{ "metadata": { "name": "exploratory_graphs" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Exploratory graphs" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import pandas as pd\n", "import numpy as np" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we'll experiment with different types of plots for the purpose of exploratory analysis. The purpose of exploratory analysis is mainly for ourselves to understand some basic structures of the data, and not to communicate results to other people. So we'll not concerned so much about legends, axes labels, etc.\n", "\n", "It is soon clear to me that plotting in Python (via matplotlib) has a totally different paradigm from plotting in R. In matplotlib we often need to access the properties of the various components making up a plot, i.e. axes, labels, legend, or the plot points themselves, in order to make a nice, informative plot. This has the advantage that we know exactly what we're doing when plotting something. \n", "\n", "R, on the other hand, often provides default plots for many different objects. E.g. we can just launch plot on almost any object, and something will be plotted. This makes a lot of things easy and gives often succinct plotting syntax, but on the other hand it is sometimes not entirely clear what is going on and what exactly is being plotted." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First let's load the data provided from the course's Dropbox URL:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "#pData = pd.read_csv('https://dl.dropbox.com/u/7710864/data/csv_hid/ss06pid.csv')\n", "pData = pd.read_csv('../data/ss06pid.csv')\n", "pData" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 2, "text": [ "\n", "Int64Index: 14931 entries, 0 to 14930\n", "Columns: 240 entries, Unnamed: 0 to pwgtp80\n", "dtypes: float64(74), int64(163), object(3)" ] } ], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "
Explore different types of plots" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# pandas boxplot\n", "pData.boxplot(column='AGEP');" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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} ], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "# pandas boxplot grouped by certain column\n", "# setting width and axis names is rather tricky\n", "pData.boxplot(column='AGEP', by='DDRS');" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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} ], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "# pandas barplot\n", "pData['CIT'].value_counts().plot(kind='bar');" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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} ], "prompt_number": 31 }, { "cell_type": "code", "collapsed": false, "input": [ "# pandas histogram plot\n", "pData['AGEP'].hist(bins=18);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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imseSNIF77rkH4XAYAwMDmJqaQnt7OyoqKpbioYmIaB5LcjooPT0dBw4cwMaN\nGzE9PY3a2lqsWrVqKR6aiIjmsWTXCTz22GP417/+hU8//RS/+tWvZt3m5GsIotEoHnroIaxevRpr\n1qzBq6++CgAYHx9HIBBAfn4+ysrKMDHhjNdFT09PY8OGDdi8eTMA584DAExMTGDbtm1YtWoV/H4/\nenp6HDkf9fX1WL16NQoLC7F9+3Z8/fXXjpqHPXv2wOVyobCwML5vvvHX19fD5/OhoKAA3d3dC9bX\nfsWw068hyMjIwO9//3t88skneP/99/HHP/4RZ86cQUNDAwKBAPr7+1FaWoqGhgbdUZfEK6+8Ar/f\nH38xgVPnAQD27duHTZs24cyZM/j4449RUFDguPkYGBjAa6+9ht7eXpw+fRrT09Noa2tz1Dzs3r0b\nwWBw1r65xh8KhdDe3o5QKIRgMIi6ujpcunRp/gdQmp04cUJt3Lgxvl1fX6/q6+s1JtLrRz/6kXrj\njTfUnXfeqUZHR5VSSo2MjKg777xTc7Lki0ajqrS0VL355puqvLxcKaUcOQ9KKTUxMaFuv/32q/Y7\nbT4+//xzlZ+fr8bHx9XFixdVeXm56u7udtw8RCIRtWbNmvj2XOPfv3+/amhoiN9v48aN6r333pu3\ntva/BK51DcHQ0JDGRPoMDAzgww8/xH333YexsTG4XC4AgMvlwtjYmOZ0yffMM8/gpZdewrJl5q+l\nE+cBACKRCG6++Wbs3r0bd911F37yk5/g3//+t+PmY8WKFXj22Wdx66234pZbbkFWVhYCgYDj5uFK\nc41/eHh41isvr+f5VHsTkHwRxVL68ssvsXXrVrzyyitYvnz5rNvS0tJSfp7+9re/IScnBxs2bJjz\nmhEnzEPMN998g97eXtTV1aG3txff/e53rzrl4YT5+Oyzz/Dyyy9jYGAAw8PD+PLLL9Ha2jrrPk6Y\nh/ksNP6F5kZ7E+A1BMDFixexdetW7NixA5WVlQBmuvvo6CgAYGRkBDk5OTojJt2JEyfQ1dWF22+/\nHdXV1XjzzTexY8cOx81DjMfjgcfjwb333gsA2LZtG3p7e5Gbm+uo+Th16hQeeOAB3HTTTUhPT8eW\nLVvw3nvvOW4erjTXfxdXPp8ODg7C7XbPW0t7E3D6NQRKKdTW1sLv9+Ppp5+O76+oqEBLy8xl8S0t\nLfHmkKr279+PaDSKSCSCtrY2PPzwwzh06JDj5iEmNzcXK1euRH9/PwDg+PHjWL16NTZv3uyo+Sgo\nKMD7779tWyBYAAABAklEQVSPCxcuQCmF48ePw+/3O24erjTXfxcVFRVoa2vD1NQUIpEIwuEwioqK\n5i9m9wKGFceOHVP5+fnqjjvuUPv379cdZ0m9++67Ki0tTa1bt06tX79erV+/Xv39739Xn3/+uSot\nLVU+n08FAgF17tw53VGXjGEYavPmzUop5eh56OvrU/fcc49au3at+vGPf6wmJiYcOR8vvvii8vv9\nas2aNWrnzp1qamrKUfPw+OOPqx/+8IcqIyNDeTwe9ac//Wne8b/wwgvqjjvuUHfeeacKBoML1hfz\nGcNERLT0tJ8OIiIifdgEiIgcjE2AiMjB2ASIiByMTYCIyMHYBIiIHOz/ATqG20nQYWtPAAAAAElF\nTkSuQmCC\n" } ], "prompt_number": 32 }, { "cell_type": "code", "collapsed": false, "input": [ "# pandas histogram plot with more bins\n", "pData['AGEP'].hist(bins=100); plt.title('Age');" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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} ], "prompt_number": 33 }, { "cell_type": "code", "collapsed": false, "input": [ "# pandas density plot\n", "pData['AGEP'].plot(kind='kde', linewidth=3);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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WSROKwWBAZGQktFotcnJyOtwmOzsbWq0WOp0OVVVVttfnzZuH0NBQxMTEOGz/xBNPICoq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\nF5Qj4vCH9lSrgRkzhPrKldK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} ], "prompt_number": 34 }, { "cell_type": "code", "collapsed": false, "input": [ "# pandas density plot, multiple distributions\n", "pData['AGEP'].plot(kind='kde', linewidth=3);\n", "pData['AGEP'][pData['SEX'] == 1].plot(kind='kde', linewidth=3, style='orange');" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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ou3c6zeE9aU0cIIT1WC2hhIWFkZmZSU5ODpWVlaxdu5aoqKg6+0RFRbFy5UoA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\n/lrjmITj+XUx7IkBoNLNj05/PkRltQe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} ], "prompt_number": 35 }, { "cell_type": "code", "collapsed": false, "input": [ "# pandas 'scatter' plot\n", "pData.plot(x='JWMNP', y='WAGP', style='o');" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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Ca+jwuap0XqqleI3d4cZHZLv/vFx1VQG7dxfQpcssyz5qa/WkH04MRqgMvLqP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\nRTpvBwAfffQRY8aMITMzkxU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YErZv/7P7KbgBXxUc7usy7AvhpDy3Y+15FV49DYejgcbG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\neVyuwB9zYmKwtO/+nMT6OsI3+IVj2K6oqLDcp6y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} ], "prompt_number": 36 }, { "cell_type": "code", "collapsed": false, "input": [ "# scatterplot -- size matters\n", "pData.plot(x='JWMNP', y='WAGP', style='o', markersize=3);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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CMBXAVOlqn8FkSgWgnJIkEcDPpP0/ASgEYJ3Ww89vKoimSp9xDJ2dx+zymJ9/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\nwMEYY8wpHDgYY4w55f8D1+JtN0RKSvwAAAAASUVORK5CYII=\n" } ], "prompt_number": 37 }, { "cell_type": "code", "collapsed": false, "input": [ "# scatterplot using colours\n", "# here I switch to generic matplotlib plotting to be more flexible on styles\n", "scatter(pData['JWMNP'], pData['WAGP'], c=pData['SEX'], s=15, cmap='autumn');\n", "xlim(0,200)\n", "ylim(0, 250000)\n", "xlabel('JWNMP')\n", "ylabel('WAGP');" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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D4LW/g8kYx497f6nRNhTlr9i2bRt9unXjmcJCfjUY2FS3Lrt+/hmTyVTboSlX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\nhUKhUDQ5/x9tyGdt1T5MxgAAAABJRU5ErkJggg==\n" } ], "prompt_number": 38 }, { "cell_type": "code", "collapsed": false, "input": [ "# scatterplots using size -- hard to see\n", "percentMaxAge = pData['AGEP'].astype(float) / pData['AGEP'].astype(float).max()\n", "\n", "scatter(pData['JWMNP'], pData['WAGP'], s=percentMaxAge*0.5);\n", "xlim(0,200)\n", "ylim(0, 250000)\n", "xlabel('JWNMP')\n", "ylabel('WAGP');" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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4Tja1j4iQkZGhNaEpFApIpVJIJJJabNmzKTLyIGJiYvHuu9PruimMPbd0/eysta7P7F8S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\ngkymwNq1bxr4Hnw4OzsbaO/8FBYWIi3tT40SRGCrxjAzM4O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} ], "prompt_number": 39 }, { "cell_type": "code", "collapsed": false, "input": [ "# scatterplots -- overlaying lines/points\n", "scatter(pData['JWMNP'], pData['WAGP'], s=15)\n", "xlim(0,200)\n", "ylim(0, 250000)\n", "xlabel('JWNMP')\n", "ylabel('WAGP')\n", "\n", "plot(np.repeat(100, pData.shape[0]), pData['WAGP'], 'grey', linewidth=5)\n", "\n", "plot(np.linspace(0, 200, num=100), np.linspace(0, 20e5, num=100), 'ro', markersize=10);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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9gLcKt7yHUmk4bNnUVAF8AXgB3sDPRo2hInF3fxYrq11oNHlAGlptPK6uruUd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} ], "prompt_number": 40 }, { "cell_type": "markdown", "metadata": {}, "source": [ "
Scatterplots with numeric variables as factors\n", "\n", "So far almost all the plots are created with one line of code plus some lines to customize axes labels, ranges, etc. To do the plotting as below, we'll have to take a different approach. Namely the one plot produced below is actually achieved by running the scatter plot command several times in a for-loop.\n", "\n", "The resulting code to produce the plot may look more verbose (i.e. longer) compared to R code doing the same thing, but as mentioned above, it's really clearer what the plot commands are doing." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# scatterplots -- numeric variables as factors\n", "ageGroups = pd.qcut(pData['AGEP'], 5)\n", "pData['ageGroups'] = ageGroups.labels\n", "\n", "cols = ['b', 'r', 'g', 'm', 'y']\n", "\n", "i = 0\n", "for k, df in pData.groupby('ageGroups'):\n", " scatter(df['JWMNP'], df['WAGP'], c=cols[i], label=ageGroups.levels[k], alpha=.6)\n", " i += 1\n", " \n", "legend()\n", "xlim(-2, 200)\n", "ylim(0, 250000)\n", "xlabel('JWMNP')\n", "ylabel('WAGP');" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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FzRb9+o0XU6bMF4mJiZWqW6vVirff/kj06LFM9Oy5WfTp8444dep0pepQqVTi6tWrettC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ffdd9PW1kZtbS2TJk1CEAQcDge7du1i0qRJvPTSS9xxxx3xOYsWLWLKlCm88cYbXHjhhf9UprDf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\nSkR0RjDnzTnnrT8avTgcDlwuFzExMX3WG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DNnDrIsc88995zROUBDQ0ND47vjkprZAFx3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\nSnxVAAAAAElFTkSuQmCC\n" } ], "prompt_number": 71 }, { "cell_type": "markdown", "metadata": {}, "source": [ "
Plotting lots of points\n", "\n", "Suppose we have lots of points:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "x = np.random.normal(size=1e5)\n", "y = np.random.normal(size=1e5)\n", "plot(x, y, 'o');" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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65DIEbv6Y3BjzK9AiNYC0BWRU1C7C96o3nS8KQ0hTWXb+3tEYLEyuD+n4+B2k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} ], "prompt_number": 72 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The approach to perform plotting with so many points could be to pick some random samples:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# a lot of points -- sampling\n", "import random\n", "\n", "sampledValues = random.sample(np.arange(1e5), 1000)\n", "plot(x[sampledValues], y[sampledValues], 'o');" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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HDh1JSMQolUtToxdmHUIatoxUFrPEMjyapsXMerHuWwL82uUs5vsbihs43r69gZMnz3D0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\nadbOTp9kP1FNOnZsAffeu9MSAG1uNoKkZo+wpaWT999viXS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xsTF8+OGHePbZZ40Oa04Q\nQmDPnj0oLi7GgQMHjA5Hs++//x53794FAIyMjMDtdofOOTG5rTohNzdXui6UiooKYbFYhNVqFdu2\nbRNDQ0NGh6RJfn6+yMnJETabTdhsNrF3716jQ9Lkk08+EWazWaSmporMzEyxefNmo0NSpbW1VRQW\nFoq8vDxRV1dndDia7NixQyxdulSkpKQIs9ksmpubjQ5JtUuXLomkpCRhtVon/82fP3/e6LBU6+rq\nEqWlpcJqtYqSkhLR0NAQ8viIzMQkIqLY4448RESSYgInIpIUEzgRkaSYwImIJMUETkQkKSZwIiJJ\n/R+jN+2DjWZXsAAAAABJRU5ErkJggg==\n" } ], "prompt_number": 73 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another approach is to use the so-called smoothscatter plot. No similar function in Python, so let's just nuke it using rpy2." ] }, { "cell_type": "code", "collapsed": false, "input": [ "%load_ext rmagic" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 75 }, { "cell_type": "code", "collapsed": false, "input": [ "%Rpush x y" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 76 }, { "cell_type": "code", "collapsed": false, "input": [ "%R smoothScatter(x, y)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "text": [ "KernSmooth 2.23 loaded\n", "Copyright M. P. Wand 1997-2009\n" ] }, { "output_type": "display_data", "png": 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WAk8QOIgH8PBw/Vt/6291f/2v//Xup3/6p88s+3f/7t91wwP1F37hF7rXv/71O/XXH/kj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y4z94vrrl9++cWGh4dt+/btdsMNN5Tr+O9MAsrQ8XPPA3aRr3uu8nvvvcdzRM9EFqxxjkL/yLny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\n" } ], "prompt_number": 77 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Yet another different approach to plot lots and lots of points is to use hexbin." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# a lot of points -- hexbin\n", "hexbin(x, y);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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ktwZ5GjFQO636Buvom4S7TDtbmpcYccGl0fA86gYn11K/cF/5ZxPcmLjRSF8m\nINx3nuBcpY6DUA6L91tJXjIq14N11d1NdHGFePLLZpCvI8AecbTZS/KdVnTmk7xWUK+dWZdM9UJR\n10Y9aUbrr0Z9kOBcolt9Bpr0pBvVRf15nLr2kbaLiOsmOBJ5vtEALNrnyu2xikt1VjegmJVX9/mo\nuMP1zYPhDmKnTsqeNWLOOO6jpNQgKvfaIfKiEA2EpnQ3XVX16dS96vM7SL6nPr9Vf9wucRp+gciT\nbhP9n6v5aowUvV+n5+oHrKP0IdG7oTrqUs8OG/5qDBDdzn6BuA1eY3nsEP2b1eNDd3xqrBKP8OAr\nyMh6GeHNdUT+dfR4MdHRDpH/9kSefIl4lqTq3oR7Vol+z9cDVjnfNC6ITXDboTxD4O+BD4j+8uvA\nWsA/TPKaEn2wfSi/6vJSUuZUJxBjm5DgM+KRaeovfyWRvUUc2VvKVNouse1WY514yu0aqpRI1MeJ\nmY6z9KT9uOfxVE+eT0pd5+IIZzFuzSfKTQ8c8BVcKk8Nelu++hIAMXi6CUT9qIch37RDa14G8Vle\nCSPYHLhH7NCyGabst6vy0sBJYsBFxgB4LpTXIZtUlCLRMu0HOuAfEF8m3w56mSAGVWNOK/+s9bxE\nebPNg1C+KWIg1aB8nrgAugncw5jVwFm/mujsq6EuoDyz5Fs9EOGZoCeD+E4/QjjmnBgzRGUMgoxt\n4Hr4/IBoHNXwaqz0CdBH1gYgGkSPvvxERj/o1oZrf0U0rPp8TChTjDsiawnniVTR5US33yBulNJF\n4niUmuAsstCqOrtP+WBjxXnqNoXFOO+L96WD40o5IjMdbbftC5OnyaMvijvONYATp0q63WrMYknV\nKUXbtKf6+XhxacZ+bpnS3+txfkFck7xq+Ef1hdbflS9Np6vxn8iQkaV8Tkd4oH7McXExyqubGQhO\nfZzVuKSdRs+gFAMSD7BVA0Uoq23QhSFG3zMYs5vIE3fCOPu4SJyei0EXeQPSg3PjqThKVcxuXZa0\nlFwbJfK0rqrXQdCneqHoCzvVhSnuiTLS9QCb/PXJtWFFZ7pYXA0EpW6a6SxMjdkawsvLKDzGxDGk\nM79yO+tS5tDTdYYUd5C+2dyXDodLU6rbempp0bI/KdxxrgGcuOGeTmMnb1pQOEg6Tp5IcKnBKt+U\nLii1lb1pkaK8INWcbxlXNaB7xW/lQwzUuKT36D/dFi3T5PKJ3ukGjzTZYEDScqRliEGO9OzG1Kip\nwYwcssXYvRE6AAAgAElEQVSYlSjNVw2cbuu2mK4aD4/3acApNWj64rqb6Oxcck2jAWoZLxZ5xVNe\nUpmaX9yAE10KZVYRn6PHmDTcrm6r10XS5UR+SsWkFAtBt+mLQF+WO2GUnIc6Dov70gXhsoeJxxht\nFyDrAlr3NDiW7srVZ6CfDHGBVf8NanApvu5zBWWivGos91mcpvqBneDSb+V+2tznGsUdO65UuhO2\nZzP3HYXjfv/99/niF7/IBx98gDGGn//5n+cXfuEXkoIYPjwcd0pxdCnzsFWcLj41qS71u84Rw6L3\npaNfQ+p2JUkNXBpLRBfe1LtB+VNL9HKYVmR0ESpAw4mq/7B6jqSjPPVjTuNZ65mLU6KRfUz0bX4J\noQcGRL/u9ZD/Y2KMkkcV+S8HnIVzuzA8D4Pz8PDvYesG+NTfejfUW+OW5OHeS0T++2byLDrEcyXV\nDzp4mBTxhV38rXjxpbp4ROEvHhZc8VtJ/dTgnUNeEH3Eb3sn6GkfuEN8kSwhtIvGjfHhOWwBf4NQ\nQQahLR6G/M+HvFZIR+gi713i2sCFgNUYKRvEtqb8uSdy3Ooj3w1l6oQ8lcvXfLSd9SsydEZTjUM+\nJzRnbeok/zSGzVmK6e1WjvtIhvvOnTvcuXOHN998k+3tbT7zmc/wm7/5m7z++usiPBjuKmeTfk/j\ndddNN5o+Hx6XcmVVnO5gTOOrpFxwWV617OU6puf3qbyslG+8T2KVCE64zChPOUB15esHnHSs6Emw\nhVALIG5zn0p43b9EXM4k5Kv4Zeu17aRMzxQjNLmmPKxN7hHDo9H2ZOS7HMq0B9xM6j5MyrcKrAbc\nFNjCWIN3XpRgwHiH95eBK8jZiBmwnDw39ZyxyTPwIWzwqKASZGt8T3hYa6BrsNbh8hxGt4oRn9RR\nd2yOkLMgDc51YPAWxlrw4Ecb4EakXHPcsThI8t0J1zyyTf52ottziW4fhbx8iK/9SrjHhWc1Crp9\nAXg2tLNd4F3iuooYWZG/icQo1/bYT/JVnNZxjJxbGtujlF29ZeJRcLE9bsz0kWq/WLzP+aJdQVVG\nE25+nztY3zw6braOB8PN11m74T4SVXL16lXefPNNAFZWVnj99de5detWCdPrWar5ex8LW1VaEw9U\n/Xw0nGnA+VCmtDH5GVxT2ct19Aku7WRVHCjXWC/PJ/I6CS7KkwafF/J0B6K8EGSEKDgdlSpuWsjW\n0XbUhUtwKV+rOH2u/aRMo8QA+ZCvD3UcJDjZMu/DoQV4B84FnIwyxWjr4mhWlEHLGHWrVISUT4xO\nP+AyTGbAGJzPoDg4V+uS1nEan5XpQcjXkxWzgHhPOWZMfAaqzzBSL3RrUCOlgatAY7UPiQG3ZKQs\n5fMId60v6VHSLnT2pi6C4yCvrp2ZpJ25UMfo7qfPpywvbY8uaWfl9lhoYG6f0/pXcXUymvomoewk\nZZ/FLdY3j46r5n1S9qwpHRvH/d577/GVr3yFz33uc6XfJ5PfB74c/r1XKlwTv1P9fDq4WV7uMPxT\nswwdJc3Ki4cnxE4ecWkAogmRH/SkXKFwo2rE7iAcqEYH7CW4dONGj7hAZSsysgSX8t8ukWHCZy3v\nWjC8JlxLm1fKrfeIlI3FGHXvM0g0PpWn+tByxM/l9pMeKQYmi942PjMURbc9MMrlSqTA6Ie+jGwS\n8uC3MO62GGzvMVk/yjb9RBem9HyiPI8xQ/QQ4NlnpfUVvYhBVaO7mujpDpGaSYNb+eQegNWkHGmv\nN8ULU3S2XGoLZd1GH37vp4n8sokor5dU109SXPm5Vb/X35PuFWjGVdPifXOx+8p983hxzfbnPaKd\n/HK9oFTmcfhxb29v84UvfIFf/uVf5qd/+qeTQhmeLo47jlTKKd2UsYiMOpxJ/rZxfmkH0/L0wvfq\n+Y4pTq87pBOrX65yoClO81lCPCz2EE5TXe6U/9W40c8BzyPc8XeBB6j7nvDpih8h/PVDhJO9jHCx\n6rO9HrCPA3YT4YI1rx7CCyv/uk7hM91xYHMYqy4ccS1hM5RbRsJYA7kLVG0P9ixMDaw7cEaqax0M\nPKxk4DzcmFDmeYPuu1PojGFkIDOw9BXYvwmjR8CPh3qq62M8lk5GzRoLJfX33kfcL5Vr1jgiym+r\na14P8R8PL+psC9w98HeILzV9AWmUQPWYGQV52naGQea9UIYMCRugC8fK7eseg3eZ5b13iX0j3YOQ\nLiqnbVyPsLPExWFfg039x/eIbTTFLtr3vp9SO1VyZMM9mUz4yZ/8SX7iJ36CX/zFXywLD4Y7Pb9R\n3jj1Mbr19I3FcBTnu6W4lGNKcfpdrmUlHjvmO63NS/nAKK8NV65HGZcVp2rIqEa4Ry2T4DJgLcmr\nX4xYnNsCNsPUNUO44FQXKm8JWCf6Qt9NnsHzyJmUBufuAd8JU/Ue8FniuYTbSAxog3DGrwXdCmdu\nrdAHzskCk5T9AvCDASfxOKwVakHOv9Q66jVw3sBaH5tJAZ3QxIJzI+AO1kqYVd97DpNJXm4VOCd2\nXKfjGsjQvbOPmUrbcHmIPGjBOwOsRJ2dB9MLuPCeM8bjxzm8m2GNxBxxbhc5J7Nuat1JnsEuss6g\n0QuXEg7+ZtAFOLeCzIQM3vSgty44P4W9P8XaScA9QuKOm1K7EHnvJfLSPtIHXgjtLO62lLLfQXzf\nQXzfX0jK/gFy7qY+Y13fEONd3+dkzSVy/7szOEo8dnndZ7bsTX1pEZy2bw11UC77LK76HOVaSrk0\n258o47B2aj7uf2w13EfagOO952d/9md54403Zoy2pm7XMpm45J56bksajJ+Lg3ZcevZk9TBR5QCr\n16q4pjJF2WKYm3Hlh6OGRR5Imo/yv1mCsyUDAbED6kq+1NfOlCnKkJFQ5CTTg1V7RH56FOS5iry4\nZVtwyk/rKMoV/GdZF8NQ9ugDLVw1pBy68qZF2Y2hKJ5Pn8E00YUH04nGaCALj0G15XnOJPDOAEY+\n+KJeic464LWOHemtHgO5zGLEMEl523jI+Ax0nUFHpKoLF+Sp/hJd2I7owttQyDzBldcgyu0nb+BT\nuwEXZ5XRGO0nnHangpvOqWNdn0t9q+tx6Ui63E/r+1z12uH6Zsy7GVcnr/y7rlOlemnCzavHYXFN\n6Ugc9x//8R/zG7/xG3zpS1/irbfe4q233uL3fu/3Spg8ry+EMfFN08ZRxXMEqcXq91ReU35RHsQG\nlZbPFryavvliinRKGuu4zP/O5FqSV+UfY9n03EMQ7w91wXLEcJ4eY5axthtwU8T7QHHRpcuYbaxV\nP191TdQ8t1C+1ZgrWHs+XBNPj0i5nEf5UGt3sFY3aAwQlz51VRwWOGM2MEZlqFHXOuYYG/IdZJih\nlctdoO+KlmgGEKqIyQaQBcrIWDD7xSzcTAw2SzRpkFafe1g2EbfewZ5T3nkPYx5L2YwvebRZH0bs\n3kOWC4VSTOH78TlaG2YlIdOiIQCDJUzHBp25EEdbn0H0T5dyBA8Zv4XxW6Ene7DpJqM1lCcvt0eL\n0FRaji7WdgpcpM+0XWi886Wkz43QzUSRjjFBTzbBzbbv2JemYdRfbWdl3OJ9M/aDOkwqr9w303bm\nKPfNZnnpuZFtaRE7Va1jk52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OXmGRYxGLItepwfqg3li3kspUTjJQ83pIgk0ABslcr2EE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5AAAg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\nWvmtH2qS7+2gMzMh+/HozHm+t7vOJp/d1tnbW2dNo/DD6qKOD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} ], "prompt_number": 78 }, { "cell_type": "markdown", "metadata": {}, "source": [ "
qq-plot\n", "\n", "Compare the distribution of the data with some reference distributions:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# qq-plots is available in statsmodels\n", "from statsmodels.graphics.gofplots import qqplot\n", "\n", "x = np.random.normal(size=20)\n", "y = np.random.normal(size=20)\n", "\n", "# note: it seems like it's only possible to plot against distributions in scipy.stats.distributions (by default: normal)\n", "# (i.e. not against a distribution of another variable)\n", "qqplot(x, line='45', fit=True);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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oAAAAAElFTkSuQmCC\n" } ], "prompt_number": 79 }, { "cell_type": "markdown", "metadata": {}, "source": [ "
More plots" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# spaghetti plot\n", "X = np.array(np.random.normal(size=(20, 5)))\n", "\n", "# there's no automatic cycle of markers\n", "# but it's possible to do in matplotlib\n", "# see: http://stackoverflow.com/questions/7358118/matplotlib-black-white-colormap-with-dashes-dots-etc\n", "plot(X);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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Gz+ZQKhQs7obVYhSCH1Uqrmop5lu3ws6d0ip3RyxfDl99BenpwK+rvvnxkuP0\nc0hkxjQXrKhW28Sk/s1iPmECDB8m+O6hC1y9oJzgg/WM3D2ShI8TLEdLdZGAhQHNVouVUS3mLJa2\nKBSSFbpmjWS5vPwyrUoVqLao8J/XO7Ny6AUxnzhR6oeZnW37udLL0xkUOMj2E7Uh0kcqJHW+8jwA\nVY2NpHUxfTUrCwIDpcWUruLqKiUSPfqoFOSgSda0e3SLfjWavJV56DU9k5xQ+F4h/f7UDwfPDkI+\nbUjhN4dJzEtrStnhp8H/zPkuvb6ysZFNajU3h4SYrdPSHUy1Wszd2N//5X2eSX6m3faDVVUEXUzJ\nB6Qwifvuk/6onRXbCgqCv/wFnn0WgNFeXhTU13dYXiCtNO2SRDilFKbgVNY1iwUgISCBSl0lJTUl\nVO6r5Nm8YzT+O49VT8PYTSPwSLRvG7iAKwMo31ButW9eUwM7dkgPTdbwhz9ASgps3ixNTk33WvUW\nNQHzO7Ake5hLLuYODnDllfapcd4TfjlIEREtffPHMzOZceIEqi4EyXfVL2/LtGnSh+u5JwxUp1Tj\ne1nr5z+PwR4EXh1I/sr87l/EAo1VjZR8WUL4Ix0kCYH06OHu3q0UfnOYxHxnzk4ixsxAceGC2VR3\nS6wpK2OWry+BTk6MCBlBTUMNmWrbOqOM9fLCIES7x/XCqkKW7lrKv0/8u135h3YWy7PPSjc8a59g\nHn1UCoXauRNHhYI/+Piwy8L7UKGrYNQ/RvFTXs9XbEspSqHkSNfFXKlQMs9hHqnXpHL61tMM/Es4\nq/84kPOD3HC1Uxp/S3wm+6DL0TGhxpUztbWUdVJnZ9MmqXFMV3rTh4dLYYyRkTBuHJzYqkOv0uM5\n2r4x813hkos5SHczu4m5nf1yExPDJTE/UFlJskbDVQEBLOnC44StYg7SE3nh5goaYzzNzpCjlkdR\n9EkRunz7Vuoq+VcJfrP9cI10bbdPCIHO9GyZnGy3WTk0i3lydjKz4q6Q3sAurJa3TN9XKBTMjZvb\naW/QzlAoFGYXQp9JfoaHxz+Mn5sfR4qONG0XQrC2Ze3ynTsltVi1yvqLurrCypVSIpHB0GGI4tbM\nrSgUCv6T+p8u/25dZV9OCt4147p0724oayDj0QzufPlOsgdkM/7seEJuC2HWfbVUHPWkJ3pKKBwV\n+M/1p3qLhll+fmzpZHZujcViDmdnqRzH0qXwxnUqqgb2TkiiiV4R81mzpO5gtpaNtnbxszuPoFIF\nxUM8nJFfULpkAAAgAElEQVTBmzExvB0Xx0aVikNWZuR1Z/GzLd7e8NgUDWsL/DFXasIl3IWw+8PI\nXZ5r24VaIAyCgvcK6P/n/mb3r8w5y4Rf9knvqR0tFgDXGFd0uTp2ZO6QUvg76Analoy6OjLq6pjX\nIrbcHr45NFstplZue3L3sD9/P0umLmFB/AI2ZWxqOvZ0XR0NRiOjPD2l5/d77oF//KPrftv110tP\nPatXd1jffGPGRv4y5S98f+Z7dI09V36zQldBcU0hCycMtup4g9ZA3ut5pCSmgALYBl9N+aqpto/G\nv4Y4pScfftgz4zVFtXTmm9fWSnOSq6/u/rVuvx0eHKtmdbo/f/4z6Cvr6LTubw/QK2Lu5iY9cW7c\naNt5OrNZhEFw/uXzHAg70OXIj7FhYzmmiMDLQclNwcH4ODryRmwsD507h8GKm4M9ZuYAfpkaGOOH\npYbdkc9GotqoovaUfaY45T+W4xzijPfE9l2bahtqefnsPlJr6/j2fKYUgGuuM0E3cXBzAH/wr/An\nISChS2K+urSUW0NCcGrx2D47ZjY/nf/JZpEb6uGBp4MDB6uq0Bv0PLLlEd6+4m3cndzbibmpo5BC\noYDnn5f8svnzu35RhQLefhteeIEhRiM1F0vFtsRgNLAlYwv3j7mfkf1Gsjljs02/Z0ccKTqCW+VI\n5s3pOGpJGAUl/y7hl0G/UJVSxaifRxH/XjwTRkzgWPExGgyS5ZFaW8tDczxYtUoKC7Q3/nP8qdhd\nwVw3H7ZpNBZrw2/eLK3j2ZBfhrHeiDhWwf/t9yc9Hb4e/jo1z/yt+yfsJr0i5mB7VIuuUUdhVSHR\nvtHm9+fpOD7jOJqdGpxDnKnY07WIAK3CGTHgj9znrWtKarg1OBgvR0c+Lirq8LVqtWT1RkV16ZLt\nqC+qp764nr9+6cWXX8KRI+2PcfR1JPK5SLKX2GFFGSwmCQkhuGn9g+jdBjBTf4RnTh3HOGKETSn8\n5qgKrWKe0zzpPbdSzI1C8KWZ1nB+bn4MDxnOntw9No2ppdXyYcqH9PPsx7WDrwVgauRUMtWZlNSU\nAC3aw/30E3z/PbzzTvcvPGECTJ+OYtUqsyVxDxYcJMI7gv4+/blt2G09arXsz02hLmNch/duzU4N\nR8YdoeiDIhK/TmTo90Nxj5fqlDclD5VI5UFTa2q4cogns2ZJVoW9cfJ3wnOUJ677tcS4ulqscdNd\ni6UlFXsr8BjiQXCcExs3wlzdWjbqu7iwYAd6Tcznz5fsxG5WqiRTnUm0X7TZvpBl/yvjyNgjBCwI\nYETyCIJuDEK1qWuFd5ZkZ5Moiikra24jp1Ao+CA+nuW5uR1GF5w4IYUk2rq2o0nW4DfTj5BQBatW\nSZUVza3Bhj8UTm1qLRU/2RbCVn24Gl2ejqBr26egv7z3ZU4bfVgUFMq30+7DoULDZ9d2Y8bZCTne\nOUxonCD9MHgwnD9PZ8bqrooKApyczNb4sJfVsjg4mP9eKOWln17lvbnvNd3gnRycmB0zmy0ZW8jX\n6cjR6Zjm7CzVW/nwQ9umfCCV1Hz/fWYK0S5EcWPGRhYmLATg2sHXsjNnJ2ptz5R62JqWQqzbOLPB\nOMIoOPfwOdLvTSfyuUhGHRiFz5T2tpIp3ry0oQG9EIQ7O7N0qXS/64l6YoFXBnZotdTVSRGjtlgs\ncDGF/2JIojI7kxBlOTe9a7n5eE/Ra2Lu7y+tAne3xrk5v9xQayD9nnSyn8tm2KZhRP4lEoWujoCS\ndag2Wp8N9ktVFZtUKh4McmuXCTrEw4M7+/XjWUsVsbCfxaJJ1uB3hbTEftttkoe+Zk3745QuSqJe\nipLS/G0IUSt4t4CIRyNQOLZexFl3dh3/PPpPouL+yPXBIQR5BPHmmrU8OzDWrq3NGo2NHHU5SkxV\njLTByQmGDOm02HtHDZvtFaKY4O6OQVfKrFF/ZnBQa994QfwCNmZs5EeVioUBATguWyZVaLI21q0j\nIiPhgQeY9eGH7NBoWv19N55rFnMfVx/mxM1hzSkzHxA7kKpKYcHIce22i0bB2bvOUnuylrHHxxJ8\nQ7DFRiImMU+9WClRoVAwaJDUD7eziqHdwRRvPt/f36yYb9kiJS53oQmUWdRb1ATMuxiSuG6dlEba\nA1E6ndFrYg62RbW09curj1ZzePRhRKNgzLExeI+76Pm+8goef38CUV1H3dnOHwOMQvBIRgavx8Qw\ns/8Es2n9y6Ki2FlRwU8WwsXssfjZMoUfJAv1qaek8pzmCLklBEOtgfJ13VtVri+sR7VZReg9rcvN\nppWmce+Ge1l93fek1OqY7+8PJSVcv+cgeqp5/Kj9mrumFKZgiDSgON9CDEydhyxQ1djIBpWKWyxU\nfRrZbySVukqyNbbZUAfyD6Av3op72IJ2++bFz2NH9g7Wll3gapVKSvr5+99tul4rnnuO6B9+wEWv\n5+zFR9ncilxKa0oZF9YssLcNu43/pNnfaimtKaWusZpb5sa12m7UGzl962kaihsYvmU4jl4d++mT\n+ktp/Sfa1DBfuhTee0/KqbAnbgPdULooScxWUqbXk9OmsIo9LBZtjha9ukVI4tq1cM01tp20m/Sq\nmF91lbQIaqmOUL3RyPgjR/jaTFFhU1iiMAry38ondW4qUcujGPTFoOYP1dmz6D/6hBXeb+HvdATV\nxs6tls+Ki3FSKLgtJIR4/3iqG6opri5udYyngwNvx8byUEaG2ZmpPWbmtWm1OHg54BrVHB64cKHU\nnObQofbHKxwUxK6MJWdJDqKx67Pzwg8KCbk1BEff5i9keV05V317Fe/OeZdilwFc5usrlXPdvh3l\njBm8FhfPP1X1aHT2WcFKzk4mdlRsc/VEaKptbon/lZUxw9eXIAspiUqFkrlxc9mS0f3ZucFo4JEt\nj7BiyEw2aKradX8P9ggmNngkhyoruOLBByVlsnW61xIvLxQrVjDryJGmqJZN5zYxP35+qzr+c+Lm\ncLb8LDkaC8VDusnGY4dxuDCWkSObb7LGeiOnrj+Fsc7IsPXDcHDvvJ9AQkACVfVVHNKUtbLE4uIk\nLbBlecEcCoWCgCsD0GxSM79NApFWC0lJdrJY5l4MSSwpgdOn7RoU0BV6Xsx37rS4KzJS+rd/v/n9\nK/PycFUqeSIzk/1tOm6nl6eTYEggdV4qZd+XMeaXMYTcHNJ8gBAYH3qYtz1e5B3DY3hp96H+JrfD\noar1el7IyeGDhASUCgUKhYIJ4eZn59cHBRHq7MzfC1un1Ov1cPas1NvTFlpaLCYcHKSaLZZm535z\n/HAOc6b482LzB1jAUGeg+JNiIh5vXvjUG/TcuOZGrk+8nluH38oP5eVcaxKoiyGJjw68jCBFPbf8\nbJ/Z4Pbs7UycNBFtlhZhvHhD6mQR1JrWcLb65p8e/RQPJw8eG7mYBDc3s6VVo2JuYmTWKdwTEmyf\n7pnjT39iZloaO0+fBlr75SacHZy5cciNfJ1mpguEDaw9lEKCx7gm58BQZyBtURpKZyVDvh+C0tU6\nGVEqlEyMmMjhKnW77kIvvCAtMdi7fWdTan8bqyUpCcaMsa6Mb0e0sljWr5c8IxcX207aTXpezO+8\ns8MsPlNZ3LZkarW8V1jIfwYP5t+DB3P9qVNkXXxMEkLgsc8DFoL3RG9G7R3VagYLwLffUpauZteg\nh3joMUeOjLmC6jRth+nvL+TkcENwMCNbzBosdR5SKBS8Hx/Pq3l5FNbXN20/e1a6QdnabFy9Td1k\nsZj4MOVDplx9hqSkphaZ7cYUszKG3OW5GGqtr2tSuroU78neuMW5NW17ctuTuDq68tqs16gzGEhW\nq7kyMFBK4W+RLPTpsMlsbQzmZLltfVOr66s5VnKMaYnTcPRxpKH44gLzsGFSnZIW77GJLK2Ws3V1\nkvXTAbNjZ7P3/N5uhSiq6lQs3b2U9+e/3xTVYq5WS7UhkpvWb2pVwtauODgw85Zb2K3XU1mtYl/e\nPq6IbR/jb7Ja7Jnef7gohcsHS3ZOY3UjaQvScA52JvGbRJTOXZOQ8eGTKdAr2jXZjo6WQutXrrTb\nsAHwmeZDXXodM/Se7KuspPZiGz57WCxGnZGKPRXNk65163rNYoFLIeYLFphtWGvCFKLY8rMnhODh\nc+dYEhlJpKsrc/z9eXHAABampaGuaSD14VQe+PEBhq4ZSvTfotst2FFVReOfn+aOmg/54B+OzJ4N\nb1bcha/yJJrPT5odx9Hqan4oL+elNvGEHZXDTXB354GwMJ5qsRhqD4vFoDVQdaAK3xnNYX8arYZn\nk59l4fd/YMxdX/Hxx+Zf6z3OG5+pPhT8X4FV1xJGQcG7rZOEPj36KclZyXx93dc4KB3YptEw1suL\nQCcnKT7SwwNipEXKBaGxDHZRsNjG2fne83sZFzYOdyf31l2HXF2lGqQn2//dVpeUcEtISKed3f3d\n/BkaPJSfznc95f2vO//K4iGLGR4iVUy7ISiI9SpVcxYsoNVqOdSg4Jj/STKdeiBo+iKhs2fTT6sl\n6f3XmRA+AW+X9rkAEyMmojfoOVpsXXx+ZzQ0CC44pXDnFeNorGgkdU4qbvFuDPpyUPvvnRWE95uI\nk16Nu0N7W2bpUqkEtLmJSndROivxm+2HflslY7282KnRoNNJ8eW26m7FTxV4DPPAyd9JCsfZt0+a\nmfcSPS/mb74p+SgWgsqHDZMW91JTm7etKSujuKGBx8Kba4M8FB7O9SovkkcfQn1ew8crPsZ3mvkY\nZ7FsGTuc5vGHv0wiNlaqu3As3R2v6d6oPmzvv5oWPV+JjsavTdeT8eHjOVJ0hEajeWP/+chIDlVV\nNT1622Pxs3JfJR7DPXD0afavkzKTmB41ne23bycz/G+sSr+fihrzM83ol6MpeLsAfXnntWTUSWqU\nbkp8LpNCyfbl7eP5Hc+z/ub1+LpK7+8PFy5wrUollWedPVsqHdeC1SOnk+42mu/Tu5+0kpydzOwY\nqXZJq65DYNZqMQrBl6WlVreG647VcqToCOvOrmPFjOaStKEuLozy9GRLi0f25E8+YUxZGYqrrmDT\nuU3mTmU3ZvbvT8bZYq4PMe/LKhQKbhtuv4XQH/fk4aB0INE7mOOzjuM1zouEfyR0O21d4RlHQ9XZ\npuShloSFSQmzLSoA24VWVRTVarZuldbVQ0I6f21HqDe3sFg2b5YSxLzb32AvFT0u5vvVJ+CLL+DB\nB8HM46mpxrkpqqWysZE/Z2bycUJCUzafEILCjwqZc7uKY7e6snRJJZGRA8xf8MQJ6j//mpc8Xufp\np6VNLi5SUflTcxaizg5E5Le+9a8uLcUgBHeZEQZfV18ifSJJK00zezl3Bwf+Ly6Oh8+do95otMvM\n3FyVxA3nNrBo4CJG9BvBiYcP4xtSwYj3JpktJOUe707Q4iDOv9J51cGCd6UkIYVCQV5lHjeuuZHV\n16yWMjBLSmhYuZKN2dlcvWKFtLCTm9u62DowxsefKd4e3HcsifrG9naINWzP3i6l8GOdmO+pqMDn\nYtNja+hqiKJRGHlkyyO8OuvVppuaiVa1Wo4flxKFxoxhQcJCNmbYmNbcCTNiovnvlFHc9MM5i8fc\nOuxWvkn7xuIEpCt8uzeF4fWXcWLGCfxn+xP3bpzF0ENryKg3EGis5HiJ+Zo7f/mLVPr5nOVfr8v4\nz/NHs13DfA9fNqlUfLdG2GVZo2V8OevW2b6aaiM2iXlSUhKDBg0iPj6elRbMriU7lkhV32+/Xeqy\nYsbLa5kN+mJODvMDAph8sZaFvlzPqWtOUfxJMaP3j+avfx1FeoOCC35m2okZjTTe/xAv8jJv/Cuw\nVc3l2bNhY0Yozv6Cque+bNpe0djIkuzspkVPc0zq33GT50WBgSS4u7MqL5/jx+0j5i3rl+sNepIy\nk5oWvLxdvPnX/G8xHr6XyZ9N5n+n/9fuHFFLoyhZXYI2x3K3ndqTtdSerCV4cTB1+jqu/vZqnpzw\nBHOzlZKBOXgwu2tqGOTtTfju3dIN2UKNkU+GTaYmaC6vHnivy79vUXURxTXFjA4dDVgn5h3Flptj\ndOho1Fo1uRW5Vh2/+sRqjMLInSPvbLfv2qAgktRqanQ6Gu+5hw2XXcZVsbFcHnM5BwsOUl3fc1aL\nny6PMzGJuP+4tanmeVviA+KJ8o1iR/YOm6939lQqS7/5I0E3BhH9WrRNQg5SGv8IL2+L3yd/f6mH\nx4sv2nSZVjgHOeMx1IOQlAYcUbDhZC3XXmvbObU50vqb5yhPaT0nKcl8m6JLSLfF3GAw8Mgjj5CU\nlMTp06f55ptvOHPmTLvjCqsLJa9yxQrpdvuf9o9/kydDfj5sPFfNd2VlvH7Rj60vrOfIhCO4xbkx\n+sBo3Ae64+XoyPCybzlEf9a1rdT1xRfk5xioWXx3u04ol18uNcUJWByJ6ofipkXZZTk5LAoIYGwH\ndaYnhk/k54KfO3w/3ouL4628fPQBOsLCOjy0QxpKG9Dl6PAe3/y4ti9vHzF+MYR5NZ94zhwF7qce\n4uXBm3k2+VkeT3q81aOrc4gzEY9GkPtirsVrFbxbQNiDYSicFTz5xc0895PgqT9+LE2PLr8czp/n\n+9tu49roaOkRqgMS3N1ZFBjIG3nnKazqmum5I3sHM6JmNIXZtRPzESMkz/xi+ut2jYatGg23duE5\nWalQMid2jlUhihW6CpbsWML7895HqWj/FQl0cmKKjw8b1vzI/oFjiPTxYYCrK14uXkyMmMj27O1W\nj6ur/JS1iUBlPYeWLWuqeW4Oe1gthYe1vLB9FC63OxH1YpTNQg5SGv/skOimZhXmeOwxqRqClWV5\nrCJgYQDqTWqGVAcQsEBFF+YBZjFFsSiUCilib9gw230bG+m2mP/yyy/ExcURFRWFk5MTN910Ez+a\nyQB6bspzvPLTK9JC1r//LWW+5Leuwe3oCPOvFDyceY7XY2IIcHJCr9Jz4ooThN0fRuyqWJQuzUPN\nu3CYj6ICuTc9nSOmKj0qFQ3PPM8Dxg95bWX7X2vYMGmNomFmDCrX6fDxx6TW1PDNhQu8cvHmYYk5\ncZII6A2WPehoNzcW1kfg+HhmZ7rXIZodGnxn+LZaXDJZLC1RKqUP/dbPx3LkviOcrzjPtM+ntZp5\nRjwVgWaHhupj7WeKDRcaKPu+jLD4s6RPH8obT2ziWtfRKL77TvoWPfAABi8v8+3PLPDmwOEowhbx\n6PauTata+uXQLOZNERmentC/P5w9y8naWm45fZo1iYkEd6XdDdb75st3L+fKhCsZF94+49HETT6B\n6F/1pjjjhuZyt9Cu8Ja92ZixkRm+vuycPbup5rk5Fg9ZzIb0DdQ0dK2piom6c3WcmXuc/035L2OX\nj7JlyE2U6/XUGAws7D+OA/mWxdzDQwpVfP55u1wWuOibb1Ch3emPcrLtJQ/Um1tYLGvX9rrFAjaI\neWFhIf37N0dAREREUGhmGTrvxzwO/OcA9z11H7srK6XC+3ff3c5ucbuhiMoLSu4ICcFQYyB1fioB\nCwOIfDay1XENhgbyKvO4KnwQ/0xI4KqTJymor8fw3PP8jxu4+4PRZms/KZVS6d19Km8aCET79n94\nJD2dFdHRUpRGB0T6RBLnH8eu3F0dHpdwLJLGiFqrW1WZQ7OttcUihGDDuQ1cmXBlu2PvuEMqkF91\nwY+1i9eyeMhiJnw6gQ3pUlamo5cjA14YQM6SNkkkRUUU3fItQY3bqXv5Uf4VXETNuVM4fvqZlIZ+\n8W70c2UloS4uxLq5YQ1Rrq7cHhrBdn0Qe8/vteo1QohWfjmAo48jSncl+tIWN8/Royk+cYKFaWm8\nExfHtG4U+Loi9gr2nN/Toa+fVprG12lf8+qsVy2P2SgY/oyKEm8nvE85ssi5+e+1MGEhmzM290jn\nn+LqYjLVmdwWmciO6upWNc/bEuQRxNTIqaw72/VqdrUnazk+4zg7E13YM/kQge72SYBKralhuKcn\nAwMHmk3Ga8k990BGhvT5tgceQz0QAso+ceaCV02XGs20xagzUrG3QvqeGgxSfLmNYr57926WL1/e\n9K87dFvMrX3kemnFS6xYvgLVBBXTp0+XWs9XVMBHHzUdU9LQwPdeuTSuSkBVIjh59Uk8h3sS83r7\nGXOWOov+Pv1xdnDmmqAgHgsP58qDB7nw4zbWjn6pw4WN2bMheYcC/4XBJI24j9qyMu4NDbX8ghbc\nkHgDa053XPfi9HEl99TF82hGBlozX7DOEEKgTla3WvxMV6Wja9Qxsl/7EBlPT0nQP/hA+ns8OelJ\n1i5ey8ObH+bZ5GfRa2sJnalFm6ZC88w3Un/JRYswDhlJ0YEgxDvDib+jgmvf2UJYePtSwq0Shaxk\nWXQsxn5zeCD5BasW4E6XncbV0ZVY/9YdD9paLbVjx7LIw4O7+/Xrkr3SkgD3ABKDEi125RFC8MiW\nR1g+fXmHApb1TBbinIaU606RMUpJyK7mccb5x+Hl4sWxEstZq91lc8Zm5sTOYbpfAEdraqi95pqm\nmufmuG141yspVh+r5sTsE8S+GcuHnGJ8hOWnk66SejGN39TJqyOrxdkZXnpJkgt73BcVCgU1QwNY\n6KVhhp8vW61oJ2eJir0VeA73lEISDx6UMo9s7LY1ffr03hPz8PBw8lvYJfn5+UREtC+dCnDvmHvZ\nn7ef02WnJU9l9WopqDRTisR4MjOTe8JCuSLOnV+uOoOjryMJHyeYvWGkq1r3/XwmLIyR+w8w6akP\nef2fPh1aHJdfLvX6c53jS27NcN5/910crCwUdV3idaw7u65Dq+X4cbhtoD+jvbx4PS/PqvO2pO50\nHUpnJa6xzQlQ69PXszBhofmbZ10df553lpyPt1L/3j/g+eeZ/NwHZH0XyjOL30N4e2GcO4No7zVk\nf+6EMBhh8WIuvHYI58lBLKx7llWzVzExon2FNyEEP5SVcW1Q+wqKHRHm4sKD4ZFUhlzJPw7/o9Pj\n287KTbQUc4MQ3DpqFENyc3lhgIUoJiuZGzvXotXy7clvqaqv4v4x91t8ff7b+aiT1AxdsJ8/11cR\nfn0w5T+0XrtZEL+gR0IUTVmfHg4OjPL0ZF9VVVPNc8wUfls0cBGHCg81leftjKqDVaTOTSX+g3hK\nhoRAeAozEuwo5hdn5tBcdKsjbrpJqmy4fr19rr+7PoApyq41ejZHqyiWXqzF0g7RTfR6vYiJiRE5\nOTmivr5ejBgxQpw+fbrVMS1P/+reV8VtP9zWvPOdd4SYPFkkl5WJqAMHRI1eL9b/4az4Mvi4MOgM\nFq/7+k+vi6e2PtX0s/Hv74uUoJki7sdj4s8ZGZ2Oe+BAIf605ZzY6rFbNI6dKsT//mf17zzun+PE\ntsxtZvfV1Qnh6ipEfb0QeVqtCNi3T2TU1Vl9biGEyH8nX5y972yrbVP/NVVsPrdZOvFrrwlx/fVC\njBsnRHCwEC4uQsTFiWNBl4vTU+4WYsUKIVavFmLPHmHIyRav7XxJhLwZIpLSk8ThsYdF6belwmg0\nil9G/CLue/o+8eTWJy2O5XBVlYg/eFAYjcYu/Q5CCFHW0CB89u4W/u8mirLasg6PXfDVAvHdye/a\nbc/5W47I/mu2EEKIJzIyxIyUFFHv5yeEwfJnwxoOFRwSg98f3G57la5KhL8VLvad32fxtSVfl4if\n+/8stHlaIS67TIjNm0VDeYPY671XNNY0Nh23PWu7GP/JeJvG2RatXiu8X/Nuej+X5eSIZzMzpZ0f\nfCBEYKAQn3wiRJu/1x1r7xDvHHin0/Nr9mjEvqB9onxTuRBCiJUrhQj560SxK2eX3X6HMYcPiwOV\nlUII6T2a8tmUTl+zcaMQiYlCNDZ2emiH1NcLEeJnEHu89oqc/CoRsG+faOzGZ1sIIQ4mHBRVR6qk\n9zo2Vohjx2wbnBm6I83dFnMhhNi8ebNISEgQsbGx4tVXX+1wQBXaChGwMkBkqbOkDQaD0M6aJeI3\nbxYbystF5jOZ4uCYIyLYq1F0pIF3rbtL/PPwP6UfSkqE1jtIXDPwpCitaxADDx0SHxUWdjjmW5bU\nCI9t+8ShaUdE+V/XS8Jo5R/1jX1viPs23Gd2X0qKECNGNP+88vx5MffEiS6J4Yn5J8SFNReafi6v\nLRfer3kL7fksIaZMEWL+fCG++UaIn38WoqioSdh27JA+8OYutStnlwh7K0y89dZb4kDMAaHaqhLr\nI9eLK1ZfIfQGvcWxPJ+VJf6SlWX12NvyYna2GJz8ucX3SwghGhobhPdr3qK8trzdvpKvSsSpxafE\n3wsKxKBDh4S6oUGI6Ggh0tO7PSYhhDAYDSLwjUCRq8lttf3Z5GfFH9f+0eLr1NvVYl/wPlGTViNE\ndbUQnp5C1NQIIYQ4Puu4uPB989+tvrFe+LzmI0prSm0aa0uSMpLE5M8mN/28R6MRYw8fbj7g5Ekh\nRo4U4qqrhLjQPJbkrGQx5h9jOjx37blasS9wn1BvVzdtmz6rQbiscBdVuirrBmg0dnij1RuNwm3P\nHlF9UZWrdFXC4xUPUd9Y3+lpp04V4osvrBiDVit9n/Pz2+3avFmIyZOFSLs6TRSvLhbDf/lF7Kuo\nsOKkranLqhP7Q/YLo8EoRGqqEAMGWK0fXaE7Ym5TnPm8efNIT08nMzOTJUuWdHisj6sPD4x9gJX7\nL8ajK5W8sWoVQ1NTGf5yFqpNKkZvHcbg0Q5s7yCyq2Xp2/rHn+Ezw508t3oIwW5ObBw2jOW5uWyz\n4IcJITg5M4OInQPod2UgqvIEKcTFylWW6xOvZ+2ZtWa94LbJQk9ERHBep2OtlY1OjfVGKn+qxHdm\n88Le5ozNPKwbjuukaTBnDmzYID17TpoEoaFNNZNnzJD+u8NMWPH0qOkcve8omwM3c9LjJEevP8q6\nSev49vpvcVRaLlnaHb+8JU/2788F11i+z01p1fC4JQcLDhLvH0+Ae0C7fW5xbhSfrebV8+fZNGyY\nlJnbhTZyljCFKLZs9Hy2/CyfHf2MlZebz5WoOV7D6ZtPM+S7IXgM9YC9e6UqTRfriwReF0jZ92VN\nxwr9B6YAACAASURBVDs7ODMrZpZNlRrbsjFjIwvjmwtrTfT25mxdHRrTQt6QIZJ/O2iQ9EHcJNk8\nM6JmUFRdxJmy9mHDJoo+LiL0nlD8ZkkLubW1cCj7FFG+A/BysRyy28S2bVJK5cMPWzwko66OMBcX\nPC+m8Xu5eBHrH2sxeciEQiH151i2zGx5nvbjSEmRrKc2mGqxtMoG7YbVYrJYFEpFcy0WO4Rs2oNL\nWgL3iYlPsObUGgqrCsmoq+O92lpeOhtL0Yd5jNg4GKcAp07byTU1pdizh5qNu8m+dSnjx0v74tzc\nWJOYyG1nznDKTHeaNWVlGD31FHwYjsesAFSb1Yinn7G6uk+0XzQDfAeYbUPWVsydlUo+TEjgiczM\npuI+HVF1oAr3we7SogqAEDS++xYv/j0VPv1UyqKwUINEoZDCFC3WOvcMYettW9E8pqHEtYSnVj6F\nn5uf+YOBM7W11BgMHcbed4avoyNP9Y8kZuTfeHTLoxhF+7WJ5Oxks345QEaIAV2Wlh+GDCHGFE1j\nBzGH1iGKQgge2/IYf532V/p5tg8+1uXqSFuYRvwH8fhedvFGu327tJp+kaBrglBvVmOsb/4dF8Yv\ntFuIohCiVSMKkD5fk7292dOymqiLC7z+Onz7rSSsDz6Ig1bHLcNu4au0r8ye26gzUrq6lNB7mwMB\ndu+G/hNTmNC/E7/82DGp4Nojj0gJgd99BxY6cKW2qWEOF33zDkIUTUydKlUh/UdnSzDffSetmH7x\nRatu8Xq9lGF+3XUQsCAAzTYN873NN6zojHZ++a8gJNHEJRXzQPdA7hx5J28eWMXDGRmsTPWnclsY\nIyavw+UzSVCvukqagJrTv/K6chqNjQQ7+1F718MscXmHZW+2Tuee5uvL23FxLExL40KLD1aNwcBT\nWVl8OCie4UMUHFO5o3BUUDvyGile93jHMwQT1w++3mxUi7nMz+m+vkzz8eGl852n1beqklhbi+GW\nmxmzNY3a3ckwb16nr7/1Vmliltk+ux8AB6UDz9zzDDcV30TigMQOz/XDxdhySxmx1vJYRAR5Cn8q\nHQPNRlVsz97eKr7cRL5Ox1VFZ3FzdGCMvkX5STuJ+Zy4OezK3UWDoYG1Z9dSWF3II+MfaXecXqUn\ndW4q/Z/tT/ANLWqlJie3EnPnflKGoWZ7c2ncefHzSM5O7nDB3FpOl53GKIwMDW5dV3mWn19TffNW\n/OEP0uyithZGjeI+w0i+SvvK7A217PsyPEd74hbTHH66dSv4DE5p1fiiFefPSxnd8+ZJYnbqlCTm\ngwdL740ZTN2FWmLNIqiJV1+V/lls/qzTSU8jjz0mTcFbzGx27oSEBClVwbmfM27xbgw+YaSwoYE8\nnfWVNFuFJObmSvkyU6ZY/fqe5pI3p3h68tN8mpeJ154aBi1XM3zzcNy+fhM++QQOHSI6Wiq4c8DM\n3zi9XIpkMbz9HkcvRDDvk2vN1rW5LSSE20NCuOrkyaYQwVfOn5fE1ddXClHcrpAeuZKrpaqOb7xh\n1fhvGHIDa8+uxWBsvtsIIRUKM5fGvyo2lk+LiznTSR/LpvrlGRkwcSKlDWoefXEsgcPGWzUud3cp\nNrez5riODh13gwG6FcViDg8HB54bMICAxKd5bvtzVNU3N3qs1FWSdiGNKZGtvwxVjY0sTEvj8fBw\nfOLdW2eCjholzQZtjFULdA9kUOAgtmVt489b/8zf5/29XS9ZQ52BtCvTCLgqgIjHWkRpFRdLZf3G\njGl1fNB1Qa2sln6e/Yjzj2N/voVi/V3ANCtvG9FkrslzEz4+UtTYK68Qf+dTPJ1cy8857WP/iz4u\nIuz+1inLSUlQ5WlGzDUaeOYZ6aYaHS19Vh96SGrvB7B4sTQ7NoPZmXl/68V8+HApGs1ie7lt26SD\n+vWTMmM/+qipseiaNVJ1ChMBC6WGFXP9/dnchRDFij0XQxL9nKSp/pVXStF5vxbsbdy3xNzpK/R6\nMfq9LWKLzzZR8VOLBYj//leIhAQhamvF0qVCPPVUu5eKz45+Jh7/5DpR6x4g7p95rsN1B6PRKG46\ndUosPnVKnKmtFYH79okinU4IIcTevUKMHi2EKkkljkw+IkRFhRD+/kJkZ1v1e43+x2ixM3tn0885\nOUKEh1s+/t38fDHj2DGLi6GmiAjD9+uFCAoS4qOPxCObHhav7H3FqvGYyMsTws9PiIsBA90iR6sV\nQTas9LdFazCIiJ9/Fgs2PN0qCmndmXVi9urZrY7VG41i7okT4v70dGE0GsWpm0+Jkn+XtD5hWJgQ\nua0XL7vDsl3LRNAbQeLGNTe222fUG0XqolRx+rbT0kJXS1avFuLaa9u9RnteK/YF7BOGhuZFwGW7\nlrX6nbtLU0RTGxqNRuH3009Nn2uLFBSI7HFxImtgsBDnzjVtrjlZI/aH7m815uxsIYJC64Tby25C\nq9dKG7VaIVatkiJm7r1XCEtBBoWF0gdQq223q//PP4vMNpENRqNRBKwMEIVVHQctmMjMFCIgQIgy\ncwFSt94qxPvvN/98yy1CvP66aGiQXtPyI1N1tEocjD8ovi4pEQtTU626thBCZDyeIXJfuXiiyy4T\nYv16q1/bVbojzZd8Zv7m1nO8tNyNt659AzG2xQzrxhulO/6SJWZrnIO0+Hnnv9J5XzzMX7+I73Dd\nQaFQ8PmgQeTpdEw7dowlkZGEXuwAMnGiZEc0DvGl9mQter073Huv2YUTc7RNIOqsUuLD4eGoGxt5\nNDOzXR9CAE2yCt+QEpSPPwTr1yPuv58N5zaazfrsiP79pdnLl192fqwl1paVcVVgIA52WtRxVSp5\nccAAasJu5IvjXzQtxLVN4RcXyxADvB8fj0KhaF+jBexmtSyIX0Cdvo63rnir1XYhpE7zRq2RgZ8N\nbF/qtY1f3vR7RrriGuNK5Z5mD9seqf2qOhUnSk4wI7p9yVsHhYLLfH3Z1UHzFwDCw3Hcup1PBtYg\n/r+98w6L6tra+DsDQx96BwsKiAURe4nGqBgVMLElJtEkppmY5k1i6s39TNGYXoxpJl6N8RqjRgUL\ntgQLgoqFJgFRQenSe5tZ3x+bgRmYzgxF9u95eB44s885e4Yz6+yzyrsmTAB++gkgQu5PufB4wgNC\nUasZOHwYGBl6GQHOAbAQmrF+pgEBLOh74gTbV5X4kKcnWx0fPqywubSxEaVNTfCxUGwg01I8pIXf\nHGB1OQ8+yAKiCshcLAsWtG57803gyy9x8nAtBg4E5MsTbEbYQFItwd23LXGirEzrAr/ig8XMX15U\nxJ4QZyiP96QXpyMhX30TcmPQqcb8XGIRgpcVIuBrP3iEe2DDuTZdWTZsAHbvxoiSv9DYyFxx8lge\nPwWnxNuweu9NyCkJqMRCKMTeYcOwxM0NL8ppo4tETHo4+owQDvc4oCSqhLlatm1jTTY1sHDIQvyZ\n+meLq0WTMTcVCLA/MBBmAgFGX7iAsKQkHCouhpQIKC5G6arf4UDxQHw8MH48kguTIRAI2vlIteGl\nl1gvYS1rodqxu4NZLMpY5u6OWw0SLJ70EV6OellpCf/n2dk4U16OHUOGwLT5RmJMYz7GawyyX8mG\nt61ioVvWB1moPF/J2qG17aIj67Kk4kvc1tUyynMUSmtLO9RMOiojCvf43AMLUwulr0+zt1fuN29D\nH4d+iJs/Fsf/+y7w/feQhC1A4W/5CoFPgNlhl6DzWFrkyaQdvvmGuWv27QOGqI+1AGDWdscOhU1J\n1dUYZm2tNAaji98cYPVRmze3kXeSd7HICAwExo1DwUebFFwsQHNv0DAnSA6XI8jGBtGaboYAaq/V\nQlIpgc0IGxbUCwkBlMhc7EzZiUmbJiHldoqSoxgZQz8eyCN/+JqcWtrpHU27PmKFRVcKr5Drp65U\nVV+luNOBA0T9+tHry8vogw/kttfW0jUnES0P/K7DBQRERF99RfTUU0S5G3MpZXEK2/j000T/+Y9W\n+4/4YURLQcW8eUS//67deaubmujn3FwKPn+eBkRH06fLn6XTtgepKrHVN7Lm5Bp68eCLurydFqRS\n5kLav1/3fXPr6sj+1Cmq62BhjjJ+zcujiRfiafCGIfR13Nfk/IkzSaTsPLsKC8n7zBm62ebxvCym\njOLHxiseaO9elm9vBHI35lKsTyzV56nIfU5OJurfX2VecXV6NcW4x5C0qfX1ZXuX0Tdx3+g9p8W7\nFrfWVSghpaqK+sfGanWsny/8TPN3zCeqr6e8OV9TgtkXCq6ChgaiiTYJdDHIk8q8XYj++EP3HOqC\nAiI7O6Lq6pZN67OzabmK+oBj144p5M9rw9tvEz35pNyGJUuI1q9vN67xdCzdFPal62kN7V4riiyi\nS1Mv0UdZWfS8nOtJFdnrsyn18VT2x9y5RL/9pvB6fVM9vXToJfL5yofic+KVHEE39DHNnWLMG0oa\n6FBADP17xRkFv/GCHQvoizNftN/x6acpd9YyGj26dVP56/9Hfw4S0plz7f1x+pCczPL9a7Pr6JTD\nKZI2SllBirNzSzGIOtacXEPPH3ieiIgGDCBKTdXt/NJNm+jMxIm0YmMU7XT9m5ZduULnK1iBxriN\n41RWmmrDli1EM2fqvt/3OTn0cEqK3udVR5NUSoPPnqWPko+R8D0hPbjzQSIiiisvJ+fTp+lCRfvi\nlPqCejrleEpx482bRO7uBp9fUWQRxbjHUHVatepBX33FbvhqOBd4TiEWtCtlF9279V695tTQ1EAO\n6xwouzxb5RipVEqup09TlhI/dVtKa0vJ9iNbKqkpoQsTLtDtNdHsS/DMM0SpqZQ3+3EqMnWl9xe6\nUkLWeb3mTEREM2YQ7dzZ8ufT//xDG7KVv4eKugqyWmOlsXhI4X2Usq9paiox/7y9PSuia8OxY0Rn\nxdOUVhw1VTfRSfFJunyzlPrHxmos7kuYk0AFfxQw2yAWE5W0FlhllWXRuI3jaO72uVRSU6LmKNrT\nLY15U1UTxU6Ip1cfOEHJlZUKr1/MvUien3tSXWObAE5FBUl9fOghmwi6eZOIrl2jcnN7GvZSH4PN\nTSol8vAgunqV6PzI81R6opS9MH8++9JqIK0ojdw/c6eS0iayttah3Liujmj5cqYrcOUKZa/PpkuP\npdBHWVnU98wZCj4XS5Yb76PyBv1vWnV1RG5uRG3UFTQScvky7ZKrHjQ0OwsLaVR8PD0Z8RTtvrKb\nrtfUkEdMDEUWta8AJWKG6qT4JDUUN8hvZN9kJV9efSmPK6fTLqepPE5D5Dg0lAXq1XBj9Q26urJV\nVqK8rpzEa8Xtn0C1IPpGNI38caTGcaGJibRby//bwj8W0ubfN9MZrzNsAVNWRvToo0SWlvT3pLfp\nrX9lkfUaa7XVwRrZuJHJTjQzNj6eTqmpthz+/XCKuxWn0yk+/rj5FPv2EU2ZonTM8uVE2586xr5r\nSr6giaGJlP+/fOpz5gylqFnANdUww99Y2sjkP0JaA/eHrh4it0/d6JPTn+glfaEKfYy50X3mKQtT\nkODaCLM1XhjaJs802CMYQW5B2Hx5s+JOYjEEmzdjg2Q5jvyvCEUPv4iv3efCc5TuPmRVCARyDSua\nq8IAsMYMX3zR0ghBFf5O/nC1dsX/Tsdg6FBASX/a9ty6xXKAb98Gzp0DBg9GydESeM5yxpt9++L6\n+PG4izJh23c+fM9dwBvXrikNmGrC3BxYvpy5O7WlpLERcRUVmKWh031HmO/sDCkRQsevxT2+4ZiT\nlIS3+/VDmFP7ClAArUHQa7XyGw3mNweYbnfy/ckI+G8AbMep6d/Y0MA6JkyfrvZ4LgtccPvP2y0S\nuLbmthjjNQbHb+je9UcmrKWJUTY2rbr+GlgSuAT5G/Ph/qQ708y3s2MR88pKrKpfA5cpGQhyD1Jb\nHayRefOYH7uqChIipNTUILBNWqI8uvrNAVanFBsLFP3QXNrZBomE1fSMfXMae49KKhGdwrWrBi0/\nUQ6bIBuY2pu2VH1KpBK8+/e7eCriKfyx6A+smrTKIM07OoLRjXmRoAmfvEb4t09/pa+/M/kdfBzz\ncfsS+SlTUDTjIdzz/lSUXbyOm28OxhC39jKtHSEkhMWznELljPnYsazzfJsgjjIWDVmEnSk7NbeJ\nI2LR9rFjgfnzgV27AFtbSBulKIsug/10VlloIhDg5vXf8ambADHBwWgkwugLFxAuHzDVkmefZYWA\nWsTGAAD7i4sx3cEB1mruSvX1HWsaIBQI8IGPD97NzMSClBTc6+iIF+QC08owZhC0Ib8BibMS4fOh\nD5xCld9QWjh7FvDzA1TceGRYDbWC0EKIyvhW4xrqF4r96br3Bt2frljCr4pRYjEuVGnXhGKm50wM\nOTME0kWKEfLbJSZITwdqHdQUC2mLkxNrH7Z/P67X1sJZJIKdmnxsfYy5lRWw+s06mB/dr5jF0szJ\nk4C3NzBgoAB45x1WcdTm++MU6oSSqBKE2jnigJp88+JDzVksjY3AgQMomjER9/52L2JuxuDCMxcw\npd8UneZuLIxuzJ9/swHfDPaHlQojManvJPS164vtSdvbveb53zXIrnPG1gnfA17XWBm/AZk+Hfj7\nb8AqWIzG4kbUXm82Gm+8wYqINBjPRUMW4Xz1bgQOV5M6EhvLxFNefZVly7zxRouWQ+XZSlj6WsLM\nhXXMqWuqw183/sIcvznws7LCF76+uDVhAu53dsY7N25g0LlzSmUKlOHhAYSGAr/8otVwjVosFy+y\n5IakJFZWrYfCLwBgjqMj7ExMYGtqis+10IBWasxlxUMdQFLLGqC4P+4Ojye10LRXk8Uij0AggMsC\nFxTtbi0nD/UL1blhRUZJBkprSzHKc5TGsaPFYsRXVmp1/LJdZagIrMAfpYrFPUePAlOnAhcLDGDM\ngZaslsTqagSpWZUDzcVDWqYnyvO45xGkmg7H8Svt/38KhUJhYezJ6sgRhTHm3uaw6GuBMalCXKys\nRFmTcv39kkMlcJrjBJw4gYr+HhgRGYrx3uNxdOlRuNl0bas4BQzm5FECAJqXlKRx3JGMIzT428Et\n2Q3ybNlClJdHNHnTZIVCHUMxdCjR2bNEqY+n0q1vmtXWpFKi4cNZZo0GLF8JpA2Rp9q/kJTEot59\n+hD98gtRY3sf5PX/XKdrb7QqEx5IP0B3bbpL6XmkUiltys2l/rGxVFCvXbDo3DkW31JyagUqm5pI\nfPIkUyZsQ309S/BxdWUBfKmUaNUqopde0moKKs/XqKV/MXdTLl15tI3z/+pV9sY6QO7PuZRwrw6q\nluPHs4iaFlTEV1Ccb6t8sFQqJd9vfOlSnvZSqV/FfkVP7HtC6/HuMTGUqUUQNH5sPJ3cdJIGfztY\n4b0/+ihT0u33ZT9KK+qYMiURsSilrS39JzWV/q2hGE9WPKQu0KuUJUsoftn6dsKnTU0sZqSgiL1t\nm1Lf+vV3r1PGqgyanZBAOwraq1zWXK1hhVUSCV2cN4E+mG1NB9I124WOoo9pNvrK/Dt/f41jZgyY\nARszG+xJ3dPutUcfZemj8mqJhkTeb15yoPlRSyBgJcEaBLgkEqApcSGSJHJaLTdusElPnw7cfTdr\nYv3EE0rLftu2iItMj8Rcf+UdvgUCAZZ5eGCJmxvmJSejTotE8jFjWB1HZKT6cVElJZhga8uUCeVI\nSGCeoQsX2EL4kUfYR7NyJWvnqkVKvlJsTExacsk1oXRlPmAA61ZVWKjX+YkIOetz4P0vb+38nOXl\nrKG0ljocNiNtQE2E6iT2FCUQCHRuWNFWJVETo5pX5+qoulyFhrwGTFo6CbVNtS2KhURs0Tr67tso\nqyuDr6Ov1udVib09cPfdSLh+vV0Zf1tkxUNx2XHaH7+uDti/H8EfLEBjI/OPyzh9mj2Z+sq/jQce\nALKz2YtyaFJRLD5UDJsQGyz4fR68/o7HsvciMMdvjvbz7ESMbszdtWi6KxAI8M7kd7Dm1Bqlj4ql\ntaWobayFh412Ld50QeY3dwhxQHlMOSRVzdVgDz7IBIXiVF9gGRmAW/EiRFzbBWl+HutvOno0MzZX\nrwKvvMIaWSuhqawJ1SnVsJtkB6C512daJMIHqa/6fK9/f3ibm+PJf/7R6rFanZqijLZaLI2NrGXX\njBnMcEdGKhb9eXqymNP69RpP32GUGnOhEJg7l7mt9KAipgKSWonCjVQtf//NfMAq/pdtEQgEcJ7v\nrNCBSJdq0Ir6CsRlx6lUlFTGaLFYYxA090cmdSs0FbKWcklM/Oz0aUAsBorMzmO052gIBQYyCw8+\niMSGhpbuQurQ2W/eXCgk9PLARx8xt7jMS9JWiwUAW0y98Ua78lHxaDGaSpows9wah0pK2sWlMvdm\n4kOTDzGp0AIu7gPgNWaa9nPsZDq9nF8V4YPC0ShtVNCZlpFWnAZ/J+Vt5DrKlClMArnexBS242xR\nerw5YmhqyvzcalbnCQnA3V6e+M/RBkgGB7CUltRU1mtTmQKYHKV/lcJuoh2EFuxfcCn/EixFlhrj\nAkKBAJsDApBRW4sPtVBjXLCA3XQSVFQX10ulOFRS0tJhPjmZyR3ExLDV+OOPK5drXrWKaRlpmUSh\nN2buZpBWS9FU0caf+eyzwA8/6CW6lb0+G17Pe7Uv1VeFlv5yeVzmK1aDTuk3BSm3U1BUo1nf/ui1\no5jYZ6J2WuLNaMpokVRJULijsCU+8EjgI9ietB1NEgneeosFtc/nnMcYL8O1iasIDUWBhQV8tVAm\n1EV0C0CrQDmY1L+bG3talEqBP/9UmuDCGuZevqygkCoQCuAY6gjLo1VwEYlwvvkzJCL8dPonVMRU\nYNHTi/BawQAI5s3Xfn5dQLcx5kKBEG/d9ZbS1blMLdEYiMUsOeLUqTYpigBzj8TEAP/8037H2lqI\nf/gUP/7th7HwxkdfL2SSbq6u7ccqoUUlsZnItEiE+4drdcOyNDHBvsBA/JyXhx0aXA0iEfDcc6rT\nFI+XliLQ2hpOQjN89BGL1T73HHDoEMsGUIWvL/Mk/fSTxul2CIFAAIuBForpiQBr0GFuzlbNOlCf\nU4/So6Vwf7y9drlKVOixqMN2gi0aixtRk14DADA3Ncc0n2laNazQ1cUCtLpZVD2tFWwvgP0Ue5h7\nMX2iAOcAeNl64cNtf6Giginans81UPCzmWSBAEPLy2Gyb5/GsWO9xuJy/mU0SJTroSvQ7GKRZbHI\nN7D46y/AxYVJ3rbD3Jwt0NqszmXf+7BmV0t1QzUe3fsojv1+DPbB9lg0YVFrI4puTLcx5gDwwNAH\nkF+Vj5NZilKdacVpBs9kkSckhH1fHUMdUXyguPULYW3NRP4/+6x1cGMjs2B+frC7Eou4j6Jh/us2\nbCw+olQvWhUlR0ra+8sHKfeXK8PdzAwRgYF48epVnK2oUDv2mWfYakWZj/vPoiJMkrhg4kTWqSg+\nnknpavMQJEvJ19gBpoModbUIBK2rcx3I/SkXrg+5wtRWyzzqmzdZfufw4TqdRyAUwHmeYgcibVwt\nUpLi4NWDCPUP1el8nubmMBcKkaXin5H3Yx48liu6KR8augRfHN+KTz4BhELC+VzmZjEUidXVGG5r\nq1War42ZDfwc/XAxT4uUU5kWi0fr+5kwgSU5PfqoEheLPM88wxYA6ektmxxDHFERV4E5Invsu12A\nsT+PhVAgxHt4D15zvdhirrKynexxd6NbGXNToSnevOtNrDm1RmG7sYKfMmbMYE/SVn5WMBGboOqS\nXM7uCy8wS5iTwy7KoUNZAvfu3XjA9E8MDB+CIS5DIDYT42z2Wa3OV3u9FtIaKWtBBiCnIgfXS69j\nUh/dhO6DbGywKSAA85KTkaXmUdbFhaW3b9youL2+ifD7zSL8sMQZTzzBPgN5dTlNBAczPaOtW3Wa\nts4oNeYAsGQJm3RenlbHkTZIkfdTHryeV5/brsDRo+wRREWXJ3W0TVGc4zcHR64dUdp2UEZ8bjyc\nrZwxwGGAzucbpcJvXnmhEo1FjXCcqVgQ1nhpMWr7RuCue6pxq4IpV/Wx1ULBTksSqqowfNCg5uoe\nze6laT7TcOTaEY3j5F0s8qxZAxQUqHCxyLCxYd9pOfepiY0J7CbZYdBZCTJqqjHAbQw237cZFYcr\nWEri3r2sCYce10Bn0u1m92jQo0gtSsX5nPMt21paxRmJMWNYrLOgoLmA6ICcq8XJiRmNYcOATz9l\nyo7Hj6PYdxyqqlqN36Khi5R2IFJG6VGWxSJzqexP349ZvrPaNUjQhjAnJ6zq0wfhSUmoVJEnC7BA\n6HfftRa2pqcDIx8vg/C2BS4essCzz+rXyvCtt1hKvpYqonqh0pjb2rIshU2btDrO7V23YT3UGtZD\n1GdXKKCHi0WG/RR71GXVoS6T3Wg9xZ7wcfDBmVtnVO7Ttj2cLoxWkdGS+2MuPJ72gMCk9R9cWQl8\n9aEbxnpOQET6PuYv9xxj0LhUYlUVhjs6ArNmsQWRBsL9wxGZriH1qr5ewcUiz7Bh7EEqQJNH9oUX\nmIGWK5ZwCnNC2YES2NWkw7PffNRm1EJSI4H1cOtu1x5OFd3OmJuZmGHVxFUtq3OJVIJrpdfg5+Rn\ntHOamrKCiePHlfjNAeaM27aNRUpDQgCBAAkJ7ElPdu0vGrIIu67s0irDpORIicIqKTI9UmftcnlW\nentjgq0tHkpNhUTF+YOCmJ97507m2p84EXCeV4Q3JjrDx0fvU2PKFHa/0+K7qjcqjTnAXC0//aTV\n3SRnfQ68XtBhVS6VsotCx+CnDIGpAM73OeP2n9q7WrSt+lSGspV5U0UTbu+8DfcnFGMEn33G3tbz\ndy3Fb4m/GdxfLiVCkqy7kBJZXGXc1fcuXCu5htzKXNWDjhxhj4MeyjPbNBQUMxwdgSefBD5v1bJ3\nCnNC0cEilN+KwjUTL6ZdPssRgtxclkFw991aHLhr6XbGHACeGvkU4rLjkFSQhMyyTLhau8JKZKV5\nxw4gS1G0u8sOtWm1aCiQC8Q4OQFz5igsXdv2/BzqMhTWZtY4l3NO7XmoiVD2dxkcZjR3Qm+oLjKG\n0gAAIABJREFUxomsE5jlO0vvuQsEAnzr54c6qRSvXbumctzLL7OA/u7dwJlYwjXPIixw7Vh7OIGA\nrc7XretwNzeVqDXmwcGsECGqfRaUPJXxlajPrYdTuIayfXkSEgAHB6BvXx1mq4jzAiV+cxX55jkV\nOcgqz8KEPhP0OtcoG5t2QdDC/xXCfpo9zD3MW7bl5bH2gh9+CNw36D6cuXUGhzIOGTSTJauuDnam\npnAUiViv0IsX2aOvGkQmItzre6/6fPw//mBPYx3lX/9i/sHmBAKL/haot6/H/BxnlEuBuD05cJzl\nyHTcQ0NbW+N1Y7qlMbcSWWHl+JVYF7PO6MFPGbLiIYFICIcQB5QcUt8bMCEBGDGi9W+BQICFQ5Q3\ne5anMr4S5t7mMHNn+ffHrh/DGM8xcLDUMudZBSKhEDuHDMGhkhL8kKt8ZTN3LhARwRrGlLpVwtbE\nBAFWHb9JhoWxBINjxzp8KKWYe5mjqaQJkmoVq+/nnmN5kmrI2ZADrxVeCq4GjXTAxSLDYboDalJr\nUJ/HApNjvMagsLoQmWWZ7cYeuHoAs3xn6S1y5WFuDkuhEJnN8RMiQu6P7Xt8rl7NErX69QOszawx\nd9BcJBYkGnRlrtDz09KSGcTduzXup9bVosbFojMeHsDixQpFGFeGX0HYzZk46DcUNvF1+HlQVY9x\nsQDd1JgDwIoxK3A44zAOXj1otLREefz92SozLU2Fq6UNyroLaeNqKTlqWBeLPA4iEfYHBmJ1ZiaO\nKVHYMjFhiySh0HBNmwF2vDffVNLOy0AIhAJYDLBo1c5pywMPsOIuFXn3DbcbULS3SDsNFnmOHu2w\nMReaCeEU6oSiPSwAKBQIMdtvttLVZ0dcLDLkRbcqz1eiqaKp5SkQYGUQf/6pKJa2dPhSDHAYABdr\nw1wPQHPwU75Y6IEHtHK1zPadjejMaNQ2Kvlfa3Cx6MyqVUxoqLwcUpLiD7c/4B3vDWFMNZxG2mJL\ndQE+d3dniew9gG5rzG3NbbFizAp8d/67TlmZy0viOs52ROmxUkgblKcaNjSwAOLQoYrbA10DYW5q\njvjceJXnkS/hl5IU+9P365SSqAlfS0vsGDIED1+5glQVolxEpFFYS1cWLwauXWPigsbA0tcStVdV\nGHMrKxakbpuu00z+L/lwnucMkbMOj8p1dSwLY+pU3SfbBuf5iq6WML+wdn7z2sZaRGdG417fjhkO\n+SBo7o+58HzaU6E46o032I3XQe5BcMaAGTj7lGH/cQorc4AZxKQkQMVTowwHSweM9BipXDLYUC4W\nGT4+zH363Xc4l3MOpYNLgXwg94dcuM9xxvHMTGxYsADfadFWrjvQbY05ALw87mVYiayMmpYoj8xv\nbuZqBqsAK5SfKlc67p9/gP7927cAFAgE7Zo9y9NU2YSqy1Wwm8xK+M/nnIejpSMGOmpWD9SFu+3t\n8cnAgQhLSkKREl325OpqNBIhWIsya20RiYDXXmO+c2PQ1m/+999tJOeXL2cSkQ2KRSfURMj5TsfA\nJ8CKxQIDmRZ2B3G81xGV8Sw9EABmDpyJ0zdPo6axpmXM35l/I9gjGI6WHdOTlwVBm8qbUPRnEdyX\ntQY+T5xg9vSFFxT3EQgEcLYybN/XxKoqBMlfX+bmzM+3U3PGl1JXiyFdLPK8+Sbw9deISvwTYQFh\ncJzjiOIIJnnrvXs3jldVYd3Nm9icn2/Y8xqBbm3MnaycEPdUHO7p374zuTGYPp1d8E1NrQVEymgb\n/JRH5jdX5mopiy6D7ThbmFgxOeDIdM1aLPryuLs7HnB1xfzkZNS3EeWSrcoNLY/w5JPAmTPsUd7Q\nyBvzrVuBadOA996TGzB4MMtJa1NtWBRZBPM+5hCP1L40HoBBXCwyTKxM4DjTEUX7mKvFzsIOozxH\n4a8bf7WMMYSLBWg15vlb8+EQ4gAzNxabIWJehTVrmF01JtUSCbLr6+HfNh6jZVZL+KBw7E/fr1iE\nZ2gXi4whQ4CJE2Gx+TfMHTQXTmFOMPM0g7WfEDh6FD6zZ+NoUBDevn5dY7V1V9OtjTkADHMdBhOh\nNm18Oo6rK1txnzun3m/eNvgpT5Ab69JyIe9Cu9dKj7Qp4Tegv1wZa3x84CwS4Zm0NIWbiyH95fJY\nWTGtMQ1ik3ohM+axsawi+/hx4Oef2c2jBSUVoTqnI8rQQ49FHS4LXFRWgxJRh/LL5XE3M4OVUIis\nH3MUAp87d7LszcWLO3wKjSRXVyPAyqq9MuaMGcw/qUEM39/JHzZmNorVoCoKhQxB3guPY+mRAoxz\nCYbLQhcEnw6G4NgxpvPh5IRBVlaIGj4cL2dkIEKL4qeuQm9jvnPnTgwdOhQmJia4aKAWXt0Bmd/c\nZoQNJNWSFm0NeZQFP2Woc7XIioUAIKssC7mVuZjgrV8amjYIBQJsHTwYydXVWNf8BcqorUVhYyMm\nahAC05fnn2cZM/o2r1CFpa8lKtNqsWABsHkzW5n/8APTFGlJrZ43jymFpaUBAKpTqlHzTw1cFuh4\n4yoqYrnF48cbbP6OoY4oP12OpjJW2CVLUSQiJBUmQWQiMligP+y6BWqrJbC/h3Wwamhg6aOffto5\nRYyJbYOfMkQi9j/644/2r7VBwdVSX8+kOw3tYmlmt81NlPZ3g8n/tkMgFMDSx7KdFstwGxvsDwzE\nU2lpOKKmK1FXove/NjAwEHv27MGUKd2jZZKhkPnNBQJB+2pQsMdVdcYcUJ7VUnezDo0ljbAJYhd5\nZHok5vjNMfpTh7WJCSICA/Fdbi52376NPbdv435nZwiN1K/QwYG5W774wrDHbXKwQF1eI1a9LMGc\nZjnp++9n8clXXmkeZGbGcu5+/BEAS0f0fMYTQjMdL/O//mLVUAbMLTYVm8J+qn3L016AcwBMhaZI\nLkxuWZUbyu11z14pMh6wbAl8/vADMGgQuwF2Bmq7Cz34oPbGPK3ZmMtcLJ6e6nfSk8j0SBSvfJYF\nfCQS5meNjATuu09h3GixGHuGDcMjqak42Q2Donob84CAAPhr0XiipzF5MpN+raxs7hF4QPEunJfH\nMl/c1YjujXBnPphL+a2tzUoOlsBhhkPLF8zYLhZ5vMzNsW/YMDybno4fcnMNmsWijH/9C/j1V63k\nOLRCKgUee0KAGrE5ng5T1KD56ivmcomIaN7wzDPAr7+iKb8Shb8XwuMZPXysBvSXyyNr9gw0N6zw\nZ71BDeUvB4DG0ka4Hq3BweakmPJy5ic3hutLFSpX5gC7+2ZmAtevqz3GpL6TkFWeheyKbKO6WCrr\nKxF7KxYjF68EnJ1ZLnxMDCsUUyJUNMnODr8PGYKFKSkaBe46mw604NaO1atXt/w+depUTDVAqpcx\nsbJi3XVOnABmT3dA6tJUNFU0tajsyYKf6hZRMlfL3ti9cCtwQ+G2QtT8U4PB2wcDYM0Hztw6g52L\ntNNyMQQjxWJsHDQIL1+9iqn29kY9l6cnU65bv75NkFJP/vMfpvjYb6Il6q7VwmZo66pPLGYB0YUL\ngXHjADcfH2DsWOS/dgyO9w6CuaeO0T4iZsz/9a+OT7wNTnOdcPWlq5BUS2BibYKZ/cKw5LdXUG+e\njbv6GOYJt2BrAexmOeKUqAxEhI8/FiA0lC1sOwMiap+WKI+pKXOX/PEHyyRRganQFLN9Z+Ng8h48\nExlptDSpI9eOYEKfCRBb2LLk+3//m5XuqykUmu7ggP8GBGBuUhIOBwVhhAGywqKjoxEdHd2xg6jr\nKTdjxgwaNmxYu5+IiIiWMVOnTqULFy4YrI9dd2DNGqKXX2a/J8xKoMJdhS2vrV1L9Nprqvdtqmqi\n/G35dHL6STpgcYCSFyfT7YjbJKlv7W+6M2Unzdw601jTV4tE256XHSQ9ncjZmaiiomPH2baNyMeH\nqLCQ6OrLV+nm5zeVjnvrLaKwMNYLUrpnH8VZ7KSy02W6n/DqVSJPT8Wmkgbk8szLVLizkGpqiKbN\nrCWT/1iR47Pzaf78jn9WUqmUzg45S6V/l5L3mTN06loNOToS3bplmLlrQ1ZtLbnHxKgf9PffRCNG\naDzW70m/0+pXRxFNnmyYySnhsT2P0fqz69kfst6/5uash68GdhYWkntMDKVUVRl8XvrYTrVulqNH\njyIpKandT3h457gHugqZ3xxoVlGUy2pR5i+XNkpRfKAYVx65glivWBT8VgC/x/3w6nuvovHLRjiH\nOyv4bTvTxdIWY/nK2+Lnx3y0Kup4tOLsWda2LiKCyfiq02hZvZqpFP/8M1AqmgATSRVsrdQ/yitF\n5mIx0ufkMt8FeTtuIywM8HCxwOLh8/HN8gfh6Mg0uTMy9D92RUwFIAHs7rbDKLEY//61Es8+q77J\niKFRuyqXMXky02mR0xRXxizfWfD/KwH18+5TO05fJFIJDl492PpdFAhY/zkfn/YVgUpY6OKCTwcO\nxMzERGTUqiho60w6egeZOnUqxcfHG+zu0h1oaiJycCDKySGquV5Dp11Pk1TCVmoBAUSJiURSiZTK\nTpVR2nNpdNr5NF2YeIGyN2RTfWF9y3FeP/o6vX38bcVjS5rI+RNnyizN7NT31BVcvEjk5UVUV6f7\nvjdvsgVyZGTrtuJDxXQ55LLKfVJS2NNA7D2JlHv/j0TPPqv7iefPJ9q6Vff9tKTkWj0dMjlFyx6R\nUFMTW00TsUXhhg1Erq5Ehw/rd+wrS67QzS/Yk8uKuBtktTKDyvR4OOkIazIzaVVGhuaBL75I9P77\n6sfU1VGFlSlFndhkmMm1IeZmDAV+F9j+hepqnY7zY04O9YuNpczaWgPNzAgrc3Xs2bMHffr0QVxc\nHEJDQzF79mzD3WG6GBMTtqo8dgyw9LGEyFmEyvhK1NQAuFEFi9+u4+yAs0h/Nh3mfcwx8txIjIwZ\nCa8VXjBzaW1gvXDwQuxMUSwgisuOg4eNB/rZ69AFoocSHMw0pn/7Tbf9qqtZIsHKlUzES4Za9USw\n+o8PnqtF0akKOH48hxWo6NKkVCJhpaUGzC+Xp7ISmPuYGcpdrLFuUQlMTNCSwSIQACtWsFjf448z\niVpdVCgbixtRvL8Y7o+xyPzZLWJ4T680RAGrTiRWV2vVwFmrrJYjR1Du3xc7y2IMM7k2qCza01F8\n7hlPT6z09saMhATkGrvtlhr0Nubz5s3DrVu3UFtbi/z8fBw6pLm3YU9C1koOYAVE19+4jvPDz2Ot\nNAkmAmBYxDCMThqNfm/1Y3mpShjtORqN0kYkFiS2bItIjzCoFkt35803dWteIZUyYxYYyOQB5DHv\nZ46G3AaVmjkAML0qB4le7vhkhzdraLptm/aTjY9nPgl1qUp6Ul7O5EmGDAEmvumCkj3KU32mTGHu\npe3bmdxMTfsyB6Xk/5oPpzAniBxFOHYMKIoVo9CuSit9fUOSWFWl2c0CMJ9SWRlw5YrqMTt3wnzx\nEhy4ekCnlozaIuu7awhWentjmbs7ZiQk4HaDFn1MjUC3rwDtKmTFQ0SA++PusB5ujZvz/RDx8HgM\nWDcANsNtNOYFK5PFNeQF1BO4+27WC2DPHu3Gv/ce02L66af2bmuhSAhzb/OWzj1tkVRLUPhrAR7+\n3Qvffguk3dNcEaqtQTt2zCir8rIyYOZM9qTy/feA6wIXFEUWQdqo3ED16QOcPs0KfO66S6UYZAtE\nhLwf8+C53BNSKfD668Cnb5tBbGqCa2raCRqaWokEN+rqtJNVFgpZuqGq8v7mQiGXpcvhYOGgVrxO\nH26U3sDtmtsY6zXWYMd8u18/zHN2xszERJQq0UQyNtyYq2DgQMDCgi0crAdbw+9rP5ytsUfQCN0C\nY7JqUCJCRkkGSmpLDNoEoLsjELDVuTbNK3bsALZsYYZflX6IOldLwbYC2N1lh/7jLfDNN8B930yH\ntKpaeylHI+SXl5Sw+8OECawhhFAImHubw8rPCmXRqgtPLC1Zrv6SJawQ9cQJ1ecoP1EOmAC2k2yx\nfTurnVq4UHVPUGNxpaYGfpaWMNO2zFSm1aLswpArFAofFI6ItIj2YzpAZHokQv1CIRQY1gR+6OOD\nu+3tVfYUMCbcmKtB1uhZhqbKT2WM8RyDuqY6JBcmIzItEqH+hr+Aujvh4UBtrfr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} ], "prompt_number": 80 }, { "cell_type": "code", "collapsed": false, "input": [ "# 'heatmaps'\n", "matshow(pData.ix[0:10, 161:237], aspect='auto', cmap='hot');" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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} ], "prompt_number": 81 }, { "cell_type": "code", "collapsed": false, "input": [ "# maps\n", "from mpl_toolkits.basemap import Basemap\n", "\n", "figsize(9, 15)\n", "\n", "m = Basemap()\n", "m.drawcoastlines();\n", "m.drawcountries();\n", "\n", "lon = np.random.uniform(-180, 180, 40)\n", "lat = np.random.uniform(-90, 90, 40)\n", "\n", "m.plot(lon, lat, 'o');" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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lcnNzkZubC5FI9MG/GRkZMDMzg4uLC5o0aSL8rV27diFN4OjoaJw+fRoDBgxA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dWxe/dumJmZ4dGjR5g9ezbOnz+Py5cvY+HChVixYkWB56KkpIRy5crh8uXLmDlzJubMmYO2bdsW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\nAFLGa7du3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uzZI5Vf3cDAgAB47949qRdHtloze/cxYMAAHjhwgEFBQTx69ChPnz793b4k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\nOzN8+PAKBxSiagoLC0lNTSU5OZnDhw/rhiaKioooLi6muLhYt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} ], "prompt_number": 82 }, { "cell_type": "code", "collapsed": false, "input": [ "# missing values and plots\n", "x = np.array([NaN, NaN, NaN, 4, 5, 6, 7, 8, 9, 10])\n", "y = np.arange(1, 11)\n", "\n", "figsize(7, 5)\n", "plot(x, y, 'o');\n", "xlim(0, 11); ylim(0, 11);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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} ], "prompt_number": 83 }, { "cell_type": "code", "collapsed": false, "input": [ "# missing values and plots\n", "x = np.random.normal(size=100)\n", "y = np.random.normal(size=100)\n", "\n", "y[x < 0] = NaN\n", "\n", "tt = pd.DataFrame(zip(x, np.isnan(y)), columns=['x', 'isnan y'])\n", "\n", "tt.boxplot(column='x', by='isnan y');" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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