diff --git a/visualization/DataVisualization1.ipynb b/visualization/DataVisualization1.ipynb index 406961c88aaca1e2215b75592f045297531894e6..1fc1c1c9d01ab181060e9129d9fcc6e0d8867dff 100644 --- a/visualization/DataVisualization1.ipynb +++ b/visualization/DataVisualization1.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": { "slideshow": { "slide_type": "skip" @@ -41,7 +41,7 @@ "<IPython.core.display.HTML object>" ] }, - "execution_count": 1, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -49,7 +49,7 @@ "source": [ "from IPython.display import HTML\n", "def css_styling():\n", - " styles = open('styles/custom.css', 'r').read()\n", + " styles = open('../styles/custom.css', 'r').read()\n", " return HTML('<style>' + styles + '</style>')\n", "css_styling()" ] @@ -216,7 +216,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 19, "metadata": { "slideshow": { "slide_type": "skip" @@ -249,9 +249,8 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 25, "metadata": { - "collapsed": true, "slideshow": { "slide_type": "fragment" } @@ -260,8 +259,8 @@ "source": [ "import pandas as pd\n", "\n", - "populations = pd.DataFrame.from_csv(\n", - " 'https://git.lumc.nl/courses/programming-course/raw/master/visualization/data/populations.csv'\n", + "populations = pd.read_csv(\n", + " 'https://git.lumc.nl/courses/programming-course/raw/visualization-2018/visualization/data/populations.csv'\n", ")" ] }, @@ -278,7 +277,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 17, "metadata": { "slideshow": { "slide_type": "fragment" @@ -289,18 +288,18 @@ "data": { "text/html": [ "<div>\n", - "<style>\n", - " .dataframe thead tr:only-child th {\n", - " text-align: right;\n", - " }\n", - "\n", - " .dataframe thead th {\n", - " text-align: left;\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", @@ -367,7 +366,7 @@ "4 1954 8.81940 4.40570 10.61535 7.21360" ] }, - "execution_count": 4, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -390,7 +389,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 20, "metadata": { "slideshow": { "slide_type": "fragment" @@ -399,12 +398,14 @@ "outputs": [ { "data": { - "image/png": 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OGr4FmOJ7PAX4sZ9ziYjIBarsLm9T59x+3+MDQNOyVjSzsWaWYmYp2dnZldyc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\nhIj/BWZFM9lGDtYjAAAAAElFTkSuQmCC\n", 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\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7f47bdae4210>" + "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -425,7 +426,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 21, "metadata": { "slideshow": { "slide_type": "fragment" @@ -434,12 +435,14 @@ "outputs": [ { "data": { - "image/png": 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1Qipl5pu9h/jx6BlMWrGNm05uxx1ndqZaFV0RJJJIsVw1VB8YCnwvnPQF8Ht3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\n/w9QwdbXpvToRgAAAABJRU5ErkJggg==\n", 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"text/plain": [ - "<matplotlib.figure.Figure at 0x7f47b9edbe50>" + "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -468,7 +471,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 22, "metadata": { "slideshow": { "slide_type": "fragment" @@ -477,12 +480,14 @@ "outputs": [ { "data": { - "image/png": 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JdqQArJoJzx8Iaz/ZsqzF1nDgM7BNxZZlIpIX0k1V+bfo4XPu/lpiWdRhXC9m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\nx88C3063DQvDYLd39zc8vGN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\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7f47b9d91150>" + "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -513,7 +518,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 27, "metadata": { "slideshow": { "slide_type": "fragment" @@ -522,12 +527,14 @@ "outputs": [ { "data": { - "image/png": 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lommJSO2yHRG0j352TLMuwyWhKRu4j4tmNktdlno00T6XOFIA3GHKdTD95vTr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\n", 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\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7f47b9d4f350>" + "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -555,7 +562,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 28, "metadata": { "slideshow": { "slide_type": "fragment" @@ -564,12 +571,14 @@ "outputs": [ { "data": { - "image/png": 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VmonmRMRxAJKuAPo1ullEzOth8qD6GszMrBzV9gx2Vh4MtnnIzMyaW7U9gxMk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\nMzOcDMzMDCcDMzMD/j/Qm2DLhZw17AAAAABJRU5ErkJggg==\n", 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\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7f47b9c2fb90>" + "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -598,7 +607,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 29, "metadata": { "slideshow": { "slide_type": "fragment" @@ -607,12 +616,14 @@ "outputs": [ { "data": { - "image/png": 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kkkZKWilpepx910gySXH/6iSdKGmWpDmSbojZ3kbSa5JmR99bpxKLc1W2aQG8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\n0HKv3MXlnHOV4MmkOq2bAe+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\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7f47b9b01250>" + "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -644,7 +655,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 30, "metadata": { "slideshow": { "slide_type": "fragment" @@ -653,12 +664,14 @@ "outputs": [ { "data": { - "image/png": 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zH5eIZEUmyeD2aJK6qwjjC1oBV+Q0Kskvn38AY0+rem2BLkeGO4Ta7RVPXCKS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\nFRzVZ/aoLrNL9Zldta3PfEw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+ "image/png": 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\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7f47b9a52110>" + "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -693,7 +706,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 31, "metadata": { "slideshow": { "slide_type": "fragment" @@ -702,12 +715,14 @@ "outputs": [ { "data": { - "image/png": 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gsgGh6Wfnc6Fil1xnJyLSKzK51tDBwEXAhOj9Bri7F++hMGvnwTvXwDtXw8al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\nEZESp0IgIlLi/j/jCis8GNZFPQAAAABJRU5ErkJggg==\n", 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ueOsPoQnIDEYcD7t+DkYel/Pz7pSiXBeCnsBgYBqwP3CzmY13f++VF9z9KuAqgLq6uvivzCAiubX2NXj3zzDvetiyPJyMbdIPwyka+o/Od3YlJdeFoB64NVrwP2tmLUAV0JDjPEQkH7augoV/CwVg1bPhgK1dToDxZ8DI46FMHRnzIdef+u3AkcBMM5sI9AZW5jgHEcmlpg1QfwcsmBGafnx7OEJ338vCKZfL1Wck3+LsPjoDOAKoMrN64AJgOjDdzOYA24DPttUsJCIFrmk9LLkn9PhZ/A9o3gz9RsMe58CY02DwPurx043E2WvotHYmfTqueYpIHm1Z0brwX3o/tGwNa/vjTw8L/+pD3nshFukW1CAnIp2zfROseByWPRCGxpfD+H61MOHL4SydVQdDWY/85ikdUiEQkcxsawyndGh4AhoeD6dpbtkGZb3D2v6Un8GIY2Dwvmr2KTAqBCLStm2NsOKxcE6fFTNhzUv8+9TMQ+pg96/DsKOg5jDo2S/f2UoWVAhEJPAWWP186OGz9D5Y82IYV9YHqg+GvS8MC/2hB2rBX2RUCERKWUsTLHsY6m+HxXeGE7pZWWjb3+sH4Zw+VdN0dG+RUyEQKTXusPIpmP8XWHgzbF0JPfvDiGNh1EnhwC6dxbOkqBCIlIr1b8O714YCsHEe9OgLu5wIY/8z7OTVWn/JUiEQKWbbN4bz+L87Pez4tTIYdnRo7x/9Ueg1MN8ZSjegQiBSbNxD1853/ggLboTtG2DAbqF757jPQL9d8p2hdDMqBCLFYtsamPeXUAAaX4Ye/WDMqTD+zOioXvXtl7apEIgUsu2bwmkdFtwYzunfvCUc0LX/FaHtv9egfGcoBUCFQKTQbN8Iyx6EBTfD4jvC4/KasOa/6+dgyL75zlAKjAqBSCHYuAAW3w2L74LlD4cTuvUeAmP+M1zGseZwndNHOk2FQKQ7cg/t/Itug/rbWk/oNmA3mPAV2OXDUPN+XcNXuoQKgUh30dIMK5+MFv63h77+WNjRO/VS2OUjMGhivrOUIqRCIJJP2zeHUzjX3x4u4LJ1ZTib57CjYK/zwwFffYflO0spcioEIrnkLeEsnsseCDt8Gx4PPX16VcDID0eneDhWvX0kp1QIROLUvBVWvxCafFY+BSseDWv9ABV7wW5fDAWg5nDo0Tu/uUrJUiEQ6SrN22Dtq+H0zWteDKd0Xv18uHgLQP9xMOI4GPFBGH409B2R33xFIioEIp2xpQEaX4I1L4fbxpdDEWhpCtN7DggXaN/97HBK56qDoO/w/OYs0g4VApGObN8Ma16AlU+HYdXTsKm+dXrfEVA5GUZ8CAZPDcPA3XShdikYKgQibdm8PPTfX/R3WD4TfHsYP2A8VL8fhtZB5RSo3BvKq/Oaqki2YisEZjYdOAFY4e6TUqZ9G/gVUO3uK+PKQWSnbFkBC26ChX8LF2jHYeAE2OMcqD40XKJRXTmlCMW5RXAN8DvguuSRZjYa+CCwMMZ5i2SmeRssuStcsGXJPWHNv2ISTPoR1H483NdZO6XIxVYI3P0xMxvbxqT/Bc4F7ohr3iJptTSFbpwL/x4u1bhtdWjn3+McGPdZqNwr3xmK5FRO9xGY2YnAYnd/ybSWJbm0fXM4gKv+Vqi/Myz8e/QLp20Yf3rozlmmXWZSmnL2yzezfsD3gWMyfP5ZwFkAtbW1MWYmRWvdW7D0XlhyL6yY2XoE7y4nwuiPhev09uyX7yxF8i6Xq0C7AuOAxNbAKOAFMzvA3ZelPtndrwKuAqirq/Mc5imFqmkdLH8Elt4PS/8JG94J4wdOjI7gPR5qjtARvCIpclYI3P0VoCbx2MzmA3XqNSRZ2bgQFswI5+lf+RR4M/TsHxb4e5wDI48LXT5FpF1xdh+dARwBVJlZPXCBu18d1/ykhGxbAwtvgfk3wIrHwrjB+8Ke54bmnqqDoEef/OYoUkA6LARmVgccBowENgNzgAfdfXW617n7aR1MH5t5mlLy3ENPn7f+EA70atkGg3aHyT8J1+bVWr9Ip7VbCMzsdOBsYB7wPDAXKAcOBb5rZnOAH7q7jgeQ+GxdDfOuhbevhHVzoVdlaO8f9xkYsp/6+It0gXRbBP2BQ9x9c1sTzWwfYAI6MEy6WvOWcHDX/L+Gtv+WraG5Z9q1UHsK9Oyb7wxFikq7hcDdf5/uhe4+u+vTkZLlLeGcPvP/Es7v07QWymvC2v+uZ8LgyfnOUKRoZbKP4BLgYsL+gfuAKcA33P2GmHOTUrBuLsy7DuZdD5sWhdM3j/4YjP0UDDtSB3mJ5EAm/7Jj3P1cM/soUA+cAjwCqBBI5zRvDc0+b18Jq54Jp2sefgzscwmMOlEHeYnkWCaFoFd0ezwww91X6/QQ0ilbVsLbf4A3fwdblkPF+2Dqr8Lav67WJZI3mRSCf5jZG4Smoa+YWTWwJd60pKhsmA+v/SL0/mneEi7XuOc3YdhR6vUj0g10WAjc/Twz+yWwzt2bzWwjcFL8qUnB27wU5vwU3rkKKINx/xWO9q14X74zE5Ekme6J2xMYa2bJz7+uvSdLidu6Cl77ZWgCammCXT8Hk34I/UblOzMRaUMmvYauJ5wwbjbQHI12VAgk1faN8Mav4fVLoGl9aPvf+0IYuGu+MxORNDLZIqgD3ufuOgOotK2lCd7+I8z5cdgJPOokmHwxVE7q+LUikneZFII5wHBgacy5SKFpaYYFN8IrF4RTPlcfBofdCtUH5zszEdkJmRSCKuA1M3sW2JoY6e4nxpaVdG8t28Opn+dcDOvfhMq94fC7wvn+1QtIpOBkUggujDsJKRDN22DBX0NPoA1vQ+VkOPQWGP3RcFCYiBSkTLqPPmpmw4D9o1HPuvuKeNOSbmXLytAF9M3fw+YlMHgqHHZbOApYBUCk4GXSa+hU4FfATMCA35rZd9z9lphzk3xb+1roBTT/+nAg2PBj4MA/wYhj1QQkUkQyaRr6PrB/YisgOrL4QUCFoFitfBpe/TksvhN6lIdz/088Gyr3yndmIhKDTApBWUpT0CpA7QHFxh2WPRAKwIqZ0HtIOAZgwn9DeVW+sxORGGVSCO4zs38CM6LH/wHcE19KknMrHoMXvwurnoa+I2Hfy2DXL0CvAfnOTERyIJOdxd8xs48DhxD2EVzl7rfFnpnEr/EVmH0+LLkb+u4CB1wJ4z6rC7+LlJiMzjXk7n8H/h5zLpIrGxfBKz+Cd6+FXoNgn1/CxK/pEpAiJSrdxeufcPdDzWw94dxC/54EuLsPij076VpN68PJ4N74n7BPYM9vwfvOhz5D8p2ZiORRumsWHxrdDuxMYDObDpwArHD3SdG4XwEfAbYB7wBnuHtjZ+LLTmjZDu9Oh5d/FM4FNOY0mPIzGDA235mJSDfQbu8fMxuSbsgg9jXAsSnjHgAmuftk4E3g/E5nLh1zh8V3wb37wLNfhIG7wTHPwCF/VREQkX9Lt4/geUKTUFtHDjkwPl1gd3/MzMamjLs/6eHTwCcyylJ2XsNTMPu70PA4DJwQnQriYzoQTETeI13T0LiY5/054KaY51F61r4OL30P6m+H8mGw/xWw65lQ1qvj14pISUq3s3jfdC909xc6O1Mz+z6wHfhLmuecBZwFUFtb29lZlY6Ni+CVC2HeNdCjf7gewB7fgJ79852ZiHRz6ZqG/ifNNAeO7MwMzeyzhJ3IR6W72I27XwVcBVBXV6eL4rRn66pwYfi5vwUcJn4d9vqejgYWkYylaxr6QFfPzMyOBb4LHO7um7o6fklp3gJz/w9e/Rk0rQvnA5p8EfQfk+/MRKTApGsaOtLdHzazj7U13d1vTRfYzGYARwBVZlYPXEDoJdQHeMDCTsun3f1Lncy9NHlLuCrY7PNh00IYeQLs83NdFlJEOi1d09DhwMOEfv+pHEhbCNz9tDZGX515avIeKx6DF74Nq58L1wSY9mcY3qkWOhGRf0vXNHRBdHtG7tKRNq18Gl6+AJbdH84JNO1aGPdpXRRGRLpEuqahb6Z7obtf1vXpyA5WzQoXhl9yD/Spgqm/gglfgZ798p2ZiBSRdE1DlwKzgXsJF63XkUi54A4NT4RzAi25O1wXYJ9fhOsC6LTQIhKDdIVgX+CTwIcJRxnPAB5K1+VTsuAtUH8nvH4JrHwqbAFMvhh2/1o4Q6iISEzS7SOYTdgiOM/MDgZOI1yv+LvufmeuEix6iV5Ac34C696A/uOg7ncw/gw1AYlITmRy8fpqYCqwN1APrEj/CsmIOyy9H146D9bMhsrJcPAMqP0ElGV0mQgRkS6RbmfxGYTLUpYTLlR/asq1i6WzVj0Hs8+D5Q+HLYCDboCxp6kXkIjkRbpVz6uBV4CFwIeAYyzpzJXufmK8qRWhdXPhpR/AolugTzXs93+w2xehR+98ZyYiJSxdIejyU0yUrE2L4ZWLwsVhevSFSReEq4P16tQ1f0REulS6ncWP5jKRorRpMcz9Nbz5e/Dt4RiAST+A8pp8ZyYi8m/p9hH8g3D2z/vcvSll2njgdGC+u0+PNcNC1DgHXr8UFvwVvDlcGnLyj2FA2mv5iIjkRbqmoS8A3wR+bWargQbCjuOxhOsN/87d74g9w0LhDitmwmu/gqX3Qo9+sNuXwjUBVABEpBtL1zS0DDgXODe65OQIYDPwpk4hnaSlGepvg9cuCSeDK6+ByT+BCV+GPkPznZ2ISIcy6rDu7vOB+bFmUmi2b4Z514UmoA1vw4DdYP8/hOsC9Oyb7+xERDKmI5d21pYGeOvysAN4awMM2T9cGH7UyVDWI9/ZiYjsNBWCTK2bC2/8L8y7NlwdbOQJoQtozeFgOh+fiBQuFYJ0Wpqg/g5464pwFHBZn9D0s8c5ULFnvrMTEekSmZxr6BDgQmBM9HwD3N2LtyvMhvnwztXwzp9gyzLoVwtTfgrjz4S+w/KdnYhIl8pki+Bq4BzCqaib400nj5rWwcJbwg7gFY8CBiOPD71/Rhyr9n8RKVqZFIK17n5v7Jnkg7eEhf47V8OiW6F5MwycEK4DMO7T0H9MvjMUEYldJoXgETP7FeFi9VsTI939hdiyitvmpfDutaHpZ8M70KsitP2P+yxUTdPOXxEpKZkUggOj27qkcQ4c2fXpxGzNSzDn4nAAmDeHHj97XwijP66+/yJSsjosBO7eqbOQmtl04ARghbtPisYNAW4inKZiPuEaB2s6E3+nrHkZ5lwUmn96VcAe34RdPw+DJsY+axGR7q7DK6GYWYWZXWZms6Lhf8ysIoPY1wDHpow7j3Dd4wnAQ9Hj+DS+Ao+fAvdOgWUPwqQfwUnzYeolKgIiIpFMLok1HVgPnBoN64A/d/Qid38MWJ0y+iTg2uj+tcDJGWfaGW/+Hpb+Eyb9MBSAyRdB78pYZykiUmgy2Uewq7t/POnxRWY2u5PzG+buSwHcfamZxXti/sk/gSk/gz5DYp2NiEghy2SLYLOZHZp4EB1gtjm+lP49n7MSzVENDQ2dC1JerSIgItKBTLYIvgxcG+0XMEJzz+mdnN9yMxsRbQ2MAFa090R3v4pwYRzq6uq8k/MTEZEOZNJraDYwxcwGRY/XZTG/O4HPAr+IbnVhGxGRPEt3qcpPu/sNZvbNlPEAuPtl6QKb2QzgCKDKzOqBCwgF4GYzOxNYCJySVfYiIpK1dFsE/aPbgW1M67Cpxt1Pa2fSUR29VkREcifdpSqvjO4+6O7/Sp4W7TAWEZEikEmvod9mOE5ERApQun0EBwEHA9Up+wkGATons4hIkUi3j6A3MCB6TvJ+gnXAJ+JMSkREcifdPoJHgUfN7Bp3X5DDnEREJIcyOaBsU3Q9gr2A8sRIdy+801CLiMh7ZLKz+C/AG8A44CLC6aOfizEnERHJoUwKwVB3vxpocvdH3f1zwLSY8xIRkRzJpGmoKbpdamYfBpYAo+JLSUREcimTQnBxdMK5bxGOHxgEnBNrViIikjOZnHTurujuWqBTl60UEZHuK90BZb8lzTmF3P3sWDISEZGcSrdFMCtnWYiISN6kO6Ds2vamiYhI8ehwH4GZPUIbTUQ6oExEpDhk0mvo20n3y4GPA9vjSUdERHItk15Dz6eM+peZPRpTPiIikmOZNA0NSXpYBuwHDI8tIxERyalMmoaeJ+zpeuXaAAATq0lEQVQjMEKT0DzgzDiTEhGR3MmkaWhcLhIREZH8yKRpqBz4CnAoYcvgCeAKd98Sc24iIpIDmTQNXQesp/U6xacB1wOnxJWUiIjkTiaFYHd3n5L0+BEzeymuhEREJLcyuR7Bi2b27+sPmNmBwL+ymamZnWNmr5rZHDObETU/iYhIHmRSCA4EnjSz+WY2H3gKONzMXjGzl3d2hma2C3A2UOfuk4AewCd3No6IiHSNTJqGjo1pvn3NrAnoR7jYjYiI5EEm3UcXmNkU4LBo1OPu3ul9BO6+2MwuBRYCm4H73f3+1OeZ2VnAWQC1tbWdnZ2IiHSgw6YhM/s64QL2NdFwg5l9rbMzNLPBwEnAOGAk0N/MPp36PHe/yt3r3L2uurq6s7MTEZEOZNI0dCZwoLtvBDCzXxL2E/w27avadzQwz90boni3AgcDN3QynoiIZCGTncUGNCc9bo7GddZCYJqZ9TMzA44CXs8inoiIZCGTLYI/A8+Y2W3R45OBqzs7Q3d/xsxuAV4gnLvoReCqzsYTEZHsZLKz+DIzm0k4xYQBZ7j7i9nM1N0vAC7IJoaIiHSNdBevLwe+BOwGvAJc7u66II2ISJFJt4/gWqCOUASOAy7NSUYiIpJT6ZqG3ufuewOY2dXAs7lJSUREcindFkFT4o6ahEREile6LYIpZrYuum+EU0Ksi+67uw+KPTsREYldu4XA3XvkMhEREcmPTA4oExGRIqZCICJS4lQIRERKnAqBiEiJUyEQESlxKgQiIiVOhUBEpMSpEIiIlDgVAhGREqdCICJS4lQIRERKnAqBiEiJUyEQESlxKgQiIiVOhUBEpMSpEIiIlLi8FAIzqzSzW8zsDTN73cwOykceIiKS/lKVcfoNcJ+7f8LMegP98pSHiEjJy3khMLNBwPuB0wHcfRuwLdd5iIhIkI+mofFAA/BnM3vRzP5kZv3zkIeIiJCfQtAT2Be4wt2nAhuB81KfZGZnmdksM5vV0NCQ6xxFREpGPgpBPVDv7s9Ej28hFIYduPtV7l7n7nXV1dU5TVBEpJTkvBC4+zJgkZntHo06Cngt13mIiEiQr15DXwP+EvUYehc4I095iIiUvLwUAnefDdTlY94iInm3bRusXAmLF8OSJWFYvBj22Qc+8Ymcp5OvLQIRkcLX3AyrV4eF+sqVsGpVuF29GtasCUPi/urVYfrq1bB+/Xtj9egBX/6yCoGISN65Q2PjjmvriWHpUlixAhoaWhf47m3H6dULBg9uHUaMgEmTYMgQGDoUqqpgl11g5Mgw1NSEYpAHKgQiUrzcYeNGWLs2LNwTt2vWtK69J26XLw8L/8WLYfPm98ZKLMxramDy5LAgr64Ot8nD0KFhYd+/P5jl/j13ggqBiHQvTU1hgb12bVhgNza2DuvXhwV78rBhw3uH9etbn9veGjuEBfWQIWEBXlMDdXVw4olhTT0xjBwZCkDfvrn7DHJMhUBEus727bBuXRjWrm29TayNp66ZJ26Tp7e1Np6qV6+wxt2vHwwcCAMGhGHEiHCbGDdwYBgqKqCysnWoqAgL/8rKvDXHdCcqBCKSXlNTaD5ZsgTq62HRonBbX7/jTtJVq8KCvyN9+uy4YK6ogNGjW+8nhsrK0ByTuK2oCAv1/v1DIZAuo0IgUszcwxr2+vU7rqknmlwSt+vWtT5n/fowLtF23tbCvVev1h2cVVWw++7hdsiQsMAeNGjH2+ShvDz3n4OkpUIgxSuxEEwsANevh02bWtuWN22CLVvCGm9TU+jb3dQUXmvWOpSVheaDnj3DbUdDWVnr0NLSOriHppNt21qHxHyT7zc17fialpbQTTFxm7jf1ARbt4bXbN0ahrbaypub039OZmGBPXBg6+3gwTBhQmvvlqFDQ7PL6NFhqKkJ70+KggqBdE/btsHChaEZIrHATgyJXiDJ7czJC/vk25aWfL+TndOzZ1jb7tGjtQglhkSRSdz27h2GPn1ah+pqGDeutc18wIDWJpXEQj65yaWyMjxHC/WSpkIgubdxY+iHvXx5aGdOdNlbvBgWLID588P9dL09IOwoTG5XHjgwNFckr90mhsROw8QOxsRteXlY8PbuHW4Tbc/urUPymvj27a332xoSa/KJ+4mFdvKWRZ8+O84zsUDv1atguhtKcVEhkK6xaVPrQnz+/LCQT+xATBxR2dAQDsZpq1dI796hq15tLRx1FIwdG9Zsa2vDGmt5eRj69AkL8IoK7TAU6SIqBNK+bdvCgrutYfny1vuLF4fHqSorWw+uqaqCPfcMTRc1NeF22LDWvtpVVVobFskTFYJS19gI774L8+bBO++E4e23w+2iRW23sffpExbiNTVhB+LUqWHtPbEWP3ZsmNZTPy+RQqB/arHbsGHHJpt581pv3303FIJkVVWw665wyCHhdtSosFCvqQkL/+rq0NautXeRoqFCUMjcQz/wBQtaF/aJ+4lh1aodX1NeHtbYx46FadPCGvz48a23FRV5eCMikk8qBN2VeziYJ7FAX7gwDIkzIi5dGm63bNnxdf36wZgxYUF/wAHhfuLxuHFhrV5r8yKSRIUgH1pawpp6crfJxKH7ixaFBX59/Xt71/Tv33oSrGnTQvv8yJGtC/oxY8LOWS3oRWQnqBB0hUQTTaInzerVrUOi2+Ty5bBsWbhdvrz1CNYEs7BQHz067Hw98cTQdXLMmNbbwYO1kBeRLqdC0JHm5tAEs2BB6xp78km3Egv31AV7Qq9eYQfr8OGhWWbvvcPtyJE7nup2+HD1ixeRvCjtQuAeTkWweHFrG/zChTvubK2vf++5WioqQm+aUaPCFYeGDWtd0NfUtPadHzo0tNlrLV5EurHiLgQvvgivvNJ6hGtiWL68dYfrxo07vqasrPUI10MOaW17TzTRjBoVuk+KiBSJ4i4Ef/oTXH55uF9WFtrYhw4Na+777dd6rdARI8JCvrY2FAEdCCUiJSRvSzwz6wHMAha7+wmxzOT88+Eb3wgL/8pKnWFRRKQN+Vz1/TrwOjAotjmMGhVbaBGRYpGXVWQzGwV8GPhTPuYvIiKt8tVW8mvgXKDArhoiIlJ8cl4IzOwEYIW7P9/B884ys1lmNquhoSFH2YmIlJ58bBEcApxoZvOBG4EjzeyG1Ce5+1XuXufuddXV1bnOUUSkZOS8ELj7+e4+yt3HAp8EHnb3T+c6DxERCdSfUkSkxOX1yCl3nwnMzGcOIiKlztw93zl0yMwagAWdfHkVsLIL08ll/EKNHXd85Z772HHHV+7xxB/j7h3uZC2IQpANM5vl7nWFGL9QY8cdX7nnPnbc8ZV7/uKD9hGIiJQ8FQIRkRJXCoXgqgKOX6ix446v3HMfO+74yj1/8Yt/H4GIiKRXClsEIiKShgqBiEiJUyEQESlxKgQiIiVOF+cVkZwzswrgWGAXwIElwD/dvbGL5zMOmAq85u5vdFHMPYCT2DH3O9399a6InzSfQ4EDgDnufn9Xxn7PvIqt15CZfQg4mR2/pDvc/b4uiF3l7iuTHn+a6IsC/uhZfpjKvc24seYdxSzYP3Yhfu5m9hngAuB+YHE0ehTwQeAid78ui9i3u/vJ0f2TCBfBmgkcDPzc3a/pbOwo5neB0win0K+PRo8inEn5Rnf/RRaxn3X3A6L7XwD+G7gNOAb4RzaxO5x3MRUCM/s1MBG4jh2/pM8Ab7n717OM/4K77xvd/wFwGPBX4ASg3t3PUe5dm3uceUcxC/aPXaifu5nNBQ5MXfs3s8HAM+4+MYvYL7r71Oj+k8Cn3H2emVUBD7n7lM7GjmK+Cezl7k0p43sDr7r7hC7K/TngeHdvMLP+wNPuvnc2uafl7kUzAG+2M94If4xs47+YdP8FoH90vxfwinLv+tzjzDuRO9CrjfG9uzj354Dq6H7/rsq9ED/36DOvaGN8RRfk/ULS/Wfbe09ZxH+DcCK31PFjgLlZxn4JGAwMBWZ1de7phmLbR7DFzA5w92dTxu8PbOmC+H3NbCphJ3sPd98I4O5NZtacZWzl3rY484Zw3eyRvPfstiPI/praZdFabhlh67sBwN03mtn2LGND4X7uPwVeMLP7gUXRuFpC09BPsow9xczWEYphHzMb7u7LojX2HlnGBvgG8JCZvcWOue8GfDXL2BXA84TcPSn3AdG42BRbITgduMLMBtK6qTwaWBdNy9ZS4LLo/mozG+HuS81sKJDtH/t0Cjf3M4DLY8p9GfHlDYX9xz6d+H4zsf1e3P1aM7sT+BBh34YR2vHPd/c1WcZub2HfD/hiNrGj+PeZ2UTC/pJE7vXAc+6eVYH0cNXGtrQAH80mdkeKah9BgpkNJ+lLcvdlMc+vB9DH3Td1Qaxc514GlBda7l38mZcRwx87zfz6AcPcfV4XxSvUz30YSTu53X15tjFzETvNPAe4+4ZCiw1FWggSojWvicC73sXd0ro6frTp2uTRF2JmHwD2JeyA6opeQ+3Ff83d780y9mR3fznbHHMdO2ketcA6d280s7FAHfC6u78aU+w33H1OtrGT5lFH2BLYTmhj75JuknHFNrN9gD8QtpjqCQVsFNAIfMXdX8gi9lTgiih2co+kRuDL7v5iFql3NO+F7l5baLGhyAqBmV3u7l+J7h9K6OXwDmEz/4vufk93jW9mLwFHuPsaM/sOYVPwHuBwwo6j87PMPV385939vCxiNwPzgBnADHd/LZtccxU7in8eoclgK3Ap8G3gX8A04Gp3vyzNy/MWO4p/OPA/hIXcflHswUAT8F/uvijNy/MZezbh//JMyvhpwJWeRc+eOGNHcb7Z3iTg++4+pDvG7lCce6JzPbBjj4FHgH2j++NJ2Qvf3eIT+pYn7s8C+kb3ewIvd0HuscUHXgQmEXYCvk3o/XAeMLYL8o4tdhT/VaAvoafGenbs2TOnu8ZO+mwSMccBt0X3Pwjc341jt9szCHi7u8aOYmwh7NC+oI2hsbvG7mgotp3FyQZ5tInp7u9GbZvdOf46M5vkoclgJVAObCYsqLviVCBxxvco7veB75vZAYR++I+b2SJ3P7ibxgZodvfNZraN8Hmsima60Szr/blxxobQm6chur+Q0IURd38gOsagu8a+18zuJhz/kNiyGE04/iHbZtA4Y0PoSnu7uz+fOsHMPt+NY6dVbE1DmwhrjQaMBWo9NIWUEdZ6J3XX+GY2GbiesMYLcAjwKDAZuMzd/5pl7rHFTz4QJmW8Ae9390e7Y+wozjWEYwb6A5sIbeH3AUcCA9391O4YO4o/nbAz9CHCkdGL3f2b0c7oF9x9j+4YO4p/HK1Hcyd20N/pWTbf5iD27sDqpCKZPG2YZ7FTOs7YHc67yArBmJRRS919m4WjCt/v7rd28/g9CEedTiSsqdfThedfiSu+mf1ntoUqH7Gj+D2BUwgLvVuAAwlHGi8Efu9R//nuFjuK3wv4AvA+QoGf7u7NZtYXqHH31GMjukVs6X6KqhCISPdn4YRz5xPW2mui0SuAO4BfZLNiEmfslPgnA9VdGT/O2B0pqtNQm9kAM/uxmb1qZmvNrMHMnjaz07t7fOWe+9gdxP9sd46dEn9OjJ97l8cGbgbWAB9w96HuPhT4AKGH0t+6cezk+EekxF/TBfHjjJ1WUW0RmNkdhJN6PQicSmibvRH4AaGN83vdNb5yz31s5Z632HPdffednZbv2HHHjzv3tOLskpTrAXgp5fFz0W0Z4SCebhtfuetz6U7xY459P3Au4ejqxLhhwHeBB7tr7ELPPd1QVE1DwEYLB3phZh8BVgO4ewt0ybld4oyv3HMfO+74yr1t/0E4tuJRM1tjZqsJ5xoaQtj66K6x444fd+7ti7PK5HogdIV8ltAe+AQwMRpfDZzdneMrd30u3Sl+DnLfAzgaGJAy/tjuHLvQc293vnEG704DcEahxlfu+ly6U/xsYwNnA3OB24H5wElJ017orrELPfe0844zeHcagIWFGl+563PpTvGzjQ28kljjJRyYOQv4evQ4qwuwxBm70HNPNxTVKSbMrL2zVBphp0u3ja/ccx877vjKvV09PDqlsrvPN7MjgFssHLCZ7f6HOGPHHT/u3NtVVIWA8AP9EKHfbTIDnuzm8ZV77mPHHV+5t22Zme3j7rMB3H2DmZ0ATAeyvS5vnLHjjh937u0qtkJwF2HTanbqBDOb2c3jK/fcx447vnJv22dIucqZu28HPmNmV3bj2HHHjzv3dhXVAWUiIrLziu04AhER2UkqBCIiJU6FQCSFBU9YOK99YtypZtYVFzYR6Xa0j0CkDWY2iXDGx6lAD2A24ejOd7KI2TPa+SfSragQiLTDzC4BNhLOvLne3X8SnUL6vwlXHnsS+Kq7t5jZVcC+hGsU3+TuP45i1ANXAscCv3b3WE8nLNIZxdZ9VKQrXUS4juw2oC7aSvgocLC7b48W/p8E/gqc5+6rLVyV7BEzu8XdX4vibHT3Q/LxBkQyoUIg0g4PF5m/Cdjg7lvN7Ghgf2CWhYvP96X1AumnmdmZhP/USMIlHhOF4KbcZi6yc1QIRNJriQYIR9VOd/cfJj/BzCYAXwcOcPdGM7sBKE96SlbXJhaJm3oNiWTuQeBUM6sCMLOhZlYLDALWA+vMbATh1AwiBUNbBCIZcvdXzOwi4EEzKwOagC8RzhL5GjAHeBf4V/6yFNl56jUkIlLi1DQkIlLiVAhEREqcCoGISIlTIRARKXEqBCIiJU6FQESkxKkQiIiUOBUCEZES9//LBzi1Du/KhQAAAABJRU5ErkJggg==\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7f47b997a790>" + "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -737,7 +752,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 32, "metadata": { "slideshow": { "slide_type": "fragment" @@ -746,12 +761,14 @@ "outputs": [ { "data": { - "image/png": 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3QAZwFPBHEVkCXK+qdj6ACZ9dm2DlTPj+Qdj2DaRnu/b+PhdAp2F2jL8xLSDY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\npT9zAAAAAElFTkSuQmCC\n", + "image/png": 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\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7f47b99265d0>" + "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -785,7 +802,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 37, "metadata": { "slideshow": { "slide_type": "fragment" @@ -796,18 +813,18 @@ "data": { "text/html": [ "<div>\n", - "<style>\n", - " .dataframe thead tr:only-child th {\n", - " text-align: right;\n", - " }\n", - "\n", - " .dataframe thead th {\n", - " text-align: left;\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", @@ -874,13 +891,13 @@ "4 5.0 3.6 1.4 0.2 setosa" ] }, - "execution_count": 14, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "flowers = pd.DataFrame.from_csv('https://git.lumc.nl/courses/programming-course/raw/master/visualization/data/iris.csv')\n", + "flowers = pd.read_csv('https://git.lumc.nl/courses/programming-course/raw/visualization-2018/visualization/data/iris.csv')\n", "\n", "flowers.head()" ] @@ -900,7 +917,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 38, "metadata": { "slideshow": { "slide_type": "fragment" @@ -909,12 +926,14 @@ "outputs": [ { "data": { - "image/png": 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\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7f47b9930890>" + "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -922,6 +941,13 @@ "boxplot(flowers['sepal_length'], labels=['Sepal_length']);" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "markdown", "metadata": { @@ -937,7 +963,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 39, "metadata": { "slideshow": { "slide_type": "fragment" @@ -950,7 +976,7 @@ "['sepal_length', 'sepal_width', 'petal_length', 'petal_width']" ] }, - "execution_count": 16, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } @@ -963,7 +989,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 40, "metadata": { "slideshow": { "slide_type": "fragment" @@ -972,12 +998,14 @@ "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "<matplotlib.figure.Figure at 0x7f47b97db150>" + "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1001,7 +1029,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 41, "metadata": { "slideshow": { "slide_type": "fragment" @@ -1010,12 +1038,14 @@ "outputs": [ { "data": { - "image/png": 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\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7f47b9743e50>" + "<Figure size 720x360 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1029,9 +1059,8 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 42, "metadata": { - "collapsed": true, "slideshow": { "slide_type": "skip" } @@ -1054,7 +1083,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 43, "metadata": { "slideshow": { "slide_type": "fragment" @@ -1063,12 +1092,14 @@ "outputs": [ { "data": { - "image/png": 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\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7f47b99269d0>" + "<Figure size 504x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1095,7 +1126,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 44, "metadata": { "slideshow": { "slide_type": "fragment" @@ -1104,12 +1135,14 @@ "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "<matplotlib.figure.Figure at 0x7f47b9930990>" + "<Figure size 504x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1139,7 +1172,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 45, "metadata": { "slideshow": { "slide_type": "fragment" @@ -1148,12 +1181,14 @@ "outputs": [ { "data": { - "image/png": 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aY9BJE2jtunVMLVmy8+0sXTqEaqR2jXQxiiRJo2bQSZI6zaCTJHWaQSdJ6jSDTpLUaQadJKnTDDpJUqcZdJKkTjPoJEmdZtBJkjrNS4BJu5BhXaNyzdq1TA2hnjVr1nD0ccfNmnqGweuAdo9BJ+1ChnWNypvPPnsI1cADmzbNqnqGweuAdo9Tl5KkTjPoJEmdZtBJkjrNoJMkdZpBJ0nqNFddjsmwlmW7hFmSts2gG5NhLct2CbMkbZtTl5KkTmst6JKcn2RDkhv6th2U5PIkP2l+H9hW/5IkQbsjuguAEzbb9nbgiqp6LHBF81ySpNa0FnRV9W3gzs02vxRY3jxeDpzUVv+SJMHoz9EdXFXrAZrfD9/agUlOT7IyycqNGzeOrEBJUrfM2sUoVbWsqhZX1eL58+ePuxxJ0i5q1EF3e5IFAM3vDSPuX5I0YUYddJcBpzWPTwO+NOL+JUkTps2vF1wEfBc4IsmtSd4AvBd4XpKfAM9rnkuS1JrWroxSVadsZddz2upTkqTNzdrFKJIkDYNBJ0nqNINOktRpBp0kqdMMOklSpxl0kqROM+gkSZ1m0EmSOs2gkyR1mkEnSeo0g06S1GkGnSSp0ww6SVKntXb3AkmaZGvWrOHo447b6XYWTk1x6YoVQ6hochl0ktSCBzZtYmrJkp1uZ+3SpUOoZrI5dSlJ6jSDTpLUaQadJKnTDDpJUqe5GEVSJwxrleOatWuZGkI9mj0MOkmdMKxVjjefffYQqtFs4tSlJKnTxjKiS7IWuAfYBDxYVYvHUYckqfvGOXX5rKq6Y4z9S5ImgFOXkqROG9eIroBvJCngE1W1bPMDkpwOnA5w2GGHjbg8abhOPvVU1q5bt9PtuCJQ2n7jCrpjq+q2JA8HLk9yc1V9u/+AJvyWASxevLjGUaQ0LGvXrXNFoDQmY5m6rKrbmt8bgC8Ax4yjDklS94086JLsk2S/6cfA84EbRl2HJGkyjGPq8mDgC0mm+19RVV8bQx2SpAkw8qCrqjXAk0bdryRpMvn1AklSp03UtS6HscTb5d2SRmkYF6teODXFpStWDKmiXc9EBd0wlni7vFvSKA3jYtVrly4dUjW7JqcuJUmdZtBJkjrNoJMkdZpBJ0nqtIlajCLtCFfrSj3Dujj5qFeBGnTSDFytK/UM6+Lko14F6tSlJKnTDDpJUqcZdJKkTjPoJEmd5mKUXdwwroMH3bwW3rBWiLliUru6Yf2d2FX/LRh0u7hhXAcPunktvGGtEHPFpHZ1w/o7sav+W3DqUpLUaQadJKnTDDpJUqcZdJKkTjPoJEmd5qpLzTp+LUDSMBl0mnX8WoCkYXLqUpLUaWMJuiQnJPlxkp8mefs4apAkTYaRB12S3YGPAi8AjgROSXLkqOuQJE2GcYzojgF+WlVrquoB4LPAS8dQhyRpAqSqRtth8nLghKp6Y/P8NcDvV9WbNzvudOD05ukRwI+H0P084I4htLOr8P12m++3+ybtPW/v+31UVc2f6aBxrLrMFrb9q7StqmXAsqF2nKysqsXDbHM28/12m++3+ybtPbf1fscxdXkrcGjf80OA28ZQhyRpAowj6L4PPDbJo5PsCbwSuGwMdUiSJsDIpy6r6sEkbwa+DuwOnF9VN46o+6FOhe4CfL/d5vvtvkl7z62835EvRpEkaZS8MookqdMMOklSp01E0CU5P8mGJDeMu5a2JTk0yZVJVie5Mclbx11T25LsleR7SX7UvOd3jrumUUiye5IfJvnKuGtpW5K1Sa5PsirJynHX07YkByS5JMnNzb/lp427prYkOaL57zr9c3eSs4baxySco0vyTOBe4DNV9YRx19OmJAuABVX1gyT7AdcCJ1XVTWMurTVJAuxTVfcmmQNcDby1qv73mEtrVZI/BhYD+1fVi8ddT5uSrAUWV9VEfHk6yXLgO1X1qWZ1+tyqumvcdbWtuUTkOnoXEfn5sNqdiBFdVX0buHPcdYxCVa2vqh80j+8BVkO3b8tWPfc2T+c0P53+P7gkhwAvAj417lo0XEn2B54JnAdQVQ9MQsg1ngP8bJghBxMSdJMqyULgKOCa8VbSvmYabxWwAbi8qrr+nv8X8DbgoXEXMiIFfCPJtc3lAbvsd4GNwKebqelPJdln3EWNyCuBi4bdqEHXUUn2BT4PnFVVd4+7nrZV1aaqWkTvSjvHJOnsFHWSFwMbquracdcyQsdW1dH07nryR83piK7aAzga+HhVHQXcB3T+dmbNFO2JwF8Pu22DroOa81SfBy6sqkvHXc8oNVM8VwEnjLmUNh0LnNict/os8OwkfzXektpVVbc1vzcAX6B3F5SuuhW4tW9W4hJ6wdd1LwB+UFW3D7thg65jmoUZ5wGrq+oD465nFJLMT3JA83hv4LnAzeOtqj1V9d+q6pCqWkhvquebVfXqMZfVmiT7NAuraKbwng90dgV1Vf0CuCXJEc2m5wCdXUzW5xRamLaE8dy9YOSSXAQcD8xLcivwjqo6b7xVteZY4DXA9c05K4BzquqrY6ypbQuA5c2Krd2Ai6uq80vuJ8jBwBd6/w/HHsCKqvraeEtq3VuAC5vpvDXA68dcT6uSzAWeB5zRSvuT8PUCSdLkcupSktRpBp0kqdMMOklSpxl0kqROM+gkSZ1m0EkjkuR1SR45wHEXJHn5oNuHUNc5fY8XTsJdPjRZDDppdF4HzBh0Y3DOzIdIuy6DTtoBzcjn5iTLk1zX3DtsbrPvyUm+1VyA+OtJFjQjscX0vgS8KsneSf40yfeT3JBkWXNVm0H7/1d9NNuvSvK+5v58/yfJM5rtc5Nc3NT6uSTXJFmc5L3A3k1NFzbN757kk829/b7RXG1G2mUZdNKOOwJYVlVPBO4GzmyuM/ph4OVV9WTgfOA9VXUJsBJ4VVUtqqpfAx+pqqc090jcGxjonnJb66PvkD2q6hjgLOAdzbYzgV82tb4LeDJAVb0d+HVT06uaYx8LfLSqHg/cBfzB9n800uwxEZcAk1pyS1X9XfP4r4D/DHwNeAJweTNA2x1Yv5XXPyvJ24C5wEHAjcCXB+j3iBn6mL6Q97XAwubxvwc+BFBVNyS5bhvt/0NVTV8+rr8NaZdk0Ek7bvPr5xUQ4Maqetq2XphkL+Bj9O6afUuSc4G9Bux3pj7ub35v4l/+jQ88Ldr3+uk2nLrULs2pS2nHHZZkOmxOAa4GfgzMn96eZE6SxzfH3APs1zyeDrU7mnsHbs9qym31sTVXA69ojj8S+Hd9+/5fMx0qdZJBJ+241cBpzTTgQfRulPkAvdB6X5IfAauApzfHXwAsbe4qcT/wSeB64IvA9wftdIY+tuZj9MLxOuC/AtcBv2r2LQOu61uMInWKdy+QdkCShcBXmoUks15zC6M5VfWbJIcDVwC/14Sm1Gmeo5Mmw1zgymaKMsCbDDlNCkd0kqRO8xydJKnTDDpJUqcZdJKkTjPoJEmdZtBJkjrt/wNX1UiUJRPH7wAAAABJRU5ErkJggg==\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7f47b9a347d0>" + "<Figure size 504x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1182,7 +1217,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 46, "metadata": { "slideshow": { "slide_type": "fragment" @@ -1191,9 +1226,9 @@ "outputs": [ { "data": { - "image/png": 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\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7f47b9a05890>" + "<Figure size 504x288 with 4 Axes>" ] }, "metadata": {}, @@ -1235,7 +1270,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 47, "metadata": { "slideshow": { "slide_type": "subslide" @@ -1244,9 +1279,9 @@ "outputs": [ { "data": { - "image/png": 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\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7f47b99ea290>" + "<Figure size 504x288 with 4 Axes>" ] }, "metadata": {}, @@ -1286,7 +1321,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 49, "metadata": { "slideshow": { "slide_type": "fragment" @@ -1297,20 +1332,19 @@ "name": "stdout", "output_type": "stream", "text": [ - "['setosa', 'versicolor', 'virginica']\n" + "['virginica', 'setosa', 'versicolor']\n" ] } ], "source": [ "species = list(set(flowers.species))\n", - "print species" + "print(species)" ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 50, "metadata": { - "collapsed": true, "slideshow": { "slide_type": "fragment" } @@ -1325,7 +1359,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 51, "metadata": { "slideshow": { "slide_type": "subslide" @@ -1334,12 +1368,14 @@ "outputs": [ { "data": { - "image/png": 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rgdUAixcv7mF0aiP/Jmi6bCnrgaqa1iSp3ZLMp5OQvaeqPjROkZuBE0fNn9As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\nmXiXRWo7k7Ie8KImaaaa7DqUxOuUNEA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\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7f47b9da0b50>" + "<Figure size 720x576 with 4 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1356,9 +1392,8 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 52, "metadata": { - "collapsed": true, "slideshow": { "slide_type": "skip" } @@ -1383,7 +1418,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 54, "metadata": { "slideshow": { "slide_type": "fragment" @@ -1392,9 +1427,9 @@ "outputs": [ { "data": { - "image/png": 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6XDCfeuopvPjii9i5cydisRgWLlyo/s7hcHQoXaX8XMgkbUVFBQCgqakJ5eXl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\nnToVW7duHZRGc8WKFdi8eTPq6uqg1Wrx4YcfwufzYc+ePRg1alShxcs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qa2vZY489dsh9I5EIu/HGG9nQoUMZAAaAud1uNn/+fLZ161ZlP7/fzy6//HI2ZcoUVltby84++2zGWNvyhKVLlzKTycQAsIqKCnbXXXexm2++WVm7J3PkkUd2aS3ijBkzWG1tbac/P/3pT5X9PvnkE7Zo0SJmNpsV24cPH56znOXNN99ktbW17PPPP8+5xvfff89qa2vZc889l7N9/fr17Mwzz2R1dXXs5JNPZm+99Rb7+c9/nrOMgzHG9u7dyy688EI2adIkVltbyy655BLGGGNPPfUUq62tZXv37s3Zf+PGjay2tpa98847B733t99+O+d+R40axaZMmcKuuOIK9o9//KPTtYKPP/44q62tZS0tLco5jjnmGGY0GhkAptPp2OjRo9nTTz+dc9zOnTvZeeedxyZOnMhqa2vZ9ddfzxhrWxpTW1urLEFpz5133slqa2tztk2ZMoVde+217Pbbb2clJSUMAKusrGR//vOfc5Ybyc9hypQpil3z589nH3/8MautrWUvvviisp+8pOe4445jI0aMYLW1tco6zHHjxrFbbrkl57xffPEFO+uss5ggCMq64Ntuu42l02lln1AoxGpra9lDDz3U4b6OPfZYduWVV3b8QAjNomOsFyZFCAJtQ2iBQACMMZSUlOSdkUYURYRCIXg8nryPVUsqlUIwGITD4SgoQOdgiKKIMWPGoK6uDi+++CLXc3c3oijC5/PB7XZ3iGDtLiRJgt/vh9vtzsl3uz9+vx9Wq7XTICs1JBIJRKNRlJSUUCBPkUOfLtFr6HQ6lJSUoLS0tCDBEwShIKHlgclkQnl5uWqxbGpqwrp165T8qoFAAJdddhm++uorLFy4kIepPYogCCgvL+8xsQTaok29Xu9BxRJom1flLZZAW5Sz1+slsewH0BwmQfQi4XAYCxYsgCAIcLlc8Pl8sFqtuOaaaw4aZEMQRM9DQ7IE0cu0tLTgs88+Q2trK1wuF2bOnNltCRgIgigcEkwNwhhDMBhEa2srgsEgotEogsEg/H4/WltbEQ6HlRJaqVQK6XQasVgM0WgU8XgcqVQKmUymwyJ+nU4HQRBgMBhgMplgNBphMBhgNBphNBphs9lQWloKl8sFp9MJt9sNu90Oj8cDt9sNi8UCi8UCu90Ot9vdI5VBeoNMJoNAIIBIJIJoNIpQKKQ823g8jkQigUgkopQfk39SqRSSySQSiQTS6TQymYzyI0kSJElSll/odDqMHz8eV155Zadr9nbv3o2PPvoIzc3NcLvdcLlccLlcyv8rKirgdrt7ZTiaB+FwGD6fD9FoVPmJxWIIh8MIh8PK85X/Lz/TRCKhlCBLpVI533GdTqd8t00mE6xWK5xOp/LT/vl5PB54PB7l/yUlJUXxfU4mk9i7dy/8fj98Ph8aGxuV728ikVC+q8lkUvlOy99V+d/2z1Sv18NoNMJkMinP1mw2w2AwwGq1wuFwwG63K+8G+VnKz9vr9aKqqqpoqrIUpWBedtll2LJlC6xWKzweD0pLSxUBkD/kkpISpfGUlpaitLQUdrv9kPMgXUWSJMTjcYTDYYRCIcRiMYRCIYRCIaUgbmNjI/bt24fW1lblb36/Hw0NDYdcC6bT6ZQXg/xysNvtsFqtMJvNSjFgnU4HnU4HxhgkSYIoishkMorQyg1FFt1AINDlQsRyA/F6vUrDKS0tRVlZmfIiqqiogNfrhd1uV15Y8ovKarVyf+GnUik0NzfD5/MpL1s5o5D84o1EIvD7/QiFQggGgwiHw8pLOxKJoKWlJa9izFarFVarVXmZWCwWpTMi/+j1euVHRpIkpNNplJaWoqamBmazGYFAABs3bkR9fT1SqdRBr2symVBRUYHy8nJUVFSguroalZWVqKyshM1mg8fjQVlZGUpKSlBWVgaPxwOHw8Ftro0xhmQyqXTWZNGTO3sNDQ3Yt2+f8u++ffvg8/mUz6IrmM1mJbDKYDDAYrHAbDYrL3H5Ow60PU/5u51KpZBIJJT2d6jMPwBgs9ngcDjgdDqVZ+r1elFaWgqbzYby8nKUlZUp33W3242SkhJFfHk8V8YYUqkUYrEYIpEIQqEQmpub4ff7ld/le5I70Q0NDWhubkZTU1OHfMb7IwgCbDYbzGaz8r5o33E2GAwQBAF6vV7p5MmdE/nZJpNJZDIZxONxRKPRLtU3lT/H9oJaWlqKyspK5R3s9Xpz3tnyc5bFl2eHRpKkgj6vohXMDRs2IJFIwOfzIRAIIBwOdyltmtFohNlshslkgs1mg81mUxrp/l8mURSVL1M6nVZeuLFYrEuLnwVBQEVFBSoqKhRB93g8qKqqQnV1NcrKyhQvz+12o7S0FCUlJXC5XDAYDN3iXUiSpPT0A4EAotEoAoGAUrxYjgiUhUZODyd7Y3LKuFAodMiGJAgC7Ha7IvjyS1H2ePV6vSL88pdbFMUc0ZdtSqVSiEQiXXoRy2LidrvhdrvhdDphs9mUxil/Jna7Xdkmv1zkH/nFarFYui3YI51OIxQKIRAIKC/KYDCIYDCIxsZGNDU1oampCS0tLYooNTU1KSn3OkOn0ymdFVl0jEaj8h2XBUiv10On0ykvzVQqhXg8rrzIZe/kUK8PvV6PiooK1NTUoKqqSll/WVNTA6/Xqzx3u90Om82mjG44HA44HA5uL0k5olr+3gYCAeW5yqkc5fdEOBxWnmtzczMCgcAhC5nLz9VutyvPVX6PtBci2Rb5O5xMJpFMJhGPx5VRja68kg0Gg/K+qKysVJ7tgAEDMGDAAKWjVFlZCbfbrbzHjEYj9/dGJpNR2mH75xoKhdDS0qJ4uXJHVRZ/+fmGQqGDfmdlrFarch8Oh0O5H/ldIX9nASijObLgp9Np5bkfffTReOKJJwq616IUzM5gjCEWiyEejysfXDAYVD5Uv9+v9JDl4U55+EIeBpKHKxhjyvBm+5eO3Mhlb89msynDQbKH5XK54HA4UF5eDq/X22eH1LpCLBZDU1OT8mzll317AYhEIsrLWB52k3/kTon8zAEoIioPD8lDQSaTCQ6HA6WlpYonIL94S0pKUF5ergwdFXM0oyRJyhCcPCwne9jtn788FCd39uTvuPys5R9ZPM1mc05nQf5+y991+Xf5e+71epWORzE8b0mSlBzCcodB9vACgYDSMY9Go8r3V+7IySM58qhF+++w2WxWMiDJIwAWi0V5d8jPUva45A5Fd4zO9BaMMWV0LR6P53ReZCdEfle3f4e3f1/IHTsZeWRNHlJu32k54ogjcOONNxZka9EK5ogRI3Dssccq2UYIgiAIorm5GYIgoLS0NO9j+37X7wCYTCb4fL7eNoMgCILQELNmzcIFF1xQ0LFFK5hWq7VLE/0EQRBE/0GNNhStYJpMpi5FbxEEQRD9BzXaULSCKUeyEgRBEISMGm0oasEs0ngmgiAIokDUaEPRCqYcEk8QBEEQMmq0oWiTr0uSxC1rT2+QyWTQ0tKCPXv2oKmpCXv27EEsFsPMmTMxbtw46gwQBEEUgBpt6LuKcgi05mG+9dZb2L17t5InNhaLIRyJwB8KIRyJIBAKYe/evWhqakIsEkE0GITJ4YDJ44HObkfG4YCo00F38824YflyXLt8eW/fEkEQRJ+DPMxOEEVRSUWlBS697DJs+/JL2CdPRspoREYQwAwGwGQCjEbAbAbGjAGmTGn7v82GhCCgQ4K9jz7Cd99/3xu3QBAE0edRow1FK5jJZFJTGfIffOABzL/wQgRPOUXdiQQBiUMk5SYIgiA6R402FG3QTyKR6Jbq6oXidDrBeKwLNRoRDIXUn4cgCKIfokYbilYw0+m0purb2e12MB6eodGI6CEqJxAEQRCdo0YbilYwU6kUTCZTb5uhYDKZIGUyPE6EEHmYBEEQBaFGG4pWMLXmYRqNRrAu1OM8JAYDEpTyjyAIoiDIw+yEeDwOq9Xa22YoWK1WiDyGZE0mRLtYrZ4gCILIRY02FKVgykV0PR5Pb5uiYDQa+QzJGgyUVJ4gCKIA1GpDUQpmJBIBYwxut7u3TVEwmUyQeAzJms2IhMPqz0MQBNHPUKsNRSmYgUAAADQlmEajESIPD9NoRCrRIZ0BQRAEcQjUakNRCmZLSwsAwOv19rIlP6DT6QAe1VOMRqRoSJYgCCJv1GpDUQqm3+8HoEHB5IEgIE2CSRAEkTdqtaEoBVPuRZSWlvayJT/ArTanIPCZCyUIguhnqNWGHhPMb775BkuXLsWUKVMwZswYnHTSSXjiiSc6VL7et28fli1bhrFjx+Lkk0/Ge++9l/e15HHqkpISLrbzQBRF6PR8HjcVxiYIgsgftdrQY8nXGxoaYDQaccEFF8DhcGDDhg04//zz0djYiN/85jcAgFgshunTp6Oqqgp/+MMf8P7772P27Nl47bXXcMIJJ3T5WrFs6ji73d4t91II6XQaekGAat9QQyXLCIIg+hJqtaHHBHP69OmYPn268vuiRYvg9/vx2GOPKYL57LPP4vvvv8eGDRvg8XhwyimnoL6+HrfeemtegtnY2Aij0QiXy8X9PgolmUxCMBrVCyZ5lwRBEAWhVht6tbxXKBTCgAEDlN/fe+89zJw5M2dR6bx583DBBRd0yP+3detWbNu2DXq9HmazGR6PBzabDWPGjEFjYyMqKiqg5zQEyoN0Og19gVW+c2CM29AuQRBEf0KtNvS4YD744INoaGjAZ599hvr6ejz33HPK37Zs2YLx48fn7D948GAkEgl88803qKurU7avWbMGK1asyNlXp9MhHo+joaEBVVVV3Xof+RKJRGDgUW5MRbVwgiCI/oxabehxV2XHjh3YvHkzNm/eDIfDkRP0E4vF4HA4cvaXf4/tV9JK7CRS1Ol0wmw2o6mpCdXV1d1gfeGEw2HoeQimJEFfYLVwgiCI/oxabehxD/OOO+4AAGQyGZxzzjk444wzsH37duh0Ojgcjg6lq+Tf9xfSuro6zJ8/H6IoIplMwu/3K2trmpubMW7cuB64m64TCoWgK7DKdw6ZDEwaKoxNEATRV1CrDb02h2kwGLBw4UI8++yzaG1tRVlZGSZMmIBt27bl7FdfXw+Hw4Fhw4blbF+yZAmWLFnS4byMMTQ1NaGioqJb7c+XSCQC8KjPKYow8JgLJQiC6Efw0IYeG5LtbAj1ww8/RFlZmZLX77jjjsOHH36IhoYGZZ+1a9dixowZELo4DBkMBpFKpTQnmIFAABIPD1MUIWiozidBEERfgIc29JircsUVV6CpqQnjx4+HJEn4z3/+g5deegn33HOPUszzrLPOwu23345Zs2bhiiuuwAcffIC3334b77//fpev09TUBACorKzslvsolFAohAwPoRNFTRXGJgiC6Avw0IYeE8xzzz0Xzz77LD788EOk02mMHj0aH3zwAaZNm6bsYzQa8d577+H+++/HunXrMHDgQGzevBkjRozo8nXkOU8tVSoB2no3aU6CaSDBJAiCyAse2tBjgjlx4kRMnDjxkPvZ7XYsX74cy5cvL+g6wWAQgPYEs9XnQ4bHHGYqpakMRgRBEH0BHtpQdCvg5V6E0+nsZUtyafb7AR5zmImEpnLkEgRB9AV4aEPRCqaW0uIBgD8Q4COYyaTmvGeCIAitw0Mbik4wZbe7fXo9LdDU0gJYrepPFI+joqxM/XkIgiD6ETy0oWgFU2seZiAQAHgkHIhGMUBjEcAEQRBah4c2FJ1gRiIRmEwmzS29iITDXIZkDek0vBoqjE0QBNEX4KENRSeY6XRac2IJALFolEumH3MyiTIakiUIgsgLHtpQdIKZTCZh0WCu1UgoxGVIVp/JdMirSxAEQRwcHtpQdIIZjUZhs9l624wcEokE0skkl6AffTKpuflZgiAIrcNDG4pOMBOJhOY8TJ/PB5PdDnCoY8lCIdTU1HCwiiAIov/AQxuKUjCtPJZvcKS5uRlGTl5hKhxGeXk5l3MRBEH0F3hoQ9EJZiwW05xgRqNR6HikxctkkI5GNZdYniAIQuvw0IaiE0wtRskGg0E+tTATCVgdDuj1RfexEQRBdCsUJXsAtCYoDQ0NyPCIbI1EUKqxOp8EQRB9BbXaoC1l4QBjrLdN6EA4HEbGwKEwTDRKSQsIgiAKgIc2FJ1gapFIJIK0IPA4EQatrA4QAAAgAElEQVQMGKD+PARBEETeFJ1g6nQ6SJLU22bkEI5EIPHwMONxVFGELEEQRN7w0IaiE0y9Xq85wdzb2AjwSKaQSqGEkhYQBEHkDQ9tIMHsAXycamEaUimUeb0cLCIIguhfkGB2gsFgQCaT6W0zcuBVC9OQycBut3OwiCAIon/BQxs4TKx1DUmSsHHjRnzyySfIZDIYPXo0Zs+eDV27dHHfffcdNm/e3OHYE088EUIXg2a0KJjBQAAYMUL1eYyplOYKYxMEQfQF+pRg/vSnP8ULL7yAiRMnwmq14je/+Q0mTpyI1157TUkm/uabb+KCCy7AoEGDco7dunVrlzM0aFEww+Ewn0olqRTcbjcHiwiCIPoXfU4w77//fpRm1xF++eWXOProo/Hwww/jqquuUvYbMGAAdu3aVfB1jEYj0um0WnO5kk4mAR7LSpJJEkyCIIgC4KENPSaYp556as7vo0ePxrhx47Bp06aCzrd161Zs27YNer0eZrMZHo8HRx11FCwWCxKJBA+TuZHJZPgIpijCzCF4iCAIor/BQxt6TDD3x+fz4YsvvsDChQtztre0tGDatGlIJpOYPn06fv3rX2NEJ/N/a9aswYoVK3K2bd++HWazGclksjtNz5t0KsVFMFkmo7k8uQRBEH0BHtrQK4IpSRIuuOACVFVV4cILL1S2V1ZWYtmyZTjiiCPg8/nwyCOPYNWqVfj00087iKYoih3Om0qlYDKZkEqluv0e8iGTTgMcEhdIqZTmimMTBEH0BXhoQ48LJmMMl1xyCT788EO89957Ocsk5s6di7lz5yq//+IXv8CYMWNwzz334L777ss5T11dHebPnw9RFJFMJuH3+yFJEmw2G+LxeI/dT1cQMxmAQ0J4KZ0mwSQIgigAHtrQo4LJGMPll1+O559/Hv/61786HWptj8PhwIwZM7Bx48YOf1uyZAmWLFnSYbv8UCRJ0kzVEpHTHKaUTtMcJkEQRAHw0IYeUxTGGK6++mo8+eSTePPNNzFmzJguHbN9+/a8Eo7LHpiWAn+YJAHt1psWSiaZJA+TIAiiAHhoQ495mDfddBPuvPNO3HHHHQgGg3j33XcBAKWlpRg7diwA4N5778XRRx+NESNGoLW1Fffccw8++eQT/O53v+vydZxOJ4C2tY+aEhcO3q5IHiZBEERB8NCGHhPM9evXo6ysDLfddlvO9uOPPx7/+7//CwD4+OOPcfXVVysTs2PHjsXq1avx4x//uMvXcWQLNUciEVRWVnKyngOSpFo0mSR1OeMRQRAE8QM8tKHHBPPVV1895D5PP/00Hn/8cTQ1NcFisShJDvLBks2oo6XAH51ez62wtY7D0C5BEER/g4c29No6zANhMBhQU1NT8PFyCj0tCaZeECBKEpfAHxJMgiCI/OGhDdoII+WIFgVTMBjahmQ5oLXSZQRBEH0BEsxOkNd1RqPRXrbkB4wmE8AjITyHiuEEQRD9ER7aUHSCKVc+CYfDvWzJD/ASTB0JJkEQREHw0IaiE0wtepg2ux3gkN9WLwidpgQkCIIgDg55mJ0ghw5rSTBdbjcXwdTp9Zqr9UkQBNEX4KENRSeYHo8Her0eTU1NvW2KgtliATjU6NRrsDg2QRBEX4CHNhSdYBoMBpSVlWlKMG1WK5c5TL0gkGASBEEUAA9tKDrBBNpcby0F/TidToBDyTG9IGiu1idBEERfQa02FKVg2u12Tc1helwuPoJpMmkqqTxBEERfQq02FK1gxmKx3jZDodzrBTgInU4QNFccmyAIoq+gVhuKUjCdTqemhmQHVFVB4JB5SGcwkGASBEEUiFptKErBdLvdCAaDvW2GgtPphJFH4gKTCZFIhINFBEEQ/Q+12lCUgulyuTQnmAKHZSUwGDSVI5cgCKIvoVYbilIwS0pKEAgEetsMBbfbDYHDUCozmTQVzEQQBNGXUKsNRSmYDocDsVhMM3lXHQ4HdBwEUzKZEAqFOFhEEATR/1CrDUUpmHKhUK0swfB4PFyiZEVBoCFZgiCIAlGrDUUpmFrLJ+tyuSByEDoSTIIgiMJRqw1FKZherxcA0Nzc3MuWtFFWVoYUh2UuJJgEQRCFo1YbelwwE4nEISddGWPw+XxIFxhZKj8Uv99f0PG8KSkpARNF1dl+REHQVEIGgiCIvoRabegxwVy3bh0mTZoEu92OkpISlJeXY+XKlR3qO7777rsYP348vF4vysrKcOutt+Y9QSu73VpZs6jT6WB3uQC13qHZjFYNRf8SBEH0JdRqQ48J5ubNm3HmmWdi06ZN2LNnD26++Wb89re/xV//+ldlnz179mDu3LmYNWsWIpEI1qxZg9tuuw1/+ctf8rqW0+kEoK6yNm/KKysBtfaYTAhQlCxBEERBqNWGLgvmo48+ij//+c+d/u2UU07BF198cdDjr7/+elx77bUYM2YMampq8Ktf/Qpz587F2rVrlX2effZZmM1m3H777bDb7TjxxBNx/vnn4+GHH+6qmQCA0tJSAEBLS0tex3UnAwYMANSKndGIkIY6AQRBEH0Jtdpg6OqOra2tBxz33bp1a0F1GmOxWNuSiywffvghZs6cCYPhB7Nmz56N+++/H6FQCC6XK+ea27Ztg16vh9lshsfjgc1mw2GHHYby8nIA2gn6AYAhAwcCDQ3qTmI2w9/YyMcggiCIfoZabTikYH711VdobGxEfX09wuEw3nvvPeVvkiRh586d2LNnDwYOHJjXhd944w3885//xFtvvaVs++abbzB16tSc/SoqKiBJEnbv3o2xY8cq29esWYMVK1Z0OO9RRx2FTz/9FA6HAz6fLy+buhNvSQmwa5e6kzidaPj8cy72EARB9DdMJpMqbTikYN5666144oknlN+ffvrpnL+XlpbixhtvVKKPusLmzZuxaNEiXHfddZgzZ46yPZPJwGw25+wr/75/xOz+wUIy8mSuw+HQTNAPAAyorobpo4+gKk7WYkFYQzlyCYIg+hpqtOGQgrlq1So8/PDDuO+++xAIBHD99dcrf9PpdDAajXldcOvWrZgzZw5+9rOf4Xe/+13O37xebwfll38vKyvL2V5XV4f58+dDFEUkk0n4/X5EIhHo9W3TsiaTSVOlsMrKymBMpdQJpsmEBK3DJAiCKBg12nBIwZTnE6+88sqCLtCer776CrNnz8bpp5+Ou+++GzqdLufvxxxzDP7xj3/kbNu0aROqqqowaNCgnO1LlizBkiVLDngti8WimdR4QFvhUtUVS4xGJEkwCYIgCkaNNnQ56AcAQqEQXn75ZXz77bcdhkiXLl2KmpqaAx779ddfY9asWTjppJPw4IMPKp5ge0455RTcfvvt+PjjjzFlyhQkEgk88cQTOPnkkzuI66HQmmBarVbo1NbENBqRSaUgSVKnz48gCII4OD0imLt27cLkyZORSqUwYsQImEymnL8vXLjwoIK5YsUKNDQ04J///CeGDRumbB8+fLjiVR533HG46KKLMGvWLCxYsACffPIJdDpdh6HbrqC1IVmLxQIcYN61y+j1MFosCIfDcLvdfAwjCILoR3TrkKzMX//6VwwfPhxvvvkmbDZb3he66qqrOh1ClTMvAG1zog8++CDOP/98/Otf/8Kpp56Ks88+O+95UqBtKLmQpS7dhcPhUJ0aDwAMFgtCoRAJJkEQRAGo0YYuC2ZLSwtOOOGEgsQSACZMmIAJEyZ0ad9jjjkGxxxzTEHXkREE4YCRtL2B2WwGUzuHCUCw2RAIBDrM6RIEQRCHRo02dHkibO7cuXj//ffBGCvoQj2NIAiaKSANtM1hShwEU2+xIEhLSwiCIApCjTZ02cMcOXIkYrEY5s6di9NPP73DkOAJJ5ygpB0iOmK32yHxmFM1GqliCUEQRC/QZcF86623sGPHDgDA+vXrO/27lgRTkqScFHu9jclkgsRhTpUZjVQTkyAIokDUaEOXj7rkkktwySWXFHSR3kAUxQ5Zg3oTo9HIRTAlo5GGZAmCIApEjTYU7WI+URQhCEJvm6FgMBggcQhCSlgsaKQE7ARBEAWhRhu67GG+++67ePXVVw/490svvTTvBOzdidYW9xuNRi6CmTEYNJUjlyAIoi+hRhu6LJhNTU34vF2lDMYYGhsbsWnTJkyZMgVLly4tyIDuIp1OF7R+s7vg5WHCbIaPhmQJgiAKQo02dFkwzz77bJx99tkdtr/++uu44YYbMHjw4IIM6C60Jph6vR7gsSTHbEaLhsqWEQRB9CXUaIPqMcuTTjoJBoMhp66lFshkMpoSTG7Y7di7b19vW0EQBNEnUaMNqgVTkiQEg0HNzavF4/G2/K0aQZIkIM8E8p1itaKlpUX9eQiCIPoharShy0OymzdvxoYNG3K2RaNRvP766/j2228xffr0ggzoLuLxOKxWa2+boSCKIvR6PVTnHqJMPwRBEAWjRhu6LJgfffQRbr311pxtNpsNo0aNwltvvYUBAwYUZEB3kUqlOlRU6U1SqRT0BoN6wTQYkEomeZhEEEWBJEkIh8MIBoMIBAIIBoOIx+OIx+MIBoPYt28fIpEIfMEgWnw+7N23Dy2trQgFAjAYDLj4l7/Ery6+mAoa9BPUaEOXBfOiiy7CRRddVNBFehrGGKLRaE4llN5GFkzVGAxIa6hsGUH0FsNHj8bOHTsgiiJMVisM2R+dxQKYTGAGAySTCQmLBRlBAMzmtp+yMmDwYMBiARIJ3Pzss3jk8cfx9Zdf9vYtEd2MWm0o6A3e1NQEv9+PmpoaOJ3Ogi7cncTjcYiiqCnbMpkM9DwSKZCHSRAAgL179kBctgxwOJDS61FoNzLu9aLhoYe42kZoE7XakFfQzxtvvIGJEyeisrISo0aNgtfrxdy5c/H1118XdPHuIhQKAQBcLlcvW/IDyWQSeh5Ru4KADIeqJwTR17E5HEAmA6hNUEJtqt+gVhu6/E37+uuvceqpp6Kurg6vv/46NmzYgGeeeQZ+vx8nnXSSpmpPBgIBAIDH4+llS34gnU7z8TAFAaKGCmMTRG/hdLuBREL9iahN9RvUakOXh2RXr16NefPm4cknn4Quuzxi4sSJOOWUUzBq1Ci8/fbb+PGPf1yQEbyRo0i1NImfSqWg4yGYOh2Yhup8EkRvUV1VhZ3hsPoTUZvqN6jVhi57mHv37sWECRMUsZSx2WwYOXIk9u7dW5AB3YHsdmtJMKPRKHQ8onb1ej4p9giij1Pi8QA85vOpTfUb1GpDlwXz6KOPxvPPP49oNJqz/auvvsLHH3+MiRMnFmRAdyDbaLfbe9mSH4hGo9DxKDfGI/kBQRQBTocD4DH3SG2q36BWG7o8JHvOOefgjjvuwPDhw3HGGWegrKwMO3fuxNq1a3HiiSdi7NixBz0+nU5j06ZN2LBhA+rr6zF9+nTMmzcvZ59PPvkEa9eu7XDsLbfckte6mdbWVgBASUlJl4/pbmKxGMAj6IdHPlqCKAI8LhfQ1KT+RNSm+g1qtaHLgulyubB+/Xo88MADeP311+Hz+TB06FDcddddOP/88w95/HvvvYfjjz8etbW12LdvH1KpVAfB3Lx5M+677z6cddZZOdtZnl/opmwjqqyszOu47iSRSIDxmMNkDDoNlS0jiN7Cy2tIltpUv0GtNuS1DrOsrAw33HADbrjhhrwvNHnyZPh8PpSUlGDChAkH3M/r9eLxxx/P+/ztCQQCMJvNmkqNF41GIXHyMLVU55MgegubzQZBFKF69pHaVL9BrTZ0WTDr6+vx4osv4sorr8wJ/PH5fLjvvvtw3XXXwXCQTDb5LBRNJBLIZDIHzcawdetWbNu2DXq9HmazGR6PBzabDWPGjEEoFNLUGkygbSggzWMOU5KoN0wQ4CiY1Kb6DWq1ocuC+dRTT+Hbb7/tECVbUlKCJ598ErNmzcKMGTMKNkRmz549cDgcEEUR48aNwzXXXIMlS5Z02G/NmjVYsWJFh+0tLS1oaWlBaWmpalt4Eg6HkaYhWYLghsVigcAjupXaVL9BrTZ0+VtSX1+PUaNGddiu0+lQV1fHJdvPuHHj8H//93/YuXMnPv/8c0ycOBE/+clP8M4773TY90CJEjweD3w+H7xer2p7eNLq80Hi4WGKIgzFWOeTIPLEZrNB4LF+ktpUv0GtNnTZw/R6vdixY0eH7Ywx7Nixg0tWnfZLUwYNGoRHHnkEn3/+OR566CHMmjUrZ9+6ujrMnz8foigimUzC7/cjlUpBEAREo1HtDckGAm2Jn9UiSRB4JHEniD6Oy+WCnkchAmpT/Qa12tDlb8nChQsxY8YMzJ07F/PmzYNOp0M6ncbKlSuxd+/ebsnyI3uvO3fu7PC3JUuWdDpUCwCRSAQ1NTXc7VHD7j17AB6p+kTxoHPFBNFfsNvt0PEQTGpT/Qa12tDlb8nkyZNx2WWXYf78+aipqUFFRQV27dqFeDyOJ598sluSBMRiMXz00Ud5i3Fra6vm5jBbWlqA6mr1J0qnYdZQ9C9B9BZWq7Ut+bpaqE31G9RqQ5cFU6fT4U9/+hMuuOAC/P3vf0dLSwtqa2txxhlnoLy8/JDHJxIJ/PGPfwQANDQ04OOPP8bNN9+MyspKpc7mueeei7q6OowYMQKtra14+OGHsW/fPixbtiyvmwoEApoTzFgsBvBIjZfJaKowNkH0Fna7HYyHh0ltqt+gVhvyHocYMWIEli9fnveFRFHEpk2bAADTp08HAGzatAlDhgxR9hk3bhxeeeUVrFq1ChaLBcceeyxWr16N0aNHd/k66XQaiURCU7UwASAaDvOZw8xkYOZxHoLIk6amJoweOxb+bLaU9vlXdToddHo99IIAnV4Pg9EIQRBgMBphtlphMplgMptRXVWFX//ylzjzzDNVi5TZbAbj4WFSm+oX8NCGHhu4t9vtnaa9a8+VV16JK6+8UtV1tFipBADCgQDAY9gnmYRLY/dG9A/+dMcdiBx+OKTsiBB0urZalJIExhgYY5AYAyQJaVEEJAkQxbZ8r6IIZDL4xu/HZ//zP/i/N97AU6tXq7LHZDLxEUxqU/0CHtpQdDPdWky8zhhDIhbj42GmUnBo6N6I/sNDjzyC5E9/Cuy/njifNYwDBiCaTiPOoY6lxWKBxCP5OrWpfgEPbSi61bqJbEO0WCy9bMkPxGKxtrB1HokLEgmUaWyNKdE/EDMZgEe7SiZRyiFi3Gw2Q+LhYVKb6hfw0AYSzB6goaEBZh5LSgBuLxuCyBeT2cwnKjWRQFVZmerTCILAp44ltal+AQlmJ2hxDtPv98Ngs/E5GaeXDUHki9FkapuLVIkhk+ESlGc0GsF4CCa1qX4BD20oOsEMBAIAwCXzEC9CoRCfoSzwe9kQRL6YTCYuHqbhEIUVunweg4GLh0ltqn/AQxuKTjC1GPTT1NQEidPCaF4vG4LIF5fHA3AI1jHF41xq1QqCAMYhlyy1qf4BBf10gux2a8nDjEQiEDkld+b1siGIfCnzeoFYTPV5dIkEl+IIer0eEgfBpDbVP+ChDUUnmOFwGEB+9Te7m2g0igynXJW8XjYEkS81VVVAtpeuBpZIcOnQ6vV6gDHV56E21T/goQ1FJ5ihUAh6vR42XkE2HGhqbkaKU+otXi8bgsiXstJSIJlUfR6JUyau/WvzFgq1qf4BD20oOsH0+XzweDxtvU+N4A8G+SQtAL+XDUHkS6nbrUowlx1zDPZddRW+3LABhx12GEfL1EFtqn/AQxuKLtNPLBbTlHcJZAWTk4eZCARovoXoFRwOBwyiiELiZM2CgGunTUOlwwFwCrBhHIZjAWpT/QUe2lB0gplOp2HUWPX0SDQK8LBJkiCmUpqKACa0j9/vx+Tp09vWAxuNSiJ0t9sNu82G8rIylHo8qPR64XK5YLfbUVlZCa/XC4/Hg+rqalRVVaGqqgqWRAKRAmz4xYQJqHY6VdvidDpRWVkJp9MJURSh0+uhSjY5talIJILZJ52E5pYWGAwGuPK8H7vdrqlRsWKEhzaQYPYA/mAQqKpSf6J0GkaLhdvcDdE/uOvuu/G9xYLEwoVtiQeyidCRSLQlRo/HgUAA2LYNhkwGhkwGpngcukQCLJHA8dOm4W9PPw232w19geW0LjvmGC62SIkErDodmhoakEwmIRiNBXm8Cpza1EMPP4wtgQDixx3XlnQ+j/tJBALIpFIwGI2YMGkS1n/wgSpbiM4hweyETCajuerpwWAQaFfGrGASCVjJuyTy5IGHHkJiwQKgpOSQ+2ayP+1XW/qGDgXQVrBZV2DigrLsUJhaWwDAmR3SjUajMFgs6gSTU5u698EHEZ827aBF4g90PwAASUJmzx40k1h2Gzy0oejGALToYUbCYT5zmLEYSij8nciTWDQKqAhqiWa9SqvVChToYZqyhQfU2gIAluxLL5lMQq+2c8ypTQX9fkBNpG22TJqdEih0G+RhdkIqldJc9fRkMgmobNjHDR2K4ydOhGfCBE5WEf2FTDqtqlJOMBsZ63a7wQrM9GPIzs+ptQUAbNmXXjweh6C2radSXESKx30hkYBHQzmwiw0e2lB0gqnFIdlkPK7aw7xl1ixMHzyYk0VEf4JJUn41K/cjkBVJj8eDTDxe0DmE7PXV2gL84GHGYjHo1AomJ5ESRVH1fSGZJMHsRnhog7aUhQOiKELgUXeSI4l4XFWU7PDSUkwfPBiMMfzlL3+Bz+eDyWSiiDuiS0iiCKgIaglmBdPtdhcumNnrq7UFAIzZ9p1Op6FT29Y5iRQXDzOTgY2GZLsNHtpQdILJGNOcWIiZjKrGtGTsWADARx99hKtvvBGJ0aMhSNJBI+5MFgusdjtKvF7Y7HaUeDxwu1z4+IMPcM0112D51Vfzuj1C4zBJUiVSSVFEWhThdDqRTiTaokDzbGM5HqZKwXRkvcpEIqEZkeLhOSOTgY1TkQaiIzy0occFM5lMYteuXbDZbBg0aFCn+zQ0NODjjz/GwIEDMWnSpLyvobVlF6LK3ueAbJDEs88/j+SRR4LNnHnIiLtUOo1UMolgNNoWqJFItGVpMZuxc+fOgm0h+h6MMdUiFU2n4bFYYDAakU6nC85cxcMWd/bawWBQfdk8TiLFw3NGOq1EABPdg1pt6DFXbN++fZg4cSKcTidGjRqFZcuWdbrfnXfeidraWqxcuRLHH388TjzxRCVpblfhlQGEF2obU2m2Qe9tbITUlQhDvb7theZytYW5DxkCjBwJHHkk9IcfjkEDBhRsC9FHUdmzjqXTAACz1dq2vrAXbfFkRTIUCqmvAsRJpHh4zvpEAtUVFaptIQ6MWm3oMcEUBAGLFi3Ca6+9hhNOOKHTfT777DNcddVVePzxx7FhwwZ89dVX2L59O1asWJHXtbQmmGp71fIQVHNLC6CyN2zMZChTUH9EZRmscDZS1mKzFbS0RGrfJlXa4sx6mH6/HxmVOZp5iRQPz5naZvfTZwSzvLwcy5cvx5w5cw74pXjxxRdx+OGH46yzzgIAVFVV4bzzzsOLL77Y5esIgtAWsaY1VDQmZ1Ywo7GY6hR7hnQaLpdL1TmIvoVeEFSXwWrJ1sF0ut0FFZEWsyLJwxZ5SDYajSKjcg6Tq0ipnR+jttmt8NAGTQX9/Pvf/8YxxxyTM858zDHHYMWKFdi3bx+q2qWX27p1K7Zt2wa9Xg+z2QyPx4PJkyfDYDAUnWDKHiaPORshnYabQtf7FTqdrs2rUyEujdk6mNVVVdiZ5xQJAGQkCUZB4GKLKyuYrT4fMmrX1fEUKZWBP9Q2uxce2qApwWxoaMDIkSNztsmFXRsaGnIEc82aNR2GakOhEEwmU1uiAK2hYsjGnF07lOKQAEFHydv7HYLR2PaiUDE6IQ/Jlng8BZX4SokirEYjF1vc2U6jPxRSvb6Zl0jpBSF32LkAqG12Lzy0QVPrL/R6fYcxZkkeytmv59ZZTyEej8NqtSJe4FqxbkVFY7LKgplKcckmUlpaqu4cRJ/CYDS2JTlXQSybQ9bpcBQU9JPIHs/DlqqsqDQ0NgIqyzXxEinFc1YDtc1uhYc2aMrDHDhwIFpaWnK2yb8P2C+ys66uDvPnz4coikgmk/D7/Uhlv/zR7PCRVtDpdKomm5XcmSoTIACAGI/TsE8/w2Q2K4JXKLKH6XG5gKamvI+XBZOHLeVZgdvT0ACMGKHqXLxEiofnTG2ze+GhDZoSzB/96Ed48MEHwRhT5jE/+OADjBw5EmVlZTn7LlmyBEuWLOlwDpvNpjkPUy8IbUEPBXqHPPNwMlHUXK5donsxmkyqvbpINjLWq2JIlpctVdllIL7WVtUeJi+RMhiNyj0WCrXN7oWHNvTokOz333+P7777DrFYDLFYDN999x2+//575e9nnXUWGhoacN9994Exhm3btmH16tVYtGhRl69hNBrbhi41hGA0qhqukSs98MhXyURRc9VciO7FZDK11ZxUQTx7vM1mg1CAMESzw7g8bJHXJfuamwGVayh5iZTJbFZ9X9Q2uxce2tCjHuYRRxzRFumZZfDgwXC5XMq2UaNG4bHHHsOVV16J3//+92htbcXixYtx3XXXdfkaJpNJe4IpCKp61Tw9TEmDyemJ7sXl8WBPgVVGZOJZwZMFM99vsy/bs1dri9NkgsNkgiRJiEciqqPGeYkUD8+Z2mb3wkMbevTTae9NHohzzjkHCxYswJYtW1BTU4PBeVbokB9K+2Hd3kZQGejAs9IDkyTqxfYzyrxeILuOslDkOUiLxVKQhymv41RrS0V2/rKxsREmhwNxlQLDS6R4eM7UNrsXHtrQo4Lp6OLwicPhwJQpUwq6htlsBmMMmUxGM18+s9mMiIrGxLPSg6jBAttE91JTVQW0G9kphGh7D7OA6QVZMNXaUpNNDdnc3AyjwwG10Qq8RIqHF09ts3vhoQ2aWlbCA2e2QYVCoV625AdMFouq3ifPSg9SJkOBBf2MstLSggJ12hPKHu9yuaAvYFhLPl6tLWXZIJ+9e/dCx6OOJQFtA5cAACAASURBVCeR4uHFU9vsXnhoQ9EJppzowO/397IlP2BRKZgyPPJVMsY0Vy+U6F5K3W7VgiknX7fb7dAVIJhylK1aW2xZcQuFQpA4iAsvkaqpqgJULlmgttm98NCGohPMkpISAIDP5+tlS37AU1IC8FrqwmEOU2v1QonuxeFwwKA2cUFWMK1Wa0Gdv2BWJNXaUpKNkI1EIpA4zD3yEikeXjy1ze6FhzYU3acjr6kKqpyz4YndZlNVEolnpQegY9YkoripqqqCReX8WnsPkxXgYTZlvS+1tshLSlpaWpBUWakE4CdSPLx4gNpmd8JDG4ru05HTXGkp249VZQ1BnpUeiP6H2+0uaN6xPfKifLPZDFaAhylnClJrizcrmDwSr8vwECkeXjzRvfDQhqITTC16mOVeb0ElkWQyWcHkkq8S2qsXSnQvVqsVOpVz6Ek5tZ3JVJBgyokP1NoiB/18v2+f6iw/POHhxQPUNrsT8jA7QZ7Y3T8nbW8yuKZGVUCA3LtXu55TRuIgukTfwWq1FlT0uT3t12FKBYyWRLPXV2uLXNqrubVVdTF1GR4ixcOLB6htdic8tKHoBNPtdsNisaChoaG3TVEoLSmBQUVj4lnpQa/VAttEt+F2u8FUej/yKIfZbIakIuhHrS2ebGafQDAIcJjDBPiIFA8vntpm98JDG4pOMHU6Haqrq7Fv377eNkXBZrPBoKJRtq/0oHZ5it5gQIbDEhei7+DxeJBRGaUtC6YgCG0JNPIkkBVJtba4syIZ8PtVp8UD+IkUDy+e2mb3wkMbik4wgbbw4UAg0NtmKNjtdggqgn54VnoQjEbNVXMhuhe3261aMNNZwTQajWAFfAeDWcFUa4tc6i4aiaguHg3wEykeXrxgNCKt4j1BHBq12lCUgtk+obsWKC8vh0FFY+JZ6UEwmRBTmZGE6Fs4nU6kEwlVAWNypLbBYCjIw0yKItKiqNoWuXJPJpNRX0wd/DqQPLx4j9dL9TC7GbXaUJSp8V0uF3bv3t3bZig4nU5Va7R4VXoAAMFs1tSSG6L70ev1MMjeS4HzfmI2MEYQhLYUjQUQTafhsVhU2SILZjqV4iOY2Q6kHBBSKDy8+JGjRuGrr75CPB6HzWaD0WhUfgwGA0wmE4xGIwRBgCAISgJxxpiSIzWTyeDwww/HZ599hpqaGlX2FCNqtaEoBdPr9eKTTz7pbTMU1K7D5FXpAQB0RiOSHBZYE30Ls9WqSjDl5Bl6vb7gIJlYVjDV2GLk7WFy6kDmeM4FrOucfdhhOLW8HMcddxz27dsHR1UVmCiCiSKk7L9iOt32f0nq2GnR6aDX69uGmJNJ+P1+EsxOUKsNRSmYVVVVaGpq0kyJL4fDAUlFQACvSg8AAL1ec/VCie7HYrMp+VwLgbUTzEKTZ4STScDpVGWLWRZMDrVhAX4dSLVefKXdjit+/nMMqarC+TffjNCCBXmfQ8r+uB59lIKHDoBabSjKOczKykqIoojW1tbeNgVAdn5DhWfIq9IDAOgEgQSzH+J0u1Ulz5AlUk0HVO74qbHFnA36SSeTAI9iyxw7kGYVI0nKcplAAKLaYCbqFB8QtdpQtIIJtNXM0wJOp1PV/AavSg8AAIOBGlM/pLqqCgiHCz6exzhNY3boU40tObVhOaS049mBtNhsBS8tsWdFMhwOI6Oy3Bh1ig+MWm0oSsGUC1VHIpFetqQNq9XaNoRU4JIQXpUeAAC0rKRfUuLxqOps6dsFmBSKnE9WjS08a8MCADiufVTjOZdkPcxIJIK02qFm6hQfELXaUJSC6XK5AGiniLQgCHB4PAUH7PCq9AAAotmsqdJnRM/gdDhUBZ7JwTaiKEJXoGcXywqTWlsAPrVhAQBGI4499lj154E6z9mZnfdsaGqCpDYhA3WKD4habSjKoB+tCSYAWKxWhAt8SfCq9AAAaZNJU8W1iZ7B43IBTU0FH2/Nzhcmk0kIRiMK8cnk77FaWxR4CKbNhlQqBcYY9Hr9QZdrxONxxONxRKNRJBIJpNNppFIpHH744aiurlblOcsJGSLRKKBySJY6xQemqARz7dq1+NOf/tRh+7///e+8SvDYslUMtLTe0KpifoNXpQcASBmNJJj9EK/KIVklw040CoPFUpBgynPxam3hhdtsxvKLLoLVaoUkSdDp9QddriGYTG0/ZjN0BgN0ggAIAu645Rb8cvHiNs+5wCwylqwHH4vHVQczUaf4wKjVBk0JZlNTE3bt2oXf//73OdvzjcyTexFhFUEOvPGUlODbAodJeFV6AABmMsGnoSxIRM9gs9kgiCIKnQG3tPMw9QW+0OWOnxpbRElS5jGhcljWKAi47he/wEXz52PA0KFIXn11p/vJyzUO1EloHTQIgDrP2ZEN+onGYqoFkzrFB0atNmhKMIG2Ycfzzz9f1TmcTicAbQmmw24vWOx4VXoAABiNCGkkGIroOdQKpi07TBiPxyEUuOwhnp2SUGNLShRh1eshGAxt6fpURMoas8dmMpk2b7FAeHjO7uy8ZTAUArKRnIVCneIDo1YbNCeYqVQKb775JlKpFKZOnYrS0tJO99u6dSu2bdsGvV4Ps9kMj8cDm82Gww47TKmsraWcqQ4VgQ68Kj0AAGw2NDQ2qjsH0eewWCwQVERYyx5mLBaDrkDBbF9Ts1BbYuk0rEYjDCYTxExGlTcmBzKl02noVQgmD89Z9jD9gQAwZEjBtgCgTvFBsGZrqBaqDZoTzD179uCiiy5Ca2srYrEYfv3rX+Ouu+7qMIe5Zs0arFixosPxkydPxn/+8x9YLBZNzWF6XK6CI+h4VXoAANhsaPrmG3XnIPocNpsNgork6+3FpVBvLNrewyzQFlmcTBYLkum0qhJfhuw7Rc09AXw857Ls3FosGlVfhYU6xQdEr9er0gZNCeZpp52Gn//8522p5CQJjzzyCC666CJMnToVixcvztn3QDXs5J6DzWbTVGj10IEDgfXrCzq200oPhQ5FuVxo2Lu3sGOJHkcURYiiqERrHihSM5lMIh6Pw+/3w+fzIRAIwBcMYujQobj80kvhcrlURVjLHlAikSg4JZ2csUqNLfLwp9liKTjqXMaeHWZOpVKqBJOH5yyvw/S3tgLZEbKCoU7xQVGjDZoSzIEDByr/1+v1uPDCC/H0009jzZo1HQSzrq4O8+fPhyiKSGaTDUciEWVhtcPh0EziAgAYUFMDcyKBQmMDeVR6AADYbAhSyHmfwZAdctQbDNALwgEjNWEwAAYDRLMZaZMJKaMRzGTCcSYTLkdbTVadCsGUCzcHg8GCvbpYVuDU2CIHwDmcTrSojLQtzQ7PBYNBCNn/F2QTB89ZzvQTj0YLb9sy1Ck+KGq0QVOC2Rlut7vTm1uyZAmWLFlywOPsdrumBLOsrAymZLJgweRR6QEAYDYjEY1qJjE9cXDkz0m6/vqDRmoeiNiAAQCyczcqliTJuU5DoRDEAtcJyoKpxhZ5SNZsNquuDavMG/r9gArBVOs5G/R6mAQBkiQhlUioXodJneKDo0YbNJXpZ/+b2LFjB9555x3MmTMn73MZNVa9vLy8HHoVQUjyom81+SoBAAYDdHq9poariQOjJhUdkOvVMRXfGzkTjd/vR6bAzhoPW+Rz2FREncu4svcRjUbBVIiUWs+5IjsEG41GYTCZ1OfIbdcpJjqiRhs05WHOmDEDNTU1GDZsGJqbm7Fu3TocfvjhuPDCC/M+l8lk0lQ+Ra/XC6ZCpFpiMYxEW77KFpVLS0x2O0KhkLKIl9Aual96qeycmtlsBlPhkbnbiUumwPk+HrbIATZWi0W1h8mrQohaz1mev2xsbITF44HacTGdwYDZs2cjmUzCojbNXhGiRhs05WHeeeedmDx5MmKxGMrKyvDkk0/ik08+QUlJSd7n6m0PkzGGWCyGxmy0msvlgqRC6HhUepAxut3YS3McfQI1uVsBIClHlZpMqgRT9sZafT5kChQXHraEsy86l9Op2sPkVSFErecse+/hcBh6DgJX43TizTfeKEgs5fdWQ0MDtmzZoqm17LwoGg9z1qxZmDVrFpdzCYJwwEjafPjyyy/h8/mg0+kOGIkYCv//9s49SKrq+vff7j6PfndPz0zPAxxwYIAZBBweUVBhSqKp4SFqaXJ/RuUWkeuPHwFSiheIScBUkdKoRQrld6MEJQoCooAmJMYXICb8NAgBpEANDCDD0DPT7/fr7PtH9znM8Bx6n5lum/2p6oJ+zOm1d++z1l57r71WEG3t7Wjv6EDbmTPwezyIhcPQ6nRwVlejtaWFusSXGpUeZDRGY8GUPmNcHtlg5upndo3glCgmkPLBem8gkPOxBzVk6Wqcci1mIKNWhRBaz7mki6erUcFg1ths1HqLNxrBGY2Iud34/H/+BzfeeCO1XIUCjW0oKIOpJlqtVpU1/ClTp+LkiROwDR58yUhECEImaGDQIKCxETAaAVGExHHwZ2euBoMBaYoZcbdKDznmq5RJmUxoa2ujugajb5AP1ed6gjKVjdoURREShYdZmd1na3O5MuM7T7LIEal2q5X6PlCrQgit51yZLTnldrtBKA3mYIcD99bXU+stuRXWrVtx7NixojKYNLahaA2mJElKSD4Nf/3LX3DT978P/4MP5vT3spLgOC5T9DZH1Kz0kBQE+CiVDaNvSCQSOVcHAc6NP51ORzX+yrMGs7WtDRgyJG+yyOcwrSYTdYkwtSqE0HrO9i57mAmKaF0AkAjBwgkTMJVSb8mkBSFzlKiIoLENBbWHqSbpdBo62kKsyJzZSVMsgcpKgud5KoWlZqWHFMcVVBYkxqWhzXOa7DL+CMX4k70gj9uds4ephiyd2WVYZ3k5OMrgN7UqhNB6zvJeajgcRopykq+cU6XUWzJJni+oMolqQGMbitZgplIpVTxM2qXUdNb11+l0F5YOugrOz1dJgyQI6GDntL4T0OY5Tau0wiEf8vd0dABZ45kPWeRi6mVlZRApg37UqhBC6znLEciBQIDaYHYtBUijt2SKcXJNYxuKdkk2Ho9nDjdTQjvw5NQAtEkC1MhXqSAImaoIjLxCCEE0GoXf70dbWxs6OjrQ1tYGn88Hnucxd+5c6jynakzYLIIAsyBAkiREQ6GcM/2oIcuZbNRmv379wFEmJlGrQgit5yxHILvcbqrcuMC5ACS1DGZfTK4vdx+Ew2F0eDxIp9O4e/p0NDU1Ua8c0tiGojWYsVhMlTNIHMdRBUvItftoA5DUyFepwPPwF2G4eCHx1ltv4ciRI5AkCd5A4IoRibzNBo3RiJTJhKQgoL6uDnNBn+dUyo47rVYLKUcjJR+sd7lcEMxmRHOcnashiytrJJ1OJwil56NWhRBaz1nx3n0+6rR43WImKM+pAlBtcr3yhRdw4NAhSITgbEdHj++DlE4HSRShkSS8unkzHrr3Xvy/F16gkoXGNhStwYxEIqoczOc4LuebG+heEYEm2lGNfJUKen3m5mT0Gst+/WscPnQImDQpE1ByhYjE8w8c2bMKnDbPKelipJDjpK06W0Owo6MDvNl8gax9KUtXDzNBOYbVqhBC6znLhrujsxMoK8tZDuDcpIRWbymoNLle9d//ja9PnwYmTryq+0CGAAiXl+PIN99Qy0JjG5jBvAIajSbnmxsAhK419zguZ4OpRqUHBZ4vun2JQuO3Tz+NBxYtgj/Hc8Vq5TmVRy7NloBsWM6cOQONzZZXWYKJBKLJJMrKypAIhYB0OufqKWpVCKH1nC1d91Ip88jKstDqLQWVJtdz58zB/924EfHvfS/3i6ikt2hsQ9EG/SQSCQi0deVAv/coG0z5eECuqFHpQYHnC6q4djGip0zdplaeUzXS6xuz3x8IBCBR3FNqpfrviETAcRxMNhtV8gK1KoTQes7y5IimEsz5qFZYQSUj5XA4wBeI3qKxDUVrMNUK+qGF71qkliLFmRqVHs4JxWeq1TN6DdpqGmrlOdVmFSfNHnpJ1sMNhUKQKKI41ZAFAHzZ4yRGsznnI1ZqVgih9ZzFbJ8m4nGqaF1AvUmJgkopRktKSqCjPebC86oUjWBBP+eRSqWQTCZVWZKlvbm7Ft7V5jFfZbXFgsP/9V/Qc5xyYJvRewiCkFkuzBG18pzy2RUOmhR7clBKZ2cn4hSTUDVkATL7mCMrKuB0OuEKBnPa9zu/QkiKYjJLa6QMssFMJHJeXpZRY1LSG7pCrYl+jNJg0tqGotSc8hKCibZyOehvbiV03e8HR7EXRZuv0h+LKV4LkGlXLBZDIBC4ZCi3z+9HIBSC2+tFJBJBJBxGJBpFLBoFkST8n1mzsGDePJSWlubcrkKEpm8G1tRgx9/+Rp0oQK08p7IyjsfjOWcMKs2OW5rE62rJApxLXlBdXY1DOS4XqlkhhNZIyUYpHo1S72HKstDoLTV1RcOwYdi+dasq9UshighTBiDR2oaiNJie7LmhXKqcnA+twZQ9zFAoBA3F7Jw2X2U4mUQ8lYLIcagZNAjftrSAEwTwBsMlQ7kh55ssKQGczszNLEd8JpN4dvt2vLJ2LU6fOJFzuwoN2r7RVlcDyOxh0lQHUSvPqayMw+EwOL0+JyMlB/2cPns25yw/askCnJdPNse0bWpWCKH1nOVI+lQySe1hytei0Vtq6grHoEEA6FdcMo3jkKTcB6W1DUVtMMsoQ7QB+uMg8kw2EAhQBRaoUenBHY2i2mKBu7MTeOIJpIzGy4ZyX1GmyZPhXrUqx78uTGj7JpyduZpMJqrUZGrlOdV38eq0OS6vyQFIHW43VcSuGrIA59K/WcxmoLMzp2uoWSGE1nMWuhhc2uLR3aLyKfSWWroikT2SRLviAgDQaqmyVQH0tqEog37k3IdWq5X6WrTRrfKSrMfjofIU1Kj0cDZ76NvmcABqHCvRaKjS/RUitH2jVmoytfKcyhGu0WgUuhyXU5UAJL+fatKnhizAuZqYJVZrzjUx1awQcr7nfLWo6WHyKkXlq6Ur5NgL2hUXAIBOhxSlh0lrG4rSYMrZ9W0UZ8ZkaJNfy0oiGAwiTTGA1aj0IB/6rqquBtRIjafCAC40aPtGrdRkauU5lZV5JBKBJkcjJec69Xm9VMce1JAFOJcm0mI2Q5OjElazQgit56xkA5Mkag9Tjsqn1Vtq6Qp5NYB2xQVAxsOknKDT2oaiNJherxeAOnuYtMmvZcUXjUaRynPVCXeXSg+0xXcBqDKACw3avlErNVm3PKcqRKbS5KRVPKhQiCojjhqyAOcq9xiNRnA53gtqVgih9Zx12UAdKZ0GKM9P8uctyeaKWrpC1WTwWi31ihatbSjKPcxQdjnBnGNVha7Q3txywITP50OS4sZUo9KDLzvDq3I6gdbWnGVRUGEAqwUhBGvWrMGJEycQDIfhDwYvGeEbCYWQTCSQTqWQTiYhpdNYsWIFFixYQN03aqUmUyvPaddjTbku98n7YqlUimrJUA1ZgHNZr+x2O4RkErns6KtZIYTWc+7mYVIazK6pOGn0llq6Qu1k8LTQ2oaiNJjy4VYD5VILQJ/8Wg6YOONygVBEGKpR6UFeHrFaLDnv/RQqR44cwbwnnkCssTGzhClH814swlcUMwpbq818VqtFePRoAPR9o1ZqMrXynMqGgSaLjBJIQnlOUA1ZgHNRsiaTCdocvXg1K4So5TkTQqgNpinr7dLqLbV0harJ4CWJKvkLQG8bCs5gSpKErVu3Yvfu3RgwYAAeeeQRWLKRVj3F7/dDp9OpkriANvl1WfZvfYEAleJTo9KDPztrdNhs0CQSOR+VOScU/QBWi08++QTaurpMsvMcULtvaFOTqZXn1N4lSjvXPXReJQ9TDVkAIJj9rSwWS855ldWsEKKW5wyAeg9Tbhet3lLrflA1GTwhmfSDFNDahsLQdlnS6TSmTp2KOXPmgOM4vPHGGxgyZAhOXOU5v2AwCIvFoko+Rdrk1/2z0VinTp/OufAuoE6lB292diUvZVGjwgBWC71eDw2FR6dW36iVmkytPKfyeUOv14tUjtcRZYNJGcWphizAuShZs9mcs/fTrUII5UoUrecsdR23lEZFraT9at0PqiaDT6epIn8BettQUB7mtm3b8P777+Prr7/GoEGDkEql8L3vfQ/Lli3D2rVre3wdv98Pu92uiky0ya/lWXVbWxvQ0HDJz2mQUZIOgwH9LBY4TSaUm0ywCAJMgqBcR6PR4MMPP4RYVwdBp4Og04HXamHkeZgEAQaOg6DTgdNqlb2R85k7dy7+96xZSGq1SEkSkpKEZDqNSDIJbywGfyyGUCIBXzyOUCKBYDwObyyGWCqFWCqF/zV8OKDRQCNJ4Jqacu4bNamqqgKXY/i7oNMhnt1ruf766zF55EgYGxpg4nmYBQFWUYSR52HgeRiy6cIsggCLKMLAcTDyPIw8D0GnU/KCAhlPitPrwWm10Go0F/094qkUotl+jaVSCCcSSKTTEHQ6EEKwcf16+AcOhD/7O/jjcQTjcbSHwzgbCqEjEkF7OIxgPH5RL0BW5uFwOOegM7lNScpcpxVZT9lisaB50iRYRo2CMdvHpmwfWkVRKVhtyf7fJAjQcxx4rRZ6joMhez9OnDgRvq++6vYdyXQaiewjlkohmO23YCKBQDwOXyyGQDyO4eXlAIAf3HEHqkwmeKxW+GMxBBMJhBIJdEYiytnnK0HrOaclCVqdLnNuMgejotNoUGIwoMJkwq01NQAy98MvH3sMtsZGWLPjVM9xMAkCjDwPUadT9AWf1RecVgv+PL0xb948PPqf/4kEIUhJEhLpNOLpNFKShGgyiVAigXAyiWgyiXg6DX8sBm+2jwNZvQFk9NYNN9wAn9UKTzSqHDe5KlIpcJQG0+PxUNmGgjKYH3zwASZMmIBB2ewQHMfhgQcewIoVK0AI6TYrOHLkCI4ePQqtVgtRFGG322E0GjFixAj88Y9/zBwCVoFEIgGLw4EkxyElSUgTAomQjALUaMB3MVrm7M1t5HmYsgq2zGjEe//+Nx76j/8Ad/PNMNtssIgiKkwmOE0mVFssKNHrYRHFbim2/H4/3G43/H4/wuEw/G43Xn/9dbjdbgSDQcR37EAikUAikUAymUQkEkE4HEY0GkUikUAqlbqgDzQaDXQ6HTiOgyAI4HkeHMeB53nwPA+j0QiHwwGr1QqLxQKbzYYqkwl2ux22qiro9Xro9XqYTCbYbDbwPA8MGaJKP9PSv39/jKqthVhbC6fJhBKDAVZRhCn7G5QaDIrRs2QnIDa9HjZRVJYcAWD69Olobm6Gz+dDKBRCOBxGIBDI9K3fj2g0ilgsho5QCMeDwUxAUfaRSCQQj8cRi8WQTCaRSqWUhyRJkCRJWSmQx7Lc7137VhRFbOR5mM1m2Gw22AIB1FitsFqtsJWUwGq1wul0wmazKdeJp1JoC4XgCoXgCocRyhqIGysr0eL1YuDAgZjS1ITAwIHwRqOIplKKcUlKEmKpFOKpFNKEgGTHOAGUcQ4AJXY79CUlsBiNmb7MTha6jnmTIMAmiig1GlFtNitjvMJsVqJJZ86ciXuDQXg8HoTDYeUR8fsRDAYRDAbREQop/w+FQkqfxmIxxONxJJNJJBKJbmNco9EoY1sQBBgMBlgsFuVhtVphs9lQabXiq0AALrsd9999N2bb7SgpKcmM5y4E4nG4IxF4olGEk0m4IxG0RyIIZ41qIB6HJxrFLTU1OOHzQafTYcCgQQjZbIphSaTTSGYNjBKHkJ08cVotRJ0OKUkCr9Nh7Nix0NfUQBRFmLOTBqsootxkgl2vzzzPTiSsogibKMJhMMBpMilGLh6Po6WlBalUCqMGDIDryBG4s+M3FospYzUejyv6Qh6r8r9d+1Sr1YLneQiCoPStKIrgOA4GgwFmsxkmk0kZv3a7HXUlJZn+Li9HaWmpkuz80KFDynUlQuCLxXA2FFKMbGckgmgqBX8sBk80ilC2n0OJBPzxOAJuN3SjRlHriiEUOktDaLOLq8iYMWMwduxYvPTSS8pr27dvx7Rp09Da2orqbNoxAHjqqaewbNmyC64hSRJ+9rOf4csvv4TBYIDdbofD4VAMgPwjl5SUwGazwWq1wuFwwOFwwGQygVMp2bAkSYhGowgGgwgEAohEIggEAggEAgiFQnC5XHC5XDh79izcbrfyntfrRVtbW2Y/5DJoNBpFMcjKwWQywWAwQBRF6HQ66HQ6aDQaaDSajBKUJKTTaaRSKcXQyjeKbHR9Pl+P9xrkG6S0tFS5cRwOB8rKymC1WmG32+F0OlFaWgqTyaQoLLvdDqvVCoPBoF4ZoiyJRAIdHR3weDyKsnW73XC73YriDYVC8Hq9CAQC8GeVtKy0Q6EQOjs7r2q/xWAwwGAwKMpEr9crkxH5odVqlYeMJElIJpOIRqOKIY5EIopxSFxhuVEQBDidTpSXl8PpdKKqqgoVFRWoqKiA0WiE3W5HWVkZSkpKUFZWBrvdDrPZrNoyOiEE8XhcmayFw2FEIhFlstfW1oazZ88q/549exYej0f5LXqCKIowm80wGAzgOA56vR6iKCpKXB7jQKY/5bGdSCQQi8WU+68nVS6MRiPMZjMsFovSp6WlpXA4HDAajSgvL0dZWZky1m02G0pKSmC322G321XpV0IIEokEIpEIQqEQAoEAOjo64PV6ledym/x+v6IvOjo60N7ejo6OjsteX96/E0VR0RddJ84cx0Gn0ymxEvIYlSfh8qQwlUohGo0iHA4j3oPzlfLvaM9OTiwWCxwOByoqKhQdXFpa2k1ny/0sT3bOn9Dkg4LyMH0+3wXusnxexuv1djOYF/Mg9Xq9cvPEYjH4fD4cPnwYPp8vkzigB14nz/MQRRGCIMBoNCqzf3lW1XUwpdNpZTAlk0lF4cpK70rodDo4nU44nU5YLBZUVVWhvr4elZWVqKqqQllZGWw2m3JzOhwOlGQ9DI7jVDc2QEbpRCIRBINBJbmyz+eD3+9HLBZDLBbL9mVttgAAEfpJREFUeLxZQ+PxeODxeBRv7NChQ/B4PAgEAle8kXQ6HUwmk2LwZaUoe7xarVYx/LIySqfT3Yy+LFMikUAoFOqRIpaNic1mg81mg8ViQUVFhXJzyr+JyWRSXpOVi/yQFater++1fdxkMolAIACfz6coSr/fD7/fD5fLhfb2drS3t6OzsxNtbW348ssv0d7eftlyTBqNRpmsyEaH53lljMsGSKvVQqPRKEozkUggGo0qilz2Tq4039ZqtXA6naiurkZVVRVGjBgBh8OB6upqlJaWwmg0Kv1sNBqV1Q2z2Qyz2ayakkyn090mSD6fT+lXn88Hr9er6IlgMIj29nacPHkSe/fuhc/nu2IdRrlfTSaT0q+yHulqiGRZ5DEcj8cRj8cRjUaVVY2e+DAcxymTz4qKCgwdOhS33HIL+vXrh379+ikTpYqKCthsNkWP8Tyvut5IpVLKfdi1XwOBADo7O+FyuRRHwev1Ksb/8OHD2LlzJwKBQI9KiBkMBqUdZrNZaY+sK+QxC0BZzZENfjKZVPp97NixeO2113Jqa0EZTEEQLjA08szw/Ppl9fX1mDFjBtLpNOLxOLxeb6aSByH43e9+d8GgIIQgEokgGo0qP5zf71d+VK/Xq8yQ4/G4MsuTjZ88q0qn0yCEgOO4bjNdPruEJs+GZQUgLwfJHpbVaoXZbEZ5drmiN4xeLiSTSYwZM0aZMb/zzjuoqqqiumYkEkF7e7vSt7Ky72oAQqGQooxlz0p+yJMSuc8BKF6FvDwkLwUJggCz2QyHw6F4ArLiLSkpQXl5ubJ0dL6Bk39rtfa91YLneZSWll5VNRhJkpQlZK/Xq3h08vK+3P/yUpw82ZPHuNzX8kP2juXVma7LcEajURnr8nN5nJeWlioTj3wFhiWTSYwcOVJZXfrggw9yPrAuSRI6OzsV71gez7Kh9Xg8ygRTHr/yRE5eyZFXLbqOYVEUIYqiMomTDYGsO+S+lD0ueUJxsdUZQgh27tyJ1tZWnDhxAjNmzKDuw57AcZyi+3LJ0UoIUVbXotFot8mL7ITIurqrDu+qL+SJXVeZ5ImfbFTlSYu85ZcLBbUkO2PGDAiCgM2bNyuvrVu3DrNnz4bf78+5SnYupNNpfPvtt8oSZ6EpU7Xxer1wOBwAMufberpk9l3G5/OhsrIS8Xj8mmhzIpHA559/DqvVCqPRiMGDB+dbpF7lWhvT11p7CSGIxWLdPMzepjDOBGS59dZb8fHHH3dzz9977z2MGzeuT40lABw+fBjXX389KisrMX78+D797nzw7bffKv+/7rrr8ihJ33Hq1Cll2fhaaPPRo0dx2223YdSoUZg+fXq+xel1rrUxfa2199ChQzAajeB5HsOHD++T7ywog/nQQw8hnU5j9uzZOHbsGFavXo1NmzZh/vz5fS5L1z0LNVLsFTrXWnuBa6/NrL3FDWtv71NQBrOyshI7duzA6dOn0dDQgGeffRavvvoq7rvvvj6XxefzKf9XI4l7oXOttRe49trM2lvcsPb2PgUV9AMAjY2N+PDDD/MtRrcIz/MDjoqRa629wLXXZtbe4oa1t/cpKA+zkOgacaXLMUPKd4lrrb3Atddm1t7ihrW39yk4D7NQGDZsGJ566imk02kMGzYs3+L0Otdae4Frr82svcUNa2/vU1DHShgMBoPBKFTYkiyDwWAwGD2AGUwGg8FgMHoA28O8CJIk4euvv8a+ffsQCATw4x//+KqLWH+XOHv2LLZv344vv/wSZrMZ48ePR3Nzc8Gk7VOb1tZWvPfeezh69ChSqRQGDx6MBx544JoIxSeEYP369QiHw3j00UfzLU6v8fLLL1+QQH/ChAkYOXJkniTqfQgh+Nvf/ob3338fWq0WY8aMwQ9/+MOiCwBKJpNYs2bNRd9rbGzETTfd1GvfzfYwL8K9996LrVu3wmKxIBgMoqWlBQMHDsy3WL2G1WpFdXU1JkyYgFAohG3btqG5uRnbtm0rSqO5fPlybNmyBSNHjoRWq8XOnTvh9XqxZ88eDB06NN/i9SobNmzAgw8+CODiBQyKBZ7nMXToUCVVHJCp7Xj//ffnUareIxAIYNq0aThw4ADuvvtuaDQa7N69G/v374c1W8S+WIjFYrjzzju7vRYKhbB//368/PLLmD17du99OWFcwL59+0hrayvZtWsXAUBaWlryLVKvsnv3biJJkvJ8+/btBADZtWtXHqXqPVKpVLfn4XCYDBgwgMyZMydPEvUNLpeLVFZWknnz5hGtVptvcXoVjuPIX//613yL0WfMnTuX1NbWErfbrbwmSVK3+7qYWblyJTEYDMTn8/Xq97A9zIvQ2NjYrZRYsXPrrbd28yQnT54MADh+/Hi+ROpVzl+iMhqN6N+//xXrT37XmT9/PmbNmoVRKhThZRQOqVQK69evx+LFi7t51HIt3GKHEII1a9bg/vvvh81m69XvYgaTcQHbt2+HRqMp6qTzkiRhz549+Oijj7BkyRIcOXIkLzmL+4qtW7di3759+OUvf5lvUfqM2bNno6SkBI2NjXj++ed7VHPxu8g///lPpfD7TTfdhNLSUtx+++14//338y1an7B//34cOHAAs2bN6vXvYkE/jG6cPHkSc+bMwYIFC4p6Py+RSGDGjBkIh8OIxWJYunRpn1U86Gs8Hg/mzp2LDRs2QK/X51ucPmHhwoWYOHEiRFHErl278OSTT+LkyZNYuXJlvkVTnbNnzwIAfvGLX+C5557D8OHDsXr1akyZMgVffPFF0a8orFmzBoMHD8bEiRN7/8t6dcH3O861socpc+bMGVJXV0fuuecekkwm8y1OnyBJEtmzZw8pKysjixYtyrc4vcLMmTPJ7Nmzled/+MMfin4P83yefvppotfrid/vz7coqvOnP/2JACDLli1TXkulUqS2tpYsWLAgj5L1PpFIhNhsNrJ8+fI++T62JMsAALhcLkyePBlDhgzBxo0bwXHXxuKDRqPBzTffjEceeQRvvvlmvsXpFV577TXs3bsXkyZNwqRJk/DMM89AkiRMmjSpaNt8PhMmTEAsFsOpU6fyLYrq1NfXAwAaGhqU13Q6HYYOHYpjx47lS6w+YevWrQgGg5g5c2affN+1oRUZl6W9vR233347rrvuOrz11lt9Xqy7EGhvb4fJZMq3GL3CSy+91O35p59+im+++QYPPvigomyLnb1790IQBPTr1y/foqhObW0tqqqq8PXXXyuvSZKEf//732hubs6jZL3PmjVr0Nzc3Ge/KzOYF+HAgQM4ePAgjh49CgDYsmULysvLMX78eAwePDjP0qlLOp3G97//fZw5cwYLFizA5s2blfdGjx5dlPt6Tz75JG644QYMGzYM4XAY7733Hl599VWsWrUq36L1CuefS9NqtVi3bl3vnlfLI++++y6++eYbjB8/HhzH4ZNPPsHSpUvx8MMPF2VyCo1Gg8ceewy/+c1v0NDQgIaGBqxevRrHjx/vk0CYfHH8+HF8/PHHePvtt/vsO5nBvAifffaZMisfPXo01q9fDyBzwL/YDKYkSeB5HrW1tRd4IgsWLChKgymKIn7961/j2LFj0Ol0GDt2LF566SU88sgj+RatTygtLcXo0aPzLUavYTabsWHDBixduhTxeBxDhw7FkiVL8MQTT+RbtF7j8ccfh8FgwGOPPYbW1laMGzcOf/7zn4s64GfXrl249dZbMW3atD77Tpbph8FgMBiMHsCCfhgMBoPB6AHMYDIYDAaD0QOYwWQwGAwGowcwg8lgMBgMRg9gBpPBYDAYjB7ADCaDwWAwGD2AGUwGowCIxWI5FXS+77778Morr1zyfbnsUV8jSRJisRjOP7X20EMP4YUXXuhzeRgMNWAGk8EoAOrq6vD6669f9d+1tLTA7XZf8n23242WlhYa0XLi888/h8FgQDgc7vb6yZMn0dHR0efyMBhqwAwmg6EShBCkUqnLfiaZTF7gdV0JSZJ6pbh1T2S5ktd7pfZeDkmSIElSzn/PYPQ1zGAyGBSsW7cOd955J1atWoXy8nLwPI8pU6Zc4NW9+eabaGxshCAIKCsrw+LFixUjeNddd6GtrQ2LFi1CXV0dbrjhBgDA4cOHccstt8BoNEIURQwbNuyyy689gRCC1atXo76+HoIgoLq6GsuXL1cMFyEEdXV12LhxI5qamsDzPCorK7F27dpu19mxYwdGjRqlpFXcunUr6urqcODAAZw8eRL33XcfAGDUqFGoq6vDwoULlb+NxWL4yU9+AoPBAJvNhvnz5+e0HM1g9Dl9UkSMwShSXnzxRSIIArnjjjtIS0sLOXbsGGlqaiIjRowgkiQRQgjZsmULEUWRvPbaa6Szs5N89tlnpLa2ljz55JOEEEJaW1tJZWUlefbZZ8mJEyfIyZMnCSGEHDx4kLz99tvE5XIRt9tNXnnlFcJxHPniiy+U7x89ejT57W9/e0n5nnnmGTJmzBjl+e9//3tis9nI22+/TdxuN9mxYwepqKggK1euJIRk6oMCIDU1NeTdd98lra2tZPny5YTneXLq1ClCSKZuqslkIvPnzycul4v861//ImPGjCEAyGeffUYSiQTZsmULAUAOHz5MTpw4QTo6OgghhNx2223EZDKRFStWkNOnT5Pt27cTQRDIpk2bVPxVGIzegRlMBoOCF198kQBQjBwhhHzzzTcEANm3bx8hhJCmpiaycOHCbn/3xhtvkH79+ilGtX///uTVV1+95PckEgkSjUbJHXfcQX71q18pr1+NwZQkidTX11/w+RUrVpDGxkblMwDIc889p7yfTqeJzWYjb731ltLm6urqbkXGt2/frhhMQgjZs2cPAUCCwWC377rtttvItGnTur02bdo08tOf/vSSbWAwCgVWrYTBoKSiogI1NTXK88GDB6OkpASff/45Ro0ahd27d8Pr9WLq1KnKnqHP50NrayuCwSCsVutFr+t2u7FkyRJs27YNHo8HoigiHo9jwIABOcnpdrtx5MgRbN68GTt37lRkcblcOHLkSLfPysvCQKYcmNPpRHt7OwBg//79GDlyZLci442NjT2Wo+u1AaCyspIFAjG+EzCDyWD0AoQQaDQa5f8/+MEPMHny5As+ZzAYLnmNn//85zh48CD+/ve/Y9CgQdBqtZgxY8ZVBw11lQkA7rnnHowZM6bbe7KsMjzPX/J9QRAuCEK6mqCky12bwShkmMFkMChxuVw4fvw4amtrAQBHjx6Fz+fDzTffDK1Wi4kTJ6KzsxN33nnnJa8hiuIFRufTTz/FrFmzUFdXBwCIx+PYu3cvmpubc5KzrKwM9fX1CAQCl5XlSkycOBHr1q2Dz+eD3W4HAHz00UfdPiOKIoCrM6QMRqHDDCaDQYler8esWbOwatUqSJKERx99FGPGjMGIESMAAE888QSmT5+OAQMG4Ec/+hHMZjMOHjyIAwcOYPHixQCAhoYGbNy4EQMGDIBer8ekSZMwcuRIvPHGG2hubgbHcVi6dCkCgUDOcmo0GixatAizZ8+G0+nEXXfdBZ7nsW/fPpw6dQrz58/v0XWmT58Op9OJ6dOnY8GCBWhra7ug+HhtbS30ej1WrFiBpqYmVFVVoaGhIWfZGYxCgB0rYTAoqampwcMPP4wpU6Zg3Lhx6N+/P9555x1lqXHKlCn4y1/+gn/84x8YNWoUBg8ejCVLlsBoNCrXWLFiBa677josW7YMS5YsAQA899xzcDqdGDduHJqamtDQ0IB58+Z128McNmwYKioqLilbRUUFhg0bpjyfOXMmNmzYgG3btqGhoQH19fVYvnw5bDab8pnRo0fDYrF0u87w4cNRVlYGADCZTPjkk09w44034vnnn8cXX3yBl19+WXkPAGw2GzZt2oR9+/Zh0aJF2LBhAwBgyJAhqKqquqD/rr/++h72NoORPzQk1w0RBoOBVatWYeXKlfjqq6/yLUpeWbt2LR5//HG4XK5uwUAMRjHBRjaDwbhqFi9eDIfDgerqahw+fBgrV67EwoULmbFkFDVsdDMYFNTU1GDixIn5FqPPueWWW7Bt2zbs3r0bZWVl2LRpE6ZOnZpvsRiMXoUtyTIYDAaD0QNY0A+DwWAwGD2AGUwGg8FgMHoAM5gMBoPBYPQAZjAZDAaDwegBzGAyGAwGg9EDmMFkMBgMBqMH/H+lDbefAJm5nAAAAABJRU5ErkJggg==\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7f47b9c1c7d0>" + "<Figure size 504x288 with 1 Axes>" ] }, "metadata": {}, @@ -1458,21 +1493,21 @@ "metadata": { "celltoolbar": "Slideshow", "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.13" + "pygments_lexer": "ipython3", + "version": "3.6.6" } }, "nbformat": 4,