Skip to content

Instantly share code, notes, and snippets.

Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save aflaxman/8bdbf604dc0664e32973edda3e9ba3ea to your computer and use it in GitHub Desktop.
Save aflaxman/8bdbf604dc0664e32973edda3e9ba3ea to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import numpy as np, pandas as pd, matplotlib.pyplot as plt, seaborn as sns\n",
"sns.set_context('talk', font_scale=2)\n",
"sns.set_style('whitegrid')\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Simple dataset for this\n",
"s = pd.Series([2,98], index=['Survived\\n2%', 'Died\\n98%'])"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x2ba978f0eba8>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAeIAAADnCAYAAADCU1WkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2ba978f19cf8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# the basics --- built-in to pandas\n",
"s.plot(kind='pie')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x2ba97b1489e8>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAngAAAHBCAYAAAD6usYaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2ba97b1b7ac8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# create a figure and axis so that it is possible to make that not horrible\n",
"fig, ax = plt.subplots(figsize=(9,8))\n",
"s.plot(kind='pie')"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x2ba97b9fac88>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAngAAAHBCAYAAAD6usYaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3XeYZFWB/vHvBGAyMAlEEET01DXHVRAV0QVBRRddA+qu\ncRHFgMpiTpjFrKira0bFDOYVVMA181vzvUcUwSGnYcgzA9O/P84tp6bp3FV9qm59P89TT3VXum8z\nwLx97j3nzBsZGUGSJEnNMT93AEmSJHWXBU+SJKlhLHiSJEkNY8GTJElqGAueJElSw1jwJEmSGsaC\nJ0mS1DAWPEmSpIax4EmSJDWMBU+SJKlhLHiSJEkNY8GTJElqGAueJElSw1jwJEmSGsaCJ0mS1DAW\nPEmSpIax4EmSJDWMBU+SJKlhLHiSJEkNY8GTJElqGAueJElSw1jwJEmSGsaCJ0mS1DAWPEmSpIax\n4EmSJDWMBU+SJKlhLHiSJEkNY8GTJElqGAueJElSw1jwJEmSGsaCJ0mS1DAWPEmSpIax4EmSJDWM\nBU+SJKlhLHiSJEkNY8GTJElqGAueJElSw1jwJEmSGsaCJ0mS1DAWPEmSpIax4EmSJDWMBU+SJKlh\nLHiSJEkNY8GTJElqGAueJElSw1jwJEmSGsaCJ0mS1DAWPEmSpIax4EmSJDXMwtwBJA2+slUsB1YB\nOwFL69uSjtvo79v/7xkZdd/59RbgBuD6UbfrRn2/Abi8qMrNPfjRJGkgzRsZGZn8VZKGTtkqtgNu\nB+xZ398G2KXjtgZYDawEts8Us9PVwGX17fKOr9u3dcDfiqq8JFtCSZojFjxpSJWtYh6puN0R2Kvj\ntmd9vxvNvIzjRuB84G/17byOr/9aVOXV+aJJUndY8KQhULaK2wF3Ae5c37e/XpYzV5+6CPgj8IfO\n+6Iqr8uaSpKmwYInNUjZKhYCdwf+CbgvcFdSkVueM1cDjAB/J5W9PwBnA78oqvLvWVNJ0jgseNIA\nK1vFPqQy177dE1icNdRwuQT4JfCL+varoiqvyRtJkix40sCoR+fuBxwI7E8qdCuzhtJoW4CKVPr+\nFzijqMpz8kaSNIwseFKfKlvFAuBepEL3UFKp85q5wXMBcAbwI+D0oirPyxtH0jCw4El9pGwVdwYO\nIpW6BwM75k2kHvgrcFp9O72oyvWZ80hqIAuelFG91tyDgcOARwF7502kOXYL6VTuqcApRVX+JXMe\nSQ1hwZPmWNkqVgKHAo8GDsZROm1VkcreqcDPiqrckjmPpAFlwZPmQNkqdgOeCPwLsB+wIG8iDYDL\ngW8D3wC+V1Tlxsx5JA0QC57UI/VI3eOBJ5NOwzZxVwjNjQ3A14CTgB85sidpMhY8qYvKVrEUeAyp\n1B0MbJc3kRroYuBk4KSiKn+dO4yk/mTBk2apbBXzgUcATyNNlliSN5GGyJ+BL5DKnuvtSfoHC540\nQ2Wr2B14FvBM4HaZ40g/Bj4KfK2oyk2Zs0jKzIInTUO9+PChwH8Ah+BkCfWfy4FPAR8tqvKvmbNI\nysSCJ01B2Sr2AJ5NGq3bPXMcaSpGgNNJo3qnFFW5OXMeSXPIgidNoGwVDwaOIV1b5yxYDapLgY8B\nHyyq8tLcYST1ngVPGqXeXeKJpGJ378xxpG7aCHwOOKGoyip3GEm9Y8GTamWrWAE8F3gRsFvmOFIv\njZAWUT6hqMozcoeR1H0WPA29epeJY0gTJ1ZkjiPNtV8B7wK+UlTlLbnDSOoOC56GVtkqbgu8kjR5\nYvvMcaTc/ga8FfhkUZU35w4jaXYseBo69YjdK4DnADtkjiP1m3OBNwGfcURPGlwWPA2NslXcBng5\n6VTsosxxpH53DvBG4PPufSsNHgueGq9sFbuQit2RwOLMcaRBUwJvAL5UVKV/YUgDwoKnxipbxTJS\nsTsG94eVZusPwCuLqvxm7iCSJmfBU+OUrWI+aY/YNwK7Zo4jNc3pwEuKqvxd7iCSxmfBU6OUreKf\ngROAu+fOIjXYFuATwKvdGUPqTxY8NULZKgrSWl6H5M4iDZFrSUurvKeoyptyh5G0lQVPA61sFauA\n40lLnizMHEcaVucDxxVVeXLuIJISC54GVtkqng68E1idOYqk5EzgSPe5lfKz4GnglK0iAB8BDsgc\nRdKtbQLeBrylqMqNucNIw8qCp4FRtoodgFcBx+HWYlK/+zPw3KIqf5Q7iDSMLHgaCGWreBjwYeCO\nubNImpZPAy8tqvLK3EGkYWLBU1+rJ1G8F3hq7iySZuwKUsn7TO4g0rCw4Klvla3iUODjwG1yZ5HU\nFd8DnlVU5UW5g0hNZ8FT3ylbxVLg3cB/5M4iqevWA0cXVfn53EGkJrPgqa+UreKBpGt27pA7i6Se\n+gppEobX5kk9YMFTXyhbxfakBYtfBszPHEfS3LgIeHpRlT/IHURqGguesitbxd2Az+H+sdIwGgHe\nT9oJw3XzpC6x4CmrslU8h/Q/90W5s0jK6vfA44uq/HPuIFITWPCURT2R4sPA03JnkdQ3rgWeXVTl\nl3IHkQadBU9zrmwVBekC6zvnziKpL30AeFlRlZtyB5EGlQVPc6psFU8BPgoszZ1FUl/7BfCEoir/\nnjuINIgseJoTZatYRLrW7jm5s0gaGFcCTy2q8nu5g0iDxoKnnitbxR7AN4B7584iaeCMAG8GXldU\n5ZbcYaRBYcFTT5Wt4gHA14Fdc2eRNNBOBY4oqvL63EGkQeCCsuqZslUcAfwIy52k2TsM+EnZKnbP\nHUQaBI7gqevKVjGPtCvFq3JnkdQ4FwOPKaryV7mDSP3MgqeuKlvFEuAzwONyZ5HUWDcC/15U5Zdz\nB5H6lado1TVlq7gtcBaWO0m9tRg4uWwVr8kdROpXjuCpK8pWcRfg+8Btc2eRNFQ+BzzLRZGlbVnw\nNGv1TNlvAytzZ5E0lL4PHF5U5Q25g0j9wlO0mpWyVRwMnIblTlI+BwM/KFvFzrmDSP3CgqcZK1vF\nk4Bv4rZjkvLbDzijbBUuyyRhwdMMla3iecBJwHa5s0hS7W7A/5atYu/cQaTcLHiatrJVvA74EP77\nI6n/7E1aEPmuuYNIOTnJQtNStop3AS/JnUOSJrEeOLSoyp/nDiLlYMHTlJWt4j3Ai3PnkKQpugb4\n56Iqf5k7iDTXPMWmKbHcSRpAK4Dvl63i3rmDSHPNgqdJla3i3VjuJA2mnUhLqNwjdxBpLlnwNKGy\nVbwNOCZ3DkmahZXAafWOO9JQsOBpXGWreD1wXO4cktQFq4HTy1bRyh1EmgtOstCYylZxHPC23Dkk\nqcsuBh5SVOU5uYNIvWTB062UreLpwCdz55CkHlkH7FtU5YW5g0i9YsHTNspWcQhwKrAwdxZJ6qHf\nAQ8qqvKa3EGkXvAaPP1D2SruB3wZy52k5rs78PWyVWyfO4jUCxY8AVC2in2AbwNLc2eRpDlyIPDJ\nslXMyx1E6jYLnihbxVrg+8Ca3FkkaY4dAbw1dwip27wGb8iVrWIZ8GPgPpmjSFJORxdV+aHcIaRu\nseANsbJVzCdNqHhk7iySlNkW4HFFVX4jdxCpGzxFO9yOx3InSZD+Pvxc2SruljuI1A2O4A2pslX8\nK/Cl3Dkkqc+cC9y3qMr1uYNIs2HBG0Jlq7g78FOcMStJY/kf4NCiKm/JHUSaKU/RDpmyVawCTsFy\nJ0njOQh4S+4Q0mw4gjdEylaxgPSb6YG5s0jSAHhSUZUn5w4hzYQjeMPlBCx3kjRVn6gvaZEGjiN4\nQ8JJFZI0I38D7uOkCw0aR/CGQNkq9gI+ljuHJA2g2+P/PzWALHgNV7aKhcDngR1zZ5GkAfW4slU8\nJ3cIaToseM33BmDf3CEkacC9t2wVrdwhpKnyGrwGK1vFQ4HTsMhLUjf8BnhAUZUbcweRJuNf/A1V\ntorVwOfwz1iSuuWewNtyh5Cmwr/8m+uTwG65Q0hSw7yobBWH5A4hTcaC10Blq/gP4FG5c0hSA80D\nPlW2il1yB5EmYsFrmLJV7A68M3cOSWqwtcCJuUNIE7HgNc9HgRW5Q0hSwx1etoon5A4hjcdZtA1S\ntoqnAp/NnUOShsTlwJ2LqrwidxBpNEfwGqK+HuR9uXNI0hBZA7w/dwhpLBa85vggsDJ3CEkaMk92\nVq36kadoG6BsFYcDX82dQ5KG1PnAXYqqvD53EKnNEbwBV7aKFcCHcueQpCG2J3B87hBSJwve4Hsd\nsGvuEJI05F5Ytoq75Q4htVnwBljZKgLwgtw5JEksAN6TO4TUZsEbbO8BtssdQpIEwMPKVvHY3CEk\ncJLFwCpbxSOBb+XOIUnaxl9Ja+Ntyh1Ew80RvAFUtort8VSAJPWjOwAvzh1CsuANphcBd8wdQpI0\nplfXi89L2VjwBkz9P43X5M4hSRrXcuAtuUNouFnwBs9rSP/zkCT1r6eXreJeuUNoeFnwBkjZKm4H\nPCd3DknSpOYDb8wdQsPLgjdYXg1snzuEJGlKHlW2ivvlDqHhZMEbEGWruAPwjNw5JEnT4iiesrDg\nDY7XAgtzh5AkTcsjylaxb+4QGj4WvAFQb0n2lNw5JEkz4iie5pwFbzC8gbTPoSRp8Dy8bBUPyh1C\nw8WC1+fKVnEX4Am5c0iSZsVRPM0pC17/eykwL3cISdKsHFC2iv1zh9DwsOD1sbJV7IrX3klSUxyT\nO4CGhwWvvx2N695JUlM8tmwVe+cOoeFgwetTZatYAjw3dw5JUtfMB16YO4SGgwWvf/07sCp3CElS\nVz2zbBUrcodQ81nw+lDZKubjtRqS1ETLcU9xzQELXn96NHDH3CEkST3xgrJVuLapesqC159elDuA\nJKln9gQelzuEms2C12fKVnFH4KG5c0iSeuqo3AHUbBa8/uO1GZLUfA8pW8Xtc4dQc1nw+kjZKrYj\nzZ6VJDXbPODpuUOouSx4/eUwYG3uEJKkOfH0etUEqev8F6u/PCN3AEnSnLkdcGDuEGomC16fqPed\nPTh3DknSnPIXe/WEBa9/PBVYmDuEJGlOHV62ip1yh1DzWPD6x1NzB5AkzblFwJNyh1DzWPD6QNkq\n9gHukTuHJCmLJ+cOoOax4PUHVzSXpOG1f9kqXEFBXWXB6w8WPEkaXvNJy2RJXWPBy6xsFbcD7pc7\nhyQpq8NzB1CzWPDy8z9qSdLDylaxIncINYcFLz9Pz0qStgcelTuEmsOCl1G9uPF+uXNIkvqCZ3TU\nNRa8vA7DPwNJUvKIslUszh1CzWC5yOug3AEkSX1jKfDg3CHUDBa8TMpWMR94aO4ckqS+8rDcAdQM\nFrx87gWszB1CktRXLHjqCje3z+fhuQNIkvrOPctWsbKoyqvm+sAhhDsBzyWdXbo9sAy4AbgA+D1w\nBnBGjPGPc52tG0IIBwA/qr+9fYzxvHxppm+6+S14+VjwJEmjzQcOAL42lwcNIRwDvB3YbtRTy4Gi\nvj2hfmzeHEbTDHmKNoOyVSwC9s+dQ5LUl+b0NG0I4anAu0nl7nzgxaTLiNYAtyWN6L0O+MNc5tLs\nOIKXxwOBRblDSJL60lxfh/fm+v5vwH1ijOtHPX8R8GPgjfVpwoEUY/wxQzT66AheHs6elSSNJ5St\n4rZzcqB03d3t6m8/Pka520ZdkjQAHMHL4/65A0iS+tqDgC/OwXFWd3x9zXTfHELYizTyB/DQ8Qpg\nCOFTwL+TJmkcMOq515NOAZ8fY9wrhHAP4KWkaxF3Bf4EPIWtp4gPizF+c4JMRf0egMfEGE+tHz+A\nMSYphBCeD3wQ2AzsGmMcd4JLCOEo4MT6tbeJMV456vmlpIkqjyVdt7gcuAL4X+ADMcazxvvs+v0H\n1j/7A4DFwHnAl4F3TvS+sTiCN8fKVjEPuG/uHJKkvna/OTpOZ5nJvkRLCOFxwC+ApwF7UE/6qGfu\n/rZ+2RGTfMxT6vurgO9O4bBfAm6uj/WvU/zs749R7u4JVMAJpOvsV5H2GN6t/twzQwhvHe+DQwgv\nB04HDiUto7aYVBJfS/pnMq2l1bpe8EII80IIq0IIe4QQFnT78xvgjsBOuUNIkvrafeboOJG0DArA\nY0MIJ4YQ7jhHxx5tZ+BTpJJ0GLAL6fTxK+rnT6rvD6tHysbTLoBfjjFunuygMcbLgf8Z9d5bqUcr\n2/vHnzTquT2BHwK7AyWpoO5FKmX3Af67funLQwhHjvHZjwTa5e8PwCOBtcA+pIK3D/CuyX6WTl05\nRRtCmEdqtc8mnX7cHhgB7s7WYVJCCIcA+wLXxBhP6MaxB9Bc/VYmSRpc9y5bxbyiKkd6eZAY40gI\n4VjgC/VDRwFHhRDOA35Z384Efh1j7GkWYAWpM+wfY7yu4/F19f0XSEu5LCGdAj2JUUII+5LW8GOs\n5ydwEmnk7EEhhN1jjBeM8ZonkyZpXAecOuq5D5EK6i9Jp6pv6HhuPfDsEMLFwKuBN4UQPhNjvLHj\nNe1OdC7woBjj1fX3lwPHhxDOBT43jZ9n9iN4IYSdgB8AnyZdM7AD6R/AWDNVLif9cG8PIdxltsce\nUBY8SdJklgNhLg4UY/wiaY27izoe3qt+7ARSaTk3hHBUCKHXl3a9dlS568x5AWmxZRh/pK19CvXv\nwE+mcdxTgOtJ3eXJ47ymfcyvdxa4EMIdSOUQ4OhR5a7TW+pjrAYO7nj//YFW/e0bOsrdP8QYTyL9\nOUxZN/6gvgwcSPqHcjYTDCHGGH8N/K7+9rFdOPYgsuBJkqZizq7XjjF+GdgbeCLwWdJIUqe9SJML\nvtLDy69GgO9P8pr2qNxBIYTOCSKEEBaydTHmz09nxDHGeD3wjfrbp4x+PoRwd+CuozK0tTvQVUAZ\nQlg21g1YQDr9DNv+2bZP+45w65HBTl+f6s8Dsyx49cWQD6tDvSDG+E8xxmMnedsppH8QD5rNsQdR\n2SoWkhaPlCRpMnM6IS/GuDHG+KUY47/FGO9Aun7sMcDJwJb6Zf8CHNOjCJePN3rX4SvARtIlZk8Y\n9dw/kxZnhumdnm1rv+ce9UzcTu3Sdylw2qjn2iOtK4FrJ7m1r61c0/H+ver7S8YavetQTfDcrcx2\nBO+p9f1XY4wfmuJ7zq7v52Touc/cmTQrRpKkyWRdcSHGuD7GeGqM8UnA4aTBHIDn9eiQN072groA\nfaf+dvRp2vb3v4sxzmTXjR+QLiWDjlG8ep7Bk+pvT44x3jLqfTvO4Fg7dHzdnjBy/STvmaz8bmO2\nkyzuR/oDn05TvqS+XzPhq5ppWK87lCRN3z3nYqLFVMQYTwkhfIc0u/P2IYQdY4wb2Fr6JtPNdXdP\nIo0k7hdC2DPGeH4IoT3xov38tMUYbw4hnAwcTboO79X1Uw9i62LQY312u3j9Pca45wwO3S52E80M\nBlg2nQ+d7Qhe+/z3+dN4T3vK8jAusjyMo5aSpJlZSloLrl/8sePrJfX9TR2PTXSG6jZdzPEtYAPb\nTog4jFSARtg6I3gm2gVu7xDCA+qv2yODf4kxjjXRoX294m1CCDM5S3defb9rCGGi0cDWBM/dymwL\nXrt1rp7wVdvarb4fd6XoBrtT7gCSpIEyrb/Ue2z3+n4zaXcGSH+Xtwduxlw/L4Swgi7u4BRj3Ah8\ntf72KaPuz4wxrrv1u6b82T8H/tr+zBBC5+LH440Mtq/J246ZTSD9aX0/j3TN43im9dmzLXjtkbvp\nFJeH1/fTuliwIRzBkyRNR08LXgjhDiGEN4UQJtwlod6l4fD62x+3FxCu739TP35Efb3aaMcz+enH\n6WqXrbvWW5AdPOrx2fh8ff8E4FFs3UFizM+OMZZs3THjXfWCyOMKIewVQvjHNXgxxl+QFpwGeF29\n/Nzo9xzBNEvybE+Tng7cEziSNH16QiGEPYBnkoZQfzDLYw+iXKuDS5IGwAhs2cK8y25auP2V12y/\n9Nq48+12Hj2ds8sWA68CXhpC+AZpAsPZpNmi80gzPA8DXgwsAm4BXj/qMz5Nuib//sBnQghvIV1v\nfwfgRaTRtb+xdQHibvgxad2+3Ui7X2wHbCLNsp2tk4DXkHaSeE/92K9ijOdM8J6jgF+TTkWfHUJ4\nN+lU8jrS8ii7kSbNPIa0Zt6upNnAbS+tX783aUuz44BfkRZ/PqLOcx5bZ9xOarYF70TghaQG/doY\n4xvHe2EI4U6kIdXlpFO7/zXLYw+UslXsRvrZJUlDaARuvmXe/EtvWrjDVVdvv/S6y5bsvOmiZatZ\nt2yXHdYtX7vsoqWrV12+eMc1W+Yv2JVUAACuOaq3sTaSitEi0kzRJ03w2g3As2OMPx31+EdJo10P\nJq2u8dSO50aA40iTDLtW8GKMW0IIXyAVo/bEhu/EGNd34bNjCOFs0pIm7c+ecGSwnujxENJadXcC\n3lTfxnJLfet8/7dDCK8gbVd2N7bOFG4rSZM+vsoUzargxRj/FkJ4HWl15teFEP6ZtPBx22H19mT7\nk2beLCD9YR87epPeIeD1d5LUUCOw8ZZ58y+9YeGi9VcvWnb9pUtWbr5w6Zp5f1++docLlq9dftHS\n1auvWrR89ci8+bcFbjuNj967V5kBYoznhBDWAIcABwD3ro+5E3Az6Rq7P5H2av1UvW/r6M+4OYTw\nCOBlpEkPe5Nmlv4KOCHGeHoI4VM9iH8SqeC1fX68F87ws9tr1t1CWgtwQjHGP4UQ7kYquIeT/lmu\nIq0heAlpj9nTSXvk3qqIxhjfFkL4Jemf4wNIpfvvpFL3Nqa5P/G8kZHZz74OIRwPvJI0nDveB7af\ne8NEI31NVbaKI4GP5M4hSZqeEbjh5vkLLr1+4aKr1y9accMlS1befOGyNfP/vnztoguWrV1x8dJV\nq69etHxVjw6/GVh03tseuWXSV0odurJUSYzxNSGE/yGdxz9wjM/dQtqs+PUxxjNGv39IzGRtHElS\nD43ANZvmL7z8+u0WX33VohU3Xrx05S0XLFs7f93ytYsvWLZ2x4uXrlp73fZLdqS7149Nx3akpVKm\nsxyZ1L216GKMZwGPqPdbuxfp4sSFpKnU/xdjHMZlUTp1cw0gSdIktsD6TQu2u/y67ZZsuGLxipsu\nWbJqy7rlaxesW77LkguWrdnpkiUr19y43aIVpAvZ+9neWPA0TV1fbLjeR+6sbn9uA+w6+UskSZMZ\ngZER5l25ccF2V1yz/ZJrrli8000XL101sm752oXrlu2y9MJlq3e+ZOnKtZsWbL8zsHPuvF2w++Qv\nkbY17YIXQng98LoxnrqeNMPmMuD/AT8jXUi4YQqfdX6Mca/pZumGEMJ5pNOnb4gxvr6Hh7LgSdIk\nRi8TcvninTZdtGz1yLrlu2y3btnaZRcuW73ysiU7r715/sLVTG+R/UE2jFt7apa6OYK3tL7tRlob\n75nA+0IIHwVeFWOcdBPhhrPgSRpqM1wmROmSJ2laZlvw7kKawgtwd9IuFXcnLW7YIu1VdwzwjBDC\nd9l2z7oR0gKAjVe2igX4H6ikBuvhMiHy7w/NwGwL3g2koeP/Bh4yxvMjpOVRdiKtjbPNNO8Y4wJu\nvSJ2E61h9tvCSVIW9TIhl6VlQpZff2laJmTe35evXbRu2S4rLl66ak29TMjt6pu6y4KnaZttwVsJ\nnEI6LTvW/nOjTeU1TeSpBkl9aQSu3Tx/4WXXbbd4w1WLlt9wyZJVt1ywfM38dct2WXzB8jU7Xrxk\n1Zprd1i6E9PYIkld5zV4mrbZFrznkYbaR0irM7+LtHL1VTHGEYAQwm1J+6ctBH4bY7xX+81TnWQR\nQjiYdE3fvqTfZG4krax9MvCRGOOmCd67lrS9x6NJS5VcSVqT7x0xxv+bwc88E8NyIbCkPjICV29a\nsN3l1263eMOVi3a88ZKlq7asW7amvUzIjpcsXbn2hu0WL8dtFPvdrTaflyYz24J3IKncfR94ZLvU\ndYoxXlgvgnwocM8QwuoY4xVT+fAQwmLgM8DjRz21A7BffXtGCOGQGOMlY7z/rsAP2fa3n91Ie+39\nSwjhiVPJ0QXL5ug4koZA5zIh126/5JorFu9408VLV4+sW7Z24brla5demNZ4W7tx4fY7YTlogh17\n+eH137WPAA4G7ke6jn4pcDXwO9JWWZ8cb7JkCGEX0h6qjyb9ffdH4G0xxq9Mctz3Ai8CXh1jfHN3\nfhq1zbbg7Vbff2Csctfhp6SCB2l/tW9N8fNPAv6FNDnjBOArpIkZy+vPexNpxu5XQggPiTH+Y/Pe\nEMJS4Jukcncj6Vq/L5OWc9kXeAfwqSnmmK0lc3QcSQOuXibk8o0Lt79yw/ZLr71i8U4bL1q6emTd\n8rXbrVu+dtmFS1fvfNmSlWs3LxiqZUKGXU8LHnApY4/iriYN5BwIvCCEcFiM8ZzOF4QQdgJ+AuzT\n8fB9gC+HEJ4TY/z4WAes92x9PvAX0t/v6rLZFrzrSb8dXjTJ6zr/hZjSjg4hhMeTyt0m4GExxp92\nPH0V8OEQwlmkU8IPBB4HfKnjNS9g6zUjT4oxntrx3CkhhJ+R1uubi9lcFjxJjMDNW+bNv+zGBdtf\ntWGHZddetmSnTRctXcO65Wu3X7d87fILl65eefnindZumb9gF2CX3HnVNxbt9fJv73De2x65sUef\nvxzYCHyNdF39r4D1pAkzRwLPJa2M8T8hhLvVGxq0vZJU7s4H/p10SdYLgZcA7wkhfCXGePUYx/wA\nqYO8OMbYq59rqM224J1DGs7dHfjtBK/rXOx45RQ/+4X1/cdHlbt/iDH+IYTwedL1eUewbcH79/r+\nR6PKXfu9l4UQ3gycOMU8s2HBkxquXibkshsWLlp/9Q7Lrrtsyc6b65mmO1ywbO3yi5atXnXlohVr\nRubN342tZz+kqdqRtJFAL3wIOD7GeOmox9cDzwshnA+8jTRo8jzSGbC2J9X3R3bsNf/SEMKDSP3g\nsYw6WxZCeDJp5Y1vxRi/3cWfQx1mW/C+DPwT8ARgoj+kztmzE53KBSCEsIR0Khfgx/X+tuP5fX1/\n3473ryT9tgHwjQne+3UseJImMdEyIRcsW7vi4qWrVq/fYfkq5s3bg7QxvNRti3r1wTHGoyd5ybuA\nY4FVwCHUBS+EsCPp3/fNwA9GveebpIJ3t84H67/P30kaMXzxbLNrfLMteF8lLW78lBDCaTHGz47z\nus7rB9Zul9UFAAAd6UlEQVRP4XP3Brarv/7SRC/s0DmRYs+Or6vx3hBjvCSEsIHeX9+wuMefL2mG\nXCZEA2JBrgPHGG8OIZxDKnido8/t6/auiDFuGfW29mjjilGPv4Z0adTxMca/dj2s/qEbkyyOAT4G\nfCqE8BjSxIiKdH1e2307vr45hDDZQpgzKVzbd3y9tOPr60e/cJTrZni86XAET8rAZULUINkKXq19\nTeg1HY9dW9+vDCHMGzXZcvWo1xBCCKTOcD5p1q16aLYF7ydsPeU6jzQp4l/GeF3nLg7tGTUjpFmw\nY+m8gPPAGOOPppmrs9QtHfdVyVwsYeIIntRFLhOiIZSt4IUQ7gXcvv725+3HY4wbQggXkK7Dfwjw\n4463HVLf/77jsfeTzs69xP3pe2+2BQ+2vb6uW7tZnE/a1mw+6XTtdAve+R1ft4D/GetFIYRd6f3o\nnaRpcJkQaUw5R/DeWd+PAP816rkvAi8DPlJPnjgfOJq0usWNwKkAIYTDgYOAH8QYvzYXoYfdbAve\n+0gLIU7kCcCd66+/yrZtfsyyF2O8OoTwK+D+9fv/ezqhYoxXhRAqUrl7LOm3hrE8djqfOws3z9Fx\npIE0ApvaG9Vfs8PS626Zt3XQf8Wm6xeu2HQ9rfXnQxrdv460HqY0NM5fvivwyDk/bgjhWOBh9bcf\njjH+ftRL3kJapiyQlh7rdGyM8cp6IeV3kyZjvKDjs/et37sGOBf4dIzxvK7/EENq1gVvvD+MEMIO\npGLVLndnAk8ctRjx6yf47HeTtiI7KITwHzHG0b81dB5rEbBLjLFz5O7TpHP8D60XZzx11HvWkLYw\nmwub5+g40kCaB9svHNmyx4rNN+yxYvMNueNIfWfPay+d873c621C29fK/Z40UreNGOP6EML+9ese\nSbrs6U+k7UC/WL/sFaTJj++IMcb6s99ImnDR6bgQwuExxu91/YcZQrMteEs6ljBZSLrWZR/gAOBZ\nwK71c78HHt9Z7iYTY/xSvdjxvwIfDSEcSBrJ+wNp2HclqTweBDyRNITcuRr2B0gLNO4FfDGE8Dq2\n7mSxH2mad3srll5fo+MIniRpNqb892c3hBDuQ/o7cwFpxPyR4103F2O8iK1rz47+nL2B/wQuBI6v\nH3s4qdxdQlrD9v9I6+l9EPh8COGOMcYru/oDDaHZFrw/TvL89cBHSPvM3TSDz38aaQbOM0klbqK9\nYzd1fhNjvD6EcBhwOmn49x1suzjjJtLp3/dhwZMk9bfRy5D0TAjhTsB3SbPLLwcOijHO9LKI95H2\njz+2YweM9rp7r+iYRPmRenHkI4CnMP6lVZqi+ZO/ZMpuJLXx35L2jH0z8CjSQsIz2oYkxrgxxvgs\n0rV4Hwf+TLr+5mbgCuBnpAUY948x3upfhvpagbuSfis4n1TqLiH9VrJfjPGUmeSaAU/RSpJmY04G\nCkIIe5AWLV5DWhLlETHGcdeTneSzDiX1gDNijF/oeOr+9f3oCZDfqe/3ncnxtK15IyOTbiwxJSGE\nB5NWpT6QW68pdS1wGvDeGONPunLAAVK2ileSCq8kSTOxS1GVvdqqDPjHtelnkSZM3Egqd2fO8LN2\nIF1SdXvgXp2TM0IIm0lnEHeIMW7qePxg4HukmbYHzfgHEdCFZVJCCPNI+9gdWT801oWgK6jXyAsh\nfAQ4etSCiE3nKVpJ0mxcM/lLZi6EsAL4PqncbSZdNz+jcld7Gema/PeNMfP2RtJA0Frggo7H13Y8\nr1nqxjp4JwL/wdZi9xvgp8DF9fe7kiY13Kv+/rn1/fO7cOxB4bRASdJMbSqqcibXsU9JvRLFN0l/\nT28BnhZj/M7E75rw824HvBK4FHjdGC8pSfvYH8q26+o9qr7/00yPra1mVfDqNWyOJC1+WAHPjDH+\nfJzX3p80C/bOwHNDCJ8d77UNtCF3AEnSwOrZ6F0IYQFpSbIH1w+9DPh2xwoZo22JMU42aPFu0had\nz48xjvX335dIBe8tIYSLSLNonwg8vuN5zdJsJ1n8R31/IWmiw7iFLcb4C9JWJu3h2CPHe20Drc8d\nQJI0sHp5enYP4LCO799Num5+vNuEo2v1EiiPI02C/PQ4L/sgqdStIo0cXkCaMDkfeH+M8f9m+LOo\nw2wL3oNIo3dvjzFeNdmL63Vt3kE6nfugWR57kEy224ckSePp6fV33RJC2I60vMkWJrjWPsa4kTQh\n8wPARaQVLiJwDGmyprpgttfg3aa+/+U03vOL+n7XCV/VLJOWX0mSxtGzglfvRtWVXTJijJvZunvV\nZK+9GnhhfVMPzHYEr72y9nSKYvu1c7ZoYx+4PHcASdLA8jpuTdtsC95F9f2DJ3zVttqvvXCWxx4k\nVzJchVaS1D09Xf9OzTTbgvdD0tDusfW06AnVr3kZ6bq9H03y8sYoqnILnqaVJM3MTLcJ0xCb7TV4\n7TXwdgb+FEK4hrSv60bgHNLU6w+SLqA8HHgvadbMLfV72wslPwl4KnDv+vlNwHmkEvjBGGMcL0AI\n4cnAsaTz/huAU4FXxhjHPS0aQtidtKzLDUCIMc7FLNdLgdVzcBxJUrNcMPlLpG3NagQvxvgH4Bv1\n5ywlTbpYTCp59wNOIF1/dhlpXZvb1m99S4zxDyGEJaS96D5PWvBwV2C7+rPuQtqQ+HchhKePdfwQ\nwtH1e+9F2sx4LfBs4MwJ1vCBNB17KWmj47lawuT8OTqOJKlZHMHTtM2q4IUQ9gMe0/HQSH3bUt9D\n2o5kNelU7s3Aa2KM7ZWt3wM8vP76a8D+pJIXSOvkXQJsD3w8hHC3UcdeRVpyBeCdwF7AQ0n/IbSA\nl4+T+aHAE0gzfz8xzR95Nv42h8eSJDWHBU/TNttTtCfUn7EZeDRpFO4g4E718yNsnX59OvC8GOM5\nACGE5cDT6+e+GWN8XMfnXgr8OYTwK1IRW0gamXtRx2seQxot/HmM8T/rx84PIRwFfIt0yvfVnWFD\nCAtJ6+5MuEZPj1jwJEkzYcHTtM14BC+EsAewb/3tp2OM348xvijGWJCK123q27fr16xul7taizQ6\nB+k0663Uq1m3V82+06in2yN63x71+HdJhXPPukR2egHp1O8nYoy/mujn6wELniRpujYUVXld7hAa\nPLM5RXuPjq9/1vlEjHFTjPHSGOOlHc/dM4SwZ8fLOjdOnmgJkfZzoydNtMvbNtPHY4xbSMuSAKxo\nPx5C2BV4PWnbsFdMcLxeseBJkqbLCRaakdkUvB07vr5o3Fdt+9y9O74+B2j/VvJ4xhBCuDNpxA3S\nZIxO19b328xMrWflrhr1GkjX660AXh1jvGKCvL1yXoZjSpIGm4MDmpEpX4MXQnjt6Ic6vj4yhPBP\n47y1cxHk542aLPF24HjgX0MInyAto/IXUhE7AHgbaVbt97j1adw/1PcHAW/pePxh9Xv+HmO8ps6+\nH+mavN8AHxknZ08VVbm+bBUb2LYYS5I0kT/mDqDBNJ1JFq9n68zY0R4DHDbOc52jhA8jbTDcefzF\npHXsnlHfOv2dNBv2XfWp106nkNbYe0gI4VXAh0kzaU+sn/8iQAhhfv06SBMrcu4ocS5pSRdJkqbC\ngqcZme4s2vE2JJ7qRsWdrxuJMY6EEN5IWg7lBLZOumjbGdiTtK7eNqdVY4xXhBBeThr1e1N9a/sL\nW0f1nksqVZ+NMf4vbDOD916kRZl/CHxlDmbV/gkLniRp6ix4mpHpXIN3vzFuL+t4/lLgVcDBwCGk\nwrWBVKDabqRjFDCEcEfgd8D7SQsm70u6fm5P0g4ZNwJHAf8bQrgto8QY3wc8DfhtfZzLgU8C+8cY\nN4QQVtc5rgH+sz7m7YHf18d8BqkAfgn4Tghhh2n885iJ3/T48yVJzbEFKHOH0GCa8ghejPHsMR4+\nu15b7q2kBYrfMur5TcAbgDfX3y+q728CPgacQVpK5RMxxmd1vO8q4GMhhLOA/0daIuUDpO3ORuf6\nHPC5cWK/lTQK+JIY4yX1Y58lFcgP19l2Aj4DPAJ4JfC6MT6nW37bw8+WJDXL34qqvDF3CA2mWe1k\nARBjfDtp5O0LwIWkUncpabHhHwBv7Hj5FuC/gH3q196mfnzMUhVjrNg6ueIxIYSdpporhHBf4Jmk\n4e0P1I/dE3ggaVbS0fVSLpE0CjgCPL++Zq9XHMGTJE2Vp2c1Y10pMzHGX8QYj4gx7k4aHfsaaXbr\nIaOO8aQY43NjjBcB+9WPXRZjnGidn/bI4Xy2nbk7rnqplA/V73lBjPHm+qn71/endU62iDH+Gfgr\n6fTwHadyjJkoqvJy4OJefb4kqVEseJqx2W5V9g/16NrLgaNJM2PbEyrOBe5AmiRxSsdbFk/xozsn\nZkx1BuwzgX8CvhRj/FHH4+0188ZaB+8K0sjiqjGe66bfsHXkUpKk8fw+dwANrlmP4IUQloQQXkkq\ncscCS0il7CzSKF57x4nPxBg3d7y1fU3c2hDC7hMc4j4dX0+6H19dNN8KXA+8dNTT7WsZ1o7x1rWj\nXtMrXocnSZqKX+QOoME1m71oF4YQjiad2jyeNFlhHmmE6lDSenfPIRWnK0mlq9PpHV+PeQ1eCKEF\nPLn+9rcdEyUm8iZgDfCmMU79tmcjHRRCWNBxnDsDewO3AH+ewjFmw+vwJEmTubSoynNzh9DgmvYp\n2vr6tqeRFj7ek1QSR0hbcR0PnEa61u1npKVUbgaeOcb2YF8EXkM6LfrsEMIy4D2kLcyWkZZbeTNb\nT+W+YQrZ7kFa9uTPwLvHeMkPSadi9wA+Ua/BtyPw8fr5b8UYr5/sOLP0yx5/viRp8P1s8pdI45s3\nMjL1tX1DCI8ljZAVbL02bqJFjq8Gnh1j/Oo4nxeAb5Ou0RvPLcArYozvnEK+M4EHAYfEGL83zmue\nSJrxOzr3VcD9Y4x/mew4s1W2inXARKelJUnD7T+Lqpz07z1pPFM+RRtC+DnwVeDOpHJ0BXBcffs+\n6fq4m0iLG/+GtDxKMV65A6iXKLkH8ELgR6SFim8mXT9XAR8F7jPFcvdUUrk7ZbxyVx/zZOBRpN+O\nbqzzfh3Ydy7KXe3MOTqOJGkwOYKnWZnyCF4IYQvpVOw84DLSQsXXzubgMcZ3zOb9g6psFUcCH8md\nQ5LUlzYBOxZVeVPuIBpcM1kmZYQ0ieGVXTj+UBY8HMGTJI3v/yx3mq3pzqKd18Xb0CqqsiSdjpYk\nabSf5g6gwTedEbyH9izFcDqLMfbWlSQNvdNyB9Dgm3LBizGe0csgQ+hMLHiSpG3dRJp0KM1KV/ai\n1YycPvlLJElD5syiKnu9o5KGgAUvk6Iq/0BaHFqSpLbv5g6gZrDg5fXN3AEkSX1l3HVcpemw4OVl\nwZMktZ1XVGWVO4SawYKX1xnANblDSJL6gqN36hoLXkZFVW4ibfMmSZLX36lrLHj5eZpWknQt8IPc\nIdQcFrz8vgPckjuEJCmrU10eRd1kwcusqMorSbtaSJKG18m5A6hZLHj94aTcASRJ2azH67HVZRa8\n/vBl0vY0kqTh8/V60p3UNRa8PlBU5QbgW7lzSJKy+GLuAGoeC17/+GzuAJKkOXcZ8MPcIdQ8Frz+\n8V3gytwhJElz6itFVbqSgrrOgtcniqrcjLOoJGnYfDJ3ADWTBa+/fC53AEnSnDm7qMpf5w6hZrLg\n9ZGiKn8GuNG0JA2Hj+YOoOay4PWfD+UOIEnquWuAz+cOoeay4PWfT5P2JJQkNddJRVVenzuEmsuC\n12eKqrwW+EzuHJKknvpI7gBqNgtef/ogMJI7hCSpJ35eVOXvcodQs1nw+lBRlRVweu4ckqSecPRO\nPWfB618fzB1AktR1l+DWZJoDFrz+9U3gvNwhJEld9f6iKjfmDqHms+D1qaIqtwDvzZ1DktQ11wEf\nzh1Cw8GC19/+i7QRtSRp8H28qMqrc4fQcLDg9bGiKm8E3pU7hyRp1jbh/881hyx4/e9E4MrcISRJ\ns/KZoiovyB1Cw8OC1+eKqrwOeF/uHJKkGbsFeHvuEBouFrzB8H5gQ+4QkqQZObmoyr/kDqHhYsEb\nAEVVbgA+kDuHJGnaNgOvzR1Cw8eCNzjeS5piL0kaHB8rqvKvuUNo+FjwBkRRlVfiDCxJGiTXA8fn\nDqHhZMEbLCcAl+YOIUmakvcWVXlJ7hAaTha8AVLPqH1j7hySpEldCbwjdwgNLwve4Pkv4JzcISRJ\nE3prUZXX5A6h4WXBGzBFVd4MHJs7hyRpXOuAD+YOoeFmwRtARVWeAvwodw5J0pheUVTlxtwhNNws\neIPrGGBL7hCSpG2cUVTlSblDSBa8AVVU5W+B/86dQ5L0DzcDz88dQgIL3qA7DrgsdwhJEgDvK6ry\nj7lDSGDBG2hFVa4HXpo7hySJC4HX5w4htVnwBlxRlZ8DTsudQ5KG3EvrtUqlvmDBa4ajgJtyh5Ck\nIXV6UZUn5w4hdbLgNUBRlX8B3pw7hyQNoY3A0blDSKNZ8JrjHcCfcoeQpCHz2qIqq9whpNEseA1R\nVOUm4LnASO4skjQkfgackDuENBYLXoMUVXkW8L7cOSRpCNwIPL2oShecV1+y4DXPKwDXYZKk3npl\nUZV/zh1CGo8Fr2GKqrwJeAqwKXcWSWqoM/FsifqcBa+B6m3MXpM7hyQ10PXAM4qq9Hpn9TULXnOd\nQPotU5LUPccWVXlu7hDSZOaNjPhLSFOVrWJP4HfAitxZJKkBvlZU5eNyh5CmwhG8Biuq8nzgBblz\nSFID/A14Zu4Q0lRZ8BquqMrPAJ/OnUOSBtgm4AlFVW7IHUSaKgvecDgK+G3uEJI0oF5WVOWvc4eQ\npsNr8IZE2SruAPwa2Cl3FkkaIF8pqvJfc4eQpssRvCFRVOVfgX/Drcwkaar+CjwrdwhpJix4Q6So\nym8Cb82dQ5IGwEbSdXfX5A4izYQFb/i8BjgtdwhJ6nPPKqry/+UOIc2UBW/I1BtjPxlYlzuLJPWp\ntxZVeVLuENJsWPCGUFGVVwCHAdflziJJfebrwKtyh5Bmy1m0Q6xsFYcCpwILcmeRpD7wG2D/oiqv\nzx1Emi1H8IZYUZXfAV6YO4ck9YFLgMMsd2oKC96QK6ryROC9uXNIUkY3Af9SVKXXJqsxLHgCeClw\nSu4QkpTBCPDMoip/njuI1E0WPLVn1h4BnJ07iyTNsWOKqvxC7hBSt1nwBEBRlTcAjwLOyxxFkubK\nm4uqfF/uEFIvOItW26j3rD0LuE3uLJLUQx8pqvKo3CGkXnEET9uo96x9OHBF7iyS1CNfAp6fO4TU\nS47gaUxlq7g38ENgx9xZJKmLfgA8qqjKTbmDSL1kwdO4ylaxH/A/wNLcWSSpC34BPMy17jQMPEWr\ncRVV+VPgMcDG3FkkaZbOBg6x3GlYWPA0oaIqTweeANycO4skzdCvgIcXVbk+dxBprljwNKmiKk8l\nlTyvWZE0aH4O/HNRlVfnDiLNJa/B05SVreIRwNeAxbmzSNIU/C/ptOy1uYNIc82Cp2kpW8VDgG8B\ny3JnkaQJnAUcWlTldbmDSDl4ilbTUlTlGcA/A57ukNSvfkwaubPcaWhZ8DRt9abcDwUuz51Fkkb5\nPvBIZ8tq2FnwNCNFVf4GeAhwUe4sklQ7CXh0vbe2NNQseJqxoipL4EHAn3NnkTT03gM8rajKzbmD\nSP3ASRaatbJVrAROAfbPnUXS0BkBjiuq8p25g0j9xIKnrihbxQ7Ap4AnZY4iaXhsAp5eVOUXcgeR\n+o2naNUVRVVuBI4A3pY7i6ShcDVwkOVOGpsjeOq6slU8BzgRWJg7i6RGOpc0meJPuYNI/cqCp54o\nW8XBwJeB5bmzSGqU04AnFlV5Ve4gUj/zFK16oqjK7wMPJP2mLUnd8F7gEZY7aXKO4Kmn6hm2XwAO\nyp1F0sDaCBxZVOWncweRBoUjeOqp+jftQ4F35M4iaSBdBDzYcidNjyN4mjNlq3gc8Em8Lk/S1PwM\neFxRlRfnDiINGkfwNGeKqvwqcD/AmW+SJvMB4ADLnTQzjuBpzpWtYinwMeDJubNI6jtXAc8sqvKU\n3EGkQWbBUzZlq3gG8H5gWe4skvrCT4AjiqpclzuINOg8Ratsiqr8JHAv4Fe5s0jKagvwZtIpWcud\n1AWO4Cm7slVsB7wBOA5/6ZCGzSXAU4uqPD13EKlJLHjqG2WreAjwOWD33FkkzYnvAM8oqvKy3EGk\nprHgqa+UrWJn4L+Ax+fOIqlnNgAvLqryU7mDSE1lwVNfKlvFU0nbEq3KnUVSV30XeE5RlRfmDiI1\nmQVPfatsFWtIa2E9MXcWSbO2ATimnlwlqccseOp7Zas4DDgRuG3uLJJmxFE7aY5Z8DQQylaxI2k/\n2+cA8zLHkTQ164GXOmonzT0LngZK2SoOIO2CsU/mKJLGN0Lad/q4oiqvyB1GGkYWPA2cslUsBl4O\n/CewKHMcSdv6DfC8oip/ljuINMwseBpYZavYCzgBeFzmKJLSJIrXACcWVXlL7jDSsLPgaeCVreJA\n4H3AXXNnkYbUZ4Fji6q8NHcQSYkFT41QtoqFwFGkLc92zhxHGha/Bl5SVOVZuYNI2pYFT41StorV\nwJuAZwMLMseRmupc4FXAyUVV+peI1IcseGqkslUUwPHA4bisitQtV5D+u/pIUZWbcoeRND4Lnhqt\nbBX3Ad4CHJQ7izTAbgDeA7yjqMprcoeRNDkLnoZCvX7eW4B9M0eRBsktpPXsXldU5UW5w0iaOgue\nhkrZKh4NvBm4W+4sUh/bDHwaeGtRlefmDiNp+ix4Gjplq5hPWjvvFcC9MseR+slG4OPA24uqXJc7\njKSZs+BpqJWt4mDSrhgHZI4i5XQD8FHgnUVVXpw7jKTZs+BJQNkq7k8a0TsMZ91qeFwLnAi8q6jK\ny3OHkdQ9FjypQ9kq7gwcBxwBLMwcR+qVvwEfBP67qMoNucNI6j4LnjSGslXsQdoZ49nAmsxxpG75\nMWlbv1OLqtySOYukHrLgSRMoW8UOwL8CzwcekDmONBM3AZ8H3l9U5W9zh5E0Nyx40hSVreLepKL3\nZGBx5jjSZC4gTZz4qNfXScPHgidNU9kqVgLPAJ4L7JM5jtTpZuBbpKVOvldU5S2Z80jKxIInzULZ\nKvYD/g14IrBT5jgaXiXwKeDTRVVemjmLpD5gwZO6oL5W7zBS2XsEzsBV710NfBH4VFGVv8gdRlJ/\nseBJXVa2irWkZVb+DXfKUHddB3wT+DLw3aIqb8qcR1KfsuBJPVS2igJ4PGlrtHtkjqPBZKmTNG0W\nPGmOlK1iH1LROxy4H+6YofFZ6iTNigVPyqBsFbuRrtl7LPBQYPu8idQH/gZ8B/gucLqlTtJsWPCk\nzMpWsQw4ADiovoWsgTRXNgJnkgrdd4qqjJnzSGoQC57UZ+pt0tpl72HAqryJ1EV/BX5AGqn7YVGV\n12fOI6mhLHhSHytbxXzgPsDDgf2BfYGds4bSVI0AfySN0p0JnFVU5UV5I0kaFhY8aYCUrWIeUAD7\nAQ+s7++UNZTabgb+j62F7idFVV6VN5KkYWXBkwZc2SpWk4refqTRvnsAa7KGar6bSaNz/w84u77/\nbVGVN2RNJUk1C57UQGWruA2p6LVv9ySN9C3ImWtA3UjaCqxd5M4GfldU5casqSRpAhY8aUiUrWIR\ncNf6dkdgn47biozR+sWFQASqUfd/L6rS/1FKGigWPEmUrWIN2xa+fYA9gNvUt6X50nXFCHApsA64\nYNT9OUAsqvK6fPEkqbsseJImVbaK5cBubC187duuwI71bcWo+4U9jHQLsB64quP+qlHfX8bWIndh\nUZWbe5hHkvqKBU9ST5StYjFby94SUuFbUN+P/rr9/S3A5lG3G4Gb6vsbgRuA6zxtKknjs+BJkiQ1\nzPzcASRJktRdFjxJkqSGseBJkiQ1jAVPkiSpYSx4kiRJDWPBkyRJahgLniRJUsNY8CRJkhrGgidJ\nktQwFjxJkqSGseBJkiQ1jAVPkiSpYSx4kiRJDWPBkyRJahgLniRJUsNY8CRJkhrGgidJktQwFjxJ\nkqSGseBJkiQ1jAVPkiSpYSx4kiRJDWPBkyRJahgLniRJUsNY8CRJkhrGgidJktQwFjxJkqSGseBJ\nkiQ1jAVPkiSpYSx4kiRJDWPBkyRJahgLniRJUsNY8CRJkhrGgidJktQwFjxJkqSGseBJkiQ1jAVP\nkiSpYSx4kiRJDWPBkyRJahgLniRJUsNY8CRJkhrGgidJktQwFjxJkqSGseBJkiQ1jAVPkiSpYSx4\nkiRJDWPBkyRJahgLniRJUsNY8CRJkhrGgidJktQw/x9xUsLpTeO2SQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2ba97b1a8940>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# I don't think there is any cool, new way to get my preferred colors\n",
"colors = np.array(sns.color_palette(n_colors=4))\n",
"colors = colors[[0,3]]\n",
"fig, ax = plt.subplots(figsize=(9,8))\n",
"s.plot(kind='pie', colors=colors, startangle=0)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAksAAAHBCAYAAAB5fv8hAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3XecnFWh//HPJiG9UBIICNLUM4/KtesPBUVQxAZeVEDU\n69WLoFexghV773q5KioXRUUpKoJgQ+wFRez6zLEReuidkJBkf3+cZ81k2Z1tM3OmfN6v175md+aZ\nme8mkP3uec5zztDw8DCSJEka26zcASRJkrqZZUmSJKkJy5IkSVITliVJkqQmLEuSJElNWJYkSZKa\nsCxJkiQ1YVmSJElqwrIkSZLUhGVJkiSpCcuSJElSE5YlSZKkJixLkiRJTViWJEmSmrAsSZIkNWFZ\nkiRJasKyJEmS1IRlSZIkqQnLkiRJUhOWJUmSpCYsS5IkSU1YliRJkpqwLEmSJDVhWZIkSWrCsiRJ\nktSEZUmSJKkJy5IkSVITliVJkqQmLEuSJElNWJYkSZKasCxJkiQ1YVmSJElqwrIkSZLUhGVJkiSp\nCcuSJElSE5YlSZKkJixLkiRJTViWJEmSmrAsSZIkNWFZkiRJasKyJEmS1IRlSZIkqQnLkiRJUhOW\nJUmSpCYsS5IkSU1YliRJkpqwLEmSJDVhWZIkSWrCsiRJktTEnNwBJHVGWSvmAMurjyXAImBxdTv6\n8/nAEDBcPX30LcBa4Dbg1uq28fNbq49ri3p5S9u+KUnqgKHh4eGJj5LU1cpasTWwe/WxE7B99bED\nsB2wLbAlqQB12h3A1cDqMT6uAP4B/LOol+syZJOkCVmWpB5R1orlwP3YVIru1fD5lhmjtcJG4DLg\nb8DfR338zSIlKSfLktRlyloxC7g38IDq44HV7T1y5sroLuAvwO8aP4p6eVPWVJIGhmVJyqysFbsA\njwIeCTwE2ANYmDNTj1hFKk6/AX4GXFDUyzuyJpLUlyxLUgdVo0YPIJWjvarbHbOG6h/rScXpJ8BP\ngZ8W9fK6vJEk9QPLktRmZa3YAzgA2A/YE1iaN9HAGAbqpOL0feC8ol5enzeSpF5kWZJarKwVy4DH\nA08EnsDgzjXqNhuBXwPfAb4F/LKolxvzRpLUCyxLUguUteLfgKeSCtIjcA2zXnAdqTSdC3y7qJc3\nZ84jqUtZlqRpKmvFA4BnVh/3yRxHM7MOOA84Hfi6C2lKamRZkqbAgjQQ1pJO1Z0GnF3Uy9sy55GU\nmWVJmkBZK3YFng8cigVp0NxJOlV3KnBWUS/XZs4jKQPLkjSGslbMB54O/BewD3m2CVF3uQE4BfhM\nUS//mDuMpM6xLEkNylrxYFJBOpze30JE7XMhcCLw5aJe3po7jKT2sixp4JW1YjHwPOAI0tYi0mTd\nTpoU/pmiXv4idxhJ7WFZ0sAqa8U9gaOBFwLLMsdR77sQ+AhwRlEv1+cOI6l1LEsaOGWt2BN4JXAw\nMDtzHPWfy4DjgU+7dpPUHyxLGghlrZhDmrD9StKikVK73QacBHy0qJcX5w4jafosS+prZa2YB7wA\neC2wc+Y4GkwbgDOBdxb18ve5w0iaOsuS+lJZKxYARwLH4t5s6g7DpNL0VpcekHqLZUl9pVof6UWk\nkaSVmeNIYxkGvga8zdIk9QbLkvpCWSvmkkaSXg/skDmONBnDwFdJpelPucNIGp9lST2vrBWHAe8B\ndskcRZqOYdJ2Kq8v6uUlucNIujvLknpWWSseCXwYr25Tf7gT+CjwblcFl7qLZUk9p6wVuwHvA56R\nO4vUBtcAbwZOLOrlhtxhJFmW1EPKWrEVcBzwUmBu5jhSu/0JeHVRL7+bO4g06CxL6nplrRgibW77\nXmCbzHGkTvsm8PKiXv49dxBpUFmW1NXKWnE/4ARgr9xZpIzuBN4JvL+ol3flDiMNGsuSulK1qOSb\ngGOALTLHkbrFX4Aji3r5s9xBpEFiWVLXKWvFAcDHgd1yZ5G60DBwIvCaol7elDuMNAgsS+oaZa3Y\nDvgf4JDcWaQecDXwyqJefjl3EKnfWZbUFcpacTDwKWB57ixSjzkHOKKol1fnDiL1K8uSsiprxTLg\neOC5ubNIPexa4IVFvTwrdxCpH1mWlE1ZK/YFPgfslDmK1C8+S1pmwBXApRayLKnjyloxn7Rm0suA\nocxxpH5zMfC8ol7+JHcQqV9YltRRZa14EHAKUOTOIvWxjcAHgTcV9XJd7jBSr7MsqWPKWnEk8DFg\nfu4s0oC4CHhmUS8vzh1E6mWWJbVdWSsWkVbhfk7uLNIAugl4flEvv547iNSrLEtqq7JWFMBXgPvm\nziINuI+QFrJcnzuI1GssS2qbslYcDnwaWJQ7iyQAfko6Lbc6dxCpl1iW1HJlrZhLmpv0otxZJN3N\nVcAhRb38ae4gUq+wLKmlylqxHDgT2Ct3FknjWg8cXdTLE3IHkXqBZUktU9aK+wHfAHbNnUXSpHwU\neHVRLzfmDiJ1M8uSWqKsFQcApwFLc2eRNCXnAM8q6uVtuYNI3WpW7gDqfWWteBnpH1yLktR7ngL8\nrKwVbjskjcORJU1bWSvmAP8DvDh3Fkkztho4qKiXv8odROo2liVNS7XQ5NeA/XNnkdQya0j7yp2R\nO4jUTTwNpykra8XWwPlYlKR+swA4tawVjhZLDSxLmpKyVtwD+AnwiNxZJLXFLOATZa14Q+4gUrfw\nNJwmrawV9wbOA3bOnUVSR3ygqJevyR1Cys2ypEkpa8UDge8A2+bOIqmjTgSOci0mDTLLkiZU1oq9\nSYtNLsudRVIWZwDPKerlutxBpBwsS2qqrBX7ktZQWpA7i6Ssvg38e1Ev78wdROo0y5LGVdaKxwDf\nBBbmziKpK3wbeFpRL9fmDiJ1klfDaUxlrdgLOBeLkqRNDgDOKGvFFrmDSJ1kWdLdlLViT9KI0qLc\nWSR1naeS1mKakzuI1CmWJW2mrBUPIw21L8mdRVLXOhj4QlkrZucOInWCZUn/UtaKBwPfxQ1xJU3s\nMOCkslb4c0R9z//IBUBZK+5LWnByy9xZJPWM/wA+lTuE1G6WJVHWih1JC05unTuLpJ5zRFkr3pU7\nhNROLh0w4MpasRXwU+C+ubNI6mkvKuqlo0zqS5alAVbWivnA94BH5c4iqedtIK3BdE7uIFKreRpu\nQFWTMr+IRUlSa8wGTitrxcNzB5FazbI0uD4EPD13CEl9ZSFwTlkrds8dRGoly9IAKmvF0cArcueQ\n1JdWAN8ua8Xy3EGkVnHO0oApa8V+pCvfXExOUjv9DHhsUS/vyh1EmilHlgZIWSt2BU7DoiSp/R4F\nfCx3CKkVLEsDoqwVi4CzgG1yZ5E0MF5c1oojcoeQZsqyNDg+B+yRO4SkgfPxslb8v9whpJmwLA2A\nsla8AXhG7hySBtJc4Ktlrdg+dxBpupzg3efKWvFk4GwsxpLy+jlpwve63EGkqfIHaB+rJnSfgn/P\nkvJ7JE74Vo9yZKlPlbViDmnPt0fkziJJDQ4t6uXpuUNIU+GIQ/96BxYlSd3n02Wt2Dl3CGkqHFnq\nQ2WteBzwXWAodxZJGsPPgUcX9XJD7iDSZDiy1GfKWrEC+AIWJUnd65HAW3KHkCbLkaU+UtaKIeBc\n4Im5s0jSBDYC+xb18ke5g0gTcWSpv7wSi5Kk3jAL+GJZK7bOHUSaiGWpT5S14v7Ae3LnkKQp2BH4\nTO4Q0kQsS32grBWzgZNIK+VKUi85uKwVh+YOITVjWeoPrwYeljuEJE3T8WWtWJ47hDQey1KPK2tF\nAN6WO4ckzcAKXN1bXcyy1MPKWjGLdPptfu4skjRDh5e14im5Q0hjsSz1tqNJ65VIUj84oawVy3KH\nkEazLPWoslbsBrw7dw5JaqF7AB/IHUIazbLUuz4JLMwdQpJa7IVlrdg3dwipkSt496CyVjwNODN3\nDklqkzrwb0W9vCt3EAkcWeo5Za2YD3w4dw5JaqMaaUcCqStYlnrPa4Bdc4eQpDZ7U1krdsgdQgLL\nUk8pa8XOwOty55CkDliMk73VJSxLveVDwILcISSpQw4va8WeuUNITvDuEWWt2A/4Xu4cktRhFwKP\nKOqlP6yUjSNLPaBaqdutACQNoocBz80dQoPNstQbngvcL3cIScrkXWWtmJc7hAaXZanLlbViLvDW\n3DkkKaMdgRflDqHBZVnqfkcCu+QOIUmZvaGsFYtyh9Bgsix1sbJWLASOy51DkrrAtsDLcofQYLIs\ndbeXA9vlDiFJXeLYslYsyx1Cg8ey1KXKWrElabVuSVKyFXBM7hAaPJal7vUaYMvcISSpy7yirBUr\ncofQYLEsdaFqVOmluXNIUhdaDLw2dwgNFstSd/pvYEnuEJLUpY6qfqmUOsKy1GXKWjEfr/iQpGYW\n47pL6iDLUvd5Hl4BJ0kTeZmreqtTLEtdpNoDzis9JGli2wPPyR1Cg8Gy1F0OBu6VO4Qk9Yhjylox\nlDuE+p9lqbt4hYckTV4NeGruEOp/lqUuUdaKxwAPzZ1DknqMi/eq7SxL3eMluQNIUg96VFkr/EVT\nbWVZ6gJlrdgOeFruHJLUo47KHUD9zbLUHV4AbJE7hCT1qMPKWuFCvmoby1Jm1ZUcL8ydQ5J62GLg\n2blDqH9ZlvJ7ArBr7hCS1OOOzB1A/cuylJ9L9kvSzD3Iid5qF8tSRmWtuAfwlNw5JKlPONFbbWFZ\nyuv5wOzcISSpTzjRW21hWcrLfY0kqXUWA0/PHUL9x7KUSXVuPeTOIUl95rDcAdR/LEv5eJmrJLXe\nfmWtWJ47hPqLZSmDslbMAg7NnUOS+tAc4Bm5Q6i/WJbyeDSwfe4QktSnPBWnlrIs5eGokiS1z95l\nrdghdwj1D8tSh5W1YjZerSFJ7TQLOCR3CPUPy1LnPRpYkTuEJPU5T8WpZSxLneeK3ZLUfg8va4Vz\nQ9USlqXOe3LuAJI0AIaAJ+YOof5gWeqgslbsjgtRSlKnPCl3APUHy1JnOaokSZ3z+LJWzMkdQr3P\nstRZliVJ6pylwF65Q6j3WZY6pKwVi4DH5M4hSQPGU3GaMctS5zwOmJc7hCQNGCd5a8YsS51zQO4A\nkjSA7l/Wip1yh1Bvsyx1jqfgJCmP/XIHUG+zLHVAWSuWA0XuHJI0oJzkrRmxLHXG3rkDSNIA899g\nzYjrT3SG/6NKUj73KWvFiqJeXtuJNwsh3Ad4EfBYYFdgMXAHcDnwR+BHwI9ijH/uRJ5WCyHsA/yg\n+nLXGOOqfGmmbjr5LUudYVmSpLz2As5s95uEEF4JvA/YYtRDS0jTMQrgkOq+oXbnUWt4Gq7Nylqx\nGHhQ7hySNODa/ktrCOE5wIdJRekS4BWkf/9XAPcgjTS9BfhTu7OotRxZar9HArNzh5CkAdeJSd7v\nqm4vBh4SY7xx1ONXAj8E3l6dCupJMcYfMmCjYo4std+jcgeQJPGgaieFtqjmKd2z+vLEMYrSZqrC\noR7hyFL7PSR3AEkSc4AHAz9p0+svb/j8lqk+OYSwC2lECuCx45WpEMLngOeRJojvM+qxt5JO810S\nY9wlhPAA4NXAPsBK4C/As9l0GvDAGOM3mmQqqucAHBRjPLu6fx/GmCAdQngJ8L/AXcDKGOMNTV77\nxcAnqmO3jzFeP+rxRaRJ8k8jzfNaAlwH/Aw4PsbY9O8xhLBv9b3/P2ABsAo4A/hAs+eNx5Gl9ntA\n7gCSJKC9/x43FoPsi2CGEJ4O/BJ4LrAT1YTz6gq831eHHT7Byzy7ur0B+NYk3vZ0YH31Xs+c5Gt/\nZ4yi9ECgDnyQdPp0G2AusEP1uj8OIbxnvBcOIbwOOJ+0L+DWpLJUAG8m/ZlsPYnvZTMtL0shhKEQ\nwjYhhJ1CCAM9V6esFdsAO+bOIUkC2luWImlpAICnhRA+EUK4dxvfr5mtgM+RCseBwHakU4Svrx4/\npbo9sBrBGc9ImTojxnjXRG8aY7wW+O6o595NNYr2yFFZRh7bGfg+6WdnSSp7u5AKzkOA/6sOfV0I\n4agxXvvJwEiR+hPwZGBb4F6ksnQv4EMTfS+jteQ0XAhhiNQSjwAeQWqAw8C/sWkIjxDCE4E9gVti\njB9sxXt3uQfmDiBJ+pe2laUY43AI4Vjgy9VdLwZeHEJYBfyq+vgx8OsY43C7clSWkn727hVjvK3h\n/suq2y+TljdYSDrNdQqjhBD2JK0RxViPN3EKaURn7xDCjjHGy8c45lmkCeK3AWePeuzjpLL3K9Lp\nyDsaHrsROCKEcBVwHPDOEMLnY4xrGo4Z6Rb/BPaOMd5UfX0t8I4Qwj+BL07h+wFaMLIUQtgSOA84\nmXRp5jzSH8JYM+WvJX2D7wsh3G+m790DLEuS1D3uX9aKtp3xiDGeSlpD6cqGu3ep7vsgqQD8M4Tw\n4hBCu6fBvHlUUWrMeTlpYUwYfwRo5DTZpcBPp/C+ZwG3kzrAs8Y5ZuQ9z2wsQyGE3UlFC+Clo4pS\no3dX77EceELD8x8B1Kov39ZQlP4lxngK6e9hSlrxl3UGsC/pD+YimgxvxRh/Dfyh+vJpLXjvbmdZ\nkqTusQBo66mxGOMZwG7AocAXSCMcjXYhTWz+ShunqgwD35ngmJHRov1DCI2T0wkhzGHTwplfmspI\nWIzxduDr1ZfPHv14COHfgPuPyjBipEvcAJQhhMVjfZCW46lXz3low/NHTu0Nc/cRq0ZTXpx0RmWp\nmkC2HynY0THGh8cYj53gaWeR/jAGYVVry5IkdZe2X3QTY1wbYzw9xvgfMcbdSfNtDgJOAzZWh/07\n8Mo2Rbh2vFGlBl8B1pKm4xwy6rHHkxbShKmdghsx8pwHVFfUNRopUFcD3xv1WKhutwZuneBj5Erz\nFQ3P36W6XT3WqFKDepPHxjTTkaXnVLdfjTF+fJLPuai6DU2P6nFlrZjLpuFASVJ36PgVyjHGG2OM\nZ8cYDwMOJg0wAPx3m95yzUQHVGXim9WXo0/FjXz9hxjjdFYbP4807QYaRpeq+c2HVV+eFmPcMOp5\ny6bxXvMaPh+ZrH77BM+ZqEjezUwneD+M9Jc+lea5urpd0fSo3rcbrmMlSd1mj5xvHmM8K4TwTdJV\nWruGEJbFGG9mU4GaSCt/rpxCGuF6ZAhh5xjjJSGEkUnfI49PWYxxfQjhNOClpHlLx1UP7c2mhTvH\neu2REnNpjHHnabz1SEmaaPHRxVN94ZmOLI2c57xkCs8Zufyw34vE7rkDSJLuJtfl/I3+3PD5wur2\nzob7FjR57vYtzHEOcDObT8Y+kFQmhtl0Zd90jJSh3UII/6/6fGTE6u8xxrEmWY/M79o+hNDsz2A8\nq6rblSGEZqNUUz7rM9OyNNLiljc9anM7VLfjruzZJyxLktR9di1rRe4FmUfW37uLtCo1pJ+JI4MJ\nYxa6EMJS0vI8LRFjXAt8tfry2aNufxxjvOzuz5r0a18A/GPkNUMIjQtVjjdiNTKHaQumdxHYz6vb\nIdIcsfFM+bVn+h/MyIjSfabwnMdVt1OeYNVjLEuS1H3mkla0bqkQwu4hhHeGEJquDl2tTn1w9eUP\nRxZ7rG5/V91/eDW/Z7R3MPEppqkaKS73r7YxecKo+2fiS9XtIcBT2LRy9pivHWMs2bRS+IeqxSvH\nFULYJYTwrzlLMcZfkhYHBXhLtbTR6OcczjQK50xPhZ1PuuLrKNKlkE2FEHYCXkAa3jtvhu/d7SxL\nktQFhmHjxqGhq9fMmXfdDfOW3nrhdrV7Hje16SOTsQB4I/DqEMLXSZOnLyJd9TVEulLrQOAVwHxg\nA/DWUa9xMmku8COAz4cQ3k2a57s78HLSqM/FbFosshV+SFoXagfSqt9bAOtIV8vN1CnAm0graH+k\nuu/CGOPfmjznxcCvSacbLwohfJh0uvAy0pIBO5CWCziItCbTStJVfSNeXR2/G2lblNcCF5IW6jy8\nyrOKTVfOTcpMy9IngJeRGumbY4xvH+/Aakfmr5I2w7sd+PQM37vbWZYkqQOGYd36odlX3b7F/Buu\nX7Ds9isWrVi/aunKOauWrlx06ZLttlm9aJvtN8yavT2b5vvc+7jWb6i7llQy5pOu+DqsybE3A0fE\nGH8+6v5PkUZhHk262vw5DY8NA68F7kcLy1KMcWMI4cukkjEyqfqbMcYbW/DaMYRwEeky/5HXbjpi\nVU0yfwxpLaT7AO+sPsayofpofP65IYTXk7Y82YNNV/yNKEkTzr/KFMyoLMUYLw4hvIW0muZbQgiP\nJy1SOeLAaouTvUgz/2eT/sKPHb1xXj+pzoe3svlL0sAahtvWzZqz+ta5C2+8ZsFWay5fsu3GVUtX\nzl21dPslly3ZdsX185duOzw0a2c2/UCeyHSutGoqxvi3EMIK4InAPsCDSaMbW5I2l72BtAXJd4HP\nVfuojX6N9SGEA4BjSBOudyNdIXYh8MEY4/khhM+1OjupwLy64esvjXfgNF97ZE2kDaS1ppqKMf4l\nhLAHqSweTPqz3Ia0RtVq0p5v55P2rLtbqYsxvjeE8CvSn+P/IxXYS0kF6b0NeSZtaHh45lvUhBDe\nAbyBNNQ43guOPPa2ZiNQ/aCsFTuR/mIkSRPYCNevnT33mpvmLb756oVbr710yXasWrb9/FVLVi67\nfPGK7W6dt2irFr/lyave++T/bPFrqo+15PL9GOObQgjfJZ2v3XeM191I2kDwrTHGH41+fh/aceJD\nJKn/jcwXumPO/GtvnLfk1isXL7/r0iXbzbp46fYLL1m63VZXLVq+8s4587YhjRx0SstHltTfWrbW\nUYzxJ8AB1b4tDyJN6JpDuizytzHGfl8qoNG2uQNIUidsmi+04PrrFiy7/YrFyzesWrr9nFVLVy6+\ndMl221y9cOuVo+YLdQPLkqak5QtDVvvRtHriXK+xLEnqC8Nw67pZc1bfMnfRTdcu3GrNZYtXbFy1\ndPu5q5auXJrmCy3blqGhqcwX6gbdVNzUAyZdlkIIbwXeMsZDt5Nm9l8D/Ab4BWnS1c2TeK1LYoy7\nTD5u64QQVpH+535bjPGtLX55y5KknrCRoevunDP3mpvmLr7l6kXVfKGlK+evWrpyyysWb7vdrXMX\nbkm6irmfzN/ldecuWvXeJ0+0h5gEtGZkaVH1sQNpzaUXAB8LIXwKeGOMccIN/fqQZUlSdsOwYePQ\nrKvvmDPvuhvmL731qkXb3HXJkpWzL162/YJLl2y39ZWLlq9cO2fucqa2C0O/WM7EG65KwPTL0v3Y\ndLXXFsBWwH7A00kb5S0EXgk8P4TwLTbf8wbSnKZ+1u+bBEvqAsOwdv3Q7Ktum7vghuvmL7v9isUr\nNqT1hbZffOmS7ZZfvXCrlRtnzd6BTdtMaZNtaP3ClOpT0y1Ld1Rzkwgh7AqcCDym4fFh0lIBW5LW\nitg4xmtszHUKrgMcWZI0Y8Nwy7pZW1x9y7yFN16zYKs7L1uy7cZVS7eft2rpyqWXLd52xQ3zl65g\naGgXprgasYDBHE3TNM3oNFy1ANePSb+1jLWPzYhmj/Ujy5KkCW1k6No758y99qZ5i29evXDrdZcu\n2Y6Ll26/4JKlK5ddsXjFytvmLlxG2qZBrdfJpQrU42Y6Z+n1wD1II0nnAx8irTR6A6lArare4/cx\nxn+dehuZ4B1CWNVsdCmE8ATSHKg9SQVkDWkF1NOAE2KM65o8d1vSkuZPJV35cD2p2L0/xvjbaX23\nk9d0I0VJ/a+aL7T6jjnzrrt+/tLbrlq0/K5Llq6cffHS7RdeumS7ra9cvM3KdbPnrsDT9rlYQjVp\nMy1LTyEVpe8AT44xNq7efUW1UOWTgAeGEJbHGK+bzIuGEBYAnweeMeqhecAjq4/nhxCeGGNcPcbz\n7w98n83/EdqBtFfPv4cQDp3Udzd9C9v8+pIyG4Y718+afdVtWyy44doFW95RzRfaIs0X2nabaxZs\ntXLjrNn3IP1Cqe7T8rJU/ew6AHgCaUPc3UkXQN0E/IG03cZnx7vwKYSwHWlPs6cCi4E/A++NMTbd\n1DaE8FHSRrvHxRjf1ZrvRo1mWpZ2qm6PH1WURvycVJYg7c9yziRf9xTg30kTwz9I2v34MtLlq08i\nbar3QOArIYTHxBj/tZFeCGER8A1SUVpD2tX5DNJVD3sC7yftrNxOC9r8+pLabBhuXjt7i6tvmbvo\npmsWbrXmssXb0rC+0LY3zluynKGhXXEfyF7VjpGlqxl7mYXlpN0t9gWODiEcGGP8W+MBIYQtgZ8C\n92q4+yHAGSGEF8YYTxzrDas91F4C/J3081JtMNOydBvplNOV4zze+B/DpBYBCyE8g1SU1gH7jdqV\n+QbgkyGEn5BO9z2KdAXe6Q3HHM2myY6HxRjPbnjsrBDCL0jrQbXlt72yVgyRNu2T1MWq+ULX3Dhv\nyS2rF202X2jLKxav2O72LRYsA5blzqm2aUdZWgKsBb4GnEX6OXUjcE/gKOBFQA34bghhj5ELpSpv\nIBWlS4DnkaaxvAx4FfCREMJXYow3jfGex5N+lr8ixri2Dd+TmHlZ+guwF2kvtN+P8XjjwpSTncfz\nsur2xFFF6V9ijH8KIXyJNJ/pcDYvS8+rbn8wqiiNPPeaEMK7gE9MMs9UWZSkzIZhw4ahWVfdMWf+\n9TfMX3rblYuXV+sLrVx46ZKVW1+5aJvt75q9hfOFBls7ytLHgXfEGK8edf+NwH+HEC4h7Xq/C/Df\npDMdIw6rbo9q2EP11SGEvUmn9J7GqLMiIYRnka5EPyfGeG4Lvw+NMtOydBJpXaVDgLH+ohqvghvr\nNN1mQggLSafrAH5Y7TM3nj9Wtw9teP7WpNYO8PUmzz2T9pUlT8FJbTYMd941a/ZVt22x8IbrFmx5\nx+UN84UuW7Lt8msWbrVy49CsHXFTa41vXqtfMMb40gkO+RBwLOlKvCdSlaUQwjLStJa7gPNGPecb\npLK0R+Od1c/HD5BGsl4x0+xqbkZlKcZ4cgjhMODZIYTvxRi/MOqQxiHsGyfxkruRFrmEzUeLmmn8\nzbBxb6L6eE+IMa4OIdxMe4bYLUvSDA3DLWtnb3HVLXMX3Xz1wq3XXLZkW1YtXTl31dLtl12+eMWK\nG+cvXUGaK+R8IU3X7E6/YYxxfQjhb6Sy1LhQ6Mg8p+tijKPXJbymuh09EvYm0nSSd8QY/9HysNrM\nTNdZuifI1FU1AAActElEQVRppe7PAJ8LIRxEmpxdJ02ofmjD4eur42H8kjKd8jK34fNFDZ9PtIz9\nbdN8v4lYlqQmhmF4uNqPbIL5Ql7arXbqeFmqbFfd3tJw363V7dYhhKFRF0wtH3UMIYRA+tl7Cenq\nObXZTE/DrWLT6bUh0sTsf294fFbD540z+cdbpLJxstu+McYfTDFPY0FaNO5RSbNTfDPhnCUNtGFY\nv2Fo1mrnC6nLdbwshRAexKbR0AtG7o8x3hxCuJx02vgxwA8bnvbE6vaPDff9D+kszKsGdP/VjmvF\nRrpD43w+neMuIW2NMot0Sm6qZalxn58a8N2xDgohrMSrXKRpGYY1d82avdr5QupxOUaWPlDdDgOf\nHvXYqcAxwAnVxO1LgJeSrvpeA5wNEEI4GNgfOC/G+LVOhNbMy9Lbmjx2CHDf6vOvsnkr3qf62EyM\n8aYQwoXAI6rn/99UwsQYbwgh1ElF6Wmk9j2Wp03ldadofRtfW8qicQHGW+YuupPqF555G9bN3v3m\nK2bvfvMVkEZ2b8fNSdUDbttiweXw5I69XwjhWNKG8wCfjDH+cdQh7yYthRNIy9s0OjbGeH216OWH\nSRPBj2547T2r564A/gmcHGNc1fJvYoDNdIL33cpSCGEeqaSMFKUfA4eOWjhyiDHKUuXDpO1M9g8h\nHBljHN2+G99rPrBdjLHxH+eTSedwH1st/HX2qOesIG2D0i4bJj5E6i1DMH+LjRt23Wrtbbtutfa2\niZ8gdb/rO/VG1dZdI3OL/kgaQdpMjPHGEMJe1XFPJk0V+Qtpi65Tq8NeT7qQ6f0xxli99ttJk70b\nvTaEcHCM8dst/2YG1HTL0sKGy/rnAFuSFtPaB/gvYGX12B+BZzQWpYnEGE+vFqZ8JvCpEMK+pBGm\nP5GGIrcmFbH9gUNJw5qNq5YeT1r8axfg1BDCW9i0gvcjSZdqjiw/v+VUvulJcmRJkrrf6KvO2iKE\n8BDSz6DZpJ0onjzePKMY45VsWitw9OvsBrwGuAJ4R3Xf40hFaTVpzcHfktZr+l/gSyGEe8cYO1YK\n+9l0y9KfJ3j8duAE0j41d07j9Z9Lmvn/AlIharaX22ab6cYYbw8hHEja2HcFqRy9f9TxhwAfw7Ik\nSYOq7WUphHAf4FukpQGuBfaPMV42zZf7GGltqGMbVv4eWdfp9Q0XRJ1QLWR5OPBsxp+OoimYNfEh\nE1pDarW/Bz4LvJA0gnMasEcIYbfqtNukxRjXxhj/izR36UTgr6Qr5dYD1wG/IC3utVeM8W7/IVTn\ngu9PateXkArSalK7f2SM8axpfJ+TZVmSpO7X1n+rQwg7kRaYXEFaJuCAGOO46/9N8FpPIm1c/6MY\n45cbHnpEdTv6YqZvVrd7Tuf9dHdDw8MTLqw9KSGER5NWEd2Xu28keCvwPeCjMcaftuQNu1RZK1aw\naRExSVJ3+lxRL5/fjheu5sb+hDRZew2pKP14mq81jzQNZVfgQY0Tw0MId5HOEM2LMa5ruP8JwLdJ\nV8ztP+1vRP8y46UDqlGjj5PmCcHYywIspVqDKYRwAvDSUYtu9RNHliSp+9068SFTF0JYCnyHVJTu\nIs3bnVZRqhxDmhP8sTGuoFtDGpzYFri84f5tGx5XC7RinaVPAEeyqST9Dvg5cFX19UrSabkHVV+/\nqLp9SQveuxv5H6ckdb+Wl6XqCu1vkH7ebQSeG2P8ZvNnNX29ewJvAK4G3jLGISXwcOBJbL5u01Oq\n279M9721uZlud7InaURpmLTFyQtijBeMc+wjSFe13Rd4UQjhC+Md28uKenlnWSvWsfk2LJKk7tLS\nshRCmE2aq/vo6q5jgHObbAi/McZ4xwQv+2FgIfCSGOPNYzx+OqksvTuEcCXparhDgWc0PK4WmOkE\n7yOr2ytIk63HLT8xxl+SlnEfGSo8arxj+8AtEx8iScqo1SNLOwEHNnz94eo9xvtoOupTLQvwdNIF\nTSePc9j/kgrSNqQRrctJFz/NAv4nxvjbaX4vGmWmZWlv0qjS+2KMN0x0cLXew/tJp+z2nuF7dzPL\nkiR1t7bMWWqFEMIWpEv+N9Jkjm+McS3poqrjgStJV35H0ia7r+hM2sEw0zlL21e3v5rCc35Z3a5s\nelRvuyl3AElSUy0tS9X2IlNaJqfJa93Fpl0wJjr2JuBl1YfaZKYjSyMrc0+ldI0c25HVUzNxxVRJ\n6m5dO7Kk7jPTsnRldfvopkdtbuTYK2b43t3MsiRJ3e263AHUO2Zalr5PGnY8trrEsanqmGNI85x+\nMMHhvcyyJEnd7aqJD5GSac9Zqjb124pUlrYBVoUQ/gF8Cji+mng2cuwQcDDw0erYDcDFIYRzgQdX\n960DVpFK1P+O7Kg8zns/CziWdE73ZuBs4A0xxmubPGdH0vIGdwAhxnjj9L7zSfE3FknqXutxpwVN\nwbS2OwkhHAp8Dpg/ziG3AueQFmhcCTwUWM6myW8XA7s1eYt1wFExxs+N8d4vJc38H60OPKxhg8HR\nzzuNtIHuETHG/2vy3jNW1oojgM+08z0kSdN2eVEvd8odQr1jyqfhQgiPBL5IKkpXkHY1fi9pWfeR\n5rUEeBbwn8ABpI0Eh0ht/tdsKkpfA/YiFapAWntpNWlBxxNDCHuMeu9tSEsPAHwA2AV4LHAZUANe\nN07mx5KK0q+Ak6b6PU/DpR14D0nS9Fw58SHSJtM5DffB6nl3AfuNnC4LIXyWtIXJQcDO1bFDbFrd\n+7uk0aiRpQO+EWN8esPrXg38NYRwIanUzAGOAF7ecMxBwALgghjja6r7LgkhvJg0kvUc4LjGsCGE\nOaSRqKbrVbSYZUmSupdlSVMypZGlEMJOwJ7Vlyc3ziuKMf41xvjyGOMuwLnV3X8G5scY7xtjfAWw\nBZu2AfnSWO9RrTg6srLpfUY9PDLSdO6o+79FKm87hxCWjHrsaOB+wEkxxgsn+BZbxbIkSd3Lyd2a\nkqmehntAw+e/aHLcyGP3B3ZouP/Ohs+brbM08tjoCdsjRWiziXkxxo1sugJt6cj9IYSVwFuBG4HX\nN3m/lirq5R3AhCuaS5KycGRJUzLVsrSs4fNm/7E1Pvbghs//BoxMwH4GYwgh3Jc0EgTp1F2jkUXE\nlo96zsgVeY3HQJrftBQ4LsbY6SvUHF2SpO7kv8+akknPWQohvJk0CXvEUSGEh49zeOMilf89aqL2\nL4H9gGeGEE4iLSfwd1Kp2Yc0WXwL4Nvc/VTdn6rb/YF3N9y/X/WcS2OMt1R5H0maw/Q74IRJfIut\ndinwwAzvK0lq7q+5A6i3TGWC91vZdLUbpMnWB4596GYjVvuRNvprNEya/P386qPRpaSr2j5UnV5r\ndBZpl+XHhBDeCHySdEXcJ6rHTwUIIcyqjoM0qTvH1iqXZHhPSdLExl3HTxrLVK+GGxrn88k+p9Ew\naVL23FH3b0W6mm5LRi3uGGO8LoTwOtJo1DurjxF/Z9No04uABwFfiDH+DKCa+P2f1f1rSauPf6WN\nV8f5m4skdZ9ri3rZzkWJ1YemMmfpYdXHMQ33XQ28EXgC8ERSebmZVEZGfLV63itJE7ZHRpWGgK+T\nrq7bhlSQjiQtZPli4GchhHuMDhFj/BjwXOD31ftcC3wW2CvGeHMIYXmV4xbgNQAhhF2BPwL/QxrJ\nehFwOvDNEMK8KfwZTMWf2/S6kqTpc1RJUzbpkaUY40XVpxdVaxe9h7SY5LtHHboOeCFwcvX1zcBb\ngCdXX48UtD/GGA9teN4NwGdCCD8BfkNaNuB40jYpo7N8kbQw5ljeQxqdelWMcXV13xdIZeyTwNtI\no1afJy2Y+YYqX6tZliSp+1iWNGXT2kg3xvg+0ojQl0mreK8jjTKdBjycdIprxH+SitLIApUjnjTO\na9fZNLH7oBDClpPNFUJ4KPACUlE5vrrvgcCjSFusvDTGeHW1PtRzqzwvqeY4tVRRL6/BPeIkqdtY\nljRl095IN8b4S+Dw0fdXaxt9uuGukZJ0Kmnbk8cB18QYL2/y8hcB/0Uqc4FNq36Pq1o+4OPVc46O\nMa6vHnpEdfu9xoneMca/Vhv/3gu4N+35H+jPwGPa8LqSpOlxPqmmrGUjKiGELUMI7yVNtH5Kw0Pf\nBB4UYzyc5gtRNmqcFD7Z57yANKp1eozxBw33j6zJNNYoz8h924zxWCt4Kk6SukuZO4B6z7RHlkaE\nEBYCryBN/F7GpsnbAKfGGJ/VcPjIHKJtQwg7NhldekjD55dNIsOWpLlKtwOvHvXwmpH3HOOp2446\nptX+MvEhkqQOuZW0OLI0JdMeWQohzAkhvBT4B/AO0qTpIdKEbkjbjxw96mnnN3w+5qTqEEINGClY\nv2+YpN3MO0mn+N45RgEb+S1i/xDC7Ib3uS+wG7CB9g3LOrIkSd3jN0W97MRm6uozUx5ZCiHsDPyQ\ntE/bVmwaRbqKNEKzO7AeeMEYW4ycCryJNE/oiBDCYuAjpKa/mLQEwbuABdXxb5tEngeQlgL4K/Dh\nMQ75Pul0207ASSGEt5NGwE6sHj8nxnj7RO8zTb9j01IJkqS8fp07gHrTlEaWQghPI+3Xtgtpns8s\nNp1224FUlG4CDosxnj36+THGdaT5TP+o7jqMNHn7BtLK3Z8hnRrbALwmxnjmJGIdD8wGXl69/uj3\nXAu8lFRa/oM0p+oi0uKUN7D5ulEtVdTLm/DKC0nqFpYlTcuky1II4QLSApP3JhWPdaRidCfp1Nvv\ngLcDRYzxq+O9TnXZ/gOAlwE/IC0quZ4036gOfAp4SIzxA5PI9Bxgb+CsGOO3m7znaaSS9gvS6NfN\nwJnAnjHGv0/0PjN0QZtfX5I0OZYlTcvQ8PDkTt+GEDay6ZTSNaRRoFtn8uYxxvfP5Pm9oKwVR5Fn\nI19J0iY3FfVyq9wh1JumczXcMGky9Rta8P59X5ZwZEmSusFFEx8ijW0mG+nO1KBckfAn4DbSBHZJ\nUh4X5g6g3jWVsvTYtqXoY0W93FDWil8D++TOIkkD7Me5A6h3TWUj3R+1M0if+wWWJUnKZT3wk9wh\n1LtavoGsxvTT3AEkaYBdWNTL23KHUO+yLHXGj0hLLUiSOu8HEx8ijc+y1AFFvbwd+HnuHJI0oL6f\nO4B6m2Wpc76bO4AkDaB1+MuqZsiy1Dnn5Q4gSQPogqJerskdQr3NstQ5vyFt6CtJ6hxPwWnGLEsd\nUtTLjcD5uXNI0oA5N3cA9T7LUmc5b0mSOucK3OZELWBZ6qxvMzjbvEhSbmcX9dJ/czVjlqUOKurl\nlbixriR1ylm5A6g/WJY676u5A0jSALgFF6NUi1iWOs+yJEnt962iXrpzglrCstRhRb1chRMOJand\nPAWnlrEs5fGV3AEkqY/dBXwzdwj1D8tSHp6Kk6T2+VZRL2/OHUL9w7KUQVEv/wb8IXcOSepTX8gd\nQP3FspTPabkDSFIfugn4Ru4Q6i+WpXxOBjbmDiFJfeb0ol6uzR1C/cWylElRL6/A7U8kqdU+nzuA\n+o9lKa+TcgeQpD7yz6Je/ix3CPUfy1JeZwHX5w4hSX3Cid1qC8tSRtXqsqfkziFJfWAYy5LaxLKU\nn6fiJGnmvl/Uy3/kDqH+ZFnKrKiXvwd+mzuHJPW4T+YOoP5lWeoOJ+QOIEk97ErcC05tZFnqDl/A\nid6SNF2fLurl+twh1L8sS12gqJdrgE/lziFJPWgd/vupNrMsdY+Pk3bKliRN3ulFvVydO4T6m2Wp\nSxT18krcL06SpupjuQOo/1mWustHcgeQpB7ys6Je/jp3CPU/y1IXKerlb4Cf5M4hST3iPbkDaDBY\nlrqPo0uSNLHfFvXy3NwhNBgsS93nLKDMHUKSuty7cwfQ4LAsdZmiXm4E3pU7hyR1sRL4Wu4QGhyW\npe50KvDX3CEkqUu9p/rFUuoIy1IXKurlBhxdkqSxXAx8OXcIDRbLUvc6BUeXJGm097m1iTrNstSl\nqtGlt+XOIUldZBXw2dwhNHgsS93tVODPuUNIUpd4Y1Ev1+UOocFjWepi1QTGN+fOIUld4Dc4V0mZ\nDA0PD+fOoAmUteLHwN65c0hSRo8r6uX5uUNoMDmy1BteBdhqJQ2q71iUlJNlqQdUG0V+MXcOScpg\nI/Ca3CE02CxLveMNwB25Q0hSh32xqJd/yB1Cg82y1COKenk58MHcOSSpg9YAx+UOIVmWesv7gStz\nh5CkDnlnUS8vyx1Csiz1kKJe3g68MXcOSeqAOo6mq0tYlnrPycBPc4eQpDZ7iQtQqltYlnpMUS+H\ngSMB/xGR1K++XNTL7+cOIY2wLPWgol6WwHtz55CkNriFtLac1DUsS73r3UDMHUKSWuy4ol6uzh1C\namRZ6lFFvVwLHIUre0vqH78BPpE7hDSaZamHFfXyR8Bnc+eQpBZYBzy/qJcbcgeRRrMs9b5jgGty\nh5CkGXqbK3WrW1mWelxRL28knY6TpF71S+B9uUNI47Es9YGiXn4dOCl3DkmahjXA8zz9pm5mWeof\nLwf+kTuEJE3RG4t66ZW96mqWpT5R1MvbgOcA/nYmqVf8CPho7hDSRCxLfaSolxeQ1l+SpG53G+nq\nN5c/UdezLPWftwO/yh1CkiZwZFEvL84dQpoMy1KfKerletLpuNtzZ5GkcXyqqJdfzh1CmizLUh8q\n6uXfcDkBSd3pd8ArcoeQpsKy1KeKenkK8PHcOSSpwS3AM4t6eWfuINJUWJb626uAC3KHkKTKC4t6\n+ffcIaSpsiz1saJergOeCVybO4ukgfeJol6enjuENB2WpT5X1MvLgcNw/SVJ+fyaNNIt9STL0gAo\n6uX3geNy55A0kK4EDirq5drcQaTpsiwNjvcBZ+YOIWmgrCEVpStzB5FmwrI0IKpVcp8LXJQ7i6SB\n8fyiXv46dwhppixLA6Sol7cDTwUuy51FUt97e1EvT8sdQmoFy9KAKerlVcBTgFtzZ5HUt74CvDV3\nCKlVhoaH3cNwEJW14onAN4DZubNI6iu/AfYu6uUduYNIreLI0oAq6uW3gKNz55DUV1YBT7Eoqd9Y\nlgZYUS8/CXwkdw5JfeEa4PHVqX6pr1iWdAzg7t+SZuIW4AC3MlG/siwNuKJebgT+Azg7dxZJPWkt\naS2l3+YOIrWLZUkU9XI9cAhwfu4sknrKBuCwol7+MHcQqZ0sSwKg2orgIOAXubNI6hlHFfXy67lD\nSO1mWdK/VItWPgn4fe4skrresUW9/L/cIaROsCxpM0W9vAnYH4i5s0jqWq8t6uUHc4eQOsWypLsp\n6uU1wH7AX3NnkdR1Xl/Uy/fnDiF1kmVJYyrq5RXAY4A/584iqWu8vqiX780dQuo0tztRU2Wt2AY4\nD3hQ7iySsnp1US8/nDuElIMjS2qqqJfXA/sCF+TOIimLYeBoi5IGmSNLmpSyViwGziGdmpM0GDYA\nLyrq5Ym5g0g5WZY0aWWtWACcCTwhdxZJbbeGtOCkq/tr4HkaTpNW1Ms1wIHAabmzSGqrG4DHWZSk\nxLKkKSnq5TrgWcBHcmeR1BaXAnsV9fLnuYNI3cLTcJq2sla8EvgQMJQ7i6SW+BNwQLV0iKSKZUkz\nUtaKpwNfABbkziJpRn4MHFSt4i+pgafhNCNFvfwqsA9wdeYokqbvC8D+FiVpbI4sqSXKWrELaWmB\n+2WOImnyNgCvcQ0lqTnLklqmWovpc8DTM0eRNLGbgEOLevnd3EGkbmdZUsuVteJ1wLvwNK/UrUrS\n/KS/5Q4i9QLLktqirBWPB04Fts6dRdJmzgGeXdTLW3IHkXqFv/mrLYp6eR7wEOC3ubNIAtIeb+8i\njShZlKQpcGRJbVVtkfIp4Lm5s0gD7GrgudUvMZKmyLKkjihrxZGkVb8X5s4iDZjvkYrS6txBpF7l\naTh1RFEvP006Lfe73FmkAbEBOA54gkVJmhlHltRRZa2YC7wHeCVukyK1y2XA4UW9/GnuIFI/sCwp\ni7JW7A+cDKzMnUXqM2cBLyjq5Q25g0j9wrKkbMpasQI4CXhK7ixSH7gReFlRL7+YO4jUbyxLyq6s\nFUcAHwSW5c4i9ahvAEcV9fKq3EGkfmRZUlcoa8UOwCeAg3JnkXrITcDLi3r5+dxBpH5mWVJXKWvF\nIcDxwLa5s0hd7lzgyKJeXpk7iNTvLEvqOmWt2Jq0JtN/5M4idaFrgWMcTZI6x7KkrlXWiicAJwC7\nZI4idYONpP8f3ljUy5tyh5EGiWVJXa3aLuU1wGuBBZnjSLlcALykqJe/yR1EGkSWJfWEslbcE/gA\ncEjuLFIHXQe8DjipqJf+Yy1lYllSTylrxWOAjwEPyJ1FaqONwKeBNxT18sbcYaRBZ1lSzylrxWzg\nSOAdwDaZ40itdg7wuqJe/jl3EEmJZUk9q6wVW5HmMh0NLMwcR5qpXwCvLerlT3IHkbQ5y5J6Xlkr\nVgJvJI02zc0cR5qqOul025m5g0gam2VJfaOsFTsDbwaeB8zOHEeayJXAW0mTtzdkziKpCcuS+k5Z\nK+4DvJ105dxQ5jjSaJcC7wf+r6iXd+YOI2liliX1rbJW7EFao+kwYE7mONJfgfcCXyzq5V25w0ia\nPMuS+l61RtOrgCOARZnjaPD8AXg3cEZRLzfmDiNp6ixLGhjVnnMvIV09tyJzHPW/XwDvAc5xQUmp\nt1mWNHCqLVSeD7wSuFfmOOovdwFnAB8r6uWvcoeR1BqWJQ2sslYMAY8HXgw8Fa+g0/StJq24fUJR\nL6/KHUZSa1mWJKCsFfcgzWl6IXCPzHHUO34MfAL4mpO2pf5lWZIaVFupPJU02vR4XHpAd3cF8EXg\n5KJelrnDSGo/y5I0jrJW7AI8p/oIedMoszuAM4GTgfO9qk0aLJYlaRLKWvEwUmk6BFiZOY46Y5h0\nmu1k4CtFvbw1cx5JmViWpCkoa8UsYB/gWcDBwNZZA6nVNgI/A74GnFnUy0sy55HUBSxL0jSVtWIO\nsDdwIGme0+55E2ma1gHnkwrS2UW9vCZzHkldxrIktUhZKwpSaXoqsCcuRdDNbgLOI81DOreol7dk\nziOpi1mWpDYoa8Vy4EnA/qTTdi5HkNc60ora5wHfA35d1MsNeSNJ6hWWJakDylpxb+CxpOL0WJwk\n3m7DwB9Jxeg84MdFvbwjbyRJvcqyJGVQ1ooaqTg9GngYab6TazpN383Ar4ALqo9fFvXy+ryRJPUL\ny5LUBcpasSXwEOCh1cfDgJ2zhupedwEl8Es2laPSzWoltYtlSepS1bynhwB7ALWGj21y5uqgDcA/\ngD8Df2q4/atbi0jqJMuS1GOqElUjrSpeA+4D3BPYEVieMdp0rAEuBVYBl1S3q0gjR/WiXt6ZK5gk\njbAsSX2krBXzSFfe7djwcQ/ShPItx/iY24YYa4Hrgesabhs/v4qqHBX18uo2vL8ktZRlSRpgZa1Y\nwKbiNB+Y0/CxxaivZwPrSZfh31Xd3kkaHbqj+ritqJe3d/a7kKT2sixJkiQ1MSt3AEmSpG5mWZIk\nSWrCsiRJktSEZUmSJKkJy5IkSVITliVJkqQmLEuSJElNWJYkSZKasCxJkiQ1YVmSJElqwrIkSZLU\nhGVJkiSpCcuSJElSE5YlSZKkJixLkiRJTViWJEmSmrAsSZIkNWFZkiRJasKyJEmS1IRlSZIkqQnL\nkiRJUhOWJUmSpCYsS5IkSU1YliRJkpqwLEmSJDVhWZIkSWrCsiRJktSEZUmSJKkJy5IkSVITliVJ\nkqQmLEuSJElNWJYkSZKasCxJkiQ1YVmSJElqwrIkSZLUhGVJkiSpCcuSJElSE5YlSZKkJixLkiRJ\nTViWJEmSmrAsSZIkNWFZkiRJasKyJEmS1IRlSZIkqQnLkiRJUhOWJUmSpCYsS5IkSU1YliRJkpqw\nLEmSJDXx/wEMWhYMuk+JowAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2ba97b47d898>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# then use fig.subplots_adjust, instead of plt.subplots_adjust to get things squeezed right\n",
"# I don't think there is any cool, new way to get my preferred colors\n",
"\n",
"fig, ax = plt.subplots(figsize=(9,8))\n",
"s.plot(kind='pie', colors=colors, startangle=0)\n",
"fig.subplots_adjust(hspace=.3, right=.8, left=.1)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x2ba97b433390>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAksAAAHBCAYAAAB5fv8hAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2ba97bb0dd30>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# and make the ylabel go away\n",
"\n",
"# then use fig.subplots_adjust, instead of plt.subplots_adjust to get things squeezed right\n",
"# I don't think there is any cool, new way to get my preferred colors\n",
"\n",
"fig, ax = plt.subplots(figsize=(9,8))\n",
"s.plot(kind='pie', colors=colors, startangle=0)\n",
"fig.subplots_adjust(hspace=.3, right=.8, left=.1)\n",
"ax.set_ylabel('')"
]
},
{
"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": "3.6.1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment