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@jaywhy13
Created November 28, 2017 02:04
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Working with axes and figures\n",
"\n",
"Well, I don't know too much about how to work with figures and subplots and all that fancy stuff in Mathplotlib, but I'm about to learn.\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This inscription below is a magic IPython function. Magic functions are able to take arguments. So, matplotlib provides a magic function by which we can tell it to set the mode as inline. \n",
"\n",
"You can read more about magic functions [here](http://ipython.readthedocs.io/en/stable/interactive/tutorial.html#magics-explained).\n",
" \n",
"This ensures that our images are displayed and more importantly they become part of the output when you save the Notebook."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Get some test data\n",
"Let's start by getting some data we can play around with."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"# Get some data\n",
"x = np.linspace(0, 2 * np.pi, 400)\n",
"y = np.sin(x ** 2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So, `matplotlib` uses a special `Axes` object upon which you can plot different kinds of graphs and so on. Additionally, there's a `Figure` that goes along with this. I'm not sure what a `Figure` means just yet (outside of the obvious), but so far I've realized you can use the `subplots` function to create a `Figure` and `Axes` at the same time. \n",
"\n",
"Let's try that out."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x10d177390>]"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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CUL9rN2pMsxV8V2CsRcYQNXjRDJCCjsflQNCzdbenFhgELp0BQEwODM3KA+JLSaUtXiFm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\nUOUv05FxVR42koIAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10df17f50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"ax.plot(x, y)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So `subplots` as the name suggests allows us to create different plots on the same `Figure`. By default, the `subplots` function creates a 1x1 grid and returns one `Axes` object. But the constructor actually takes a couple more interesting arguments.\n",
"\n",
" matplotlib.pyplot.subplots(\n",
" nrows=1, ncols=1, sharex=False, sharey=False, squeeze=True, subplot_kw=None,\n",
" gridspec_kw=None, **fig_kw)\n",
"\n",
"For starters, you see we can control the rows and columns using `nrows` and `ncols`. \n",
"\n",
"So let's try that out and let's see if we can create 1 row with 2 columns and do a plot side by side."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x10deb8890>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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OIn26qjn5HNY+ROsYXHUdQ2UDZiUllcKIYvfOuVDWPYpen6WWxdBl4iSNu2cV\nr89q8bXlSnTHJyXlTVCEkiLouH08eWwZr7nszFTnqZRLmJ1wcHw5e4+BewOyfgu2lcoccVVUjsHC\n7hnJVY+kqxr0SeDn969nTj7HJS6cSgktQXXu4PiNmZVUInFWkk4KI4608hQyiPodiKQfkoRQZONM\nQzRp+x1Er2MrK6J730R9NSk23lOiwBNHl9D3WCKNpDi2bqrheB4eQ8AfyKqIkxqGZlfsifBWmzbS\n2VVhKEnnMQzXMZilqw6TzzqOoddnqG4wjiGtFEYUeeXYm+zsswyZ2Oy00/Q7iF9HBtvfK38/z4SA\nwjBEcJBLYaRIVeXYOlnNxTDwkM9kVcYx2Mlkh+flctkyj8Gg/zKgCCVpxnMiuRou8vqspG5MRlvH\nMWxEjyGtFEYUedcyyJAmZCIyKDaLvaoXhc5QmYjoqTgPHUeSZzFcJk8JEb2OiB4joieI6BbB5+8k\nomNE9GDw792Rz95BRI8H/96RxXyS4uCRBdQqJZy/dSL1ubZtquUSStJzDL5onWnXNA5ucERZSYB+\nx8/hh5IG5+CGQedxjGglGWQlhR5DxbCOYQNyDGmlMKLIq5ZBt/An3bXLziv7nYiMgGyRpeB8KkOl\n2rmbeEa33vUYbrpqTupJ5UmupzYMRFQG8FcAfg3AZQDeSkSXCQ69nTF2ZfDvk8HYLQA+COCVAK4G\n8MGgD/SK4OCRRbz0zM2Z7Cq3bqrmkq6q5xgChVVLr0HnMeg4Ao54KGlQj6AOWwxqEgaLPD+fbgyv\nTeA9HGRwE2QlrfVNTxYZSRx5hS50C3/S68rOa1O5LFp8udqpbL6q8wH+Ai+qhBYZsjsOzGPPDRcL\nj8+zGC4L8vlqAE8wxp4CACL6IoAbYdbf9gYA32KMnQjGfgvA6wB8IYN5WeMnhxdx7cXZuMVbJ2s4\n1eyhl3GK5LKEC+CI9mSYsXB8eKiH1x1wDDwGvWFgjI2Ekky4AiBiGEY4BoOObIbpqq5nV8cQ2fS8\nBsAhAD8gojsFLTpvZ4y9JzaWb3p2wV9HDgRjTxpPIANkkZHEkVe3MN3Cn/S6KlVUU8VWUTGbqcdh\nQqpHkYRMzqsYLosVaw7As5HXh4L34riJiB4moq8Q0XmWY3PHscUOXljq4JIMiGdgUOR2MmOvodnx\nO6RFawWimKgl8xjaro5j0IeS+OIfnRuP/+tCW3xsnGPQeQyVEoVihybks2Xlc7jpYYx1AfBNjwnC\nTU9gDPhepHvqAAAgAElEQVSmZ6xI2pxHhLw4Bl2sPGnIRLVjt9lpx/WOZNxM/Hq2O/rVoqwKjC9d\n9esAvsAY6xDR/wbgswCsxMWJ6GYANwPAjh07Mp/gY0HFcxopjCi2TvqG4dhSB2dM1TM5J+B7ApPV\n0baeHJO8J4OlkB73GOIGJ5quqkO8rgDwex84ZdJ7DG6sitmEY4h5APp+DJ6tVpJo4/JKwXE3EdG/\nAfBTAO9ljD0rGTuyIuR5X2eZkQTkxzHodtZJJShU502z07bxBGyuk5dHlgRZGIZ5AOdFXp8bvBeC\nMXY88vKTAP4sMvZXY2O/I7oIY+w2ALcBwK5duzLXsz54xNdIStLnWYTZwDBkpVfP0ey6mKjJ6wk4\nx2ArixGvI+CoW6Srxglkjmq5pJTDBvzdf4kQdnkrlwjlktoD6LrDYTqnotFK8lgeWUmpNj153tdZ\nZiQB+e1oTRb+JAt5XppGeZ3XNvSUJ7IwDD8AcBERXQB/oX8LgN+MHkBEZzPGDgcv3wDgJ8HPdwH4\nvyOE82sBvD+DOVnjJ4cXccbmGrZukrQLs8TsRBBKamYbSloOPAYZOMdgK6TXDsnnFB5DX2wYdAs2\nIG7hqfM0XC9mGAKOgTEm9Kh6fc+2H8NYNj15IcuMJGBld7RJNYPyisHncd68xflskNowMMZcInoP\n/EW+DODTjLFHiejDAPYzxu4E8H8S0RsAuABOAHhnMPYEEf0pfOMCAB/mRPS4cfDIQmb8AjCQxcjc\nY+ioPYbJWrL2npl6DGWBx6AxDCIdo2pZl2U0LKNdLRMYA/oSkjmBiN6a3vSUiYQhoyQZSYB4R0tI\nzzHoqovTVh/Lrmm6AI9TyG41KKsCGXEMjLFvAvhm7L0/jvz8fkgeCsbYpwF8Oot5JIXb9/D480v4\n5Zdsy+yc06FhyNpjcDHhyP9sXOuoaamXxOsUMuEYRnb+eunuXt8bNSiVslorKSaj7YRFcQwi9Q7b\nAre1vunJMiMJ8Bet/T8/gc/f/0x4DgbgjgPz2PWiLYkXNF02TtbSDzaGJmujtFJqqbYotJIA/OyF\nZXT7XqqubXHUKmVMVMs4mbHH0Or2Q/5ChIalhAVHu+cvzKVYqMXGY+hIDENNU18A+OTzqMdAWo8h\neq2w9qHvoYFRy9BL0NpzLW96stJIiuLeg8ekOfxJFzgdd5GG2xAtxDaGJkujlIfnkxcKwwDgJ0ey\nk8KIYnaimgvHcO6swmMIFvKWYUEaR8ftC1NgM+EYDEJJvb4XVjBz6ArWeLpqeB1Nc5+N1Noz64wk\njjwIaB13kZTbkC3EMpkK0XfI0ig1u24iI7MSXsbGeEo0OHh4AZUS4cLt2XZbm5lw8uEYJMVtwGAh\n12m0xNFxvVAwL4pKuYRKiaw4htpISEjvMYg4BqdcCnsuiOCHjCLFdAF/IDMMPcsCt7WMrDOSOPLQ\n59HVKSStY8ii8ln2vaYbjlIrSVTFLIseqIxMntLaKhSGAb4UxkvO2DSy002L2YlqDhxDXyqHAfh1\nA3WnlCCUJPYYgEGzHh3kHAMZSWLEOQanXEJX0V/BHzN4yDnfIOvJ4Pa9sOBuvSPrjCSOPIrcdIVg\nSaUfdJXPUcgMjcgoOSXCctdVLtYmAnocKqNq0pMhj0Y9RSgJwKPPncYvXZgd8cwxPeFkXrXY7LpS\nyW2OhmU7ToB7DOJFs+6UjUT0pHUMJhxDf5RjcCp2aqlhKEngZXgeg8ewYTwGGb8ApItn51HkZhIq\nSZKtIwtBzUW4Bl14RpRC2uy6I7v/eEjI9LnXeT6qUFaenMWGNwxHF9t4fqGDX5ibzvzcsxNOphxD\n1/XQ67OwulmGhlO2rmPo9PqoSxrx1ColIxE9Fcew2FNnSfUEVclaiQt3OF2VE8uiMdxYbJTWnjKj\nkBZZcwy2GUI2sfasKp/jx15wyzeEx0V/BzKjNNNwMFmrGH8HFb+SZ6OeDW8YfjR/GgBwRS6GoYrT\nrR48j41k+yTBQBpb/WerxwTCTKD3GJJJYgC+YTmu4xhcMcegNAyeh02R1F3uPbiCsBV/byPIbucZ\nf866yM10cUuyO86rYMzkdyAzSh96w+VWRPO1l2zHHQfmhcbtvbc/KDxH0agnAzxyaAFEwOXnZJuR\nBAAzE1V4DFhoZ0NAc5mLSUWBG+Av5NahpJ4n9RiqFTPOQlXHYJKVJBqnUld1Y+EnR0E+h4ZhA3gM\nKuJ5puGkOveeGy4eSfl1SpSYtzD1QJL2ZIgL4GWRzWNChifhRWSy27KeDHk26tnwHsMj86fx4m2T\nSkI3KaLVzzMT8toDUzTDtp7quTaq9h5D2+1ji6Q+omboMXQkoaSqkSSGgGPQaCyNpKtGCtxGjg1D\nSevfY1ARzx96w+XpLxD/Fab4lZp6IKtJedTUE7HlRWTG796Dx3DfLaPyW3lqK214w/Cj+dN41Yu3\n5HLumcAwnGx2cT4mU5+PK6aacAy2studnifNSqpbegy18vD8TEX04ou2o5XR9kLCGRiEiVyVx7AB\nspKylsKI4ta7HhsxvL0+SxzXNl3c8tBpSlMfkId0ha3xy1NbaUMbhmOLHRxZaOdCPAMIvYSsahma\nFhyDbfe4jtsf6cXAUXPKON3SfwdpKMnAY5DVMej6KziiAjcB8xp2e9sAHkPWUhhRZL1zN13ckuyO\nVQv/aqxCTmL88tJW2tCGIU/iGcheYbVpyDE0qvYcQ1vjMRxNKbutT1cV1zHo+yuMNgUSeSeuN9zt\nbb1CRTynkcLgyGPnbrK42e6OdQu/TUbPuCqP15vs9prFI4FhuCwH4hkYcAxZ6SUtG3oMjQQFbr4k\nhtxj0C3sANDt98M+ClEYcQwiraSKWna7G6t85t6AqFqah5fWeyhJRcamkcLgyENh1XThtdkd6xZ+\nU89nnJ7FupLdXsvgxPPmerpMDRmm6g5KBJzOymPoqPs9c8T72Zqg3fNGejFw2FQ+x3f9gJnH0BVo\nJTnlkpAv4PD7MUTJZ56VJAolbQyPQUU8p5HC4MhaYTWvhTerPtJ51gqIsFpkt9f39kkBxhgeOXQ6\nN34B8OUpphtO5h6DqlEPANSrdgVujDGlx1CtlIwrn0WyIk65BC/okyBDT1rHYD5mkJUkCiVtDI9B\nFS7KKiShUli1hU0aqo38Q1Z9pPPIhspLxiJLrO+nRIHnTrdxZKGNV+yYyfU60w3HiLg1AfcYdJIY\n9YqfXuoZlr+6gVyE0mMwrHwWGQaT/s1dmVaSssBtWBRPVeDWC+sY1rfHoAoXZbUTzXKxtA3pmIrJ\n6RZ+0zqDrGsFVkoUzxaZhJKI6HUA/gP8ZiafZIztjX3+PgDvht/M5BiA/5Ux9vPgsz6AR4JDn2GM\nvSGLOenww5+fBABc9aJ8UlU5prI0DL0+quWSVuyPG46229fyEcCg14KUY6iUwxoFFTqSUBIP38j6\nJAA8XXW0H4OqVacbMyahJIaCY7CVxFhL93bexDNHlgR0XiGdrPpIqwhhHTeSthfESiK1YSCiMoC/\nAvAaAIcA/ICI7mSM/Thy2AMAdjHGmkT07+D3xX1z8FmLMXZl2nnY4sDPT6LhlDNtziNC1h6Dqq0n\nR9iToWtmGMK2ngqPoevKF2iOrivObKppPIZ+4LGIQkmyVp18jLCDmyIryUYSY63d23kTzxx7brgY\ne7780FBacNLqZ9NMnCReShbxepmBAZCoHalNL4iVRBYew9UAnmCMPQUARPRFADcCCB8exti9kePv\nB/D2DK6bCj985iRedu507qJqUw1HSQjaYLnbx4Sk1iCKQbMeM56BGwaVJAY/TlbrAKg5BkDRJ4Hv\n5uPkc9h4Z7RVp2jMICtJVcdg9fdeU/d23sTzEDKqfjbNxMkjTdZmjvH5XLP3nkTtSGXFh6rvsVYb\n9cwBeDby+lDwngzvAvCPkdd1ItpPRPcT0W7ZICK6OThu/7FjySV+AX8n/ePnFnDVi2b1B6fEdMPB\nQlYeQ9fFhIF0R52HkgwNQxhKUngMgL6LW1KOIVRlFXgM0c+jCA2DpOdzHG6yrKSx3NtZQBejzjIX\nXlX9nBeSNuvJC0nbkdr0ggA2SKMeIno7gF0Abo28/SLG2C4AvwngL4noQtFYxthtjLFdjLFd27cn\nz5kGgIcPnYLrsbEYhqm6H0piGbjyy52+Vg4DiPZ9NmvvyYllaaOe4HzalFNZuqqm5WZPWhinF8Ub\nTldduaykpPd2VhseEzG5rJAl+Wy68CVt1pMXdKS07HM+b9PvkVQ8MC2yCCXNAzgv8vrc4L0hENH1\nAD4A4FcYYx3+PmNsPvj/KSL6DoCdAJ7MYF5SHHjGJ5537hiPx9DrM7R7njabSAdTzsA2lNR2uccg\n78cAQJuyqgslyTyOQY3B8NiKYqEXhYbKJQKRWCspYR1D7vc2Y+w2ALcBwK5duxLvHsYZRsoyrGND\nxtpyBknIYdPz67iRrHpB6IxwXmGmLLZPPwBwERFdQERVAG8BcGf0ACLaCeBvAbyBMXY08v4sEdWC\nn7cBuAaR+G1e+JefncCLt09K1USzxHQgc5wFAb3cdbVyGADQqAZ9nw1rGbQeQ0ahJC3HIAkliVp1\n9iQSF06pJNRKCj0GO45hzdzbKnOXdbglS+ntvFRTdZ5I2hBNXu1I41B5JnmGmVJ7DIwxl4jeA+Au\n+Cl9n2aMPUpEHwawnzF2J3z3ehOALwdZLTx171IAf0tEHnwjtTeW8ZE5en0P//KzE3jjK8bjgk41\n/F/x6VYPZ03XU52r2e1rJbeBQdqpOfmsS1cNDIMmNKWqfOafC8eFhmFUXTX6eRQ8/DRqTEiYldRL\n0Khnrdzb+x6YVwrk5RJuyYh8tvE+bHbHOk8ki7RR3c4/SVaUTaOeVd/BjTH2TQDfjL33x5Gfr5eM\n+y6AK7KYgykePnQazW4/lx7PInCPIYtmPcsd14xjsCafg6wkKfkccAw6hVRJKKkayS4SoSchn6sm\nnIEg/CTKSnIl4Sod1sK9nXe8WXS9rKS3TdNVbaUzkpLDosK6cWUEib4jb9Rz78FjI3PIs4PbhtNK\n+t6TLwAAXvXirWO5XhhKykAWo2nLMZiGkow9BvX5OhqOodsXj+ehIlkoSVTJ3A3GVA17OAwMyfqr\nfFbxC2k7tomQZfjHNF3Vdnes80RMPJVxS3PbNurJM4V3w0lifPfJ47j07Kmx8AtAdhwDYwxNU44h\naR2DxGOoWnAMIp7COJQk6OMQ/TwKWZaRrIdDSD6vQ60klanLpGNbDFnLRJi037Q1Rrr0VpP013Fn\nBGX9HdNg/T0lCrS6fez/+Un80oXj8RYAP10VSG8YOq4Hj+l1koDBMcaGwUASg89BBXm6KucK1KEk\nGcegXOgr8VASCT2MUHZ7nXkMK8EviBakpNLbpoJytsYoC3J43O1Es/6OabChQknfffIFdF0P1158\nxtiuOZURx7AcCOjplFWBQeinbRxK0khiOHoRPP65kGMoq+sgknAMgwI306yk9Smi9ydff3Ts18xK\netsmVJOkiU1acnjc1dZ5fMek2FAew90/OYrJahlXX5CvcF4U5RJhc62S2mMYtPXUewxEhIZTRtug\nhwIwIKllkhjGdQySdFUuW5E4XVVV4BYPP0n6S4sqpdcDVJLuefALHFlIb9uEalaiwG3c1darqYhv\nw3gMjDHcc/B5/JuXbteqk2aNLBRWl8O2nmZ/soZFT4aO64FIXvxlwjH0PYa+x0LvYGi8jmPQkM9d\nUR1D2JFteM6VMkk6uDGUyO+RsV6gy1fPg1/gyCLMYnuOcTex0RHjSTOWVONWS6OeDWMYHn1uAc8v\ndPDqS88c+7WnGg4WWm6qc9h4DIDfp9mGfK5VSlLl1JBjUJxP1u8ZiIrhaUJJMRG9qsLTkHkZFUlz\nn57n2Ra3rXrowkh5LjBZhFnyDtVkkWoqW6hNwmCi6wNqVdbVgvX1pCjwjz86jBIBv3pxOp2lJJhu\nVFIL6TU7Zv2eOepV8/ae7V5fqZpaU2QHcagMQ1UriWEfSpLJaFRl6ap9NsJHrHWsVBgJyCbMkuQc\npmR13uJzujCY7Pp/8vVHV0T7yBYbwjAwxvC1B5/DL1+0Hds21cZ+/Sx6MvBQkqnH0HDK5uRzT5xm\nymFS+dwJahRUhsGWY1BpJcnqEiqlkjQraT15DCsZRgL83e1NV82FDYDKRLjpKrswiG1M3WaxN+Ev\n0rTY1IXBZNeXGfP12I9h1ePAz0/i0MkW3veal67I9bnCaho0bTkGpxyGn3TouGqPoVIuoURqjiHU\nWxIsvqUSoVIS7+SBQRprfJEfSGKICtzEmUyVMoWigFH0PJZ7741xYiXDSIC/qN5xYD7sLdBnzDor\nCbCLqdsUuZmIz6UJ6ejCYLYL/Tj6Sthg/TwpCux7cB51p4TXXn7Wilx/uuFkkK7q38AmkhiATz6L\nFkgR2hqPAQjaeyrOF/ZUkJzHKZfk6ao8XTZGXIeehqojW8yYVCUFbm7fs1VWXdVYyTASkF3xl82u\n3Yas1tUEpJ2/Lgwmu/5Mw1lVfSVkWPeGYbnj4msPPIcbLj8Lmwx321ljuuGg2e1Ld8wm4BlGJo16\nAH8hN+7H4PalxW3h+Rz5wg6oOQb+vk4raaSDmzJdVRZ+khW4jbYHXatY6TASkE1Wki0PYFMAplu4\n085fFwaTXf9Db7jcOiU1TcgrKdZ9KOmrPzyExY6Ld/zS+Ss2h6mILEZSjoNzDPGbTYZGtWwsoue3\n7NR5DCVlKEkW2uFwyvLxOvJZJIrXlUhcVGSSGB5bNzUMf3jHw8rPx5HdkkVGka3+kU0BmC7V1HT+\nSVNLddfPowgwS6xrw9Dre/jUP/8MLz93GjvPm1mxeYQKqykMQ7PbR90poWyYWdNwSsZ1DO2eXpyv\nqjMMmlCSLFvIHyuWxA45BlEoSeJlVCXpqj75vPY9hn0PzCv/DuMIIwH+Ir3nyw8NVZnb9mRIUscA\n6AX3osfLPjMxMmkX5SxqEvKU1lZhXRuGrxw4hKePN/HJ39olzdEfB7IQ0vMlt83/XHXHnGPouB5m\nJ1JyDEahJLnHUC2P1lEQkVQtdVDgFvMYSiTt4JZXW89x4g++/JDy83GEkUKk7MmQxOvIqgDMxMis\n1KIchcp45ikJnsmTQkSvI6LHiOgJIrpF8HmNiG4PPv8+EZ0f+ez9wfuPEdENWcwHAE41u/iLb/0U\nr9gxg1dfOj5tJBGmMjAMzW4fEwbKqhwNx7zyWVfHAPihpDQcg458lhHDWrXUeLpqWd7BLQn5vJru\n7Vd+9FvCsFoU41qwVD0ZTDFuyYk4dKqu4xbRE3EJMiM53XByrdNIbRiIqAzgrwD8GoDLALyViC6L\nHfYuACcZYy8B8HEA/z4Yexn8domXA3gdgL8OzpcKjDF8YN+PcHK5iz/d/Qsr6i0AfoEbkNYw2HsM\nHdeDp1lIgEHlswo6jqGj4Rh0HkNc84jDkVUy9z1USjTyt1UVuNnWMayWe/ttn/gezr/lG3h+sas8\n7u2v2pHk9ImQxaK5mrSBRMhaXlwFGRF/7SXbhcaTaFQ9OctCuSw8hqsBPMEYe4ox1gXwRQA3xo65\nEcBng5+/AuDV5D/RNwL4ImOswxj7GYAngvMlhtv38KE7H8U3Hj6M9732pbj8nOk0p8sEA4XV5LIY\nfltP83WFewA6qWx+TE3jMVQrJWWBG+cYZAZGRT53+/IaA6dckvRjEGcZVcriAjduSCyx4vf22z7x\nPdz35AmjYz+ye3zNEMe5aEZhU/mcNpNnnB6NqkmPyHieyrlQLguOYQ7As5HXhwC8UnZM0Ef3NICt\nwfv3x8Ym2i60un3c8tWH8cAzp/DMiSbe9csX4N/9yoVJTpU5eE+GNLIYthxDI8gyavX0BqXd6xvV\nMZxqynesWo5BEhICBhyDeJy4h3PX9YTGpCLt4MaMM7oiWPF729QojNNbAJJJRMdhS+6aHp9VJo8t\n2Z0GKg9MxKvcetdjuepMrRnymYhuBnAzAOzYMfoQ1J0SHn1uAS/ePok/ev2lK1bMJkLdKaNWKaXm\nGGwymmz6PvseQ0bpqgryWabd1FMUnzmSEJTPGYjlN2R1D5X66rvddfe1CUoYr7cADBbND935KE4F\n97Uu5TkOW3LX9PgsSWMV2Z0l+WtLxGdhmFXI4kmZB3Be5PW5wXuiYw4RUQXANIDjhmMBAIyx2wDc\nBgC7du0aiRUQEe5+368k/Ar5Y7rhpPMYuq6xHAYwCCXphPQYY+i6nkGBW1lDPgdaSdKQEOF0S+4x\nyOL/Mo7B7TOhMamUSvAY4HlsSGI7YVZS7ve27r42wV+8+cokwzJBdLNwstmz2pnb8hSm79uMTyOd\nnWV9ge1Cn7c3kwXH8AMAFxHRBURUhU+43Rk75k4A7wh+/g0A9zDGWPD+W4LMjgsAXATgXzKY06pD\nWiG9VrdvLKAHRAyDJjNJ1++Zo6rgCACDOgYF+dx15RxDpURCjqHb94QLPecderGeDAmzklb83r7m\nQnlTqRIBf/nmK1eMrE0rK2HLU5i+b3pcGgXWrPtBJyHiTXplJ0VqjyGIq74HwF0AygA+zRh7lIg+\nDGA/Y+xOAJ8C8J+J6AkAJ+A/YAiO+xKAHwNwAfwuY8wsx3KNYSqlXtJyx84wNELyWWMYAkJZ1r2N\no+aUUtUxKNNV+x6qiiZBsiwjYe+HsE80Q9TBSpKVtBru7c//9i8KCei3v2rH2MNHcaTNTLLdJZse\nb3pcmpCTiUifbYOf1dKkB8iIY2CMfRPAN2Pv/XHk5zaAfysZ+1EAH81iHqsZ0w0HRxfbicb2PYaW\nQXVyFAOPQZ2VxIvgMuMYpCSyOLsI4ByDKpQkLnATZRmFMhqxMT3PS9SPYTXc25//7V9Me4pckFYW\nI0kls8nxpselMWyq764KMwFro1HP6mPj1imm6hU8cTRZuiq/iSYtC9yiY2UI5bJ1HkOlrK5jkFQv\nc6hCSa4yXZXQE7b2FI8Z9HAYHrOeRPRWC7KQxbDdJZseb3JcGsOm8kp0YaaVrqY2wdrXCFgjSBNK\nanZ4kx6LdNWq/6fVZSVxj0HLMQSVz4yJ+dGu6yl7aatCSV1dgZugh7Msk4l7BXEj1EsQSipggBSy\nGCuhGhqFSZ2CbI4qTkDliYy7mjopCo9hTOBZSfFsGRPY9nsGBh5Adh7DoD2nSD5DZxh0sttSjkGW\nfirp4TwIJbGR49dba8+VhkoWQ7f7TZrVk2WKqC7kpJujzCvReSJ51h9khcIwjAlTdQce89NON9ft\nFDAHbT1tPAazOoaOoccQ7fssNQyKHbmOfFZyDKJQkitJV5VlJRUeQ+ZIs/tNQvzmIUGtCjklJad1\n5Hee9QdZoTAMY0JUYdXWMHCPIQnHoA0lmXoMPMup5wH10c+7fY3HUPbTThljIzyEjC8A5AVuPc/D\nJmf09pU19+mtE9nt1YQ0MfokRsVmoc7Cs0hq+EyVW/Oupk6DwjCMCVOBkN5CywVm7cYuJ+AYTLOS\nuMeglcQo81CS2NCYhJIAX5oivtOXyVsAPvks1EqSGBN5KGn9NOpZLUhDPicxKqYLdVaeRRrDp2vi\nY2sI8pTYFqF4UsaEUC8pAQGdxGMolwjVslyGgoN7DFrZbWfAMYhgEkrix8XR63uoVuw4Blm6ahhK\nioxhjKEvEd0rkBIJyeckAnWmhWtZFZ+ttCw4R5pCvKQoDMOYkKYnQ0g+C0InKtSdkjHHYCK7DYgX\ndsAglFSR92/W1zGI1VJFmUzcK4iOGfRuKG73LJGmJ0OSSl/ThTqrzJ/VIguedZW1CYpQ0pgQbe9p\niyYnny08BiDo4qY1DIYeQ0Ut490xSFcFZB6DWnZbpK7a6zNhlhEPU0UL3FyPd3srPIYskXYBTlLD\nAOjj8zYhIF2IZpzVyLK5rESKa2EYxgQeSkriMSx3glCSBccA+JlJ+lCSmcfAF/2O5Hxd18NmhXop\nDzPJdI/sOQaZ7HbgMXijHkORlZQt0lY+J4mbmyzUppIYWXARWcX+VXOR/Z6nGw6u2XvPqhXRK2CA\nzfUKiJI162l2XRDZyxo3LDwGE0mM6PFx6DiGQShpOPTAGFPWMcgkMbqS9NNQKykyT+49JGntWUCO\nNDH4POPmpiGgtCGaLL+Dai6i37NTIix33dx4h8JjGBNKJcKmWiVRKGm508eEU7ZuUVpzymgpuq4B\nUY/BLJSUlGOQhZL6HgNj8vi/U/ZltPseQzkSCpKppYZZSV40lBR4DEVWUqZI05MhjYCdyS7dxLNI\nG6LJsu+DrlEPvx7/zs2ui5OxLm5ZSmsUhmGMSNqToWnZi4Gj4ZTQNpDddso0tOiKYJSVlIB8Dolh\nmSRGZZBlVC4NjFdPkuIaVVcdXCPgGAqPIRck6cmQdFHOssgtbSgsy9i/bi5xQ3fBLd/I7NoiFFuo\nMWKqnkwvabnbT2gYyqEWkgztXl8ruQ0MOAJlHYMyXZWC8cOGgfMHMmK4KitY8yQieqXR490wK6kw\nDFkjaTgmac/oLDN00qajqr6DrQ6U7Vzy7rldGIYxYqpRSUg+u1Y6SRx1p2zUqEfHLwAGHoO28lle\nkQyo+zj4xw08ABUvwT2PaIHbICupuN2zRtJdc9JFOctdetp0VNl3uPaS7VruIW44AFjNJe8aiyKU\nNEZMNxw8/ULTetxyJ2koSe8xdHr6tp6AAceQOJTEiWGdYRiM47yEkHzm6qoRjqFXeAy5IWk4Jmlr\nStPrmWYLpenpLPsOOu5BFg772BuvwH23XKf8/rprZ5WVlMowENEWALcDOB/A0wDexBg7GTvmSgB/\nA2AKQB/ARxljtweffQbArwA4HRz+TsbYg2nmtJqRNJTU7PaxbVPVely9WjZq1GPkMVQMQkkJyGcu\nkKdKV42PUxWshemq7mgoycZjKO5tM2TRk8H2erpU1KzSUE3OITIs771d/GfmXk1WpHWeNRZpfetb\nAHybMXYRgG8Hr+NoAvgtxtjlAF4H4C+JaCby+R7G2JXBv3X34EQxlbDv83LHxUQCj6FeMUhXNfQY\nBksoBroAACAASURBVHUMo4aGMYZu3wv1lESQitt56lRSkaehGhMWuEXrGLxE5HNxb5sigSxG0lRP\nk/BPFjxEmnPo4v9roSdDWsNwI4DPBj9/FsDu+AGMsZ8yxh4Pfn4OwFEA21Ned01iuuGg2e1LO5nJ\nsNx1scmyuA3wm/WYSGKYpBhWSoQSiTkGTiDXFNXTVUkdRMgxaENJkYXelYefRMe7ySQxinvbAEll\nMdIsvLt3zuG+W67Dz/a+Hvfdcl2mLTuzOIcu/p83cZwF0hqGMxljh4OfjwA4U3UwEV0NoArgycjb\nHyWih4no40RUSzmfVY2pOldYtfMamp2+tRwG4N+MrseUhsj3GPS3ARGhVimLK5c1/Z6jn40sItpQ\nksBjUIWSBB3ceprMJwnGcm8T0c1EtJ+I9h87dsxmfqsCSRfQPHfNWSy8ac6h82pWizifCtptKBHd\nDeAswUcfiL5gjDEiErfo8s9zNoD/DOAdjDH+1L4f/kNXBXAbgD8E8GHJ+JsB3AwAO3bs0E17VWJ6\ngiusuti6ycwGMsZ8jyFJKCnS91m28HbcPmYnzfiLmlMSSmKYVE/LyGduaOStPWnouOg5RKGkcolA\nNKyVNKhjGL7G9ddfjyNHjoguGw0H5XpvM8ZuCz7Hrl27pNdYrUhKPqetIVDBVBIDkBPMNucQQSe7\nDazungza1YYxdr3sMyJ6nojOZowdDh6Oo5LjpgB8A8AHGGP3R87Nd2QdIvo7AH+gmMeafoCAiPS2\nhcfQ7nnwmF0vBg5uGNq9fnht0flNPAbA3/ULQ0kGHoOIRAbUi7z//iiZrMpkIiI4pdIQGSqrY7j7\n7ruF1ySiUwD647q31zKSLqBpFt6k2UKiZj46gjmvxXuc4nxJkDZd9U4A7wCwN/j/a/EDiKgK4B8A\n/D1j7Cuxz/iDR/BjuD9KOZ9VjSTS20tBkx6bXgwcYRc3RWZSx+0bkc9A4DGoDIMqK0mTrmrFMWg4\ng0qZhrOSktUxFPe2AXbvnMP+n5/AF77/LPqMoUyEm67SL3pJF9402UJx6LKDVtPivdYa9ewF8Boi\nehzA9cFrENEuIvpkcMybAPwbAO8kogeDf1cGn32eiB4B8AiAbQA+knI+qxqh9LZFyiqX3LZVVgWG\nQ0kytHuesb5NrVIW1jGEoSSFgRlUTtvWMcg5A5WX4QrUVS3rGIp72wD7HpjHHQfm0Wf+77jPGO44\nMK/NLkq60GVZ+ZwFz2Fb4ZwEK9GoJ5XHwBg7DuDVgvf3A3h38PPnAHxOMt6smmOdIIn0dii5ncRj\nqPqLrSozycpjqJSEdQwmHoOs8rlrSD4LOQYFLzEkieGJOQYVinvbDEly8tPUGYxTn0iHLHWbVMhS\nrM8UhUbAGDHU99kQy137fs8cWXsM1YoklNTvh5/LUCoRKiWSh5JkrT0FEhehByAJDVVKJWEWU9Go\nJ3skWajzrBEAzHfxabODsu6sJpv3StQ9FIZhjGg4ZThlsgolLYccQ/aGgTFm7zEICtz4ezoS2ymX\nFOSzebqqrr+CU6FhraSitWduSJLWmWeNgE3YJa1WUpYLtmreK1H3UGgljRFEhKm6XfUz7/echnyW\ndV1zPQaP6Rd0jlqlHOruR9HRCOFx+CGeeDGUGccQDSVpU1zjWUnJKp8LGECUXUQArr1EXueXJoSj\nI61twy5ptJJU38OWQ9E16on/jp0Sodl1ccEt38iFjC4Mw5hh25MhzEpKUvms8Rg496Dr98zhewyC\nOgZDj6EqKJDranbzIm5CG0qKZSXpji+QHDwr6fP3PwNuihmAOw7MY9eLtggXqzxrBLLaxZvwB7Lv\nwdVVbbgHm0Y90w0Hy5FGPXlwG8WTMmZsttRLamYRSpKkq5q29eSoVkZDQUBEEkNnGMokENFLUccg\n4SX8rKTR0FPhMeSDew8eQ7ywSBVrTxvCUSGrsIsJfyD7HvcePKYdG+cTZibEdUbRRj1cBmSyVhnx\nvNNwGyIUHsOYMVWvWPV9Xg5CSUn6MTQiBW4ihB6DMcdQ1hS4qc9TrYz2b9aGkgS9onVjKuXSsFYS\nb+1ZGIZcMG5yVBWmSeuNcJh+pyTqqiJvxCnRSKhVNu9x/L4Lj2HMmG44WLRKV3VRKZExDxBFPUhX\nlYWSbD0GWYEbT2HVnScZ+SySxFCHhpxY9pOuiK5AOtju0tPk5evGZuWNpPE8dGNF3kjPY5isVozm\nPQ4yuvAYxgxb6e1mt4+Jahl+Aa0dquUSiOTk84AbyKiOQbPwOuVRj6GrKT5zBK06jUJJsaykSokS\n/Q4L6GG7S0+Tl28y1rZiWeSBpPE8dGNlO/vTrR4e/OBrU58/CxRbqDGDN+thzEzuaSlh9zbAz4Jq\nOGU5+Wy40+eQ1jEYFLjxz7uCrCSnLF+0SyVCOeYBuNpQEsU6uHlFGClH7N45h5uumkM5+BvqZDHS\nhEKyDqPIPBDArtVmFDqvJe2OP0+OhqPwGMaM6YaDXp+h3fPQMOANmt3khgGA0jCYZhNxcEkMxtjQ\nQj6QxNCRzyV0Yx6H2/e09QXx2GtXF0qKeSZdg2sUSA6ZLIYsKylNumrWqqwqD0TU68EUKq8lix1/\n3jpOxdMyZvDqZ9Nw0nKnj8kExDNH3SmjLShKAwYeg026KoDRlFPXQ4n0khM++Tza1EVvGEqx1p7q\nUFKlNFrgVhiG/GBbAZym4thkrI1+0UpUFY9jx58WhccwZkSF9M6armuPX+64ieQwOOpOKUOPYSCE\nF+UlTKunnTLhdGu0H4Nu0a7GPABdKMmpxCUxPFsBvQIWsF1c00ha68ba6hfl2RdChdWk3CpCYRjG\nDFshveVuH3MzZo10RGhUy2h3ZVlJyTyGTs8DIjat63pafgEQk88910NVs2iPhobU2kd+VtKwtpKl\n5HYBC4x7cVUtqrbEdhZhnXFLYo8DhWEYM3hPBtPq5+WOm0gOg6NeKYchoziScAwARjKTun0zw+CT\nz6PpqjJpC4649pGOsK6USyMd3EzmVyAZ9txwMfZ8+aEhGRKnRNLFNQtVUtliPE7vJavvshpRGIYx\nw7YnQ2ryuVoOhfji4DdzPGYrA89eitcimPaNrgrrGAw5hlgoSTXGKY9qJRWhpJwR//Uqft1pZaRV\ni3ES70XmgZh4AuOSxF5rjXoKWGKqHpDPTTPDsNRxU5PPLQn5HBoGw/NHOYYoOhYeg6jnsy3HoDMm\n8X4MXdc+lEREW4joW0T0ePD/rOS4fqRJz52R9y8gou8T0RNEdHvQ7W1d4ta7HhMmFcjI57SEr05w\nLo2UNodpEV6W2kwywnwlGvWkMgzFw2OPMJRkIIvR63to9zxsqol1VExQd8rSArdW104SoyoxDF3X\nM6oqllU+m3EM0XRVtQdQKZVGQ0/2oaRbAHybMXYRgG8Hr0VoMcauDP69IfL+vwfwccbYSwCcBPAu\n2wmsFdgujmnz+HWCc1lk/JhmWsnmXCIy7uqmW/iz7vtggrQeQ/HwWMIplzBRLRuRzzwEtLmepo5B\nnpXU7vVRd0ooGTawCTmG2Pk6roeaQTgqvsADnC8wqWOwCCVVRju4OfZNem4E8Nng58/C79tshKDP\n83UAeB9oq/FrDbYLfdpdve56UcG5pLUIpsZO9F0Av5bDdHevW/jXYqOe4uFJgKm6mfT2YuBVbEpl\nGOQFbs1u35hfAFR1DH3UDDwGIfnsJqlj0ISS4h3cDK4hwJmMscPBz0cAnCk5rk5E+4nofiLi9+9W\nAKcYY9wtPARg7TKRGogWR11PhignNTvhWO3qswoXcYjCOKbGLu6hlAUJEbrdvW7hX4uNeqweHgAu\ngL2MsX2wfHiI6GYANwPAjh07Uk57ZTHVqBiRz9wwTKUwDH6BmySU1LM1DNxjiHEMrodNBgQ5l92O\nVk53+x42O+qx1UppiEDvaiQuKmWCxwDPYyiVfHmMmuAa119/PY4cOSI6xUz0BWOMEZFMw+RFjLF5\nInoxgHuI6BEAp5VfKIL1cF/b9GSIE8cApAWYqusB6loGU6JWRmTfdNUc7jgwb5TGGiWvL7jlG8Lr\nxBf/6BxLRGHVeBR84V+VjXqI6G4AZwk++kD0RZ4PT3D+2wDcBgC7du0yExpapZg2FNLjTXrScgzt\nnhcuklG0en3ULYhtJccwYeYxAL4Mdqia6uozmirxugQNpxH2cPA81ErlgMcYPf7uu+8WjieiUwD6\nRHQ2Y+wwEZ0N4KjoWMbYfPD/U0T0HQA7AdwBYIaIKsHG51wAwljCermvVT0ZogtWVlk8qkwim/RR\n2XzuPXgMH3vjFdaZQCZZUfE5ioxC1AitRKMerWFgjF0v+4yInh/Hw7PeMFV3cPh0W3vcYuBVpAol\nVXntwag2UztQbjXFICspVsdgUeDGj+c/m1RNxwvcfMOizkoC/JBTrRKoq9qnq94J4B0A9gb/fy1+\nQJBs0WSMdYhoG4BrAPxZsEm6F8BvAPiibPx6gmkcPO94ua3h0RHZtgutScGcaI6AH4byGBMaoehc\nrtl7z0iL3axTZNNyDPzhARQPDxHVgp/5w/Nj5suL8odHOn49wtZjSEM+14MFWxROsg4lyeoYDHb9\nQGQnHxO40/aKjnETOrVUnprKi9wSiujtBfAaInocwPXBaxDRLiL6ZHDMpQD2E9FD8O/lvYyxHwef\n/SGA9xHRE/DDpp+yncBagmkcPKt4uSy9c9wZUnGYZEXJ5uIxZkSYj4OMTssx7AXwJSJ6F4CfA3gT\n4D88AH6HMfZu+A/P3xKRB98QxR+eLxLRRwA8gHX+8HBMNRwjjoGntG5OWeAG+EYgnkvc6vWNuAGO\nalkRSjKsYwCGyWuT4rh4HUPU4xAh3vXNJPMpDsbYcQCvFry/H8C7g5+/C+AKyfinAFxtddE1DNPq\n56wkKLIqcMujt4HO00grITIOCZJUHgNj7Dhj7NWMsYsYY9czxk4E7+8PjAIYY99ljF3BGHt58P+n\nIuOfYoxdzRh7CWPs3zLGOum+ztrAVL2CpY4Lz1OHlJe4Yain4xgAicdgm5XkpJTEKI96HEYeQ5nQ\nc4dbdSo5hhIPJfnX8dVVi8rn3GFQ/Wzbu0GELAvcsqh7sFFzBdJnVWWdlSVCIYmxAphqOGDMzzqa\nljQBB4ClTg/lEqFu2EhHBH4DNQVCeq1e37jqGYiJ6EXQ6Zmpq1ZjO3l+Lp3H4JRLcGONd1ThNS7/\n7UY8Bp0keIF0UFU/x7OSbHo3iKDjBfh8TElj0Q7fNLMpiVZSWn2mtONNUBiGFQCvfj7d6ikNw2Lb\nxeZ6JVVLSq6zJDQMluRzpUQokaCOwdBjcBJ7DMN1DNpQEiefA2PS66s9jALpYRr3ziIrSRdKSStp\nbbPYJ/0+aedYNOpZh5id8JU/TrW6yuOW2q4VByACX/iXu6MSHK1e31hyG/Bbhcbbe3oeM154oymq\ngE8O9z2m9TbiDX60oaQYyV30Y8gfpiRuFsRp3qEUGwmKlahKHgcKj2EFMBt4CSeW1YZhoe2m4heA\niMfQGfUY2pZZSYBf5BaVxODeg4nHwDmKbr9vNTYuiaFb6HmfBh5K8tNViz1QnhCRuKLq5yyIU1Uo\nJYkKaXyMaH6AeLFfqUY/eaN4WlYAs5OBx6BRWF3q9FJlJAFyj6HX99DrswSGYdhj4HyDiecR5yhM\n+0H4HAMLyfqeq+YMBllJfpV10fM5f3BSOWquefVzlIzNc7efRIVUNEa25RAt9qLvE61KNiGj+Tx0\nBLYtyZ0GxdOyAtgShJJ0HsNSx01VwwAAk0Fb0HhPBlvJbY6aMxzvt+npUHcGxXaAjccwqGT2/9dr\nJQE+t+AGxiSBiF4BS6iqn6NIo5MEyA3An3z9UWsVUlHYiGE0oUolhxHNapppOAABJ5u9VMYpPmbc\n0tuFYVgBTDUcEAGnmmrDsNh2U1U9A3Lymbf7tDUM1fKwx8DTYE0yp2qxYruBx6DhGMrD2Uw6qW5e\n/Ob2vTCclEB2u4AldPF2vrhFq3ZtdZIAOQdwUuKBq+L9ss8YYJzCGlVznaxVRrKzkhin+JhxS28X\nHMMKoFwizDQcnNAYhizI52qlBKdMco8hCccQqWPgbUNNzhNv9MO5BhOOAfBDSKgZhJJCD4OFXoms\nP3SB7KCLt2elk2RL7Kri/bI5z800cN8t11ldRzU30fuc2zDhNMZNchfbqBXC7ERVusPhWMyAfAaA\niWplxGNIbBicYY8hbPZjFUoKPAbXjGOojGQZGWoluV4oi1H0fM4fMplt/n5Wi5tsoZ9pONb8Rdac\nh2l2VjQ0ZHKucUtvF0/LCmF2soqTCo6h3ev7ktQpQ0kAMFkth7pLHOGCbssxVOKhpGBxtwolBeSz\na7ZohxXTfV8lttv3lKGrUCvJ80K33ra1ZwF73HvwmPL9rBY32WL+oTdcbl3FnFXHN93c4oZGJqQn\nGyPreTF/qpULEV2EklYIsxNV5W6BZyzxmoc0mKhV0OxmE0qqVoa7z7UtzhOX1OgaegxOZaCWykND\nKl6iGjmeexlFHUP+0HkEe264GHu+8tBQDN4pj+op6aCr/LVd1NNUPouOvemqOdx78JhyrMpLmpOo\nq/LvzDOn+G9xRWS3C+SD2QkHP5qXt6Tgi+90I30oabJWwXKsjoF7DDaVz0DgMQw1WbEIJUk8BpN0\nVcAPJZmkuFZKg+MHhqHwGPKGUU5/PG0pYQcKVT+GtFIRNpXPomPvODCv9TqScBv8O1+z956RsVnL\nbheGYYWwZbKKk83uUDezKHjG0oxCMsMUk9VyZh5DrTKcrmpDPlfKJZRLJPAY9P0YgMAwBGNVoatB\nVhILd6eFYcgfOoXVW+96bOgzwE8QSLqgxY3AtZdsH+q6ZrOT1nVUky28SQn1NKqu4yCii6dlhTAz\nUUXH9aRxxlMZegwT1QqWJB6DjSQGwLOSouSzeYEb4HsNYYGba5aVFE1X7RgYk2qk7sE0XFUgIygU\nVrNc0ER5/Z+//5lEKZ3xc4k6qsnmmfQ7peE2xkFEFx7DCmHLpL/gn2z2MFEd/TOcDjiGTDyG2qjH\nEHIDtnUMI+SzeR0D4PMM7ZjHoNNZEnoMqlASP9418zAKZAOdwmqW8hGywjQRdIu0jgjmEM0zzXdK\nKoSXRw+JOIqnZYXASWVZZhIX2MvKY4hzDNyDmBQYJRVGOAbXzvOoDXkMZhlN0fTTtgnHwENJnpmH\nIQIRbSGibxHR48H/8T5HIKJriejByL82Ee0OPvsMEf0s8tmVVhNYgzAhn+NJAEnIZ9W1RNAt0ibn\nki28WUli2CDrTCoRUnkMRLQFwO0AzgfwNIA3McZOxo65FsDHI29dAuAtjLF9RPQZAL8CgLOw72SM\nPZhmTmsFXC/ppKTI7XTL78WQtsANEHMMyx03Ua+HRnWw4wf8Cmoi81BN3RmEoow9hkjnt4ExMQgl\n9ZmRhyHBLQC+zRjbS0S3BK//MHoAY+xeAFcC4bPwBID/FjlkD2PsK7YXXquQ7Z6HNjcZkc+ya0Wz\ndQCznbTsXKoezBzxDKnphoPlrhvWKJnyHLak+WqX3eYPz0UAvh28HgJj7F7G2JWMsSsBXAegidGH\n58rg34YwCsDAY5DpJZ1q9jDTcFL1YuCYrPkFbtGOcUsdF5PVsvX5J6tlP200WKDbrod6xfw8tUpp\nIIkRhnnMJTGMQkmRDm4dizqLGG4E8Nng588C2K05/jcA/CNjrGl7ofWCPTdcLNSkWu664cInI5+T\nXEtUL/C2V+2w3knLzvXnb3q5UQ/mtJIYpjpIa0lEr3h4EoJLb8tDSeomPjaYrAVd3CIhoKVOMrkN\nzodwD6Td61t5HdECOb5o23EM+lBSOZTd9hKHkgCcyRg7HPx8BMCZmuPfAuALsfc+SkQPE9HHiagm\nGkRENxPRfiLaf+yYuEBsrWD3zjmhthfnGbIkn2UtQne9aEuic2UVmrGVxLhm7z34vdsf1JLm4xbR\nSxunSPLw/EXsvY8S0R8j8DhkfZ+J6GYANwPAjh07ks94lWBmogoi4IREFuN04DFkgXAxjxiD5Y4b\nCuzZnWvQKnRmws9usslsqjnl0GNo9fqolMhcK6nvodTzf1Yt9ETk93DwWHgtkSG5/vrrceTIEdEp\nZqIvGGOMiKRBDyI6G8AVAO6KvP1++M9EFcBt8MNQH46PZYzdFnyOXbt2JQysrB7IpORVvQ6SkM+i\nFqG3/8uzuP0Hz4Y7dpt01Whohns37739QetaCNPvGK9/ECFqTLLSmTKFdmUgorsBnCX46APRF3k+\nPMH519UDVC4RZieqOL4ktIM41epi+ybhJtMa3GNY7g57DIkMQy3mMbieVS1ErVLCYtsNzmHWKEjU\nElRPWJeCrCS5h3H33XcLxxLRKQB9IjqbMXY4uHePKi73JgD/wBgLV8XIhqlDRH8H4A+UE14nUC2M\n116yHZ+//xlrDkAE0UIZD1MB5otnVNAuSVWxbDyQTBIDGDYmq05EjzF2PWPsFwT/vgbg+eChQdKH\nh/noAPg7AFen+zprC2dsruHYotgwnG71MJOBHAYw8BiiCqtJez1M8sY/QVZTq9vXcgRRROsg2r2+\nUbqsI6xjUN+6PGTVscyaiuBOAO8Ifn4HgK8pjn0rYmGkyHNB8EOsP7KdwFqETEjv/K0N3HFgfmjB\nJAA3XZWMRLVZEHXHxgXtTHpK6MZzpkUWltLNKW5MZF5ViSiXcFJajqF4eFJg++YajkoMw6lmL5NU\nVQBhFzi+UweCUJJlqiowqHvgaq0d145jqDuDdNdmt28kycFDTV23b8wZNIKQlWmXOAH2AngNET0O\n4PrgNYhoFxF9kh9EROcDOA/AP8XGf56IHgHwCIBtAD5iO4G1CJmQ3v1PnRTWHciO18Em/KQ71mT3\nrlrIZTUVXN5CZPhUcxIZExFBDvghtDy4hrSGoXh4UmD7JrHH4PY9LLbdTIrbAL8xEAAstgfx36V2\nslDSZIx8tjUwUY+h1TPjJ/gD0ep5oVHRhZLq1TJaPd+QlEtk3fOZMXacMfZqxthFgdd8Inh/P2Ps\n3ZHjnmaMzTHGvNj46xhjVwTe9dsZY0tWE1ijkC2gNtXEJpDVD8TrJExCVSZzUC3kScI8skyov3zz\nlUJjwgnysiD7L4+GPakMQ/HwpMP2Kd8wsNhDw3Ogs1BWBYCpoKdDVBXVz0qyDq+M8BXLnb5VdlOj\nWgqNSsvQY6g7JRABra5rHEoKPQa3X8hhjBEyL1eWzZxUxkGUlXT1BbNDmxTTtqG6OeiMS5IwT5JM\nqN075+BlbGBlKCQxVhDbN9XQ7XtYaLlDqakvBIT0tozI56mG/2deCEJJjDEsd/uJ2oZyvqIVLO62\nJPZkrRIalWbXFcqBxEFEaDhlP3wVLAS6FNeGM/AYCsMwPsgMQIWAnmBNk3ESOoiyku578sTQMaZt\nQ0USE5xAFklgm4znc1IR10mK1LLM7FKheGJWENs3+wv/saX20PsDw5CNx8C7wC0EHkO756HvsVTp\nqpx8tvU8JqsVdF1fDrvV84y1miaqZTQjHoCuoK7ulNHq+hxDghqGAgkhS1eVrdFJOQYTXsA0xBLf\nvc80HMxMOCN6gLrxScM8NoVrWXeck6EwDCuIMzbXAQBHF4Z5htAwbM7GYyiXCJtrlTCUxLu5pS1w\nY4z5hsHC8+DGqNnpo9V1jVNdG9XoQq+/betO2eck3H4hoDdG2O5ck4ZATMfZnp/BD7mebPasCsmS\nhnlsCtd4Smyr1w+NUB46SUBhGFYUA49h2DAcX/KrobMKJQE+Ab0QkM/8/yTpqtVKCU6Z0Oz6YRpb\nz4N7F0td1zgrCQAmHL8LXcf1jNJjG1XOMRShpHFCJoshQ9IQiOk4k+PSpqvyc5QkXqxsDvsemMfv\nf+khI6nw+Bz7jIWeQh4FbsUTs4LghiHuMRxb6qBaLmEqg37PHFMNBwst31Pg7n7SOgke70/ieUSr\nsFuGdQyAv9D7xsiMTG44pYhhKEJJ44JMFkOGpByDLH0zClPl1rTpqnzRFmVeycI8qjGi66kqn/NA\nYRhWEFP1CmqVEo4uxjiGxS62bapmIqAXvRb3FHh3uKRZT5NBD+mltr1h4McudVy0DCufAZ9jsAkl\nDcjnIitp3JDxDCIk5Rh4VpLyCTHUR0ibriozLGUiaZhHZ4zi15PNcf5Ua1UWuBVIASLC2dN1PHd6\nlHzemmEYCeAeg//A8nTYpFpMm2oVLLTc0GOwCSXx0NGpVg+ux8xDSYHHsNw1E/+rRw1JwTGMFTaF\nmWnSLO89eEy59psqt6ZNV7Wt3VCNkV1PNcfVWOBWICXOnZ3A/Mnhm+Tw6RbOnq5nep3piGFI6zHM\nTlRxqtVNFEriRuSFoLCvYVgc16hW0Or10ez0jVJcG0Hfh1avX4SSxgwbRzdNmqWJUTE5RhWW4qqt\nqjh+kkVbNkbmZajmuOoK3Aqkx9xMA4cihoExhvmTrczzkmcnHBxf7oIxhlPNHkqUjHwGgOkJB6ea\nvVB7yY58DgxDQLAbh5Icv9nQctcNi+xU4Oc93eoVoaQx46RhKImAVGmWJs+IaYtNWViqzxjuODBv\nnULKIVu0ZWN4zZFojh974xXSOWRd4FY8MSuMc2cbeGGpE8pDL7RdLHf7mMvYMGzfXEPH9bDUcXGy\n2cXMRBUli+yRKGYDw5CIfA4WdS4FYhpK4uSzn8lk4DHwkFWzMAzjhiifXwQGvRy2CibEtSm5rQpL\n6Xbk3LDIIFq0+ULfiIU5TzZ7Ui9j98456bpQFLitM8zN+n9QnobGb6Ks/9BhBtRiJ+wOlxQzKUJJ\n/FhOuNtwDK1uP+gjYSCjEYSPbOssCqSHKrYehakBkcGEuDYlt3U7bl1W0h0H5B6F6lkWVWerDNG1\nl2wf8WyKArd1iPO2TAAAnjnhN7XjfAM3GFlh+yafszi22MGpVjeVQN/MhIN2zwvTbGXurwgNpwyi\nwYNmSlROVMtwPYZTrZ6Rx1CPGJxNtWzECAuYwdTbNTUgMmTFMQD6jViSrCRAnTJ7612PSb0UM9IJ\nfgAACW5JREFUWce3LKXLVSgMwwrjJds3AQCeeN7XDzx00jcQ58xkSz6fMRUU0y12cGK5l0qgb6bh\nj33qhWXUnZLRQs1BRJisVnA4yMQyraXgJHXX9cKeEMrjI/HbpFxKgWQw3b3OplQPNtlUmHreqpCT\nrh5CaXwUtk81TjRvmbz3//fQ4ZFj06IwDCuM2ckqtm2q4vGjiwCAnx5dwlS9kln3Ng5+vmOLHTy/\n0MaZKbKe+AP91LElbElgYDbXB4bB1GOIGoNpg2tGDcP/3969xlhx1nEc//5YFoEt22WX5dK9sNxb\nLjWrKyBr1MAqFStdqialYrAaeaWRmFarvrCJJaZvtIlRG0JrSErSRrCx1iYmxFp90wYoiAEEKdFC\nKYrKpittuZS/L84ces7umTMz57Lnwv+TbMKZM3Pmfw7PzH/meZ55nkKG/nCFG+ztIE7zVZE3DJG9\nn5I0buercmqaML7gXkn5uszm2y5X3GGJZOjtK95dtR4tmD6FE8Edw/Fzw9w6s7mkD7dB6gTc2CDO\nXHib/168zKzmwhNDeiTYV8//j9YCBvrLHOojbmKY2vTeflqborfJrN4qJDFI+rykI5KuSerLs94d\nko5LOinpwYzlcyS9HCx/WlJpRkSsETlm2Rwlcxj4QkQ9SJekcTvf1XtUnFHDgIR9dthdStgnRVVn\nlVJRicEPntJYOOMm/vbPYa68e40T54ZZNHNKyfcxbpyYPmUiB09fAGBmUXcMqf+md65cK2g8p7Yg\nmbxv/LjYs79ljjQbp/qpNSORFDKKLKnZBO8G/hi2gqQG4KfAp4DFwEZJi4O3HwF+bGbzgQvAVwoJ\nolbFaVgutoNF1PZJGrfzXaBEtccN9naMmiAoU1icYXcpRu4TfU9b8smCClXsHYMfPCWwfE4bFy+/\ny2/+fJbhS1fLkhgA5rY3cfC1oev/LlRmw3jX1MmJt08nk46WSbHvjFqb3ktAcdpH2jLWb5+S/HrD\nzI6ZWdRl2HLgpJmdMrPLwFPAXcFUtauB3cF6O0lNXXvDiNOwXGxPmqjtkzRu5yuGlyLGUQJ4K8/c\nD2Fx5ppXIS3Xif6lUxdC16+q7qp+8JRG//w2xgl+8NxRAFbObSvLfuYFDd0A86cXnnyaJzbSENw6\nd7cmTwzpXitJekZl3jHMjFENljk4X0dL8hhj6gBOZ7w+EyxrA4bM7OqI5TeMOD2Tiu1JE7V9kmeB\n8lVL5TvpxxEWZ747mlwn+nyJrha7q/rBE6Fl8gRWzZvGhbeusHhWM/OKuJrP5yPzpwGpAybJeDa5\ntAVVNe/vakm87eJbmoFkw4qnJxsCmNGcrPpqesi8FgMDAyxdunTUH5D8SxVI0hZJ+yXtP3++sAHl\nqlHUiarYZxjS8jVyJzlZlvqKO46kJ/qw30wUn2RHiqx8lbQXmJnjre+Z2a9LGk3+OLYAWwC6u7vH\nardj5od3L+OxF19l86qekjc8p62+dTrf/8xibu+8uejP2vnl5fz28Bt8qGdq4m0/trCdrQML+NKq\nnkTbPb65jzffuRL793nxgY9z/Nxw6BPee/fuzblc0lDMkF4HujJedwbL/gO0SBofXPikl49iZtuB\n7QB9fX1F9tOpHoO9HXx7z+Hrc3SPtHFFV87lSd27opsnX3pt1PL+ea2JTpYPrF3E1qcP5XwvzsOg\nLZMaGcrRSJ1v246QaTpbJjXmjH3jiq6c3/ULK0t/Poy8YzCzATNbmuMvblKIPHhGLA+LY7uZ9ZlZ\nX3t7YWO4V7Ou1sls27CMhTPK074AqQbo+/rn8MHZrUV/1m2zmrl/7aKCktjExga2DixMPB/Emttm\nsKG3M/b6s9ua+OSSXNc0JbMPWBB0opgA3AM8a2YGvAB8LlhvMzBmF1HV4pHP3n69yjFT/7xWHh4M\nH/cniYcHl7FpZff1q+kGiU0ru9n11Q8n+pzB3g425TjBNo4TD61fErn9Q+uXjOqZFLVt2DSdYduE\nfddS/ZaZZMV2JgYk/QG438z253hvPHACWEPqxL8PuNfMjkj6JbDHzJ6S9Bhw2Mx+FrW/vr4+279/\n1K6cKwlJB4BtwE+AdmAIOGRmayXdAuwws3XBuuuAR4EG4Akz2xYsn0uqPa0VOAhsMrNLo3aWoR7L\ndXo6yrNDqYEhyzXjWKkUE28h24717yPpgJmF9iC9vl4xiUHSBsb44IH6PIBc9Yh78JSal2tXbnHL\ndlGPhJrZM8AzOZafBdZlvH4eeD7HeqdI9VpyzjlXJfzJZ+ecc1k8MTjnnMviicE551wWTwzOOeey\neGJwzjmXpSTPMYw1SeeBf4S8PQ349xiGUyyPt7wKiXe2mY35U5QR5RpujN++UmopVig83lhluyYT\nQz6S9leiD3qhPN7yqrV486m171JL8dZSrFD+eL0qyTnnXBZPDM4557LUY2LYXukAEvJ4y6vW4s2n\n1r5LLcVbS7FCmeOtuzYG55xzxanHOwbnnHNFqJvEIOkOScclnZT0YKXjyUdSl6QXJB2VdETSNyod\nUxySGiQdlPRcpWOJIqlF0m5Jf5V0TFKyAfqriJft8vOyPWIf9VCVJKmB1JwPnyA1Reg+YKOZHa1o\nYCEkzQJmmdkrkqYAB4DBao03TdI3gT6g2czurHQ8+UjaCfzJzHYEk+hMNrO4M7NVDS/bY8PLdrZ6\nuWNYDpw0s1NmdpnUHA93VTimUGb2hpm9Evx7GDhGlc93LakT+DSwo9KxRJF0M/BR4HEAM7tci0kh\n4GW7zLxsj1YviaEDOJ3x+gxVXhjTJPUAvcDLlY0k0qPAt4Dck/hWlznAeeAXQfXADklNlQ6qQF62\ny8/L9gj1khhqkqSbgD3AVjN7s9LxhJF0J/AvMztQ6VhiGg98APi5mfUCF4GqrpuvN162y2ZMyna9\nJIbXga6M153BsqolqZHUgbPLzH5V6Xgi9APrJf2dVFXGaklPVjakvM4AZ8wsfaW6m9TBVIu8bJeX\nl+0c6iUx7AMWSJoTNMbcAzxb4ZhCSRKpOsJjZvajSscTxcy+Y2adZtZD6rf9vZltqnBYoczsHHBa\n0qJg0Rqgqhs/8/CyXUZetnMras7namFmVyV9Dfgd0AA8YWZHKhxWPv3AF4G/SDoULPtuMDe2K42v\nA7uCk+kp4L4Kx1MQL9suh7KX7broruqcc6506qUqyTnnXIl4YnDOOZfFE4Nzzrksnhicc85l8cTg\nnHMuiycG55xzWTwxOOecy+KJwTnnXJb/A0dF2kHFi7/ZAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10e21e290>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Let's try 1 row with 2 columns\n",
"fig, (ax1, ax2) = plt.subplots(1, 2)\n",
"ax1.plot(x, y)\n",
"ax2.scatter(x, y)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If we recall from the constructor above, there are `sharex` and `sharey` kwargs. In the figure above, you can see that the numbers on the y-axis are repeated in both diagrams. This doesn't need to be repeated. We can remove that by setting `sharey = True` in the `subplots` call.\n",
"\n",
"`sharey` tells matplotlib that the both plots in the figure have the same y-aixs. Let's see the result of this."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x10e501b90>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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NYUP9bTl8fB5AeqUPw5axOk7nzPmzYi6P8wfCzD9Vh68XRP46DA2NGbkMLFtv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\n4gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10e2c7fd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Let's do it again and set a title as well\n",
"fig, (ax1, ax2) = plt.subplots(1, 2, sharey=True)\n",
"ax1.plot(x, y)\n",
"ax2.scatter(x, y)\n",
"ax1.set_title('Sharing Y')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"But we can do better, we can do more columns. "
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x11005b890>"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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pdTc5WYwqEn/pSjfjZkZJu3Sjs7A6qfDova7JOQx9czpRCbmsaVucDR1Dz8wlADcC2A3g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\nGrZvfS/wNgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10fcef410>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(2, 2, sharex='col')\n",
"axes[0, 0].plot(x, y) # Plot row 0, col 0\n",
"axes[1, 0].scatter(x, y) # Plot in row 1, col 0"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can even make it bigger by using any of the params that the `Figure` class takes."
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x10fc405d0>"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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VoP6x7mPCsj6M4FPuzGqRyqdc7mQYhkmGirvnOQCHux4f8p7rIIRYEEK0vIef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\n0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ixnAzuBf4ymIT5jZseWOJ4q6aeWUt3+/ryBWragajpeRzT9dIa7f7PIgaWQ5HvyMuBl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\nAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10f9ed790>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(2, 2, sharex='col', figsize=(10, 10))\n",
"axes[0, 0].plot(x, y) # Plot row 0, col 0\n",
"axes[1, 0].scatter(x, y) # Plot in row 1, col 0"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So the `subplots` function provides quite a bit of syntatic sugar doesn't it... Let's take a step back to see how we'd compose the steps previously without using the `subplots` shortcut."
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x1101e54d0>]"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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CUL9rN2pMsxV8V2CsRcYQNXjRDJCCjsflQNCzdbenFhgELp0BQEwODM3KA+JLSaUtXiFm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\nUOUv05FxVR42koIAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x110764a10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# This is how we'd do one row\n",
"fig = plt.figure()\n",
"ax = fig.add_subplot(111) # 111 means plot 1, with 1 row and 1 column\n",
"ax.plot(x, y)\n"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x1105d8fd0>]"
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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KN3HwpspWzpinHest49DpTQMGddEalomex6Sp+3jwDyBikixj4MxTi84xMo/n71Vu2xDx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\nUCEnKuOpUCEnKuOpUCEn/j9jEqW+OBbzYgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x110df09d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"ax = fig.add_subplot(121) # 111 means plot 1, with 2 rows and 1 column\n",
"ax.plot(x, y)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let's try the 1x2 combo...\n",
"\n",
"There's a `add_subplot` function that should take an integer or list of integers that give the subplot number on a grid with `row` rows and `col` columns. I couldn't get this to work for me. I found an example that instead uses `GridSpec` which feels a little more intuitive. Look at the constructor:\n",
"\n",
" class matplotlib.gridspec.GridSpec(nrows, ncols, ...)\n",
"\n",
"It takes a `nrows` and `ncols` so you can easily specify the number of rows and columns you want. Then you can index into the `GridSpec` to tell it which grid you want the spec for."
]
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x114971590>"
]
},
"execution_count": 95,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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OIn26qjn5HNY+ROsYXHUdQ2UDZiUllcKIYvfOuVDWPYpen6WWxdBl4iSNu2cV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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1147d9690>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.gridspec as gridspec\n",
"\n",
"fig = plt.figure()\n",
"gs = gridspec.GridSpec(1, 2) # 1 row and2 columns\n",
"ax1 = fig.add_subplot(gs[0]) # first grid\n",
"ax1.plot(x, y)\n",
"ax2 = fig.add_subplot(gs[1]) # sceond grid\n",
"ax2.scatter(x, y)"
]
},
{
"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": "2.7.13"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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