJviHHXDlNeYJuuwdnT8p28dvexR72yY8i+n9OuMVa1tK1sgOMfZa8k4\nblMzeVUpnZ1CLpHzNWOF43L+eJtpsxQH1+l1RM9lG68Ic+hQ4D3Z4xDe0o2uPl5VocNLLEWiLytz\nHxNEulGROZ94gkg3cuSu0+hNtPvu7n6voTch7e8BuJ9SSgkhBJp7u3/dK3kitg6MlN/CVVeNMYwi\n9YuPeDVM6QjdtGM2Fqt3XYlcRy971DsbpvzLKf06Y021dD7O7NkLLBnHbWoWti7fH+6VBfV4294O\nXGdSTKCBX0LWT58H9BF9GNIN4J4UwmiYCqrDZxPRe7lUysf3c0RvYlM8HcCzjONRAWAuIeQCpXSL\neFD/ulfy0srDAMYAmImyMu9ELGC++IgKnNBlT3qd7u6uRGl11Zi76+idHvViw5QuStf556g6Y4Nq\n6e7JzWlqFqahWX+4VxbU4+3hw8CcOZmf75eQzYboM5FudBG9LMvIRH/JJU67ZBOi1+0PKt34dbqK\nSVqdrbGs0fcTfG2KKaVX8d8JIU8BeEEm+f6GvU5s0NJKjgR4N21Hh528MimhFD3p581zWhZ4e7tM\nQXX1xHSXq6qOXuVRzxumVFG6zj+Hk73qyUKnpZtMGLLDppfhWT6QjzVjjR5vgewfcQ8eBK5RL/Bi\nBO5Jr4Mp0auSsX5VN/LkoCqvBNwRva7qRpyw5MkgSDI2qHQj7tNp8SYLkmRL9Jk83oowsSnOePA8\nIfg6sTZsjb4IfJLYt+9eJBKJNEmpVpficGvcTssCUU5RTRqqBiI/j3o+IQSxQ/a+ZreW7lXdY2Jq\nZlIOmgvkY81Yo8dbILtH3GSSLQo+LgvrbBPpxqviBsi8vPLECec204g+H9JNGBG9bgLQaffZSjch\nrBlrZFMsbF8c+AVyjCDrxMqora3FpEnOenMu3wDwXF0qKEwtfGUi1XnU8zFlEreRAPAEdu/+0DFx\nmSCIf43XpHCxuVcWzOPtu+8CI0d6V8T4IQyNXtcw5aXRqxqmVHX0/Fg5os+FqZko3WQS0QdNxqqk\nnqgrNjsEXyfWiYqKEcrtJmQnR+l+lgUidu3a5ajD15GgqixTFyE7jdqYlCUuc+jX0St63bDP1B+Z\nrMJVkERfSI+32co2ACP6vXv1+/3sDwDviF4ul+QwtUAA1Bq9iR+9OBnwenzeM+AV0WfTMBUkoldJ\nPRHRZwemzzvNzIDRxufrSixNqkjc3bHf0EbgcnS7Y0c9Uqkm6JqOANa5y0sruTe9X8PU889vxMKF\nS9HZ6azIERcoUXXGOq9vHIC70+8zHl+Ojo5qpdeNDolEItCEEQbysmassD1nj7eHDgFXX53dGLlO\nxl5xhfqcfFfdEGJH7aWl4SVji4vVzpZekbvqCYBPGJFFcXY4ceIjyNYHJ0/+POAo7hJLr2YpDlV3\nbGPjMuUruKtunnAd42w6anXYM7zySh0mTJgAv4ap2tpaTJ9e7epmdS5Q4rYmlq8PAMrL16KqqhL7\n9hVb8pa7sUtVuWMnhReBTbz2vsi90gBhRfR+RO/no5PLzljAbYOQiXQDOIk+CJmLXvWqiP7UKXuf\nzgJBNwFEEX14SCQS6OpyV9xUVZlX3OhKLFkE7d0spepUFevevTXpma7ySmfT0QKI9gw9PUB7+1rx\n3UPXMCXLM+4FSpwSijr6noLp0w9bn8kdkJ8OxMYuuXLH+bnMgryIeK4wYIj+0CHghhuyGyOsqpsz\nZ9xrwAY1NfNrmOIw8brRTQYmfjbZVN2YEHqk0ecGDQ3rANwJ4EewCbkH69Z9M+BIbgfLTFaXkuve\nvatufozGxnqX66MXqqoq0dPDq3D0tgZNTesxYcI1ABj5OhcoccKWbNTRt/ua3F43cuWO2yDtGKZP\nj9wrjXHwYPbSTRjJ2OJiJjfI3ahBTc1MyytV0o3Kj14X0av2i/vkSSKITbGfRJPLqpsw4GfvQQj5\nCoD7wEqGuwD8FaX09bxfqALt7e+BrRH7LHgi9tJLywIRis7BkmvjXnBHzu66dw5V05Kov7ubjpw6\nOS/HBODpPy9q+CUlq9Iyi27NWJPo28TrBrCTuZGpWRagNByN3o/oT57UJ1RFqBYI9yP6bJKxXtIN\npW5CBswra1SrT4nniRMfJ2j+mqaNUbrt/WxRbGLv8TaAGymlH1mTwnoAn87/1boxfHgpOjudidhR\no8wTsYDewZJNAHcLRzotjAF3Mvbmm7+I557ztyPu6DiONWv+XtlY5ZwM7lOu56qzNZD9ZniUv23b\nZmVnLCNlkQzc0bep143crHVRmpoVAt59lxGwuLhGJigtZZUoOpINSvSiZ04QjT6ZZGSpIjnThilO\n9JxA5QVP/CJ6L6L3s0Do62Ovx11AL1ILBF97D0rpq8LxvwOgSbfnH93dZwH0wpZterMYzdkdyyaA\nO2Anee9Ac/Meh4WxnIx97rlVuOWWOXjhBfeKVM6qlicA2HkB2eceYH83N+9RVrnwyFmUZ9wyi7uO\nXtcZ6xd9m3rdXNSmZoWC/fuB66/PfhxC7KheVSFz6pQ50csJ2SAWCHyiUZmnBW2YUsk2gFueEScL\nMWqXFyWRo3aVqZkYnYvbKTWroy+EiB4G9h4Svg7glzm9IkMkEgkcPXoKjIx5F+zMwBU3uu7YSZOK\nwJ4SeJJ3o/A6DKpk7DPPPJlOxoorUjmP1bfYOIm4FTt2fMVahq9BSdRcnnHKLPo6ehUhiwuOe9kg\neHnd9NdiIyIGDNFPVEtjgcETsiqiN43oVU1Tfu6VKqLXHcsrWyhVE7mcaPUiek7YXhYI4qIksRjL\nQSST+ohe3h6LsZ++PjPppkAiemNPJkLI5wHcDuYH3O9gidiRyKbiBtB3x54+/d0MFrbWJ2OdWAJ7\nqT6dZl4JYBVSqSa0tNhk7STqBHp6xmHhwqXYtOlxzzp6r0Sy6J/DJZ2ammnKhi6dM2e+FwJXYUAQ\n/R/+AEyfHs5YOp2+r4+Rt2wJrIKqlj6IdONF9HK0Ho+7ZRn5GFW3MCd6Pob49OCVjAX0hC5Wy8g5\nATHByvcVFbHPNZVSLzzSz3X0JvYeIIR8AsAGAHMopSdVA+Xbprit7QBYg7pYcdOdQcUN744VK28I\nDh8+ilTqdgBPIBY7gMbGFS6ilJutCHkTVDN1urtok5g0yUvDXg9m6aBb2CRh7fuOK2p319FbZ3gQ\nsmlD17Ztmz0WUHEvBJ6p101/2BQXBPbvBxYt8j/OBDqi/+gjRvKqxb1lyERPKftbJ93wVZQ42flF\n9PwLobNJEIleXnSEg5O5F5ED6icCHdFzMlclf/kkIEbuhNje84MG2Z9tgUT0vvYehJCPA/gZgEWU\n0oO6gfJpU5xIJNDTcxosmv86gJ0A3sLgwYMzSvq5K2+WI5WySytTqY0eSwzazVaE/DWA5WmyV5mQ\ncVvj4cPHqgYTJgS1oZVzv9peQGVz4EyWugl59uwFmoYutbMnh9dC4Nl43WTi42RAW4UNSsOXblRE\nbyrbAG6iP3+ekZiKcDnEqN6P6DmJd3f7E71uLC+i90rGAv4RvYroVRE9397drdb6+5PoKaVJANze\nYz+Af+X2HtziA8BqAMMB/CMhpIUQ8vv+uVobTLa5Aiz5utPamsT1GSaxnJU3dQAmGJ3nbLaqRCpV\nCkq/DvYUUI/GxmUuUmtrO4jOzj/HoUNH0dKyGNu3z8P8+XVIJBIA7Alh6tRBiMVWgE1mG61JY0l6\nf3n5h8prEhO1U6c+hVmz2Hq1zc17BEJ+GKlUEyoqRqQJmTVMiZgJ5vyyCCxXcRf27XsrfZ18rVn3\neTYaGtYJr8kIP5da/kUf0R8/zh7vL788nPF0NggnT/o7V3LIGn1Xl39FENfphw3T19ADzoYpHdEX\nFbEJMJnMjOjlZKwX0ctJV9V2fo4uUXv2rF4C6s86ej97D0rpXwL4y3xflxecsg1HMiPZxoYo3QyC\nWMOuKq10Yz3EBibVU4Ad/W6B3+pQFRWjUF0NiFU1Ysnjpk2P+/rRi4laHcHqG6Z+jDFjrsGhQ8sh\n5i4aGtaioWGtZanwKFT1/lwK2rv3DZ/PLFzkfM3YXDeVhBnNAyyiP3bMvd204gZwV92YEL0c0asI\nHHBKNzqiB+yoXjdpeBG9qJ2HHdGr5J7ubvWE0d9Ef7EhbNkGUEs3fqWVgOwW+XuEYeDl1ryfRnX1\nZNcxuvJKXaLWea07EYsdQE3NCs+Gqaam9Th0SHxl7plzHQA76QzYvjjAhHR9PrOPtu2dTe2jM0U+\n1ozNaVNJa2v4RL9/v3t7NtJNJkRvkow1IXrdpMG7Z1VET4hN2kGSsTp5Rjwnmbx4IvqLDbZs8wGc\nss2UjMd018xfAWAKvEorAbthivnb3A5gZXqfygTNJttF2mP9qm4ACBH4B4jF2rBmzQopalcnau1r\nfRSpFCv/nDBBlKncDVNqzxy5PHQKqqp+6/C/YWviLoZoH11dPbGgvW76vamkpQWYGWJRW1gavbhA\n+OnTZkTPbxrThcRNiT5oRA/Y8k2YEX13N3taECt8ONFHEX32yIVs09FxHMCvYRP7X8NUumlu3mOR\nXyWcFUBuEzQ+MXz724/jzJlznsd6Vd0wkmcLraRSwOrVKzBjxgzfRC2Lsp3ln8AGlJTou3nFFbYA\n7pmzBGI0r+rKtdfEfRTAPIeFQ66QbTJW1VTyMY/jQ28qaWkBpk4Nbzwd0Z86FUyjP33a/rury78s\ns7TUtvj1qtAJEtGfP5+ZdMP39/Z6E71seOZXdSNH7vwceXtxMYv8L1yIbIpN4ZZtAOAtxOPFWUaK\nvFmqEixaHQo7wt8CLt3o0QpgKZi6+yqAV9Hb+z2XLs47ac+cqQLwD8pj6+uXIB5fDiYF6bATNpHX\nIZV6NK3xNzYuQ1HR264zOjqOKzXziopRVvJ3A8rL16YjfC4htbTcgc7Ob6KtrQ0LFsyySP0YgEWI\nxeoxdepT6ScNJ9iauLNmbUknhAvd1Kxfm0rOnQMOHAAmT/Y/1hReyVjTiP6yy1g5JoeJdCPKPV5E\nn0lEr5NuchnRy5F4cTF7X6okrUz0hDCC7+mJInpTLFx4J4DBkKtt4nHNo6Eh7Dr6VWBVJi/DRLoB\nRH3fX1u1ZZmnfI4sBmtQXp7eIkbav/rVl5X1+nwiSSZvg+xECUzQaua7du1KJ1e51GN731cCWI+e\nnnHYvPlFqWHqn9NVO/v27XW8Zjx+LxYsuMfIHC4s5GPNWKOmEiB4Y0lrKzB+fHbLB8rwkm78vOg5\nhg2zu1cBM6IfOtRO4HodL2r5uZZu/CJ6lUZ//nzwiF5OxvLtZ886/YKCIJOmkosVs2bNQmfnaQCj\nwPR5G9dee5XyHFPU1y/Bjh1fsYjw52DaslkS0db3X4SZ3PMCgN0A9qW3yBp9b+9XwaQZVqoJvInG\nxvo0qQ4alEIyaWv8RUX1qK//Z0nf/y2ABzB0KMFPfsLJeQqAZQDWAjiPceOYAdzq1Y+6JB3mfc8n\nP6a77927AgCb3B555CksXLgUK1cuRnPzHsvSmU0KwAcYO/Zyh3Fbc/Nt2LLlmYLW6ENrKgGCN5bs\n3h2ubAOwiP7kSVZxIjZHBZFuMonoy8psuefMGaftgAgx8s+26ubkSX/pJkgylp+jS8aaSjf8eNUE\nYIowFgf3qyizjnkMwFwA3QC+RinVuJvnBtOmTUNLyzvWJX4g7c22rJJp5+PGjcGhQxsAlIARotka\ntLa+fw38KnVY9P8wWG2HTYqTJo2Xxk9A1NgBu1SzqWk9ksm/hJgP6OsT1tSUyPnsWUbO9fVL8NJL\nC5BMFoP9dwPvvnsvGhrWIZW61vW+qqoqcfLkk6DUngBSKWDp0pU4dOg98AqlBx64G1dffZX1uvy9\nz8SJE8+5FnRpaFiXU6LPSqPv76aS3/wm+8VGZBQXs0SoqLEDLMrXka+Myy5zR/R+Gr0Y0Z85o58Y\nxIVNvIieV9XkMxnL8wK6ZKycdBW3mx6fLwgVZXPAtIcvE0Kul465CcA1lNJrwbJw/5iLa0kkEhgz\npgqEFIOQuPVTBEJiaGk5DEbyNQCSAMaAPVT/AXV1XwqRPOJgstA3wHToeQA84zbY+v5RsAlis/Uz\nRbIA5tE/r9OotY67CxUVo9LH1NRMg0IwkLATYj6A0h+kV8WKxZ6GSr8HgL6+S6zz2L7e3r+zPP1n\nAqgHb84i5B4sWDAXrFrcifb2Djibyx7D++8fARMz5lk/G5BM9inO9Xtf2SHna8bmsqlk507g/vvD\nH5fLN2IE/+GHwMiRZufLRH/6NDBqlP54wC3deNklFBXZ0bqJdKOSPzgpZ0P08j7+mkGkm8GD2ftV\naffZRPQhwLeiDOybuxEAKKW/I4RcRggZRSk9HtZFJBIJ3HTTnyGVSsKOy1LW72VghDMYwHawB4vf\nATiL8vI4nn766VCu4eTJbgDXgcVyzjVoT5z4ifY8pu9vANABUaNmvzsN1lj0fwCyxDNmzPz0X2wy\nmKQ9pr5+CbZvv9V1HW+//TZqa2sxatQIHD3q3tfUtB6UjnGdN3x4KU6ffgLJJAV/QqD0Ap566qeg\n9POu64jF3F8k1mHu9PTv67vHde7w4bl1uL5oaxqOHWNk6ih1DQkjR7KOW3EhkxMnzImea/R8OcGu\nLv/1bMvKgPZ29rtXMhawo/rubv1TRjYNU4BttaAj+vPn3U8LvFrm3Dl95C5vv+QS9vmoIvozZ9zb\n8wgTm2LVMVcACI3om5rWI5UaCpvcIf3eC4Avp/Q7699ubNr0b2FdAqqqrkBn5z6wJwenIyal+pmY\nEe9CsGh+JsQJoqJCTuAWAbgcTP21JZ4XXpCtldshy0D8mNraWpSUFKOnxzmpHD/OrrGrqwvyhHP8\neDGuuuoqsKch576ysutQUjICXV1rIEpF7e33gU2uzusYNGijawxV5N/XVwTga45zy8p2uY4LExct\n0e/cyWQbE5OxoBgzBvhAkDspBTo6zG0WLrmEmXRxn/fTp4NJN36aPj+2u1ttpwxkn4zlSV+viF4e\nmxA21qlT6nN0Ef3p0+qIvqsr3ER7QJhWlMnfZNd5uXOvvA4sTQawssdzAHpRV3drqHraUEkfAAAN\nhUlEQVTvunUNmDNnIZj18QcQFzO59lq99XFtbS0GDRqEvr6Z4LXtDHejvv45x7Es+j8Ed0WPTfRs\n4njZ85iSkjL09Pw5xEklHmf74/FSAO59zoSzczJqb3e3yQ8ePAjd3QeQSt3luI6SkmGu1y4t3YQz\nZ5zkX1paiq4u53twT3x6/Jdyr9yxA6ipyc3Yo0fD8Yh36hTT7YNEl1y+KSlh/vZ++n5ZmVOjN43o\nTeroMymvLClhxCx71QO2rJJKuQmaE708uejKK7l0o4ro+5noTSrK5GOusLY5kI17JSOhX2ikm1YA\nMwC0AOhDLBbDmjX3oVFtJZkxamtr8YUvTMOvfvUbiJQRi6V8k72LFt2EjRs3gEW/TwBowxe+8N+U\ntsYvvZRAMumUNFautKtzamtrUVd3MzZu1B+zcuViPPCAc51bvl+3r7a2FmvWrEh3xgJ2yeauXbvw\nwAPO17v/fjbe6tVOS+OVK5c5fOpLSlbh/vuXYc2ah9N2zfF4EqtW3YmHHvJfVlGHjAoNKKUF8cMu\nxQypFKVXXklpa6vxKYGwdi2lDQ32321tlI4fH2yM666jdP9+9vv06ZT+/vfex//yl5TW1rLfJ0+m\n9PXX9cfecAOlO3dSeuutlG7apD7mr/6K0scfp/TP/ozSn/3Mvf8Xv6B07lxKV62idN069/5bb6X0\nyScpjcfd++6+m31GpaXufaNHU7p0KaX33+/cvngxpbfdRumNNzq3f/WrlM6ezV5PxCc/SenYsZT+\n/Ofq9xcU1v0V5H4sAgsxrwTLRL4G4HrpmJsA/NL6/dMAfqsYJ+tr37p1Kx09+uMUKKJAsfUzyPq3\nnALltK6uLuvX8UNdXR2NxYZRYAQdPXo83bp1q/F5RUUjaVHRSM/r3Lp1K7366om0qGgkHTr04/TB\nBx9UHvfggw/S8vKraXn51cpjvPZ77du6dSudNesv6KxZf+F4b7pzVMdnsy1TmNzb/U7w6QsJ8IV4\n801KP/YxRvi5wI9+ROnXvmb//etfUzpzZrAx/uiPKP3Nb9jvV15J6aFD3se/8gqln/kM+72qitLD\nh/XHzppF6datlM6bpyfCFSsoffhhRqIvvuje//LLlH7uc5Tecw+ljz7q3n/77ZQ2NVE6dKh73/33\ns/FHjHDvGzeO0oULKf3bv3Vuv/NOSr/4RUrnzHFuX7KETVy33ebc/qlPUTpsmPraM0FQomenYC6A\nN8HKSxqsbXcCuFM45gfW/r0ApinGCOcNRIiggcm9fVFKN7/4BTBnjnpN1TAwerRTow+SiOUYPpzV\nqQNm0o1om+An3XAb5LNn9dIN19h10s2ll7LzvaSbzk71viFD2Oej0v4HD2bvW97Hx5Orj3TSTQFo\n9KA+FWXW33+T14uKECEDXJQLjzz7LPClL+VufJnojx3zL4+UMWoUq9y5cMH2mfeCXEfvp9F3dbGm\nLN24vAFLl4wdMsR7sigtZSWlqusoLWXlp7pGKxXRDxnCzpG38+PlPEBxMcsB9CfRR4gwUHDREf3B\ng6wM8U//NHevUVUFHDnCqm0A9npVVcHGGDWKTRCdnSy693v64MR87hwjOK/VqHhE70f0vDJHReRD\nhjCS1zlrlpSwJxkd0Xd2BovoS0tZ5ZJ8LYMHs7Fkt04e4UdEHyFC9rjoiH7jRuCWW3Lrajh8OCvb\n7LTKkzMh+spKFtGbyDYAI+zTp1kUPWKE98RgEtFzKUh3DCd6XddupkSvi/b5dvkcvmKWTPS8Osdr\nwosQIYIZLiqi7+4GfvhDYOnS3L/WVVcBb1uOpu3t5oZmHDyi/8//ZMTth6IiRrhvv+1/vBjR6+rz\neUSv8+jh0o2uZr+sjJWY6oj+xAm1Z35ZGYvcVRE9oJZu+PWIiCL6CBHCw0VF9P/0T8BnPgNcp+/R\nCA0i0R85knlEH8Qjp6ICePNNf6IvK2NE29enX4lq6FAWdZ8/rybkeJw9NZw4oSb6yy5ji6eo9pWW\n6tfQ5ROPSqPn54rgE4kuoo+IPkKE7JE10RNC5hBC2gghBwghqzTHPGbt30sIychv8sMPgQcfBNas\nye56TTFuHCP68+cZWY8eHez8ykoW0b//PvAxr6VYBHCi95sYRo4E2tq8tf9hw4B33mH/qo4hhE0o\nR47oif7CBXVEz49XSUJ8nzwJ6CJ6fpyO6HVVRbkEIaScELKdEPIWIWQbIcQ1pRFCxhJCXiKE7COE\nvEEIuVs1VoQIhYCsiD5fDn+pFHDnncCiRcAnPmF+XjZ+5JMnA6+9Brz1FiP9QYOCjTtqFJM+jhwx\nl31isZexezezYPDCyJHA3r3ek09lJascuuwy/fVyszOV/MMJWEX07LyXlUTPx5InK07Y8qQiEz2/\nVj45+VlH5Aj3A9hOKR0PYIf1t4wLAFZQSieBNUstle/9sBGmv3401sAYyxTZRvRphz9K6QUA3OFP\nhMPhD8BlhBDjYsW+PuDuu5nEsG5dsIvL5gO94Qbg1VcZocqTi8m4nOh27TIn+mTyZfz61/7HjxzJ\ntHUvoue+PCNG6K+XR82qiJ6TuGrS4UTvJd3I8hP/W75mHdHziTVXvRI+SN+z1r9/Lh9AKT1GKX3N\n+v0MmKulzxSdHQqVbKKx+m8sU+RjzVidw58nkklg+3bgxhuZTPHCC/mtwLjmGlYNsmkTywsEBSHA\nxInMk6e62uyc4cNZSacf0XMjMy+TNV6V5GWOxr02VGTKG8RUkwmfxHSSD+BedvHKK9m/lZXq42Vz\nNl3uIU8QrYaPgy3dpIW18M5U2PaRESIUFPK1Zqyvwx8AfP7zzETrzBlWL3/99azC5qtfdUon+QAh\nwPz5wIYNwD9muJzEZz/LngquN3yg5wnfG2/0Po5H237jjh5tE6wKN9/MPmcV+CSiInP+fzF3rnvf\n7NnOYzh4RC9LOvx1JkrLigZNfgcFIWQ72FJGMhyOYJRSSgjR3ueEkEsB/BTAPVZkHyFC4cHPI8Hr\nB0yb3Cr83QBglXTMEwBuFf5uA4uYXJ4g0U/0k8ufAPd1G4BK6/fRANo0xxWDra623GOsfn/f0c/A\n/8m1143vmrFg5sx/A+BZQsinAZyiihV4KKX9o8ZGiODGFrCVJvi6c/LqFyCEELDFSfdTSr+nGyi6\nryMUAgjlff6ZDkDIXNgLKP+IUrqOrxfLDaAIIbwy5yyAxZTSPVm9aIQIOQQhpBzAcwA+DuAdALdQ\nSk8RQsYA2EAp/e+EkM+CrXz9OlhUBTCHy639cc0RIngha6KPECFChAiFjX7vjDVpuMpgzCcJIccJ\nIa1hjCeMm5MmGULIYELI7wghrxFC9hNCAhaSeo49iBDSQgh5IcQx3yGEvG6N+/sQx72MEPJTQsgf\nrM/h0yGMeZ11nfzno3w3NxFCvmTdM32EkGkZjhHK9yTM70aY34dcfAfCuvfDvN/DuscD39fZJGOz\n/QGTew6CreJTDMUqPhmO+zmwcrfWkK+3EsAnrd8vBVuUIuvrtcYrtf4tAvBbAJ8NadyVAP4ZwJYQ\nP4fDAMpzcD9sBHC78DkMC3n8GICjAMaGfe0+rzsBwHgAL0GxOInB+aF9T8L8boT9fQj7OxDWvR/m\n/Z6Le9zkvu7viN6k4SowKKX/D8DJbMdRjJuzJhlKabf1axzsi92Z7ZiEkCvAlrv7J6iWo89y+FAH\nI2QYgM9RSp8EAEppklL6UZivAeALAA5RSt/1PTJEUErbKKVvZTFEaN+TML8bYX8fwvwO5ODez3qM\nHN7jvvd1fxO9ScNVQSLsJhlCSIwQ8hpYg85LlNL9IQz7KIB7wVaTDhMUwK8IIbsIIXeENOY4AB8S\nQp4ihOwhhGwghITtdHMrgE0hj5kPFPz3JIzvQ8jfgTDv/bDu91zd4773dX8T/UWZCc5FkwylNEUp\n/SRY1/CNhJA/zmY8QsgXAZyglLYg/Gh+JqV0KtiaqksJIZ8LYcwiANMA/AOldBpYhZbKYyYjEELi\nAG4G8JOwxpTG304IaVX83BzC8AX9PQnr+xDWdyAH935Y93vo97jpfd3fRP8+gLHC32PBopWCBSGk\nGMBmAD+mlLrqq7OF9Sj3CwAzshzqMwDmEUIOA/gXAH9CCPk/2V4fAFBKj1r/fgjgeTBpIVu8B+A9\nSul/WH//FOxLERbmAthtXXPooJTOopROUfyEkQQv2O9JLr4PIXwHQr33Q7zfc3GPG93X/U306YYr\na2b6n2DNKgUJQsyaZDIYt4JYVriEkBIAswC0ZDMmpfR/UUrHUkrHgT3a/Tul9KshXGspIWSo9fsQ\nALMBZF3BQSk9BuBdQsh4a9MXAOzLdlwBXwb70vc3MokwC/J7Eub3IczvQJj3fpj3e47ucbP7OoxM\ncpYZ47lg2fqDYA0nYYz5L2CduufBtM3FIY37WTDN7zWwm7AFwJwQxp0CYI817usA7g35M65BSFU3\nYDrja9bPG2H9n1ljVwP4DwB7AfwMIVXdABgCoAPA0DA/1wCvP9+6D3sAHAPwYgZjhPI9CfO7Eeb3\nIVffgWzv/bDv9zDv8SD3ddQwFSFChAgDHP0t3USIECFChBwjIvoIESJEGOCIiD5ChAgRBjgioo8Q\nIUKEAY6I6CNEiBBhgCMi+ggRIkQY4IiIPkKECBEGOCKijxAhQoQBjv8PznRMhFf+fzcAAAAASUVO\nRK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x13ff6be0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Four axes, returned as a 2-d array\n",
"f, axarr = plt.subplots(2, 2)\n",
"axarr[0, 0].plot(x, y)\n",
"axarr[0, 0].set_title('Axis [0,0]')\n",
"axarr[0, 1].scatter(x, y)\n",
"axarr[0, 1].set_title('Axis [0,1]')\n",
"axarr[1, 0].plot(x, y ** 2)\n",
"axarr[1, 0].set_title('Axis [1,0]')\n",
"axarr[1, 1].scatter(x, y ** 2)\n",
"axarr[1, 1].set_title('Axis [1,1]')"
]
},
{
"cell_type": "code",
"execution_count": 166,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[None,\n",
" None,\n",
" None,\n",
" None,\n",
" None,\n",
" None,\n",
" None,\n",
" None,\n",
" None,\n",
" None,\n",
" None,\n",
" None,\n",
" None,\n",
" None,\n",
" None,\n",
" None]"
]
},
"execution_count": 166,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Fine-tune figure; hide x ticks for top plots and y ticks for right plots\n",
"plt.setp([a.get_xticklabels() for a in axarr[0, :]], visible=False)\n",
"plt.setp([a.get_yticklabels() for a in axarr[:, 1]], visible=False)"
]
},
{
"cell_type": "code",
"execution_count": 167,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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4bds2bNy4sVF+LpfLPz7YnLZ9uh4+fDiuuuoqDBgwIOG6BoCBAwfCZDJdxUKF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\nFFHUIdogRhFFFFHU4f8DvX/ydAMNpN4AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x104e1fd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Four polar axes\n",
"plt.subplots(2, 2, subplot_kw=dict(polar=True))\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.10"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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