{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# import\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Figures\n", "A “figure” in matplotlib means the whole window in the user interface. Within this figure there can be “sub-plots”.\n", "A figure is the windows in the GUI that has “Figure #” as title. Figures are numbered starting from1 as opposed\n", "to the normal Python way starting from 0.\n", "\n", "Argument | Default| Description\n", "----|---------|----------------------------\n", "num| 1| number of figure\n", "figsize| figure.figsize |figure size in in inches (width, height)\n", "dpi| figure.dpi| resolution in dots per inch\n", "facecolor| figure.facecolor| color of the drawing background\n", "edgecolor| figure.edgecolor| color of edge around the drawing background\n", "frameon| True| draw figure frame or not\n", "\n", "\n", "#### Subplots\n", "With subplot you can arrange plots in a regular grid. You need to specify the number of rows and columns and\n", "the number of the plot.\n", "\n", "\n", "#### Axes\n", "Axes are very similar to subplots but allow placement of plots at any location in the figure.\n", "So if we want to put a smaller plot inside a bigger one we do so with axes.\n", "\n", "\n", "#### Ticks\n", "Well formatted ticks are an important part of publishing-ready figures. Matplotlib provides a totally configurable\n", "system for ticks. There are tick locators to specify where ticks should appear and tick formatters to\n", "give ticks the appearance you want." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# generating some data points\n", "X = np.linspace(-np.pi, np.pi, 256, endpoint=True)\n", "C, S = np.cos(X), np.sin(X)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQ0AAADICAYAAADyQLS7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nutsAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# creating a figure\n", "fig = plt.figure(figsize=(4,3), dpi=120)\n", "\n", "#plotting\n", "plt.plot(X, C, linestyle='--')\n", "plt.plot(X, S)\n", "\n", "# plotting\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAARkAAADhCAYAAAD8psHXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nZhxmP74fAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# creating a figure\n", "fig = plt.figure(figsize=(4,3), dpi=120)\n", "\n", "#plotting\n", "plt.plot(X, C, linestyle='--')\n", "plt.plot(X, S, linewidth=2)\n", "\n", "# adding labels\n", "plt.xlabel(\"X data\")\n", "plt.ylabel(\"Y data\")\n", "plt.title(\"Plotting\")\n", "\n", "# adding margins, grid and autoscale\n", "plt.margins(0.15)\n", "plt.autoscale(True)\n", "plt.grid(True)\n", "\n", "# plotting\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** Adding one more sub plot **" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtcAAAGJCAYAAABB4h9HAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nU+wAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# creating a figure\n", "fig = plt.figure(figsize=(12,6), dpi=120)\n", "\n", "# adding subplot\n", "plt.subplot(1,2,1) # 1 row, 2 columns, 1st plot\n", "plt.plot(X, C, linestyle='--')\n", "plt.xlabel(\"X data\")\n", "plt.ylabel(\"Y data\")\n", "plt.title(\"Cos Plotting\")\n", "plt.grid(True)\n", "plt.margins(0.15)\n", "plt.legend([\"Cos\"], loc=\"upper left\")\n", "\n", "\n", "plt.subplot(1,2,2) # 1 row, 2 columns, 2nd plot\n", "plt.plot(X, S, linewidth=2)\n", "plt.xlabel(\"X data\")\n", "plt.ylabel(\"Y data\")\n", "plt.title(\"Sin Plotting\")\n", "plt.legend([\"Sin\"], loc=\"upper left\")\n", "plt.margins(0.15)\n", "plt.autoscale(True)\n", "plt.grid(True)\n", "\n", "# plotting\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** another way to add subplots **" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsgAAAGJCAYAAACXR8UiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# creating a figure\n", "fig = plt.figure(figsize=(12,6), dpi=120)\n", "\n", "# adding subplot\n", "ax1 = fig.add_subplot(1,2,1) # 1 row, 2 columns, 1st plot\n", "ax1.plot(X, C, linestyle='--')\n", "ax1.grid(True)\n", "ax1.margins(0.15)\n", "\n", "ax2 = fig.add_subplot(1,2,2) # 1 row, 2 columns, 2nd plot\n", "ax2.plot(X, S, linewidth=2)\n", "ax2.margins(0.2)\n", "ax2.autoscale(True)\n", "ax2.grid(True)\n", "\n", "# plotting\n", "plt.xlabel(\"X data\")\n", "plt.ylabel(\"Y data\")\n", "plt.title(\"Sin Plotting\")\n", "plt.legend([\"Sin\"], loc=\"upper left\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** One more way to add subplots **" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAAD7CAYAAACPDORaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# creating a figure\n", "plt.figure(figsize=(12,6), dpi=120)\n", "f, (ax1, ax2) = plt.subplots(nrows=1, ncols=2, sharex=True, sharey=True)\n", "\n", "ax1.plot(X,S, color='green', linestyle='--', linewidth='2')\n", "ax1.grid(True)\n", "ax1.margins(0.2)\n", "\n", "ax2.plot(X,C, color='blue', linestyle='-', linewidth='2')\n", "ax2.grid(True)\n", "ax2.margins(0.2)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAAD7CAYAAACPDORaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n8oqiKGHM/wNOaVfZoNWBZgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# creating a figure\n", "plt.figure(figsize=(12,6), dpi=120)\n", "f, (ax1, ax2) = plt.subplots(nrows=1, ncols=2, sharex=True, sharey=True)\n", "\n", "ax1.plot(X,S, color='green', linestyle='--', linewidth='2', label=\"Sin wave\")\n", "ax1.grid(True)\n", "ax1.margins(0.2)\n", "\n", "ax2.plot(X,C, color='blue', linestyle='-', linewidth='2', label=\"Cos wave\")\n", "ax2.grid(True)\n", "ax2.margins(0.2)\n", "\n", "ax1.legend()\n", "ax2.legend()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYgAAAEZCAYAAACNebLAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nGLxiAoTBYDAYvPL/K0JN4RB0pj0AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# creating a figure\n", "plt.figure(figsize=(12,6), dpi=120)\n", "f, (ax1, ax2) = plt.subplots(nrows=1, ncols=2, sharex=True, sharey=True)\n", "\n", "ax1.plot(X,S, color='green', linestyle='--', linewidth='2', label=\"Sin wave\")\n", "ax1.grid(True)\n", "ax1.margins(0.2)\n", "\n", "ax2.plot(X,C, color='blue', linestyle='-', linewidth='2', label=\"Cos wave\")\n", "ax2.grid(True)\n", "ax2.margins(0.2)\n", "\n", "ax1.legend()\n", "ax1.set_xlabel(\"X data\")\n", "ax1.set_ylabel(\"Sin data\")\n", "ax1.set_title(\"Sin Chart\")\n", "\n", "ax2.legend()\n", "ax2.set_xlabel(\"X data\")\n", "ax2.set_ylabel(\"Sin data\")\n", "ax2.set_title(\"Cos Chart\")" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "** Adding some samples plots **" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAAEACAYAAABWLgY0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(16,12))\n", "plt.subplots(nrows=3, ncols=4)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAegAAAFwCAYAAABzZegiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3XuUleWZ5v/vVdCk6QbpRdNBBdGOogY0KrYETEaLYMsh\nGg9tlmKrLaMjo0C7MtOtOXRGknEm6cn0+tkRopIQE13TXWbUGBBQugMlKxGPYFQCWkYDgkJMCLZ2\ncEC4f3+8u3RT1mFX1d7vYe/rs1Ytau/98O6rqni56z0896OIwMzMzPKlKesAZmZm9kEu0GZmZjnk\nAm1mZpZDLtBmZmY55AJtZmaWQy7QZmZmOVRxgZbUJGm9pKVdvP5NSW2SnpF0cvUimlm1SFoiaaek\nZ7sZ433ZLAd6cwR9PfDzzl6QNAM4OiLGAnOA26uQzcyq705gWlcvel82y4+KCrSk0cBM4DtdDDkP\nuAsgIh4HhkkaWZWEZlY1EfET4LfdDPG+bJYTlR5B/3/A3wJdtR0bBbxa9nh76TkzKxbvy2Y50WOB\nlvRpYGdEPAOo9GFmZmY1NLCCMZ8APiNpJjAYGCrproi4omzMduCIssejS88dRJIbf5tVKCKy+GW4\non0ZvD+b9UZf9ucej6Aj4osRMSYiPgJcAqzuUJwBlgJXAEiaBOyOiJ1dbK8uPm666abMM/T34957\ng8MOC0aMuIkDB7LP45/J+x811t2ZsIr3Zcj3/lyEfw95z5j3fEXJ2Fd9ngctaY6ka0o76QrgFUkv\nAXcA1/U5kaVm6VL44hdBgjVrsk5jaZD0T8CjwLGStkqa7X3ZLJ8qOcX9noh4BHik9PkdHV6bV8Vc\nVmP798OKFfDVr8JDD8Gtt8KnPpV1Kqu1iLi0gjHel81ywJ3E+qi5uTnrCP2ybh2MGgVHHglz5zaz\ndi1s2ZJ1qv4p+s/EqqsI/x7ynjHv+aAYGftK/Tk/3us3kyLN97Ou3XgjDBoE//2/J48/9zn40Ifg\n61/PNpclJBHZ3CRWMe/PZpXp6/7sAt2gPvpRuOsuOO205PFLL8HppydH0YMHZ5vNXKDN6klf92ef\n4m5AbW2wezeceur7zx1zTFKsW1qyy2VmZu9zgW5Ay5bBuedCU4ef/rx5yc1iPigyM8ueC3QDWroU\nPvOZDz4/bRq89RY8+mj6mczM7GAu0A1m1y5Yvx6mTv3ga01NMHcuLFyYfi4zMzuYC3SDWbkSpkzp\n+kaw2bPh4YfhtdfSzWVmZgdzgW4w7defuzJsGFxyCSxenF4mMzP7IE+zaiB798LIkbBpExx6aNfj\nNm6Es85KplwNGpRePnufp1mZ1Q9Ps7IerV0Lxx3XfXEGGD8exo2De+9NJ5eZmX2QC3QD6en0drl5\n83yzWD2SNF3SZkkvSrqxk9cPkbRU0jOSnpN0ZQYxzQyf4m4YEfCRjyRTrE48sefx774LRx8N999/\ncEMTS0ctTnFLagJeBKYCrwFPApdExOayMV8ADomIL0gaAbwAjIyIdzvZnvdnswr4FLd1a+PGpEif\ncEJl4wcOhOuu81F0nZkItEXElojYB7QA53UYE8DQ0udDgd90VpzNrPZcoBtEe3MS9eJ3uKuuggce\ngDfeqF0uS9Uo4NWyx9tKz5VbCIyT9BrwM+D6lLKZWQcu0A2iN9ef240YARdcAN/5Tm0yWS5NAzZE\nxOHAKcAiSUMyzmTWkAZmHcBqb8eOZGrVmWf2/u/Omwfnnw9/+7fJaW8rtO3AmLLHo0vPlZsNfA0g\nIn4h6RXgeOCpzja4YMGC9z5vbm6u67V5zSrV2tpKa2trv7fjm8QawJIlsGoV3HNP3/7+Jz4B//W/\nwoUXVjeXda1GN4kNILnpayrwOvAEMCsiNpWNWQT8KiK+ImkkSWE+KSJ2dbI9789mFfBNYtalvpze\nLjd/vm8WqwcRsR+YB6wCNgItEbFJ0hxJ15SG3QycLulZ4F+AGzorzmZWez6CrnN79iTdw375Sxg+\nvG/b2LsXjjoqOQqv9C5w6x93EjOrHz6Ctk6tXg2nnNL34gxJu885c3wUbWaWJhfoOtfV2s+9NWdO\ncg179+7+b8vMzHrmAl3HDhyABx/s3/XndoceCjNmwJ139n9bZmbWMxfoOrZ+PQwdCsceW53tzZ8P\nixYlhd/MzGrLBbqOVev0drtJk5L1oh96qHrbNDOzzrlA17H+Tq/qSEqOom+9tXrbNDOzznmaVZ3a\nuhUmTEi6iFWzA9g778CYMfDTn8LYsdXbrh3M06zM6oenWdlBHnwQZs6sfnvO3//9ZBGNRYuqu10z\nMzuYC3Sdqvb153LXXgt33w1vv12b7ZuZmQt0XXrrLXj0UZg2rTbbHzMmWXjj7rtrs30zM3OBrkur\nVsHkyckUq1pp78/tS5BmZrXhAl2Hanl6u11zc3JX95o1tX0fqy5J0yVtlvSipBu7GNMsaYOk5yX5\nJ2yWEd/FXWf270+6fj31FBx5ZG3f6/bb4eGH4Yc/rO37NKIaLTfZBLxIstzka8CTwCURsblszDDg\nUeDsiNguaURE/LqL7Xl/NquA7+I2ANatg1Gjal+cAS67DNauhS1bav9eVhUTgbaI2BIR+4AW4LwO\nYy4F7ouI7QBdFWczqz0X6DpT7eYk3RkyBK64Am67LZ33s34bBbxa9nhb6blyxwLDJa2R9KSky1NL\nZ2YHqfIsWcva0qVw113pvd/cuXD66XDTTTB4cHrvazUzEJgAfAr4Q2CdpHUR8VJngxcsWPDe583N\nzTQ3N6cQ0SzfWltbaW1t7fd2fA26jrS1JdOftm2DphTPjXz603DRRTB7dnrvWe9qdA16ErAgIqaX\nHn8eiIj4+7IxNwK/HxFfKT3+DrAyIu7rZHven80q4GvQxrJlcM456RZngHnzkv7c/r86954EjpF0\npKRBwCXA0g5jfgR8UtIASX8AfBzYlHJOM8MFuq6kMb2qM9OmJc1R1q1L/72tchGxH5gHrAI2Ai0R\nsUnSHEnXlMZsBh4GngUeAxZHxM+zymzWyHo8xS3pQ8BaYBDJ9al7209/lY05k+Q375dLT90fETd3\nsi2fEquRXbvgqKNg585srgXfcgs8/jj88z+n/971yItlmNWPvu7PPd4kFhH/T9KUiPidpAHATyWt\njIgnOgxdGxEZHL8ZwMqVMGVKdjdqzZ4NX/0qvPYaHH54NhnMzOpJRae4I+J3pU8/RFLUO/u1Ode/\n7de7NKdXdWbYMLjkEli8OLsMZmb1pKICLalJ0gZgB/AvEfFkJ8MmS3pG0nJJ46qa0rq1d2/S0euc\nc7LNMXcu3HFHksfMzPqn0iPoAxFxCjAa+HgnBfhpYExEnAwsBB6obkzrztq1cNxxSYvPLI0fD+PG\nwb33ZpvDzKwe9KpRSUT8W6l5/nTg52XPv132+UpJ35I0PCJ2ddyGGxtUX9ant8vNmwff+AZcemnW\nSYqlWo0NzKx+VHIX9whgX0S8KWkwyRSMr0fEirIxIyNiZ+nzicAPIuKoTrbluz6rLAI+8pFkitWJ\nJ2adBt59F44+Gu6/H049Nes0xeW7uM3qRy0blRwGrJH0DPA48HBErCifOwlcVFqabgNwC3Bxb4NY\n32zcmBTpE07IOkli4EC47rpkrWgzM+s7t/osuP/5P2HHDvjmN7NO8r5f/xrGjoUXX4Q/+ZOs0xST\nj6DN6odbfTaoPF1/bjdiBFxwAXznO1knMTMrLh9BF9iOHXD88fCrX8GgQVmnOdj69XD++fDyy8lp\nb+sdH0Gb1Q8fQTeg5cuTPth5K84AEybAEUckN69ZfkiaLmmzpBdLK1d1Ne40SfskXZhmPjN7nwt0\ngeXx9Ha5+fN9s1ieSGoi6VMwDRgPzJJ0fBfjvk4yY8PMMuICXVB79sDq1TBzZtZJunbhhbB5Mzz/\nfNZJrGQi0BYRWyJiH9ACnNfJuPnAvcCv0gxnZgdzgS6o1avhlFNg+PCsk3Rt0CCYM8dH0TkyCni1\n7PG20nPvkXQ4cH5E3Ib765tlygW6oLJa+7m3rrkG7rkHdu/OOolV6Bag/Nq0i7RZRnx/bQEdOJBc\nf37kkayT9Oyww2DGDLjzTvjc57JO0/C2A2PKHo8uPVfuz4AWSQJGADMk7YuITm/3c+tesw+qVute\nT7MqoKeegssuS67vFsG6dXD55Unjkiafs6lILaZZldZzfwGYCrwOPAHMiohNXYy/E1gWEfd38br3\nZ7MKeJpVAynK6e12kyYl60U/9FDWSRpbROwH5gGrgI1AS0Rs6tC296C/kmpAMzuIj6AL6JRTktae\n/+E/ZJ2kct/7XnIteuXKrJMUgxuVmNWPvu7PLtAFs3Vr0gRkx45ideh65x0YMwZ++tOkT7d1zwXa\nrH74FHeDePDBZO5zkYozwO//Plx1FSxalHUSM7NicIEumKJdfy537bVw993w9ttZJzEzyz8X6AJ5\n6y149NGk/3YRjRkDZ56ZFGkzM+ueC3SBrFoFkyfD0KFZJ+m79v7cvnRpZtY9F+gCKfLp7XbNzSDB\nmjVZJzEzyzcX6ILYvx9WrIBzzsk6Sf9IMG8e3Hpr1knMzPLNBbog1q2DUaPgyCOzTtJ/l10Ga9fC\nli1ZJzEzyy8X6ILI+9rPvTFkCFxxBdx2W9ZJzMzyy41KCuKjH4W77oLTTss6SXW89BKcfnpyFD14\ncNZp8seNSszqhxuV1LG2NnjzTTj11KyTVM8xxyS/bLS0ZJ3EzCyfXKALYNmy5OawelsJqv1mMR+E\npUfSdEmbJb0o6cZOXr9U0s9KHz+RdGIWOc3MBboQ6mF6VWemTUuar6xbl3WSxiCpCVgITAPGA7Mk\nHd9h2MvAGRFxEnAz8O10U5pZOxfonNu1C9avh6lTs05SfU1NMHeup1ylaCLQFhFbImIf0AKcVz4g\nIh6LiDdLDx8DRqWc0cxKXKBzbuVKmDKlfm+kmj0bHn4YXnst6yQNYRTwatnjbXRfgK8GvECoWUZc\noHNu2bL6PL3dbtgwuOQSWLw46yRWTtIUYDbwgevUZpaOgi1a2Fj27k2OLm+5JesktTV3Lpx1Fnzx\nizBoUNZp6tp2YEzZ49Gl5w4i6WPAYmB6RPy2uw0uWLDgvc+bm5tpbm6uRk6zQmttbaW1tbXf2/E8\n6Bz713+Fv/s7eOyxrJPU3tSpcPXVMGtW1knyoRbzoCUNAF4ApgKvA08AsyJiU9mYMcCPgcsjott/\ned6fzSrjedB1qJ66h/XE/blrLyL2A/OAVcBGoCUiNkmaI+ma0rAvA8OBb0naIOmJjOKaNTwfQedU\nBHzkI8kUqxMbYCbqu+/C0UfD/ffXV0OWvnInMbP64SPoOrNxY1KkTzgh6yTpGDgQrrsuWSvazMxc\noHOrvTmJcn0MVV1XXQUPPABvvJF1EjOz7LlA51S9dg/rzogRcMEFsGRJ1knMzLLna9A5tGNHsnrV\nzp2NN+1o/Xo4/3x4+eXktHej8jVos/rha9B1ZPlyOPvsxivOABMmwBFHJGcQzMwamQt0DjXS9KrO\nzJ/vm8XMzHyKO2f27IGRI+GXv4Thw7NOk429e+Goo2DVqsa5i70jn+I2qx8+xV0nVq+GU05p3OIM\nyan9OXN8FG1mja3HAi3pQ5IeL3UVek7STV2M+6akNknPSDq5+lEbQyPevd2Za66Be+6B3buzTmJm\nlo0eC3RE/D9gSkScApwMzJA0sXyMpBnA0RExFpgD3F6LsPXuwIH6X72qUocdBjNmwJ13Zp3EzCwb\nFZ3ijojflT79EMkKWB0vPJ0H3FUa+zgwTNLIaoVsFOvXwyGHwNixWSfJh/nzYdGi5BcXM7NGU1GB\nltQkaQOwA/iXiHiyw5COC8Fvp/uF4K0TPr19sEmTkvWiH3oo6yT1Q9J0SZslvSip07We6+VyVTWW\n+6u1vGfMez4oRsa+qvQI+kDpFPdo4OOSxtU2VmNq9OlVHUnJUbRXuaoOSU3AQmAaMB6YJen4DmPq\n5nJVEf7jznvGvOeDYmTsq171aoqIf5O0BpgO/Lzspe3AEWWPO10IHrzAe1e2boVXX4XJk7NOki8X\nXww33ABtbfV96r9aC7z3YCLQFhFbACS1kFye2lw25qDLVZKGSRoZETtrHc7MDtZjgZY0AtgXEW9K\nGgz8OfD1DsOWAnOBeyRNAnZ3tUOXF2h734MPwqc/3djtLTszeHCyiMaiRXDLLVmnqZ2Ov6x+5Stf\nqcXbdLwUtY2kaHc3pv1ylQu0Wcp6bFQi6UTg+ySnw5uAeyLif0iaA0RELC6NW0hyZP3vwOyIWN/J\nttzYoAvTp8PVV8NFF2WdJH+2bk3mhm/ZAkOGZJ0mHbVoVCLpL4BpEXFN6fFlwMSI+OuyMcuAr0XE\no6XH/wrc0NX+XM18ZvWsL/tzj8drEfEcMKGT5+/o8Hheb9/cEm+9BY8+Cv/3/2adJJ/GjIEzz4S7\n74Zrr806TaFtB8aUPe7sUlTFl6vy3unMrOjcSSwHVq1Krj0PHZp1kvxq78/tEzD98iRwjKQjJQ0C\nLiG5PFVuKXAFQE+Xq8ystlygc8DTq3rW3Jzc1b1mTdZJiisi9gPzgFXARqAlIjZJmiPpmtKYFcAr\nkl4C7gCuyyywWYPzYhkZ278fDj0UnnoKjjwy6zT5dvvt8PDD8MMfZp2k9oqwWIaZ1ZaPoDO2bh2M\nGuXiXInLLoO1a5ObxSwdRWhs0lNGSZdK+lnp4yelG19zk69s3GmS9km6MM18pfeu5OfcXFqT4fnS\ndNtcZZR0iKSlpX+Hz0m6MuV8SyTtlPRsN2N6ta+4QGfMvbcrN2QIXHEF3HZb1kkaQxEam1SSEXgZ\nOCMiTgJuBr6ds3zt474OPJxWtg7v3dPPeRiwCDgnIk4APpu3jCRTfTdGxMnAFOAfJKU5cfXOUr5O\n9WVfcYHO2NKl7h7WG3Pnwne/m6ybbTX3XmOTiNgHtDc2KZd1H/4eM0bEYxHxZunhY6TbhriS7yHA\nfOBe4FcpZmtXScZLgfsiYjtARPw6hxkDaL/Vdijwm4h4N62AEfET4LfdDOn1vuICnaG2NnjzTTj1\n1KyTFMcxx8Bpp0FLS9ZJGkJnjU06Fres+/BXkrHc1cDKmiY6WI/5JB0OnB8RtwFZ3HdQyffwWGC4\npDWSnpR0eWrpEpVkXAiMk/Qa8DPg+pSyVarX+4oLdIaWLYNzzoEm/xR6Zd68pD+37ze03pA0BZgN\ndHkdOCO3cHCmPN4cOJCkH8YMkoZUX5Z0TLaRPmAasCEiDgdOARZJKnRrI5eGDHl6Vd9Mm5Y0d1m3\nLuskda+qjU1qpJKMSPoYsBj4TER0dxqy2irJ92dAi6RXgItICkua/zNUknEb8HBEvBMRvwHWAiel\nlA8qyzgbuB8gIn4BvAJ84Hp/hnq9r7hAZ2TXrmT956lTs05SPE1NybVor3JVc0VobNJjRkljgPuA\ny0v/caepx3wR8ZHSx5+SXIe+LiI6fp8zzQj8CPikpAGS/gD4OLApZxm3AGcBlK7tHktyg2CaRNdn\nQHq9r3hphoysXAlTpiSLQVjvzZ4NX/0qvPYaHH541mnqU0Tsl9Te2KQJWNLe2IRSH/6IWCFpZqmx\nyb+THMXkKiPwZWA48C1JIln8p+MiIVnmO+ivpJGrtxkjYrOkh4Fngf3A4oj4eTebTT0jyR363yub\n5nRDROxKK6OkfwKagT+WtBW4CRhEP/YVNyrJyMUXw9lnJys1Wd9cdx18+MNQjwukuVGJmblAZ2Dv\nXhg5EjZtSrqIWd9s3AhnnZU0Lhk0KOs01eUCbWa+Bp2BtWvhuONcnPtr/HgYNw7uuy/rJMVRi25H\nZlYbLtAZWLbMzUmqpX3KlVWs6t2OzKw2XKBTFuHpVdV07rmwfTs8/XTWSYqhFt2OzKw2XKBTtnFj\nUqRPOCHrJPVh4MDkZrGFC7NOUjey7gxmZiUu0ClrP3qWb/+pmquuggcegDfeyDqJmVn1eB50ypYu\nhZtvzjpFfRkxAi64AJYsgc9/Pus0hVdxtyNJnpJhVqG+zMrwEXSKduyAF16AM87IOkn9mTcPvvUt\neDe1tWsKrWrdjiIitx833XRT5hmKnjHv+YqSsa9coFO0fHnSnKTe5uzmwYQJcMQRyRkK61qp29Gj\nwLGStkqaLWmOpGsAImIF8Eqp29EdwHUZxjVraD7FnaJly+Cii7JOUb/mz09uFrvwwqyT5FdEXFrB\nmHlpZDGz7vkIOiV79sDq1TBzZtZJ6teFF8LmzfD881knsTxobm7OOkKP8p4x7/mgGBn7yq0+U7J8\nOXzjG9DamnWS+vaVryTX+m+7Lesk/VOEVp+NvD+b9UZf92cfQadk6VJ3D0vDNddASwvs3p11EjOz\n/nGBTsGBA8n1Z3cPq73DDoMZM+DOO7NOYmbWPy7QKVi/Hg45BMaOzTpJY5g/HxYtSn4xMjMrKhfo\nFLj3dromTYJhw+Chh7JOYmbWdy7QKfDqVemS3p9yZWZWVL6Lu8a2bk2aaOzYkSzsYOnYsweOPBJ+\n+tNiXlrwXdxm9cN3cefUgw/Cpz/t4py2wYOTRTQWLco6iZlZ37hA15inV2Xn2mvh7rvh7bezTmJm\n1nsu0DX01lvw6KMwbVrWSRrTmDFw5plJkTYzKxoX6BpatQomT4ahQ7NO0rjabxbzpdKEpOmSNkt6\nUdKNnbx+iKSlkp6R9JykKzOIaWa4QNeUp1dlr7k5uat7zZqsk2RPUhOwEJgGjAdmSTq+w7C5wMaI\nOBmYAvyDJN9BYZYBF+ga2b8fVqyAc87JOkljk5K1om+9NeskuTARaIuILRGxD2gBzuswJoD2cz5D\ngd9EhFfZNsuAC3SNrFsHo0YlU30sW5ddBmvXwpYtWSfJ3Cjg1bLH20rPlVsIjJP0GvAz4PqUsplZ\nBy7QNeLT2/kxZAhccUXxV7hKyTRgQ0QcDpwCLJI0JONMZg3J15ZqZNkyuOuurFNYu7lzkxv2brop\nmSPdoLYDY8oejy49V2428DWAiPiFpFeA44GnOtvgggUL3vu8ubm5rtfmNatUa2srrVVYW7jHTmKS\nRgN3ASOBA8C3I+KbHcacCfwIeLn01P0RcXMn22qIzkNtbcn0nm3boMnnKHJj5kz47Gdh9uysk/Ss\nFp3EJA0AXgCmAq8DTwCzImJT2ZhFwK8i4iuSRpIU5pMiYlcn22uI/dmsv/q6P1dyBP0u8F8i4pnS\nqa6nJa2KiM0dxq2NCJ/UJTl6PuccF+e8mT8fvvQluPLK5OaxRhMR+yXNA1aRXN5aEhGbJM1JXo7F\nwM3A9yQ9W/prN3RWnM2s9nrdi1vSA8CtEfHjsufOBP4mIrrtmdUov3E3N8Pf/I3v4M6bAwfguOPg\n+9+H00/POk333IvbrH6k0otb0lHAycDjnbw8udTcYLmkcb0NUi927YING2Dq1KyTWEdNTcm1aE+5\nMrMiqPgmsdLp7XuB6yOiY3fjp4ExEfE7STOAB4BjO9tOvd9UsnJlcgTdwDci5drs2fDVr8Jrr8Hh\nh2ed5n3VuqnEzOpHRae4S52EHgRWRsQ/VjD+FeDUjteuGuGU2MUXw9lnJyspWT5ddx18+MNQ9rti\n7vgUt1n96Ov+XGmBvgv4dUT8ly5eHxkRO0ufTwR+EBFHdTKurnfovXth5EjYtAkOPTTrNNaVjRvh\nrLOSxiWDBmWdpnMu0Gb1o2Z3cUv6BPCXwHOSNpC0AvwicCTv3/l5kaRrgX3AHuDi3gapB2vXJjch\nuTjn2/jxMG4c3HcfzJqVdRozs871+i7ufr1Znf/Gff31yanTL30p6yTWkx/+EL7xjWQ50DzyEbRZ\n/UjlLm7rWoTbexbJuefC9u3w9NNZJzEz65wLdJVs3Jj8ecIJ2eawygwcmNwstnBh1knMzDrnAl0l\nS5cmR2WN2KGqqK66Ch54AN54I+skZmYf5AJdJT69XTwjRsAFF8CSJVknMTP7IN8kVgU7dsBHPwo7\nd+Z32o51bv16OP98ePnl5LR3XvgmMbP64ZvEMrR8edKcxMW5eCZMgCOOSM6ANAJJ0yVtlvSipBu7\nGNMsaYOk5yWtSTujmSVcoKtg2bLk+rMV0/z5jXGzmKQmYCEwDRgPzJJ0fIcxw4BFwDkRcQLw2dSD\nmhngAt1ve/bA6tXJWsNWTBdeCJs3w/PPZ52k5iYCbRGxJSL2AS3AeR3GXArcFxHbASLi1ylnNLMS\nF+h+Wr06OU06fHjWSayvBg2COXNg0aKsk9TcKODVssfbSs+VOxYYLmmNpCclXZ5aOjM7iAt0P7VP\nr7Jiu+YaaGmB3buzTpK5gcAEYAYwHfiypGOyjWTWmHJ032rxHDiQXH9+5JGsk1h/HXYYzJgBd94J\nn/tc1mlqZjswpuzx6NJz5baRLIzzDvCOpLXAScBLnW2w3pePNeuLai0f62lW/fDUU3DZZcn1Syu+\ndevg8svhxRehKeNzS7WYZiVpAPACMBV4HXgCmBURm8rGHA/cSnL0/CHgceDiiPh5J9urq/3ZrFY8\nzSoDbk5SXyZNgmHD4KGHsk5SGxGxH5gHrAI2Ai0RsUnSHEnXlMZsBh4GngUeAxZ3VpzNrPZ8BN0P\np5wCt94Kn/xk1kmsWr73PfjBD2DFimxzuFGJWf3o6/7sAt1HW7fCqacmXcQGDMg6jVXLnj1w5JHw\n05/C2LHZ5XCBNqsfPsWdsgcfTOY+uzjXl8GDk0U0GmDKlZnlnAt0H3l6Vf269lq4+254++2sk5hZ\nI3OB7oO33oJHH4Vp07JOYrUwZgyceWZSpM3MsuIC3QerVsHkyTB0aNZJrFba+3P7EquZZcUFug88\nvar+NTeDBGu8lpOZZcQFupf270+m4Pj6c32TYN68ZBqdmVkWXKB7ad06GDUquU5p9e2yy2DtWtiy\nJeskZtaIXKB7yae3G8eQIXDFFXDbbVknMbNG5EYlvfTRj8Jdd8Fpp2WdxNLw0kvJDYFbtyZzpNPi\nRiVm9cONSlLQ1gZvvpl0ELPGcMwxyS9jLS1ZJ6kOSdMlbZb0oqQbuxl3mqR9ki5MM5+Zvc8FuheW\nLYNzzsl+pSNL1/z5yc1iRT9YlNQELASmAeOBWaXVqzob93WSRTPMLCMuNb3g68+Nadq0pDnNunVZ\nJ+m3iUCCtrRZAAAc8ElEQVRbRGyJiH1AC3BeJ+PmA/cCv0oznJkdzAW6Qrt2wYYNMHVq1kksbU1N\nMHduXUy5GgW8WvZ4W+m590g6HDg/Im4Dcn0N3KzeuUBXaOXKpHlFmjcKWX5ceWWyTvTrr2edpOZu\nAcqvTbtIm2VkYNYBisKntxvbH/0RXHIJ3HEHLFiQdZo+2w6Uz+AfXXqu3J8BLZIEjABmSNoXEUs7\n2+CCsm9Gc3Mzzc3N1cxrVkitra20trb2ezueZlWBvXth5EjYtAkOPTTrNJaVjRvhrLOSxiWDBtX2\nvWoxzUrSAOAFYCrwOvAEMCsiNnUx/k5gWUTc38XrhdyfzdLmaVY1tHYtHHeci3OjGz8exo2D++7L\nOknfRMR+YB6wCtgItETEJklzJF3T2V9JNaCZHcRH0BW4/nr48IfhS1/KOoll7Yc/hG98I1lutJbc\nqMSsfvgIukYifP3Z3nfuubB9Ozz9dNZJzKzeuUD3YOPG5M8TTsg2h+XDwIFw7bXJWtFmZrXkAt2D\npUuToybl+mSjpenqq+GBB+CNN7JOYmb1zAW6Bz69bR2NGAEXXABLlmSdxMzqmW8S68aOHcnqVTt3\n1n5ajRXL+vVw/vnw8svJae9q801iZvXDN4nVwPLlcPbZLs72QRMmwBFHJGdYzMxqoccCLWm0pNWS\nNkp6TtJfdzHum5LaJD0j6eTqR03fsmU+vW1dmz/fN4uZWe30eIpb0qHAoRHxjKQhwNPAeRGxuWzM\nDGBeRHxa0seBf4yISZ1sqzCnxPbsSbqH/fKXMHx41mksj/buhaOOglWrqn+Xv09xm9WPmp3ijogd\nEfFM6fO3gU10WAGHZMm6u0pjHgeGSRrZ2zB5snp1chrTxdm6MmgQzJkDixZlncTM6lGvrkFLOgo4\nGXi8w0sdl7HbzgeLeKG0T68y684110BLC+zenXUSM6s3Fd9/Wjq9fS9wfelIuk+KsPrNgQPJ9edH\nHsk6ieXdYYfBjBlw553wuc/1fTvVWv3GzOpHRdOsJA0EHgRWRsQ/dvL67cCaiLin9HgzcGZE7Oww\nrhDXrJ56Ci67DDZv7nms2bp1cPnl8OKL0FSleRG1ugYtaTrJms9NwJKI+PsOr1/K++tBvwVcGxHP\ndbGtQuzPZlmr9TSr7wI/76w4lywFrigFmQTs7lici8TNSaw3Jk2CYcPgoYeyTtI9SU3AQmAaMB6Y\nJen4DsNeBs6IiJOAm4Fvp5vSzNpVMs3qE8BfAp+StEHSeknTy5eoi4gVwCuSXgLuAK6raeoa8/Qq\n6w2pMFOuJgJtEbElIvYBLSQ3eL4nIh6LiDdLDx+j4PeSmBVZj9egI+KnwIAKxs2rSqKMbd0K27bB\n5MlZJ7EiufhiuOEGaGuDsWOzTtOljjdzbiMp2l25GlhZ00Rm1iV3Eutg2TKYORMG9Pgridn7Bg+G\nq66qnylXkqYAs3n/erSZpawGXYSLbdmyZLUis9669lo45RS4+WYYMiTrNJ3aDowpezy69NxBJH0M\nWAxMj4jfdrfBIszKMEtbtWZleLGMMm+9BaNGwfbtMHRo1mmsiC68EP78z5Ni3R+1uItb0gDgBWAq\n8DrwBDArIjaVjRkD/Bi4PCIe62F7ud6fzfLCi2VUwapVybVnF2frq/abxfJYtyJiPzAPWAVsBFoi\nYlP5DZ/Al4HhwLdKN4U+kVFcs4bnI+gyf/VXMHEizJ2bdRIrqgg48UT45jfhU5/q+3bci9usfvgI\nup/274cVK9ze0/pHgnnz4NZbs05iZkXnAl2ybl1y/XnMmJ7HmnXnsstg7VrYsiXrJGZWZC7QJe4e\nZtUyZAhccQXcdlvWScysyHwNuuSjH4W77oLTTss6idWDl15KbjjcujWZI91bvgZtVj98Dbof2trg\nzTfh1FOzTmL14phjkl/2WlqyTmJmReUCTdKc5Nxzq7cSkRkkU65uvTWfU67MLP9ckkiuP/vubau2\nadOS5jfr1mWdxMyKqOEL9K5dsGEDTJ2adRKrN01NyZx6T7kys75o+AK9ciU0N/ftRh6znlx5ZbJO\n9OuvZ53EzIqm4Qu0p1dZLf3RH8Ell8Add2SdxMyKpqGnWe3dCyNHwqZNcOihWaexerVxI5x1VtK4\nZNCgyv6Op1mZ1Q9Ps+qDtWvhuONcnK22xo+HcePgvvuyTgKSpkvaLOlFSZ2u9Szpm5LaJD0j6eS0\nM5pZoqEL9LJlPr1t6chDf25JTcBCYBowHpgl6fgOY2YAR0fEWGAOcHvqQaukGuvx1lreM+Y9HxQj\nY181bIGO8PQqS8+55ybrjD/9dKYxJgJtEbElIvYBLcB5HcacB9wFEBGPA8MkjUw3ZnUU4T/uvGfM\nez4oRsa+atgCvXFj8ucJJ2SbwxrDwIFw7bXJWtEZGgW8WvZ4W+m57sZs72SMmaWgYQt0+9Gzcn0b\njtWTq6+GBx6AN97IOomZFUHD3sU9aRLcfHNyd61ZWv7jf4Rjj4XPf777cbW4i1vSJGBBREwvPf48\nEBHx92VjbgfWRMQ9pcebgTMjYmcn28vHzmxWAH3ZnxuyQO/YkaxetXNn5dNezKph/Xo4/3x4+eXk\ntHdXalSgBwAvAFOB14EngFkRsalszExgbkR8ulTQb4mISdXMYWaVachT3MuXw9lnuzhb+iZMgCOO\nSGYQpC0i9gPzgFXARqAlIjZJmiPpmtKYFcArkl4C7gCuSz+pmUGDHkGffz589rPwl3+ZdRJrRP/8\nz/Dtb8Pq1V2PKUKjEjOrrYY7gt6zJ/mPccaMrJNYo/qLv4DNm+H557NO0rMiNDbpKaOkSyX9rPTx\nE0kn5ilf2bjTJO2TdGGa+UrvXcnPuVnSBknPS1qTt4ySDpG0tPTv8DlJV6acb4mknZKe7WZM7/aV\niEjtI3m7bC1bFnHmmVmnsEa3YEHEf/7PXb9e2ldS3T87fpD8Av8ScCTwe8AzwPEdxswAlpc+/zjw\nWA4zTgKGlT6fnmbGSvKVjfsx8CBwYQ6/h8NILouMKj0ekcOMXwC+1p4P+A0wMMWMnwROBp7t4vVe\n7ysNdwS9bJmbk1j2rrkGWlpg9+6sk3SrCI1NeswYEY9FxJulh4+R7rzuSr6HAPOBe4FfpZitXSUZ\nLwXui4jtABHx6xxmDGBo6fOhwG8i4t20AkbET4DfdjOk1/tKQxXoAwfc3tPy4bDDksss3/te1km6\nVYTGJpVkLHc1sLKmiQ7WYz5JhwPnR8RtQBb3HVTyPTwWGC5pjaQnJV2eWrpEJRkXAuMkvQb8DLg+\npWyV6vW+0lAFev16OOQQGDs26yRmSX/uRYuSXxyt9iRNAWYDXV4HzsgtHJwpjzcHDgQmkJymnQ58\nWdIx2Ub6gGnAhog4HDgFWCRpSMaZ+qWhCrTXfrY8mTw5+YXxoYeyTtKl7cCYssejS891HHNED2Nq\nqZKMSPoYsBj4TER0dxqy2irJ92dAi6RXgItICkua/1NVknEb8HBEvBMRvwHWAiellA8qyzgbuB8g\nIn4BvAIcT370el9pqALt09uWJxLMn595f+7uPAkcI+lISYOAS4ClHcYsBa6A9zqV7Y5Ouo5lmVHS\nGOA+4PLSf9xp6jFfRHyk9PGnJNehr4uIjt/nTDMCPwI+KWmApD8guclpE+mpJOMW4CyA0rXdY4GX\nU8wIydmPrs6A9Hpf6aaXUX3ZuhW2bUuOWszy4uKL4YYboK0tf5deImK/pPbGJk3Akig1NklejsUR\nsULSzFJjk38nOYrJVUbgy8Bw4FuSBOyLiIk5ynfQX0kjV28zRsRmSQ8DzwL7gcUR8fM8ZQRuBr5X\nNs3phojYlVZGSf8ENAN/LGkrcBMwiH7sKw3TqGTRInjiCfj+9zN5e7MufeELyfz8W255/zk3KjGz\nhjnF7elVllfXXgt33w1vv511EjPLk4Yo0G+9BY8+CtOmZZ3E7IPGjIEzz0yKtJlZu4Yo0KtWwemn\nw9ChPY81y0L7zWK1vgJUk3aEZlYTDVGgly716W3Lt+bm5K7uNbXvcHwnyXzRTkmaARwdEWOBOcDt\nNU9kZp3qsUD39Bu3pDMl7Za0vvTxd9WP2Xf798OKFS7Qlm9S0rjk1ltr+z61aEdoZrVRyRF0t79x\nl6yNiAmlj5urkKtq1q2DUaOS63xmeXbZZbB2LWzZkmmMrFt3mllJj/OgI+Inko7sYVhup4O4e5gV\nxZAhcMUVcNttWSepjKTsF3c3K4i+TJus1jXoyaUbSpZLGlelbVaFp1dZkcydC0uWZBqhV+0I01rK\nry8fN910U+YZip4x7/mKkrGvqlGgnwbGRMTJJKuJPFCFbVZFWxu8+SacemrWScwqc8wxcNppNX+b\nqrYjNLPa6Herz4h4u+zzlZK+JWl4dNFibcGCBe993tzcTHNzc38jdKn96LmpIe5VtyJrbW2ltbUV\ngD/5k9q9Ty3aEZpZbVTU6lPSUcCyiDixk9dGtv+GLWki8IOIOKqL7UR/Dvd7q7kZ/uZv4JxzUntL\ns6ooQqvPLFv3VqK1tbWmBwDVkPeMec8HxcjY1/25xwJd/hs3sJMOv3FLmgtcC+wD9gCfi2R6Rmfb\nSm2H3rUL/vRPYccOGDw4lbc0qxoXaLP6UbMCXU1p7tD/5//AD34AP/pRKm9nVlUu0Gb1o6/7c91e\nnfX0KjMzK7K6PILeuxdGjoRNm+DQQ2v+dmZV5yNos/rhI+gya9fCcce5OJuZWXHVZYFetsynt83M\nrNjqrkBHePUqMzMrvror0M8/n/x5wgnZ5jAzM+uPuivQ7d3DlOvba8zMzLpXdwXa06vMzKwe1FWB\n3rEDXngBzjgj6yRm+SRpuqTNkl6UdGMnrx8iaWlpdbrnJF2ZQUwzo84K9PLlcPbZMGhQ1knM8kdS\nE8mKc9OA8cAsScd3GDYX2FhanW4K8A+S+r2ojpn1Xl0VaE+vMuvWRKAtIrZExD6gBTivw5gAhpY+\nHwr8JiLeTTGjmZXUTYHeswdWr4YZM7JOYpZbo4BXyx5vKz1XbiEwTtJrwM+A61PKZmYd1E2B/vGP\nYcIEGD486yRmhTYN2BARhwOnAIskDck4k1lDqptrS+3Tq8ysS9uBMWWPR5eeKzcb+BpARPxC0ivA\n8cBTnW1wwYIF733e3Nyc+3V5zdLQ2tpKa2trv7dTF4tlHDgAo0fDI4/A2LFV37xZ6mqxWIakAcAL\nwFTgdeAJYFZEbCobswj4VUR8RdJIksJ8UkTs6mR7XizDrAJ93Z/r4gh6/XoYNszF2aw7EbFf0jxg\nFcnlrSURsUnSnOTlWAzcDHxP0rOlv3ZDZ8XZzGqvLo6g/9t/g3fegf/1v6q+abNMeLlJs/rR0MtN\nenqVmZnVm8IX6K1bYds2mDw56yRmZmbVU/gCvWwZzJwJAwZkncTMzKx66qJAe3qVmZnVm0LfJPbW\nWzBqFGzfDkOH9jzerCh8k5hZ/WjIm8RWrYLTT3dxNjOz+lPoAr10qU9vm5lZfSrsKe79++HQQ+Hp\np2HMmJ7HmxWJT3Gb1Y+GO8W9bl1y/dnF2czM6lFhC/TSpW5OYmZm9auwBdrdw8zMrJ4VskC3tcGb\nbybrP5tZ5SRNl7RZ0ouSbuxiTLOkDZKel7Qm7YxmlijkalbtzUmaCvnrhVk2JDUBC0mWm3wNeFLS\njyJic9mYYcAi4OyI2C5pRDZpzayQJc7Tq8z6ZCLQFhFbImIf0AKc12HMpcB9EbEdICJ+nXJGMysp\nXIHetStZ/3nq1KyTmBXOKODVssfbSs+VOxYYLmmNpCclXZ5aOjM7SOFOca9cCVOmwODBWScxq0sD\ngQnAp4A/BNZJWhcRL2Uby6zxFK5Ae3qVWZ9tB8o7B4wuPVduG/DriHgHeEfSWuAkoNMCvWDBgvc+\nb25uprm5uYpxzYqptbWV1tbWfm+nUJ3E9u6FkSNh8+bkT7N6VYtOYpIGAC+Q3CT2OvAEMCsiNpWN\nOR64FZgOfAh4HLg4In7eyfbcScysAn3dnwt1BL12LRx3nIuzWV9ExH5J84BVJPefLImITZLmJC/H\n4ojYLOlh4FlgP7C4s+JsZrVXqCPo669PivMXv1jFUGY55F7cZvWj7ntxR3h6lZmZNY7CFOjnn0/+\nPOGEbHOYmZmloccCLWmJpJ2Snu1mzDcltUl6RtLJ1Y2YaO8eplyf9DMzM6uOSo6g7wSmdfWipBnA\n0RExFpgD3F6lbAfx9CozM2skPRboiPgJ8NtuhpwH3FUa+zgwTFJV77PesQNeeAHOOKOaWzUzM8uv\nalyD7tg+cDsfbB/YL8uXw9lnw6BB1dyqmZlZfhXiJjGv/WxmZo2mGo1KtgNHlD3urH3ge3rbGnDP\nHli9Gr773X5lNMu1arUGNLP6UVGjEklHAcsi4sROXpsJzI2IT0uaBNwSEZO62E6vGxs8+CD87/8N\n/r/LGokblZjVj5q1+pT0T0Az8MeStgI3AYN4vzXgCkkzJb0E/Dswu7chutM+vcrMzKyR5LrV54ED\nMHo0PPIIjB1bw2BmOeMjaLP6UZetPtevh2HDXJzNqkXSdEmbJb0o6cZuxp0maZ+kC9PMZ2bvy3WB\ndu9ts+qR1AQsJGk8NB6YVVpesrNxXwceTjehmZXLdYH29CqzqpoItEXElojYB7SQNBrqaD5wL/Cr\nNMOZ2cFyW6C3boVt22Dy5KyTmNWNjk2FttGhqZCkw4HzI+I2INfXwM3qXTXmQdfEsmUwcyYMGJB1\nErOGcgtQfm262yLd274GZo2gWn0NcnsX9/Tp8J/+E/zFX9Q4lFkO1eIu7lKfggURMb30+PMk0yX/\nvmzMy+2fAiNIpk5eExFLO9me7+I2q0Bf9+dcFui33oJRo2D7dhg6NIVgZjlTowI9AHgBmAq8DjwB\nzIqITV2Mv5OkQdH9XbzuAm1WgZo1KsnCqlVw+ukuzmbVFBH7Jc0DVpHcf7IkIjZJmkOp8VDHv5J6\nSDN7Ty6PoP/qr2DiRJg7N4VQZjnkRiVm9aNuTnHv3w+HHgpPPw1jxqQUzCxnXKDN6kfddBJbty65\n/uzibGZmjSx3BXrpUjcnMTMzy12BdvcwMzOznBXotjZ4802YMCHrJGZmZtnKVYFuX/u5KVepzMzM\n0perUujVq8zMzBK5mWa1axccdRTs3AmDB6cWySyXPM3KrH4UfprVypUwZYqLs5mZGeSoQHt6lZmZ\n2ftyUaD37k36b59zTtZJzOqbpOmSNkt6UdKNnbx+qaSflT5+IunELHKaWU4K9Nq1cNxxMHJk1knM\n6pekJmAhMA0YD8ySdHyHYS8DZ0TEScDNwLfTTWlm7XJRoN2cxCwVE4G2iNgSEfuAFuC88gER8VhE\nvFl6+BgwKuWMZlaSeYGO8PQqs5SMAl4te7yN7gvw1cDKmiYysy5lvh70888nf55wQrY5zOx9kqYA\ns4FPZp3FrFFlXqDbT28r1zM+zerCdqB8nbjRpecOIuljwGJgekT8trsNLliw4L3Pm5ubaW5urkZO\ns0JrbW2ltbW139vJvFHJpElw881w1lmpxTDLvVo0KpE0AHgBmAq8DjwBzIqITWVjxgA/Bi6PiMd6\n2J4blZhVoK/7c6ZH0Dt2wAsvwBlnZJnCrDFExH5J84BVJPefLImITZLmJC/HYuDLwHDgW5IE7IuI\nidmlNmtcmR5BL1mSzH++557UIpgVglt9mtWPQrb69PQqMzOzzmV2BL1nT9KY5Je/hOHDU4tgVgg+\ngjarH4U7gv7xj2HCBBdnMzOzzmRWoH1628zMrGuZnOI+cABGj4ZHHoGxY1N7e7PC8Clus/pRqFPc\n69fDsGEuzmZmZl3JpEC797aZmVn3MinQvv5sZmbWvdQL9NatsG0bTJ6c9jubmZkVR+oFetkymDkT\nBgxI+53NzMyKI5MC7dPbZmZm3auoQEuaLmmzpBcl3djJ62dK2i1pfenj77ra1qOPwtln9yeymfVV\nT/tyacw3JbVJekbSyWlnNLNEjwVaUhOwEJgGjAdmSTq+k6FrI2JC6ePmrrZ3+ukwdGif8+ZGNdb6\nzIt6+Vrq5euolUr2ZUkzgKMjYiwwB7g99aBVUoR/D3nPmPd8UIyMfVXJEfREoC0itkTEPqAFOK+T\ncRVNwq6X6VX19I+iXr6Wevk6aqiSffk84C6AiHgcGCZpZLoxq6MI/x7ynjHv+aAYGfuqkgI9Cni1\n7PG20nMdTS6dElsuaVxXG6uXAm1WQJXsyx3HbO9kjJmlYGCVtvM0MCYiflc6RfYAcGxnA8eMqdI7\nmpmZ1bEee3FLmgQsiIjppcefByIi/r6bv/MKcGpE7OrwvBv3mlWo2r24K9mXJd0OrImIe0qPNwNn\nRsTOTrbn/dmsQn3Znys5gn4SOEbSkcDrwCXArPIBkka278CSJpIU/l0dN5T35v9mda7HfRlYCswF\n7ikV9N2dFWfw/mxWaz0W6IjYL2kesIrkmvWSiNgkaU7yciwGLpJ0LbAP2ANcXMvQZtZ7lezLEbFC\n0kxJLwH/DszOMrNZI0t1uUkzMzOrTNU7iUlaImmnpGe7GVOIRgg9fS29adCSJUmjJa2WtFHSc5L+\nuotxuf+5VPK1FOjn8iFJj0vaUPpabupiXGY/lyI0NqmgkdKlkn5W+viJpBPzlK9s3GmS9km6MM18\npfeu5OfcXPq3+rykNXnLKOkQSUtL/w6fk3RlyvmqX/sioqofwCeBk4Fnu3h9BrC89PnHgceqnSHF\nr+VMYGnWOSv4Og4FTi59PgR4ATi+iD+XCr+WQvxcSln/oPTnAOAxYGJefi4kv8C/BBwJ/B7wTN7+\n3VSYcRIwrPT59Lx9D8vG/Rh4ELgwh9/DYcBGYFTp8YgcZvwC8LX2fMBvgIEpZqx67av6EXRE/AT4\nbTdDCtMIoYKvBSps0JKliNgREc+UPn8b2MQH57YW4udS4dcCBfi5AETE70qffojknpCO15yy/LkU\nobFJjxkj4rGIeLP08DHSndddaaOn+cC9wK9SzNaukoyXAvdFxHaAiPh1DjMG0N6ncijwm4h4N62A\ntah9WawHXW+NECpq0JIXko4i+S3v8Q4vFe7n0s3XAgX5uUhqkrQB2AH8S0Q82WFIlj+XIjQ2qbSR\nUrurgZU1TXSwHvNJOhw4PyJuI5tfLCv5Hh4LDJe0RtKTki5PLV2ikowLgXGSXgN+BlyfUrZK9Xpf\nqVajkkZVcYOWPJA0hOS39OtLR5+F1cPXUpifS0QcAE6RdAjwgKRxEfHzrHPVI0lTSO5K/2TWWTq4\nBSi/pprHsz8DgQnAp4A/BNZJWhcRL2Ub6yDTgA0R8SlJRwP/IuljRf6/Losj6O3AEWWPR5eeK5yI\neLv9FGVErAR+T9LwjGN1StJAkoJ2d0T8qJMhhfm59PS1FOnn0i4i/g1YQ3KNtFyWP5ftQHnvv87e\nO+t/N5VkRNLHgMXAZyKip8tW1VRJvj8DWpQ0eLoIWCQpzUV5K8m4DXg4It6JiN8Aa4GTUsoHlWWc\nDdwPEBG/AF4BOlvYKSu93ldqVaBF178FLgWugPc6G3XZCCEnuvxayq8fqJsGLTnxXeDnEfGPXbxe\npJ9Lt19LUX4ukkZIGlb6fDDw58DmDsOy/Lm819hE0iCSxiZLc5SvooySxgD3AZeX/uNOU4/5IuIj\npY8/JfnF87qI6Ph9zjQj8CPgk5IGSPoDkpucNuUs4xbgLHjv/4BjgZdTzAhVrn1VP8Ut6Z+AZuCP\nJW0FbgIGUcBGCD19LRSkQYukTwB/CTxXut4ZwBdJ7ogs1M+lkq+FgvxcgMOA7ytZBrIJuKf0c8hF\n45AoQGOTSjICXwaGA9+SJGBfREzMUb6D/koauXqbMSI2S3oYeBbYDyxO81JMhd/Hm4HvlU1zuiHN\nX8xrUfvcqMTMzCyHsrgGbWZmZj1wgTYzM8shF2gzM7MccoE2MzPLIRdoMzOzHHKBNjMzyyEXaDMz\nsxxygTYzM8uh/x9CXL/6HxBwqgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8,6))\n", "ax1 = plt.subplot(1,2,1)\n", "plt.subplot(3,2,2)\n", "plt.subplot(3,2,4)\n", "plt.subplot(3,2,6)\n", "ax1.plot([1,2,3], [0.5,4,1.5])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAAEACAYAAABWLgY0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n8pLUsP8PpnoVDxXluqgAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X = [ (2,1,1), (2,3,4), (2,3,5), (2,3,6) ]\n", "for nrows, ncols, plot_number in X:\n", " plt.subplot(nrows, ncols, plot_number)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAADtCAYAAAAcNaZ2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# removing all ticks\n", "\n", "X = [ (2,1,1), (2,3,4), (2,3,5), (2,3,6) ]\n", "for nrows, ncols, plot_number in X:\n", " plt.subplot(nrows, ncols, plot_number)\n", " plt.xticks([])\n", " plt.yticks([])" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAADtCAYAAAAcNaZ2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nKfFaNqiXAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# removing all ticks\n", "\n", "X = [ (1,2,1), (3,2,2), (3,2,4), (3,2,6) ]\n", "for nrows, ncols, plot_number in X:\n", " plt.subplot(nrows, ncols, plot_number)\n", " plt.xticks([])\n", " plt.yticks([])" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAADtCAYAAAAcNaZ2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# removing all ticks\n", "\n", "X = [ (4,2,1), (4,2,3), (4,2,5), (4,1,4), (4,2,2), (4,2,(4,6)) ]\n", "for nrows, ncols, plot_number in X:\n", " plt.subplot(nrows, ncols, plot_number)\n", " plt.xticks([])\n", " plt.yticks([])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** Setting the Plot Range ** " ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlsAAAEKCAYAAAAl/5C+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nH/SZtQQi8wAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 3, figsize=(10, 4))\n", "x = np.arange(0, 5, 0.25)\n", "axes[0].plot(x, x**2, x, x**3)\n", "axes[0].set_title(\"default axes ranges\")\n", "axes[1].plot(x, x**2, x, x**3)\n", "axes[1].axis('tight')\n", "axes[1].set_title(\"tight axes\")\n", "axes[2].plot(x, x**2, x, x**3)\n", "axes[2].set_ylim([0, 60])\n", "axes[2].set_xlim([2, 5])\n", "axes[2].set_title(\"custom axes range\");" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbkAAAEACAYAAAAukQiVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3XmcjeX7wPHPbYx9jVCUKZWlMNTXV/hZSopEJF9SGctB\nluzZ8rV8s0T2bB1lTbayRbJOKZEUKZIwirJkzTrb9fvjPjTNDOacOTPPmZnr/XqdV/Ms53muUT2X\n+37u+76MiKCUUkqlR5mcDkAppZRKKZrklFJKpVua5JRSSqVbmuSUUkqlW5rklFJKpVua5JRSSqVb\nmZ0OIC5jyATsAH4ToYExDAJcwAnPKf1FWONYgEoplc4Zl3kXqA8cF7eUi7O/C9ARiAZWiVv6evb3\nA1p79ncVt6xN/ahvLNBacl2BH+PtGytCRc9HE5xSSqWsmcCTcXcYl6kJPAOUFbeUBd7y7C8NNAVK\nA3WBKcZlTKpGewsBk+SMoRhQD5gR/5AD4SilVIYkbvkCOBNv9yvASHFLtOecPz37GwILxC3R4pYI\nYD9QKbViTYqASXLAOKA3EH8Jls7GsNMYZhhDXgfiUkqpjO4BoLpxma3GZTYZl3nYs78o8Fuc8456\n9gWMgEhyxvA0cFyEnfyz5TYFuFeEUOAYMNaJ+JRSKoPLDOQXt1QGXgMWOxxPkgXKwJOqQANjqAdk\nB3IbwxwRXo5zjhtYmdiXjQkRCEnkSARwOJH9xdHz9Xw9X8/X80FEkvJK6DfgIwBxy3bjMjHGZQpg\nW253xzmvmGdf4BCRgPqA1ABZ4fm5SJz93UHmJ/4dJD0bNGiQ0yGkqPT8+6Xn301Ef7+0zvPsTPhM\nbUsIbdkdZ7sdbRni+fkB2nLY83MZ2vIdbclCW+6hLb/QFpPYNZ36BEpL7kZGGUMoEIv9a0h7Z8NR\nSqn0zbjMfKAmUMC4zK/AIOA9YKZxmd3AVbC9bOKWPcZlFgF7gCigo7gDq7RNwCU5ET4DPvP8/PIt\nTldKKeVH4pYXbnDopRucPwIYkXIRJU9ADDxRN1ezZk2nQ0hR6fn3S8+/G+jvpwKfkcBqWfrEGCPp\n4fdQSqnUZIxJ6sCTNEtbckoppdItTXJKKZWOnT4NS5Y4HYVzNMkppVQ6JALz50Pp0tCsGezc6XRE\nzgi40ZVKKaWS5+BBeOUVWOupB1CjBuTM6WxMTtGWnFJKpRNRUfDmm/DQQzbB5c8P774LmzbB/fc7\nHZ0ztCWnlFLpwNat0K4d7N5tt1u0gLFjoVAhZ+NymrbklFIqDTt3Djp1gipVbIK791749FOYN88m\nuJjYGM5eOut0mI7RJKeUUmmQiB01Wbo0TJkCQUHQt69NdHXqXDtH6Ph+R6qMrMKR00ecDdgh2l2p\nlFJpzK+/2tbbxx/b7cqV4Z13oGzZf57Xf2l/3vn8HbIFZyPiVATFbiuW+sE6TFtySimVRkRHw7hx\nUKaMTXB58thW3JdfJkxwoz8dzchPRhKUKYjF7RdT7f5qzgTtMG3JKaVUGrBjhx1Y8u23drtJE5gw\nAe68M+G5MzbP4LUlrwEwu9Vs6pevn4qRBhZtySmlVAC7cAG6d4dKlWyCu/tuWLkSFi9OPMEt2bGE\n9nNtVbJJzSfRonKLVI44sGiSU0qpALVype2aHD/ebnfvDj/+CPVv0DBbt2cdL7hfIFZiGdpwKJ0f\n65x6wQYo7a5USqkA8/vv8Oqr8OGHdvvhh+3AkooVb/ydrw58xbOTnyUqJoputbvx+tOvp06wAU5b\nckopFSBiYuxAktKlbYLLmdMONNm69eYJbtdvu6g3sR6XIi/R8tGWjHl+DMak6wo6SaYtOaWUCgDf\nf28HlmzbZrefeQbeftu+g7uZfcf2UWdcHc5eOkujCo2Y0XIGmTJp++Ua/ZNQSikHXbpkJ3E//LBN\ncHfcYSd5L19+6wR3+NRhao+tzYm/TlCnTB0+cH1A5iBtu8QVUH8axpAJ+AY4IkIDY8gPLASKAxFA\nUxHOORiiUkr5zdq1tlrAwYNgDHTsCMOHQ968t/7usXPHqD22NkfOHKHqfVX5qONHZA3OmuyYjMu8\nC9QHjotbysU71hMYDRQUt5z27OsHtAaiga7ilrXJDsKPAq0l1xXYE2e7L7BehJLARqCfI1EppZQf\nnThhF1B+8kmb4MqWhS1bYPLkpCW40xdP88S4J/jlxC9UuLsCq7qsImdWv9XSmQk8GX+ncZliwBPA\n4Tj7SgNNgdJAXWCKcQXWy8CASXLGUAyoB8yIs7shMNvz82zg2dSOSyml/EXElr4pVcoWNM2eHUaO\ntBO9K1dO2jXOXz5P3Ql1+eHoD5QqUopPu31K3hxJyIxJjdEtXwBnEjk0Dugdb19DYIG4JVrcEgHs\nByr5LRg/CJgkx99/gBJnX2ERjgOIcAzI4EUjlFJp1U8/Qc2a0LYtnDljF1H+4Qfo0weCg5N2jUtX\nL1F/Un2+PvQ1IQVCWN9jPbfnvj1F4wYwLtMA+E3csjveoaLAb3G2j3r2BYyASHLG8DRwXISdwM2a\nunKTY0opFXCuXIHBg6F8efj8c1v+Zv58WLPGlsVJqqtRV2k0pRGb92+maL6ibOi5gaL5Uz6fGJfJ\nDvQHBqX4zVJAoAw8qQo0MIZ6QHYgtzHMBY4ZY1tzxlAEOJH414sTFjbr+lZoaCihoaGEhEBISMKz\nIyLsJz49X8/X8/V8f54fEQHt28PPP9t9bdva6gFnz8JnnyX9+r8ciGbQiqFs+eUqeXM0ZPhTE8l0\n8W5IpBF383jCCQ8PT3jw5koAIcAuz/u2YsC3xmUqYVtucceAFvPsCxhGJLAaR8ZQA+jpGV05Cjgl\nwpvG0AfIL0LfhN8xEmi/h1Iq4zp1Cnr3hpkz7XapUnbFkv/7P++vFRMbQ4sZLVi4fSH5c+QnvHc4\n5YqVu/UXk8AYg4gk6D0zLhMCrBS3lE3k2CGgorjljHGZMsD7wL+x3ZTrgPvFHTgP5IDorryJkcAT\nxrAPeNyzrZRSAUnEVuQuVcomuCxZYMgQ2LnTtwQXGxuLa46LhdsXkjtbbj7t9qnfEtyNGJeZD2wB\nHjAu86txmVbxThE8r5XELXuARdhR8auBjoGU4CAAW3K+0JacUsppv/xi57ytX2+3a9aEadOgZEnf\nricidPmgC5M3TSZHlhx82u1Tv9eEu1FLLj0J9JacUkoFtMhIGDHCznVbvx5uu8224jZuTF6C67mo\nJ5M3TSZr5qws77Q8wxY9Ta5AGXiilFJpzpYtdr3JH3+02y+9BGPGwO3JGNUvIvRf2p9x68cRHBTM\nRx0/onaZ2v4JOAPSlpxSSnnp7FnbNVm1qk1wJUrAunUwZ07yEhzA0JVDGfnJSDIHZWZR+0XUK1vP\nP0FnUJrklFIqiURg0SJbCmfaNMicGfr3h927obYfGlsjPxnJ4JWDyWQyMb/tfJ6toIs8JZfX3ZXG\nEALUAEoB+YFL2Plru4CNIlz1Z4BKKRUIIiLsHLfVq+12lSowfTo89JB/rj9u3Tj6fdQPYwyzW8/m\n+Uee98+FM7gkt+SMoZ4xbAYWABWAc8AO4CCQFWgOfG8M042hcEoEq5RSqS062r5ne/BBm+Dy5oWp\nU2HzZv8luEkbJtFjUQ8AZrw8gxcrv+ifC6tbt+SMIQswBjgNNBTh9C3OrwSMN4ZVIszzT5hKKZX6\nvvnGDiz57ju73bQpjB9va775y5RNU3h1wasATG0xldbVWvvv4urW8+SMYQQwQ4QDXl3Y8DJwVoQV\nyYgviffSeXJKKf/56y8YOBAmTYLYWCheHKZMgXp+HgMy/bPpdJjXAYC3X3ibTrU6+fcGt5AR5skl\nJcllESHSp4sn47ve3UeTnFLKP5Yvh86d4cgRCAqCbt3sqiU5/VauzZqxeQauOS4AJjSbwKuPv+rf\nGyRBRkhyt+yuTEqSMoZqnnO/8Pa7SikVCI4ehS5dYOlSu/3II3a9yQoV/H+vmV/OpN3cdgCMbTrW\nkQSXUfg0hcAYchpDY2OobgzBnuQmxuDyc3xKKZWiYmLg7bfttIClSyFXLpgwAbZuTZkEN2fLHNrM\nboOIMKrJKLo/0d3/N1HX+briyRLgNuyq0zmMYQnwIXCnvwJTSqmUtmuXLYWzbZvdbtjQvoe7666U\nud+cLXMImxWGiDCi8Qh6Pxm/0LbyN18ng38qwr9FKIadM3cSGOG/sJRSKuVcvAivvQYPP2wTXNGi\nthW3bFnKJbjZW2ZfT3DDnh1G37oJqoapFOBrS+76uzYRdgO7gQF+iUgppVLQmjV2Sa6ICDDGvod7\n4w3Ikyfl7jl7y2xazWqFiDC80XD61euXcjdT/+BrS26jMTT3ayRKKZWCjh+H5s2hbl2b4MqXt+/d\nJk5M2QQ368tZmuAc5GuSew6YaQx7jGGiMTxrDPn8GZhSSvlDbCy43baQ6YIFkD07jBoF27dDpUop\ne+9ZX86i9ezW19/BaYJLfb4muWLAw0Bv4ArwX+CkMXzqr8CUUiq59uyBGjXsqiVnz8JTT9mqAb17\nQ3Bwyt77vS/e+0eC03dwzvD1ndwuEX4EfgRWARhDAaCMvwJTSilfXbkCw4bBm29CVBQULmynBTRt\nat/DpbR3Pn+H9nPbAzCy8Uj61O2T8jdVifI1yV0xhrtE+O3aDhFOAZv9E5ZSSvlm40bo0AH277fb\n7drByJGQP3/q3H/ypsl0nt8ZgDHPj6FHnR6pc2OVKF+T3GFggzFMxE4n2J+cIIwhK/A5kMUT0xIR\nhhjDIMCFLeUD0F+ENcm5l1IqffrzT+jVC2bPttulS9sVS6pVS70YJqyfQLeF3ezPDi3VlVzGZd4F\n6gPHxS3lPPtGAc8AV4EDQCtxy3nPsX5AayAa6CpuWetI4Dfg6zu59sD72D+I74zhV2OYZQwNfLmY\npwZdLREqAKFAXU81A4CxIlT0fDTBKaX+QcRW5C5Vyia4rFntlICdO1M3wb316VvXE9zkFyanyQTn\nMRN4Mt6+tcCD4pZQYD/QD8C4TBmgKVAaqAtMMa7U6BBOOl+T3G5gkQhPYQunvoht3b3gayAiXPL8\nmBXbmru24nJA/YEppQLH/v22InfLlnDqFDz2mK3SPWAAZMmSenGM/GQkvZfY1UumvzSdjrU6pt7N\n/Uzc8gVwJt6+9eKWWM/mVuzgQ4AGwAJxS7S4JQKbAFN4zKp3fEpyIgwD7jGGaiJEifC5CINEaOZr\nIMaQyRi+A44B60TY7jnU2Rh2GsMMY8jr6/WVUulHZKRtrZUta9/BFShgW3Hr18P996deHCLC4BWD\nr1f0fi/sPdpVb5d6ATijNeCpj05R+HtsBnDUsy9g+PROztMt+TLQybMdBPQUYZSvgYgQC1QwhjzA\nUmMoA0wBhoogxvAGMBZok/DbxQkLm3V9KzQ0lNDQUEJCICQk4dkREfYTn56v5+v5gX/+4sV2CsDh\nw3b7ySftCiblyyc+cjKl4hER+n7Yl1FLFmIu1KJfvX7cE/UE4eH+uX5KnB8REU74tQB9YFxmABAl\nbvnA54ukslvWk0v0S4bewEPAcBH2efaVAiqIkOxf3hgGAhdFGBtnX3FgpQjlEp6v9eSUSu/OnIG+\nfe1gErAttunToVat1I9FROi2sBsTN0wkc1BmPnB9QJOHm6R+IMl0o3pyxmXs89Yz8MSzLww7EPAx\ncctVz76+gIhb3vRsrwEGiVu2pUb8SeHrO7koEVpeS3AAIvwE3O7LxYyh4LWuSGPIDjwB/GQMReKc\n1hj4wcd4lVJplAgsXPj3aMngYFu1+/vvnUlwsbGxdJjXgYkbJpIlcxY+euWjNJngbsEQZzyEcZmn\nsIt/NLiW4DxWAM2My2QxLnMPcB/wdapGegu+TiEoYQzFRDgSb/8VH693BzDbGDJhE+9CEVYbwxxj\nCAVigQjsqE6lVAZx6BB07GgXVQY7WnL6dCjj0LIT0THRtJndhjlfzSFbcDaWdVzGkw/FH4iYthmX\nmQ/UBAoYl/kVGAT0x07xWmdcBmCruKWjuGWPcZlFwB4gCugo7sDqVvO1u/I+4BNgIvCBCH963suN\nEaGbn2NMQjzaXalUehIVBePHw6BBcPky5Mtn15ts0wYy+dr/lEyR0ZG8OONFFu9YTM6sOfm4y8fU\nLFnTmWD85EbdlemJT0kOwBgqAHOx8yOOAcFANxHm+y+8pMaiSU6p9OLrr+0qJbt22e1mzWDcOChS\n5ObfS0mXIy/TZFoTVu9eTZ7seVj96mqq3lfVuYD8RJNcUi5gqALcBXwjwgG/ROV1DJrklErrzp+3\n89smT7bv4UJCYOpUu6iyk/668hcN327Ipn2bKJCrAGu7raVi8YrOBuUnmuSwg0JE+NOnixtuF+Gk\nT5F5dR9NckqlZUuX2uKlR49CUBD07An//S/kzOlsXGcunqHuhLpsO7SNO/Lewbru63iw6IPOBuVH\nGSHJJaV3+x5jaOvthY2hMvCK9yEppTKKI0fg2WehcWOb4CpVgh07bPUApxPcifMnqPVWLbYd2kbx\nAsXZ/NrmdJXgMopbJjnPyiM7jeEjY2hqzM1HZBpDOWOYATwhwlB/BaqUSj9iYmxF7tKlYflyyJ0b\nJk2CLVvspG6n/Xb6N2qMrsGuI7t4oPADbH5tMyUKlXA6LOWDJL+T81QK6Aq8BJwC9gFngUjgNqAI\nUA47R2JwcisTeEO7K5VKO777zg4s+eYbu92okU1wRQNkMaj9x/dTe2xtfj39K2WLlmVdj3UUzlPY\n6bBSREborvR1CkFJoAJQGLug8gngELBFhCi/RpikeDTJKRXoLl60UwLGj7ctuWLF7CCTBj7VLkkZ\nu37bRZ1xdTjx1wkeLfEoq7qsIn/OVCpE5wBNcmmEJjmlAtvq1XZS9+HDdp5bly7wv//ZbspA8eUv\nX/L0xKc5d/kcT5R5gqUdl5Izq8MvBlNYRkhyvq54opRSt/THH9C1q11UGSA0FNxueOQRZ+OKb+2P\na2k0pRGXIi/RuGJj5redT9bgrE6HpfzAobUDlFLpWWwsTJtmB5YsXgw5csBbb8H27YGX4JbsWEL9\nSfW5FHmJVlVbsbDdQk1w6Yi25JRSfvXjj3ZgyZYtdvvpp+27t+LFnY0rMdM/m84r779iqwrU7saY\n58eQyal1w1SK0H+bSim/uHzZrlgSGmoTXJEisGgRrFwZeAlORBi2ahgd5nVARHjj2TcY23SsJrh0\nSFtySqlkW7/eFi795RdbuLRDBxgxwi6sHGhiY2PpsagHEzZMwBjD1BZTaV9DC5ykV5rklFI+O3kS\nevSAefPs9kMP2Zpvjz7qbFw3EhUdRevZrZm3dR7BQcG83/Z9nn/keafDyvCMy4QANYBSQH7gEnZq\n2i5gY7wadt5d29uh957qAwOB6kA+oJII3xrDcOBzEdb4GoyvdAqBUqlLBGbNgl694PRpyJbNrjXZ\nsydkyeJ0dIm7dPUSTac3ZdXuVeTMmpNlHZdRu0xtp8NylNNTCIzL1AP6YavYbMVWtDmFnX9dACgB\n/BsIB/4rbjnu7T28askZQzVgPXAQmA90jnM4FugAqZ/klFKpZ98+2x0ZHm63a9e21QLuu8/RsG7q\n1IVT1J9Un60Ht1IgVwE+efUT/nXPv5wOK8MyLpMFGAOcBhqKW07f4vxKwHjjMqvELfO8upc3LSBj\n+AKbZZ8FgrBLej3iack1BsaLcLc3AfiDtuSUSnlXr9qFk4cNg8hIKFgQxo6FF1+07+EC1a+nfuXJ\n8U/y07GfuPu2u/m026eUuqOU02EFBKdacsZlRgAzxC1elWczLvMycFbcsiKp3/H2nVxFoLEIYgzx\ns8qfwO1eXk8plQZ8/jm0bw8//WS3W7e2lboLFHA2rlv54egPPDX+KY6ePcpDRR9iTdc1FM0fIItk\nZmyDxC2R3n5J3DLH0wpMMm+T3BUgxw2O3QGc8/J6SqkAdvo09OkDM2bY7ZIlYfp0qFHD2biSYvPP\nm2kwuQFnL52l+gPVWd5pOflyBOBwzwzIlwTn63e9TXJfAN2MYXnce3r+2QbY6OX1gOsVDj4Hsnhi\nWiLCEGPIDywEigMRQFMRTaRKpTQR+OAD6N4dTpywg0n69bOfrGlgMZBl3y2jubs5V6Ku0KhCI+a7\n5pMtOJvTYaUJxmXeBeoDx8Ut5Tz7Ej6L3XLOc6wf0BqIBrqKW9be5NrlgTme66wBuohbThqXeQF4\nSdxS19+/j7czHwdiuyx3eX4WoKUxbAIqA0N8CUKEq0AtESoAoUBdY6gE9AXWi1ASm0D7+XJ9pVTS\nHTgATz0FLVrYBFe9OuzaBYMHp40ENzV8Ks9NfY4rUVdoX709izss1gTnnZnAk/H22WexW/7xLDYu\nUwZoCpQG6gJTjOumb2gHA4OAqsAG4H3jMkXELfOBh/35S1zjVZITYRd26sBxYABg+HuEZQ0R9vka\niAiXPD9mxbbmBGgIzPbsn40d8KKUSgFRUTBypJ3rtnYt5M9vuyk3bYJSaWCchojQ/6P+dHy/I7ES\ny5AGQ5j64lSCMgU5HVqaIm75AjgTb/eNnsUNgAXilmhxSwSwH6h0k8t/LG5ZJm75UdziBpoA3YzL\npFjBPq8ng4vwLfC4MWTDFks9GydB+cwYMgE7sPMiJouw3RgKi3Dcc99jxlAoufdRSiW0datdb3L3\nbrvdooUdOVkojfwfFxkdSdvZbZm7dS5BmYJwv+ymVdVWToeVnhS6NkdN3HLMuMy1/zKKAl/FOe+o\nZ9+NiHGZh4D2wOvilnOe7s62QIo0t31e8USEK8Dv/gpEhFiggjHkAZYaw4OQYATnDeYJFCcsbNb1\nrdDQUEJDQwkJgZCQhGdHRNhPfHq+np/Rzr9wwbbWlnvest9zj60eUKdO2ogf4OLVi/x3+X/59vTn\n5CyYk8XtF1O3bN0bnh9o8afm+RER4YRfm+CYPD7N2RK3vGdc5ilsi++CZ58AbuMyf/ojsPi8nSfX\nBygmQpdEjk0EfhNhdLKDMgzELuvSFqgpwnFjKAJsEqF0wvN1npxS3hCBjz6yxUv/+AMyZ7arlwwc\naMvipBW/n/2dehPqsevILgrlLsSqV1fxSEiA1fIJYDeaJ2dcpjiwMs7Ak71ATXHLceMy9lnsltLG\nZfoCIm5503PeGuz0gG2p+GvclLcDT1oB39/g2E7Pca8ZQ0FjyOv5OTvwBLAXWAGEeU5rCf8Y1amU\n8sGvv0LDhtCkiU1wlSvDt9/aBZXTUoL74egPVB5RmV1HdnF/ofv5qt9XmuD8x3g+19zoWbwCaGZc\nJotxmXuA+4Cv/RKAy1QzLlMt2dfxsiV3CagnQngix2oCq0Twul68MZTFvszM5PksFGGYMdwGLALu\nAg5jpxCcTfh9bckpdSvR0fD22/D663DxIuTJYxNbhw6Q1irMbNi7gcZTG3P+8nmqlKjC8k7LKZi7\noNNhpTmJteSMy8wHamLXjjyOHQ25DFhM3GexW856zu+HnUIWxS2mENw0FpfJiR3V+SfwlbglyrhM\nVaCMZ5CKT7xNcn8CXUV4P5FjLwITRbjN12B8pUlOqZv79ltwuew/wbbiJkyAO+90Ni5fzN4ym7Zz\n2hIdE02Th5swp/UcsmfJ7nRYaZLTCzTHZVzmE+xgxqLYRUeWAB8ClcUtPk1PA++7KzcDvT2Tt/8O\nzm739BxXSgWICxdsKZx//csmuLvuskVMFy9OewlORBiyYghhM8OIjommV51eLGy3UBNc+vGpuOXf\n4pZi2LI7J4ERyb2ot6MrBwNbgJ+NYR5/Dxd9Edu0DUtuQEop//j4Y+jUyb6Dy5TJrl4ydCjkyuV0\nZN6LjI6k/dz2zNoyi0wmE5OaT6JjrY5Oh6X86/pyXeKW3cBu7HzsZPGlnlwl4C2gCrYlGItd7quX\nCN8kNyBfaHelUn/7/Xfo2hWWLLHbFSvaQqYPp8h6EinvzMUzPDf1OTbt20SOLDlY0G4Bz5R/xumw\n0oUA664sBVQQt3zg1+v6mhw8oyDzA2dEuOzPoLyPRZOcUrGxdo5bv35w/jzkzAn/+5+dJpDZ5xmx\nzjpw4gBPT3qafcf2USRvET7u8jEPF0+j2ToABViSG4BdLvIgtm7pRiD82gAXX/k8pkqEyyL87nSC\nU0rZlUqqVrXdk+fPwzPPwJ49tosyrSa4L3/5ksojKrPv2D7KFi3Ltn7bNMGlb8Ww61f2xla8+S9w\n0rjMp8m5qNf/+RtDS6A5cDcJl2EREUokJyClVNJdumRba2+9ZacI3HEHTJoEjRsHdiHTW/lg2we0\nmtWKq9FXeeqhp1jYbiF5sudxOiyVsnaJW34EfgRWARiXKQCUSc5FvUpynpVIhgA/YCd/X03OzZVS\nvlu7Fl55BQ4etAmtY0cYPhzy5nU6Mt+JCG+seoP/Lv8vAB1rdmRCswlkDkqjzVHljSvGZe4St/x2\nbYe45RTJHLXv7Ty5CGCpCN2Tc1N/03dyKiM5ccJOC3jfM1u1bFk7sKRyZWfjSq4rUVdoM6sN87+e\njzGGMc+PoVvtbpi03CQNcAH2Tq4WMB2YiJ1OsN8v1/Uyyf0FNBTxrThqStEkpzICEXjvPejdG86c\ngezZYdAgm/CCg52OLnmOnTvGs5OfZduhbeTKmov5rvk6gjIVBFiSW4BdzvFRoBpwGjv45CNxywpf\nr+vtwJPPgPK+3kwp5ZuffoKaNaFtW5vg6tSBH36APn3SfoL7/sj3/Hv4v9l2aBt333Y3X/b9UhNc\nxrQbWCRueQo7cv9F7BJiLyTnot625O4DPsLOk1uNzbT/4CmZk6q0JafSqytX7PqSI0bYoqaFCsG4\ncdC8edoeWHLNx7s+prm7OReuXqDyvZVZ1mkZhfOkWP1MFU8gteQAjMvUA857Crf6hbctuZ+Bh7Dl\n0Y9jF+SM+4m88VeVUt4ID4fQULtKSVSUbcXt3QsvvJD2E5yIMGrNKBpMbsCFqxdoXqk5m3pt0gSX\ngRmXaQC0xtaaw7hMkHGZ15J7XW+HLA3Fx2J5SqmkOXXKvnebOdNulyoF06dD9erOxuUvV6Ku0G5O\nO+ZunQvA0IZDef3p13WAiSoJXATyAcfFLTHGZVYYl2menFVQvEpyIgz29UZKqZsTsSMmu3eHP/+E\nLFlgwAC3zcVuAAAgAElEQVT73i1r1lt/Py344+wfNJrSiG2HtpEjSw7mtplL44qNnQ5LBYYocUvL\nuDvELT8Zl6lzoy8khU4+USoAHDhg57ytW2e3a9a0S3SVLOloWH614/AOGr7dkKNnj3L3bXezovMK\nyt+l49jUdSWMyxQTtxyJt/9Kci7q9bJexlDBGD4yhj+NIdoYKnr2DzeGp5ITjFIZTWSkncD90EM2\nwd12m+2m3LgxfSW4hdsX8n+j/o+jZ49S7b5qbB+wXROcim8CsMm4TBfjMgXBvpcjmSueeJXkjKEa\n8BVQCpgf7/uxQIfkBKNURrJli60MMGCAHUX50kt2qkBYWNofWHJNTGwMfT/sS7N3mnE58jJtqrVh\nQ88NFMpTyOnQVIARt/wCNAXaA8eNyxwF/gC+Ts51vZ1C8AVwCngWCMKOpnxEhG+NoTEwXoS7kxOQ\nL3QKgUpLzp61lQKmTbPbJUrYn2vXdjYufzt76SwvuF/gkx8+IShTEOOajqPzY511gEkACbQpBNcY\nl6kC3AV8I245kJxreftOriLQWAQxJsEoyz+B25MTjFLpmYityN21Kxw7ZqsDvPYavP66Xb0kPdn7\nx14avt2Q/Sf2UyBXARa3X0ytUrWcDksFCOMyBcUtf97ouLhly02+e7u45WRS7+VtkrsC5LjBsTuA\nc15eDwBjKAbMAQpjuz3fEWGSMQwCXMAJz6n9RVjjyz2UctLhw3YB5dWr7XaVKnZawEMPORtXSli5\nayUtZrTgryt/Ua5YOZZ3Wk5IwRCnw1JJZFymO9AG+yzeDbQCcgILgeJABNBU3OLT897jHuMyz4pb\nZngZW2WgDnY6W5J4O/DkC6CbMQTF2XetRdcGfF7TMhroIcKD2HXLOhtDKc+xsSJU9Hw0wak0JToa\nxoyBMmVsgsub13ZNbt6c/hJcbGwsQ1cOpeHkhvx15S+aPtKULX23aIJLQ4zL3Al0ASqKW8phG0LN\ngb7AenFLSexzvl9y7iNu2Q7sNC7zkXGZpsZlbtrgMi5TzrjMDOAJcUuSExx435IbCHwJ7AKWYBNc\nS2MYiy129y8vrweACMeAY56fLxjDXqCo53DA9RcrlRTffAPt2sF339ntpk1h/Hhb8y29OXfpHC+/\n9zIrdq3AGMPwRsPpW7evvn9Lm4KAnMZlYoHswFFsUqvhOT4bCMcmPp+JW74xLtMc6Ap8Z1zmFLAP\nOIsd73EbUAQohx18MtiXygReDTwBO4UAu3ZldewfRiy23k8PEb7zNoBErh+C/QN8COgJhGG7Qb8B\neook7BLVgScqkPz1FwwcaIuXxsZC8eIwZQrUq+d0ZCljz+97aDSlET8f/5n8OfIz3zWfpx7S2URp\nQWIDT4zLvAoMAy4Ba8UtLxmXOSNuyR/nnNPiltv8GovLlAQqYF9bZcW+pjoEbBG3RPl63SS35Iwh\nC7ZPdpwIjxtDNmymPSvCJV8DiHePXNgWYldPi24KMNQz0OUNYCy2WzSe4oSFzbq+FRoaSmhoKCEh\nEBKS8OyICPuJT8/X85N7/q5d0LkzHDkCQUHQsye0bm1rwIWHB3783p7/zaklhM0M4+LVi5QrVo6l\nHZeS6eK9CX7XQI0/o50fERFOeGL/cjyMy+QDGmLfvZ0DFhuXaUHC5Rz93qoQt+zDtuT8ypd6cs+I\nEO73QAyZgY+BT0SYkMjx4sBKEcolPKYtOeWso0ehSxdYutRuP/IIuN12geX0KDommteXvc6ba94E\noHml5rhfdpMza06HI1PeiN+SMy7TBHhS3OLybL8EVAYeA2qKW44blykCbBK3lHYkaC95+07uS+wv\nHO7/UHgP2BM3wRlDEc/7OoDGwA8pcF+lfBYTA1OnQv/+tpsyVy4YNgw6dbItufToxPkTNHunGZv2\nbSIoUxCjm4zWCt7px69AZeMy2YCrwOPAduAC9tXRm0BLYLlTAXrL25bcg8Ay7PIry7Cz0f9xAV/q\nyRlDVeBz7HBV8Xz6Y4vlhWLf+0UA7UU4nvD72pJTqW/XLjuw5GvPegwNG9r3cHfd5WxcKemrA1/x\n/LTnOXr2KIVyF2Jh+4XULFnT6bCUj27wTm4Q0AxbPu07oC2QG1iEnaB9GDuF4Gwqh+sTb5PctQR2\noy+JSOov+qxJTqWmixdhyBAYO9a25IoWtcmtUSOnI0s5IsLkTZPpsagHUTFRVL2vKovaL+LOfHc6\nHZpKhkBd8cSftJ6cUl5Ys8ZWC4iIsOtLdukCb7wBefI4HVnKuXj1Iu3ntuf9be8D0PXxroxuMprg\nzMEOR6bUrXk9hSAQaUtOpbRjx2ydtwUL7Hb58vDOO1CpkrNxpbS9f+zl+WnP8+PvP5Iza05mvDyD\nZpWaOR2W8hNtySmVwcXGwrvv2jUmz561a0wOGQLdukFwOm/IfLDtA1xzXVy8epFSRUrx4SsfUubO\nZFU9UeqGjMuUx1YHzxb/mLhljq/X9TrJeSaDD8ROBs8HVPJUIRgOfK5Lb6n0Ys8eaN8evvjCbtet\nayd1JzY3KT25GnWV7ou6MzV8KgAvVHqB6S9NJ1e2XA5HptIjz9y8VdiR+/D3Kldxu+d8TnJaT06p\neK5csSuWhIbaBFe4sO2mXLUq/Se4QycPUfXNqkwNn0qWzFmY2mIq89rO0wSnUtJwoAC24WSARth5\nee8DB4FkvRTwtiU3EviUv+vJdY5z7Fvg5eQEo5TTNm6EDh1gv2eFvHbtYORIyJ//5t9LD5Z+u5RW\ns1px7vI57il4D4s7LObh4g87HZZK/54EhgBbPdtHxC07gHDjMlOxa1v6nFu8rUJQEZgqcn0uW1xa\nT06lWX/+aStyP/64TXBlythKAdOnp/8EdzXqKq9+8CqNpzbm3OVzNCjfgB2v79AEp1LLHcAhcUsM\ntpxb7jjHPgKeTs7FA6KenFJOEYG5c6FHDzh1CrJmtUVMX3sNsmRxOrqUd/DkQZpOb8qOwzsIDgpm\nVJNRdH28q65eolLTMew6yGAnmj/K36tq3Zfci3ub5K7Vk4u7pIs/6skpler277dz3jZssNu1atla\nbw884GxcqWXJjiW0md2G85fPE1IghEXtF/Gve3yqlqVUcnyBHXSyHJgLDDIuE4KtM9oSWJGciwdE\nPTmlUlNkJIwaZSdxX70KBQrYwqYvv2wneKd3lyMv03Nxz+ujJxtXbMy7Ld8lX458DkemMqghwLWl\nc0ZjB6H8B9truAJbxNVnvtSTq+gJJEXqyflCJ4OrpPriCzstYM8eu92yJbz1FhQs6GxcqWXP73to\n9k4zdh/dTZbMWRjz/Bg61eqk3ZMZVEaYDO7ziicpUU/OV5rk1K2cOQN9+9pVSgDuv992TT72mLNx\npRYRwb3ZTbeF3bgceZkHCj/AgnYLqHB3BadDUw7SJAcYw2mgtmfC93vA/0Q4lCrRJZEmOXUjIrBo\nEXTtCseP21VK+vSBAQMgW4J1FdKns5fO0m5OOxbvWAxAWJUwJjWfpHPfVMAkOeMyCRcZccu3xmXs\nIiNu8XmRkaRMIciJLUUOtp6QThNQacKhQ1CvHjRrZhNc1aqwcyf8738ZJ8F9+cuXhA4NZfGOxeTO\nlpv3277PzFYzNcGpgGFcJkUXGUnKwJPDgMuY64mugqerMlEifJ6cgJRKrqgoGD8eBg2Cy5chXz47\n0KRNG8jk7czQNCo6Jpr/ffw/3lj1BrESyyPFH2FBuwWUKFTC6dCUii9FFxlJSpIbCUzHDuUUYMoN\nzjOe4+m0HrJKC77+2q5SsmuX3W7WDMaNgyJFnI0rNR06eYgW77bgqwNfYYyhb92+DGkwhCyZM8DE\nP5UWVQQai1vEuIzfFxm5ZZIT4T1j+AR4ANgEvArsTc5NlfK38+ftJO6337bv4e65xy6m/NRTTkeW\nuuZtnUfH9zvy15W/KJqvKHPbzKVWqVpOh6XUzaToIiNJmicnwh/AH8YwG1gVaANPVMa2bBl07gxH\nj0JQEPTsabsqc9zof5t06Oyls3R6vxPzv54PwHMVn+Odl9/htpy33eKbSjnOLjLiMimyyIhXk8FF\naAVgDHcBd5FY3R/RVU9U6vjtN1uZe7nnf41KlewUgfLlnY0rtW3cu5GWM1ty5MwRcmTJwcRmE2ld\nrbXOfVNpReKLjLiMXxYZ8WqenDHcgx39cq30Qdy6PwY7Hcfrd3LGUAxbL6gwdjSNW4SJxpAfWAgU\nByKApiIJm646hSBjiYmByZPtNIALFyB3bhg+3C7RFZSB3ghfibrCgKUDGLtuLAD/vuffzG0zl/sL\n3+9wZCqtSGwKgXGZvMAM4CHs87g18DPxn8Vu8dtaxcZlbrzIiFuStciIt0luI7Zy60jgJyAy/jki\nfOZ1EIYiQBERdhpDLmAH0BBoBZwSYZQx9AHyi9A34fc1yWUUO3fagSXbt9vtxo1h4kQoWtTZuFLb\n90e+58UZL7L76G6CMgUx8OmBDHh6AJmDvK6DrDKwGyS5WcBn4paZxmUyY6eR9QdOiVtGGZexz2K3\nJHgWJzsel/l7kRG3+GWREW+T3F9AmAgf+uPmN7nPMuBtz6eGCMc9iTBchFIJz9ckl95dvAiDB9uR\nkjExUKyYbc01aOB0ZKkrJjaGMWvHMHD5QCKjI7m/0P3MbTOXf9/7b6dDU2lQ/CRnXCYP8J245R9z\nTYzL/ATUELccNy5jn8VuSfAs9vr+LpMF20IcJ25Jkeln3v617wiJtN78yRhCgFBsAb3CIhwHEOGY\nMRRKyXurwLR6NXTsCIcP23luXbvaCd25c9/6u+nJLyd+IWxmGF/+8iUA7au3Z0zTMeTMmtPhyFQ6\ncg/wp3GZmUB54BugG1BY3GKfxW45ZlzGL89icUukcZnawAR/XC8x3ia54UAfY9gowkV/B+PpqlwC\ndBXhgjEJCrPeoLlWnLCwWde3QkNDCQ0NJSQEQkISnh0RYT/x6fmBdf4ff0C3bnZZLoASJaBXLyhV\nCnbsCPz4/XW+iLBi1wqm7ejLlWw/cUfeO3i35bvULVs3TcSv5wfO+RER4YSHhyc8+LfM2HlrncQt\n3xiXGQf0JeGz159dZ19iS+3cNDBf+VKFYBjQDtvSOhPvsIjQ0qdADJmBj4FPRGxWN4a9QM043ZWb\nRCid8LvaXZmexMbaUZJ9+8K5c3YqwNChtgWXOYO9cjpy+gitZ7dm3Z51ADSv1Jy3X3hbpwYov0ik\nu7Iw8JW45V7PdjVskisB1IzTXblJ3JLgWexTDC7zILAM25pbBvxBvCQqbon19fpePTKMIQzoB8Rg\ns338rsvkZJr3gD3XEpzHCux6mW9iV1xZnsj3VDryww+2FM6WLXa7Xj377i2xv7GmZyLCrC2z6L6w\nO+cun6NArgJMbTGV5x953unQVDrmSWK/GZd5QNzyM/A48KPnE0bKPIt3e/45gcS7LQXvex2v83bg\nyWFsH20bEc76etNErlsV+Bz7y4rn0x/4GliEnZN3GDuFIMF9tSWX9l2+bIuYjhoF0dF2Ga4JE+D5\n5zNGIdO4jp45Sru57Vi9ezUAz5R/hndeeocieTPQ2mQqVdxgdGV57BSCYOAgdpR7EPGfxW7xSw4w\nLjOYWzSQxC1DfL6+l0nuAtBQhA2+3jAlaJJL29avt3PcfvnFbnfoACNG2IWVMxIRYfaW2XRb2I1z\nl8+RL0c+JjabyIuVX9SJ3SpFBEqpnZTkbRPwC6A0BFaSU2nTyZPQowfMm2e3H3zQvourUsXZuJwQ\nv/VWv1x9pr80nTvz3elwZEqlDk8LsiQJV9IScctcX6/rbZLrCiwyhjPAGhIOPEEEn18QqoxBBGbN\nsiMlT5+2td0GDrTbWTLYQvkiwozNM+i1pBfnL58nX458TPjPBF569CVtvakMwbhMPmAV8Ch/r54F\n/+zCTLUkd636wJwbHE/WC0KV/u3bZ7sjr41irl0bpk6F++5zNCxHHDhxANccF5v2bQLsu7epLaZS\nNH8GW75FZXTDgQLA/2GX8mqErTzQGpv4miXn4t4mpKH4d36EyiCuXoU334RhwyAyEgoWtKuXtGiR\n8QaWxMTGMHHDRAYsG8DlyMsUzFWQSc0n8Z9//UdbbyojehIYgp2WBnBE3LIDCDcuMxXbg+hz4VRv\nqxAM9vVGKuP6/HM7LeCnn+x2q1YwejQUKOBsXE7YfWQ3rjkuth3aBsALlV5gfLPx3J47WXUhlUrL\n7gAOiVtijMtcAeKuZfQRsCA5F9euRZViTp+G116Dd9+12w88ANOnQ82ajobliCtRV3jj4zd489M3\niY6J5s58dzLtxWk8U/4Zp0NTymnHsIsyg52e8Ch/r36S7BcZmuSU34nABx9A9+5w4oQdTNKvn/1k\nzep0dKnvs32f0W5uO34+/jMAr9R8hRGNRpA3R16HI1MqIHyBXdZrOXaAySDjMiFANHbi+YrkXNzb\nFU9uVRBVRHg8GfGoNO7gQTvnbe1au129um29lUr2euVpz5mLZ3jtw9eYsXkGAKXvKI37ZTdV76vq\ncGRKBZQhwLW5MqOxg1D+A+TAJrguybm4t5PBw0k48KQAdm7DSeBnER5LTkC+0MngzouKgrFjYcgQ\nu3pJ/vzw1lsQFmYrB2QkIsL8bfPpsagHJ/46QXBQMAPqDaBv3b5kDc6ATVkVsHQyeDwi1ExsvzGU\nwC6sOdwPMak0ZutWW8h0t2cFuhYtbMIrlAELI+0/vp+O73dk/d71AFS7rxrvvPwOpe/wy1q2Sikv\neV2F4IYXMrQAeolQwS8X9Ore2pJzwrlz0L+/necmAvfea3+uU8fpyFLf1airvLnmTYavHs7V6Kvc\nlvM2RjcZTViVMDJltKasSjO0Jeedk8ADfryeClAi8NFH8Oqr8PvvtvxNr1521ZIcOZyOLvWt37Oe\nTvM7XR9Y0vLRlox+frROC1AqAPglyRlDAaAHcMAf11OB69dfoXNnWLnSbj/6qB1YUrass3E54eiZ\no/RY1INF39iqriWLlGTai9OoWbKms4Eppa7zdnTlIRIOPMkCFPb8/Jw/glKBJzoaJk2yrbWLFyFP\nHhg50k7yzmi9cVHRUUzcOJHBKwZz4eoFsmfJzsCnB9LjiR46sESpAONtS+4zEia5K9gJfItFtCWX\nHu3YYQeWfPut3W7SxNZ6uzMDLpD/2b7P6DS/Ez/+/iMAz4Y+y/hm4yleoLjDkSmlEuO3gSdO0oEn\nKePCBdtymzgRYmPhrrtgyhSoX9/pyFLfkdNH6LWkFwu3LwSgxO0lmNh8IvXK1nM4MqV8pwNP4jGG\nPkAxkYST84xhIvCbCKP9FZxyzscfQ6dO9h1cpkx29ZKhQyFXLqcjS11Xo64yZu0Yhq0exqXIS2QL\nzka/uv147anXyBYcv+yVUirQeNtd2QoYc4NjO4FeoEkuLfv9d+jaFZYssdsVK9pCpg8/7GxcTvh4\n18d0W9iNAydtL/xzFZ9jTNMx2jWpVBribZK7G9h/g2MHAf2/P42KjYVp0+z6kufPQ86c8MYbdiRl\n5gy2wume3/fQc3FP1vywBrDLcU1qPonHS+uKdUqlNd4+vi4BN6roWAy46ksQxvAuUB84LkI5z75B\ngAs44TmtvwhrfLm+urndu+3Akq2eak7PPANvvw133+1sXKnt9MXTDF4xmCnhU4iJjSFv9rwMemYQ\nnWt1JjhzsNPhKZVqjMtkAr7B1nZrYFwmP7AQ25CJAJqKW845GGKSeTv4ezPQ2xj+MU7as93Tc9wX\nM7GF8+IbK0JFz0cTnJ9dugR9+9ouya1b4Y47bDfl8uUZK8FFx0Tz9sa3uX/A/UzaOAkRoUONDuwf\ntp/uT3TXBKcyoq7AnjjbfYH14paSwEagnyNR+cDbltxgYAvwszHMA45iW3YvYhdqDvMlCBG+MCbR\nrs50PerHSWvX2moBBw/aytydOtmq3XkzUPUXEWH17tX0XtKbvX/sBeCxUo8x7j/jKFesnMPRKeUM\n4zLFgHrAMOwiHwANgRqen2dj6731TfXgfODtAs27jKEW8BbQB9sSjMXWA3pOhF1+jq+zMbyEbTb3\nFCFNNI8D2YkTdqTk/Pl2u2xZO7CkcmVn40ptO3/dSa8lvdiwdwNgpwS89fxbNAxtiDH6dyuVoY0D\negNx/8pbWNxyHEDccsy4TJpZft3rIQUifA1UN4bsQH7gjAiX/R4ZTAGGiiDG8AYwFmiT+KnFCQub\ndX0rNDSU0NBQQkIgJCTh2RER9hNfej7/4EH45BM7uOTCBVvItFs3O7gkODjh+YEWv7/OD857lNeX\nvc7sr2YjIuTPkZ9Oj4ym+p0vE3wumM8+C+z49Xw9PznnR0SEEx4envCgh3GZp4Hj4padxmVq3vDE\nhIuCBKwkTwY3hizYF4/jRPjc74HY7sqV1waeJPWYPa6TwW9m7167/NZmzxvTOnVstYB773U2rtR0\n/vJ5Rn86mrHrxnIp8hLBQcF0qtWJgfUHclvO25wOTylHxJ8MblxmOPb1UzSQHcgNLAUeAWqKW44b\nlykCbBK3pIn6UUkeeCJCJFDbm+94yRDnHZwxFIlzrDHwQwrdN926cgUGD4bQUJvgChWC99+HNWsy\nToKLjI5k0oZJlOhfgjdWvcGlyEs0rtiYPUP3MO4/4zTBKRWHuKW/uOVuccu9QDNgo7jlJWAlf4+5\naAksdyhEr3nbXfklUBn70tFvjGE+UBMoYAy/AoOAWsYQin3nFwG09+c907vwcNt6+9lWf6FtW3jz\nTbgtgzzTY2NjWfTNIgYsG8DBkwcBqFKiCqOajKLqfVUdjk6pNGcksMi4TGvsWsVNHY4nybxau9IY\nHsRWAJ/g+ecfxOubFSHWnwEmLS7trrzm1Cno3RtmzrTbpUrZUjjVqzsbV2oREdbtWUf/pf3ZcXgH\nAKWKlGLkcyNpUL6BDipRKo6MsHalt0nuWgK70ZdExK+FWJNEk5wtZDp/vh05efKkHVgyYAD06QNZ\nM0j1l68OfEW/j/rx2c929Mid+e5kSIMhhFUJI3NQBlu2RakkyAhJztv/84eShkbVZBQHDtg5b+vW\n2e2aNe0oypIlHQ0r1ew+spsBywawcpet5Jo/R3761u1L51qdyZE1A5YqV0pdp6V20rDISBgzxlYH\nuHLFvm976y0IC7MTvNO7fcf2MWTlEBZsX4CIkDNrTrrX7k7POj3JlyOf0+EpFfC0JacC1pYtdmDJ\nD54xpy+9ZBPe7bc7G1dqOHDiAEM/Hsq8rfOIlViyZM5Chxod6F+vP4XzFL71BZRSGcYtk5wxxACP\nivC1553czZpMjryTy0jOnrWVAqZNs9slStifa9d2Nq7UcPjUYd5Y9QYzv5xJTGwMmYMy07ZqWwbU\nG8DdBTLQYptKqSRLSkIaChyJ83PG6xcMACJ28eRXX4Vjx2z5m9deg9dfh+zZnY4uZUX8GcHIT0by\n3pfvERUTRSaTibAqYQysP5B7b88gE/6UUj7Rd3JpwOHDdgHlVavsdpUqdlrAQw85G1dKO3jyICM+\nGcGsLbOIjonGGEPzfzVn0DODeKDIA06Hp1Sap+/kAGMw2Fpvh0QSX3XEGMoCISKs9HN8GVp0NEyc\nCAMH2rI4efPaCd0uF2RKqXVnAsAvJ35h+OrhzPlqDjGxMWQymXix8ou8/vTrlCySQYaMKqX8Iind\nlS8CU4GbtRv+Aj4wBpcIH/glsgzum29sIdPvvrPbTZvC+PG25lt69cPRHxi+ejgLty8kVmIJyhRE\ny0dbMuDpAdxf+H6nw1NKpUG37K40hrXAPhG63OK8CUBJEZ7yY3xJkp66K//6y7bcJk2C2FgoXhym\nTIF69ZyOLOV8fehrhq8ezvKddjm8zEGZebnyy/Sv158ShUo4HJ1S6Zd2V1oVgUlJOG890CJ54WRs\ny5dD585w5AgEBUHPnjBkCOTM6XRk/icibPxpIyM/Gcn6vesByBacDdf/uehVp5eOllRK+UVSklxu\n4EwSzjvjOVd56ehR6NIFli612488YguZVqjgbFwpISY2hg93fMioT0ddX1syd7bcdKzZke5PdNd5\nbkopv0pKkvsTKI6t/n0zd3vOVUkUE2O7IgcMsN2UuXLZIqadO9uWXHpyOfIys7bM4q21b12vCnB7\n7tt59bFX6VSrE/lz5nc4QqVUepSUd3ILgfwi1LnFeWuxVcL/48f4kiQtvpPbtcsOLPn6a7vdsKF9\nD3fXXc7G5W8nzp9gSvgUpoRP4eRfJwEocXsJetXpRcsqLcmeJZ1P8lMqgOk7OWs88IUxjAP6eIqn\nXmcMwcBo4DGgmv9DTF8uXbLv2caMsS25okVtcmvUyOnI/GvvH3sZu24sc7+ay9XoqwA8XPxh+jzV\nh8YVGxOUKZ01VZVSASlJk8GNoRswBjgFrMUWzQPbjfkEUADoKcKEFIrzFvGljZbcmjW2WkBEhF1A\nuXNn2z2ZJ4/TkfmHiLBh7wbGrR/H6t2rAfs3xWfKPUOPJ3pQ/YHqWs9NqQCSEVpySV7xxBiqA32w\nFbyv9TFdxlYJHynC5hSIL0kCPckdO2brvC1YYLfLl7cDSypVcjYuf7l49SLzts5j4oaJ7PljD2BH\nSoZVCaN77e66OolSAUqTXGJfMGQCCno2T4kQ4/eovBSoSS42FmbMsIVLz561a0wOGQLdukFwsNPR\nJd/hU4eZvGky7s1uzl46C9hCpa/UeIUONTpQMHfBW1xBKeUkTXKpFYThXezSYcdFKOfZlx9YiO0S\njQCainAu8e8HXpLbs8eWwvnCMya1bl07kjIkxNGwki02Npb1e9czedNkPv7+Y2LFFouvfG9lXn3s\nVZo83ITgzOkggyuVAcRPcsZligFzgMJALOAWt0w0LpPweeyWRJ/HgSZQklw14AIwJ06SexPbUhxl\nDH2wIzz7Jv79wElyV67AsGF2jcmoKChUyK4/2bRp2i5keubiGWZtmcXU8KnsP7EfgOCgYJ5/+Hm6\n1u5KpXvSSd+rUhlIIkmuCFBE3LLTuEwuYAfQEGgFnBK3jDIuY5/Hbkn0eRxoAiLJARhDcWBlnCT3\nE7w509cAAAxjSURBVFBDhOPGUAQIF6FU4t8NjCS3cSN06AD7bQ6gXTsYORLyp9EpYCLC9ojtTP9s\nOh9s/4DLkZcBKJa/GB1qdKDt/7XVydtKpWG36q40LrMMeNvzqSFuOe5JhOHilkSfx4EmkAucFhLh\nOIAIx4yhkNMB3ciff0KvXjB7tt0uU8aWwqmWRidUnLt0jvlfz2f6Z9PZdWTX9f21S9emU61O1C9X\nn8xBgfyfjlIquYzLhAChwFagsLjFPo/dcsy4TMA+j+NLS08q55tq8YjA3LnQowecOgVZs9rFlXv3\nhixZnI7OOyLC1oNbmbF5Bgu2L+BS5CUACuYqSFiVMFz/59JRkkplEJ6uyiVAV3HLBeMy8Z+/Afc8\nvpFATnLHjaFwnO7KEzc+tThhYbOub4WGhhIaGkpISOIDPSIi7Cc+b84/csQOJPnqK7v92GMwbRrc\nf79/rv//7d17UJV1Hsfx9xdQkby15i1JsMS8k4GQl8xbpVi4OplZk7Y57FS76ew2O8PoH9Y4U2M7\nU+0f/eGy2a6O1GrlamKpo2HjDVRQLt7ygiiSW62XDASU7/7xPDKoaBYHnnMev68ZB855HuZ8nkHO\n9/yuT3Od3/o3p1m6fSmLty5mf/l+58CPMcTf+VtSB6UyIm4ELSNacuoAtLwYfPntfDvfzr/180tK\nssnOzr7+YD2SJhE4BW6pZugq9+nTkiZd6nVX3uT9OLgE05hcLM6Y3ED38ULgf6osDKaJJ9XV8Pbb\nziLuqiro2BHeeQeefz50JpbUXKrhy+IvWbxlMWsK13Dp8iUAurTrwsyhM3lxxIt2c1JjbgMNjclJ\nmiwBvtcM/XO955z34wxdaBNPfk0IIRNnkXlH4DQwH/gPsAK4B2eHladVOdvwzzdPkduyxVkWsM9Z\n78wLL8Bf/wp3hcByMFUlvzSfJduXkJmbWbePZHhYOBMHTmTWiFlMGDDBpv8bcxtpYHblcOBroBCn\nS1KBuUAusJz678cZ2uD7cbAJiiLXWE1d5M6cgfR0Z5cScLokFy2C0aOb7CUDpuxMGZm5mSzZvoSi\nsqK65/t168fMYTOZMXQGXdt39TChMcYrt8Ni8GAek/OcKixfDnPmwOnTzi4l6ekwdy5ERnqd7sbO\n/HSGT/M+ZVnOMjYf2syVDwAd23Tk2aRnmTF0BgkxCbaPpDHG96zI3cCxY/DKK86myuAsB1i0yFke\nEIwqqirIKswiMyeTtUVrqb7k3CyiVUQrJg6ayIyhM5gwYAItI0Js2qcxxjSCFblr1NTAu+/C669D\nZSV06OBMNJk1C8LCvE53tcrqSr4o+oLlu5bz+d7P66b9iwhj+47lueTnmDx4Mh2iOnic1BhjvGFF\nrp7cXEhLg4IC5/H06U7B6xJEm3pUVFWwft96Vuxaweq9q7lQdaHuWHLPZKYNmca0IdO4u8PdHqY0\nxpjgYEUOOH8e5s2D9993xuF69nTWwI0f73Uyx/nK82QVZPFZ/mesLVxb12IDSIxJ5OkhTzM1YSqx\nd8V6F9IYY4LQbV/kVq6EV1+FsjIID4fXXoP58yEqyttc5WfLWVOwhlV7VrFh/4a6MTaAIbFDmPLg\nFKYmTOW+zvd5mNIYY4LbbVvkTpxwitsqdz1/UpKzRCA+3ps8qkrxqWJW71nNqr2ryD2WW3dMRBjZ\neyRTBk9h8uDJ9OjYw5uQxhgTYm67Inf5stMtOW8eXLgAbdvCm2/Cyy87LbnmVFFVQfahbLIKslhb\nuJaSH0rqjkW2iOTRfo+SGp/Kk/FP2m7/xhjzK9xWRW7PHuf2Nzt3Oo+nTHHu9da9e/O8vqpy5Lsj\nrCteR1ZBFl8d/IqLNRfrjndq24knBj3BpAcmMa7vOO5odUfzBDPGGJ+6LYrcTz8542zvvee05KKj\nndZcamrTv/a5inNsOrCJ9fvWs654Hce+P3bV8cSYRFIGppAyMIXE2ETCw5q5OWmMMT7m+yKXleUs\n6i4tdda5zZkDCxY43ZRN4WLNRXYc3cHG/RvZdGATOcdyuFx7ue74nVF3Mq7vOFIGpjB+wHjbUssY\nY5qQb4tceblT0FascB4PHuxMLElMDOzrVF+qZlfJLjYf2szGAxvZenjrVV2Q4WHhjOg1gsf7P85j\n/R8jISbBWmvGGNNMfFfkamudYpaeDufOOUsBFiyA2bMhIgBXW1ldSc6xHDYf3MzX33zN9qPbqayu\nvOqcQdGDGNNnDGP6jGFk3EjaR7Vv/AsbY4z5xXxV5IqKnIklV25kmpLijL01dGPBW1V+tpytR7ay\n7fA2th3ZRl5pHjWXa646p2+3voyMG8mYPmMY3Wc0ndp2+vUvaIwxJmB8U+TmznXu7XbpEnTt6sya\nfOqpX3Yj08rqSvJL88ktySXnaA47ju64alo/OGvW4qPjeeT+RxgZN5KH4x6mc7vOgb0YY4wxAeGb\n+8k59/aDl16Ct95yNla+maqaKopOFZF3PI/dx3eTW5JLYVlh3V2yr2gb2ZaH7n2IYfcNY3iv4ST3\nTKZd63ZNdSnGGNNs7H5yIaR/f2csbtiw64+drThL4clCCsoKyC/NJ680j6Kyouu6HcMkjIHdB5J8\nbzJJsUkk9UxiQPcBNlHEGGNClG9aclVVSq1c5OC3B9l3ah/Fp4opKCug4GQBx3843tDP0LtLbxJ6\nJDC4x2CGxA4hISaBNpFtPLgCY4xpftaSCyH934jj6HdHqdXa645Ftoik/939GRQ9iPjoeBJiEoi/\nJ562kU20WM4YY0xQCPoiJ0IJcA6oBWpUSWrovMP/PUx4WDj3d7mfft360bdb37qi1qtzLyLCg/5S\njTHGc5Im44H3gDDgA83QhR5HapSg764U4SiQoMqZG58jWniykLjOcbRq0aoZ0zWP7OxsRo0a5XWM\nJuPn6/PztYFdX6i7trtS0iQMOASMBU4BO4FnNEMPeBSx0cK8DnALhFvIOaD7AF8WOHD+0PzMz9fn\n52sDuz4fSgK+0Qw9rhlaA3wMTPI4U6OEQpFTYIMIO0VI8zqMMcb4WHfgRL3HJ93nQlYoDFQNV6Vc\nhE44xW6/Klu8DmWMMSb4Bf2YXH0izAd+VOWdq5+X0LkIY4wJIteMyT0EvK4ZOt59nA5oKE8+CeqW\nnAhRQJgqF0S4A3gMeOPa8/y+zsMYY5rJTqCXpEkMUA48A0z3NlLjBPuYXBdgiwj5wA7gc1XWe5zJ\nGGN8STP0MvBHYD1QDHysGbrf21SNE1LdlcYYY8wvEewtuZsSkQ9E5LSIFHidJdBEJFpENolIsYgU\nishsrzMFkoi0EpEcEcl3r2++15magoiEiUieiKz2OkugiUiJiOx1f4e5XucJNBFpLyIrRGS/+3eY\n7HWmQBCR3u7vLM/9es5v7y/1hXRLTkRGABeAJao6yOs8gSQiXYGuqrpHRNoAu4FJqqG7KPNaIhKl\nqhUiEg5sBWarqq/eLEXkT0AC0E5VU73OE0gi4m7UoDfcqCGUicg/gc2q+qGIRABRqnre41gBJSJh\nOMsEklX1xM+dH4pCuiWnqlvgxjuhhDJV/VZV97jfXwD2E+LrVa6lqhXut61wJkGF7ieuBohINJAC\n/MPrLE3kljZqCEUi0g54WFU/BFDVS34rcK5xwBG/Fjjw6X9QvxGRWOABIMfbJIHlduXlA98CG1R1\np9eZAuxd4C/4rHjX427UIDtFxG8bNfQEvheRD91uvb+LSGuvQzWBacBHXodoSlbkgpzbVfkJMMdt\n0fmGqtaq6mAgGkgWkX5eZwoUEZkInHZb4+L+85vhqvogTmv1D+7wgV9EAA8C77vXWAGkexspsESk\nBZAKrPA6S1OyIhfE3HGAT4ClqrrK6zxNxe0G+goY73WWABoOpLrjVh8Bo0VkiceZAkpVy92v3wEr\noeE7hISok8AJVd3lPv4Ep+j5yQRgt/v78y0/FDm/fkoGWAzsU9W/eR0k0ETkLhFp737fGngU8M2k\nGlWdq6o9VPVenAW1m1R1hte5AkVEotxeBkTkykYNRd6mChxVPQ2cEJHe7lNjgX0eRmoK0/F5VyUE\n+Y4nP0dEMoFRQEcRKQXmXxkoDnUiMhx4Dih0x60UmKuqX3qbLGC6Af9yZ3eFAf9W1bUeZzK3rguw\n0t1SLwJYpqp+26hhNrDM7dY7CvzO4zwBIyJROJNOfu91lqYW0ksIjDHGmJvxQ3elMcYY0yArcsYY\nY3zLipwxxhjfsiJnjDHGt6zIGWOM8S0rcsYYY3zLipwxxhjfsiJnjDHGt/4PWbwkfgIXMdIAAAAA\nSUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax1 = plt.subplots()\n", "x = np.arange(1,7,0.1)\n", "ax1.plot(x, 2 * np.pi * x, lw=2, color=\"blue\")\n", "ax1.set_ylabel(r\"Circumference $(cm)$\", fontsize=16, color=\"blue\")\n", "for label in ax1.get_yticklabels():\n", " label.set_color(\"blue\")\n", " \n", "ax2 = ax1.twinx()\n", "ax2.plot(x, np.pi * x ** 2, lw=2, color=\"darkgreen\")\n", "ax2.set_ylabel(r\"area $(cm^2)$\", fontsize=16, color=\"darkgreen\")\n", "for label in ax2.get_yticklabels():\n", " label.set_color(\"darkgreen\")\n", " \n", "#plt.grid(color='b', alpha=1.5, linestyle='dashed', linewidth=0.5)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": true }, "outputs": [], "source": [ "fig.savefig(\"filename.png\", dpi=200)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEaCAYAAABEsMO+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def f(t):\n", " return np.exp(-t) * np.cos(2*np.pi*t)\n", "def fp(t):\n", " return -2*np.pi * np.exp(-t) * np.sin(2*np.pi*t) - np.e**(-t)*np.cos(2*np.pi*t)\n", "def g(t):\n", " return np.sin(t) * np.cos(1/(t+0.1))\n", "def g(t):\n", " return np.sin(t) * np.cos(1/(t))\n", "python_course_green = \"#476042\"\n", "fig = plt.figure(figsize=(6, 4))\n", "t = np.arange(-5.0, 1.0, 0.1)\n", "sub1 = fig.add_subplot(221) # instead of plt.subplot(2, 2, 1)\n", "sub1.set_title('The function f') # non OOP: plt.title('The function f')\n", "sub1.plot(t, f(t))\n", "sub2 = fig.add_subplot(222, axisbg=\"lightgrey\")\n", "sub2.set_title('fp, the derivation of f')\n", "sub2.plot(t, fp(t))\n", "t = np.arange(-3.0, 2.0, 0.02)\n", "sub3 = fig.add_subplot(223)\n", "sub3.set_title('The function g')\n", "sub3.plot(t, g(t))\n", "t = np.arange(-0.2, 0.2, 0.001)\n", "sub4 = fig.add_subplot(224, axisbg=\"lightgrey\")\n", "sub4.set_title('A closer look at g')\n", "sub4.set_xticks([-0.2, -0.1, 0, 0.1, 0.2])\n", "sub4.set_yticks([-0.15, -0.1, 0, 0.1, 0.15])\n", "sub4.plot(t, g(t))\n", "plt.plot(t, g(t))\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 1 }