{ "metadata": { "kernelspec": { "codemirror_mode": { "name": "ipython", "version": 3 }, "display_name": "IPython (Python 3)", "language": "python", "name": "python3" }, "name": "", "signature": "sha256:e7247ac4e651fef1e09e5cf491445f161958340858535801afff7e37fea6cad5" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "import os\n", "from IPython.core.display import HTML\n", "\n", "with open('creative_commons.txt', 'r') as f:\n", " html = f.read()\n", " \n", "name = '2014-10-06-world_bank_data'\n", "\n", "html = '''\n", "\n", "

This post was written as an IPython notebook.\n", " It is available for download\n", " or as a static html.

\n", "

\n", "%s''' % (name, name, html)\n", "\n", "%matplotlib inline\n", "from matplotlib import style\n", "style.use('ggplot')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline\n", "\n", "from datetime import datetime\n", "\n", "title = \"World Bank Data\"\n", "hour = datetime.utcnow().strftime('%H:%M')\n", "comments=\"true\"\n", "\n", "date = '-'.join(name.split('-')[:3])\n", "slug = '-'.join(name.split('-')[3:])\n", "\n", "metadata = dict(title=title,\n", " date=date,\n", " hour=hour,\n", " comments=comments,\n", " slug=slug,\n", " name=name)\n", "\n", "markdown = \"\"\"Title: {title}\n", "date: {date} {hour}\n", "comments: {comments}\n", "slug: {slug}\n", "\n", "{{% notebook {name}.ipynb cells[2:] %}}\n", "\"\"\".format(**metadata)\n", "\n", "content = os.path.abspath(os.path.join(os.getcwd(), os.pardir, os.pardir, '{}.md'.format(name)))\n", "with open('{}'.format(content), 'w') as f:\n", " f.writelines(markdown)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "(Warning this post is written in Brazilian Portuguese and it is heavily\n", " laced with the political option of the author!)\n", "\n", "N\u00e3o tenho TV e por isso tem sido ~~dif\u00edcil~~ f\u00e1cil sobreviver esse per\u00edodo\n", "eleitoral no Brasil. Mesmo assim sou bombardeado com \"not\u00edcias\", afinal a\n", "internet est\u00e1 recheada com opini\u00f5es, an\u00e1lises,\n", "cr\u00edticas, protestos, propagandas e etc.\n", "\n", "Recentemente vi dois *posts* no **Facebook** que me chamaram a aten\u00e7\u00e3o: um\n", "convidava as pessoas a checar os dados do\n", "[World Bank](http://www.worldbank.org/) e o outro era uma repeti\u00e7\u00e3o de um blog\n", "*post* intitulado\n", "[O tal do FHC](http://economiadependrive.wordpress.com/2014/10/06/o-tal-do-fhc/).\n", "\n", "O primeiro me chamou a aten\u00e7\u00e3o pelo ponto de vista *python+pandas*, adorei\n", "descobrir que o pandas traz uma interface para explorar esses dados facilmente.\n", "\n", "Olha como \u00e9 simples fazer uma procura nos in\u00fameros indicadores:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from pandas.io import wb\n", "\n", "wb.search('middle.*class.*').iloc[:,:2]" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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idname
1 1.0.HCount.10usd Under Middle Class ($10 a day) Headcount
3 1.0.HCount.Mid10to50 Middle Class ($10-50 a day) Headcount
8 1.0.PGap.10usd Under Middle Class ($10 a day) Gap
10 1.0.PGap.Mid10to50 Middle Class ($10-50 a day) Gap
14 1.0.PSev.10usd Under Middle Class ($10 a day) Severity
16 1.0.PSev.Mid10to50 Middle Class ($10-50 a day)Severity
21 1.1.HCount.Mid10to50 Middle Class ($10-50 a day) Headcount-Rural
27 1.1.PGap.Mid10to50 Middle Class ($10-50 a day) Gap-Rural
32 1.1.PSev.Mid10to50 Middle Class ($10-50 a day) Severity-Rural
40 1.2.HCount.Mid10to50 Middle Class ($10-50 a day) Headcount-Urban
46 1.2.PGap.Mid10to50 Middle Class ($10-50 a day) Gap-Urban
51 1.2.PSev.Mid10to50 Middle Class ($10-50 a day) Severity-Urban
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 3, "text": [ " id name\n", "1 1.0.HCount.10usd Under Middle Class ($10 a day) Headcount\n", "3 1.0.HCount.Mid10to50 Middle Class ($10-50 a day) Headcount\n", "8 1.0.PGap.10usd Under Middle Class ($10 a day) Gap\n", "10 1.0.PGap.Mid10to50 Middle Class ($10-50 a day) Gap\n", "14 1.0.PSev.10usd Under Middle Class ($10 a day) Severity\n", "16 1.0.PSev.Mid10to50 Middle Class ($10-50 a day)Severity\n", "21 1.1.HCount.Mid10to50 Middle Class ($10-50 a day) Headcount-Rural\n", "27 1.1.PGap.Mid10to50 Middle Class ($10-50 a day) Gap-Rural\n", "32 1.1.PSev.Mid10to50 Middle Class ($10-50 a day) Severity-Rural\n", "40 1.2.HCount.Mid10to50 Middle Class ($10-50 a day) Headcount-Urban\n", "46 1.2.PGap.Mid10to50 Middle Class ($10-50 a day) Gap-Urban\n", "51 1.2.PSev.Mid10to50 Middle Class ($10-50 a day) Severity-Urban" ] } ], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "O banco de dados \u00e9 gigantesco e muito completo! Para poder explorar\n", "os dados vou definir 3 fun\u00e7\u00f5es simples,\n", "\n", "- `get_wb_data()` faz o download, em pares, dos dados entre 1995 e 2014 para o Brasil;\n", "- `get_label()` pega a descri\u00e7\u00e3o do indicator escolhido;\n", "- `plot_df()` plota os pares de dados." ] }, { "cell_type": "code", "collapsed": false, "input": [ "from pandas import concat\n", "import matplotlib.pyplot as plt\n", "\n", "plt.style.use('ggplot')\n", "ind = wb.get_indicators()\n", "\n", "def get_wb_data(indicator='NY.GDP.PCAP.KD'):\n", " kw = dict(country=['BR'], start=1995, end=2014)\n", " data = wb.download(indicator=indicator, **kw)\n", " data = data.xs('Brazil')\n", " data.sort_index(inplace=True)\n", " return data\n", "\n", "\n", "def get_label(indicator):\n", " return ind[ind['id'] == indicator].name.values[0]\n", "\n", "def plot_df(df):\n", " kw = dict(linewidth=2, alpha=.95)\n", " fig, ax0 = plt.subplots(figsize=(9, 3.25))\n", " \n", " label0 = get_label(df.columns[0])\n", " l0, = ax0.plot(df.index, df.icol(0), color='black', **kw)\n", "\n", " ax1 = ax0.twinx()\n", " label1 = get_label(df.columns[1])\n", " l1, = ax1.plot(df.index, df.icol(1), color='darkred', **kw)\n", "\n", " kw = dict(loc='upper center', bbox_to_anchor=(0.5, 1.15),\n", " ncol=1, fancybox=True)\n", "\n", " fig.legend([l0, l1], [label0, label1], **kw)\n", "\n", " ax1.grid(False)\n", " ax1.grid(False)\n", "\n", " ax1.axvspan(1995, 2003, color='blue', alpha=0.25)\n", " ax1.axvspan(2003, 2014, color='gray', alpha=0.25)\n", " ax1.set_xlim(1995, 2014)\n", " years = [1995, 1999, 2003, 2007, 2014]\n", " labels = ['1995', '1999', '2003', '2007', '2014']\n", " plt.xticks(years, labels)\n", " return fig, (ax0, ax1)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Vamos ao teste," ] }, { "cell_type": "code", "collapsed": false, "input": [ "GDP = get_wb_data(indicator='NY.GDP.PCAP.KD')\n", "CLS = get_wb_data(indicator='1.0.HCount.Mid10to50')\n", "\n", "df = concat([GDP, CLS], axis=1)\n", "\n", "fig, ax = plot_df(df)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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zJ48//jjdu3fHzMzMKEhQqVT069ePHTt24OHhwdatW4mKisLExKRMHoMGDQJuPnE2YMAA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\n1WkjhcrKSnnnnee7rEnKXldH6datFH/0EfU//QSAW3AwIb/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"text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Legal! simples e conciso o [pandas](http://pandas.pydata.org/) nunca para de\n", "me surpreender. `` Por isso eu escolhi ele para a minha biblioteca\n", "[python-ctd](https://github.com/ocefpaf/python-ctd) ;-) ``" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Mas agora vamos ao segundo *post* que me chamou a aten\u00e7\u00e3o \"O tal do FHC.\"\n", "Eu devo admitir que o autor, Fernando Luz Barbosa, foi muito experto em\n", "ultra simplificar algo complexo como a economia Brasileira no panorama global.\n", "\n", "Tamb\u00e9m, ao manter seu *post* curto, ele evita cair na armadilha do\n", "[*tl;dr*.](http://en.wikipedia.org/wiki/Wikipedia:Too_long;_didn%27t_read)\n", "Vou tentar fazer o mesmo aqui, mas usando gr\u00e1ficos e dados reais ao inv\u00e9s de\n", "uma met\u00e1fora/ret\u00f3rica que apela ao leitor a tirar uma conclus\u00e3o \"inteligente\"\n", "e pseudo-pr\u00f3pria.\n", "\n", "O gr\u00e1fico acima \u00e9 basicamente o ponto de partida do *blog post* \"O tal do FHC.\n", "N\u00e3o foi atoa que eu escolhi 1995‐2014 e marquei os governos com cores\n", "diferentes. At\u00e9 a\u00ed nada de novo, todos sabemos que os brasileiros est\u00e3o comendo\n", "mais frango desde que ~~Itamar Franco~~ FHC implementou o plano Real\n", "~~baseado nos *papers* do Serra e da Dilma e suas ideias *Keynesianas*~~.\n", "(Saudades do Casseta & Planeta...)\n", "\n", "Mas o blog \u00e9 super simplista ao insinuar uma interpreta\u00e7\u00e3o de que o governo do\n", "PT surfou uma boa onda. Ora, boas ondas est\u00e3o passando o tempo todo, cabe ao\n", "bom surfista ir atr\u00e1s delas. Falem o que quiserem do corrupto\n", "[Richard Nixon](http://en.wikipedia.org/wiki/1972_Nixon_visit_to_China), mas\n", "ele fez os EUA surfar na onda da China desde 1972. O Brasil vem perdendo as\n", "ondas devido ao seu atraso pol\u00edtico/educacional que eu atribuo \u00e0 nossa est\u00f3ria\n", "com o ~~ARENA, PFL~~ DEM e outros partidos de direita.\n", "\n", "Mas reduzir a economia do Brasil no panorama global \u00e0s rela\u00e7\u00f5es comerciais \u00e9\n", "uma super simplifica\u00e7\u00e3o, e um tanto quanto perigosa.\n", "\n", "Nos gr\u00e1ficos abaixo eu coloco a minha opini\u00e3o para tentar entender um pouco\n", "esse panorama. Mas aviso! Sou ocean\u00f3grafo e n\u00e3o economista, por isso o que\n", "escrevo abaixo \u00e9 apenas a minha opini\u00e3o e nada mais!! Aviso tamb\u00e9m que eu\n", "tenho um ponto que ficar\u00e1 claro ao longo desse *blog post*." ] }, { "cell_type": "code", "collapsed": false, "input": [ "RES = get_wb_data(indicator='FI.RES.TOTL.CD')\n", "BAL = get_wb_data(indicator='BN.CAB.XOKA.CD')\n", "\n", "df = concat([RES, BAL], axis=1)\n", "\n", "fig, ax = plot_df(df)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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vJyMjQ6lGXblypfJ9T09P59SpUzg6Oir7OHnyJJ6enkqJjtAOSWCEqEQTJ06kdevW9O7d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\n", "text": [ "" ] } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Esse gr\u00e1fico mostra que o Brasil come\u00e7ou a pensar em fazer uma reserva de forma\n", "como nunca antes na est\u00f3ria dessa na\u00e7\u00e3o... (Mais saudades do Casseta & Planeta!)\n", "\n", "Mas a balan\u00e7a comercial n\u00e3o est\u00e1 OK! Importamos mais do que exportamos. Atire\n", "o primeiro IPhone quem n\u00e3o compra produtos l\u00e1 fora!" ] }, { "cell_type": "code", "collapsed": false, "input": [ "ROD = get_wb_data(indicator='IS.ROD.PAVE.ZS')\n", "IND = get_wb_data(indicator='NV.IND.TOTL.ZS')\n", "\n", "df = concat([ROD, IND], axis=1)\n", "\n", "fig, ax = plot_df(df)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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5/vnnqV+/Po0bNzYsJHhnFWAvLy88PT05fvw4wcHBBAUFMWPGDBo0aMDChQvx8fHh7Nmz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\nSWH37t2MGTPmstfU5p9Ef2ATVfs3UX1oO6bquompdO38ZDi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"text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Eu gosto de pensar que investimentos em rodovias refletem investimentos em\n", "infraestrutura como um todo, afinal, lembro das filas quilom\u00e9tricas no porto\n", "de Rio Grande quando morei l\u00e1. Infelizmente o Brasil est\u00e1 muitos anos atr\u00e1s\n", "de ter uma boa\n", "infraestrutura. Mas os dados mostram que n\u00e3o estamos completamente parados.\n", "\n", "J\u00e1 o valor da ind\u00fastria no PIB \u00e9 preocupante. O que est\u00e1 acontecendo? Seria\n", "uma fuga das empresas devido ao baixo investimento em infraestrutura? Ou\n", "seria uma corrida dos investidores para o lucro r\u00e1pido do capital especulativo?\n", "\n", "(Isso leva a um triste fim. Basta ver o que os ~~abutres~~ investidores fizeram\n", " com a Argentina. Espero que o Brasil n\u00e3o sofra o mesmo fim.)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "EXP = get_wb_data(indicator='NE.EXP.GNFS.ZS')\n", "FMI = get_wb_data(indicator='DT.DOD.DIMF.CD')\n", "\n", "df = concat([EXP, FMI], axis=1)\n", "\n", "fig, ax = plot_df(df)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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ffvkln376qbK+Z8+eLFmyhNWrV9OkSRM8PDxITU3lt99+U1oKVCoVFy5cwM7O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\n8p4aJE+gqkUEB3vvUGJFoyHr228pyc4mdPBg9GFh7g7J5RrrteQKaev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"text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Esse eu considero muito interessante. Todos os brasileiros devem celebram a\n", "independ\u00eancia dos empr\u00e9stimos do FMI. Mas porque as exporta\u00e7\u00f5es ca\u00edram tanto!\n", "\n", "As reservas est\u00e3o altas, o governo investe em infraestrutura, a divida externa\n", "est\u00e1 reduzida... Ser\u00e1 que \u00e9 a maldita economia de especula\u00e7\u00e3o novamente? Que\n", "onda \u00e9 essa que o Lula surfou? N\u00e3o me parece ter sido tanta sorte assim." ] }, { "cell_type": "code", "collapsed": false, "input": [ "AGR = get_wb_data(indicator='NV.AGR.TOTL.ZS')\n", "IND = get_wb_data(indicator='NV.IND.TOTL.ZS')\n", "\n", "df = concat([AGR, IND], axis=1)\n", "\n", "fig, ax = plot_df(df)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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LS1pchKBit7gIIUqWtLiUb9I5VwghhBAVhiQuQgghhKgwJHERQgghRIUhiYsQQgghKgxJ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"text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Antes que algu\u00e9m grite \"A onda era o bolo para os 33 chineses\" aqui v\u00e3o os\n", "dados dos agroneg\u00f3cios e da ind\u00fastria lado-a-lado." ] }, { "cell_type": "code", "collapsed": false, "input": [ "SUR = get_wb_data(indicator='GC.BAL.CASH.GD.ZS')\n", "REV = get_wb_data(indicator='GC.REV.XGRT.GD.ZS')\n", "\n", "df = concat([SUR, REV], axis=1)\n", "\n", "fig, ax = plot_df(df)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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MnDlzij5w4Z2JxKZkEIOHBUEQ8uHJkyeMHz+exMREqlSpwqZNm7JMaiBt/Mfy\n5cuZOHEihoaGdOjQgcmTJxdxxIJQuokWG+G9IlpsBEHIK9FiUzKIwcOCIAiCIJQaIrERBEEQBKHU\nEImN8F7J6ZFSQRCEnIj/P0oGkdgI7xWZTKad+VQQBCG3TExMkMnE8zYlgRg8LLx3lEolKpVK12EI\nglCCSKVSkdiUECKxEQRBEASh1BBdUYIgCIIglBoisREEQRAEodQQiY0gCIIgCKWGSGwEQRAEQSg1\nRGIjCIIgCEKpIRIbQRAEQRBKDZHYCIIgCIJQaojERhAEQRCEUiPf0yjeuXOH7du3o1aradeuHb16\n9Xpjn59//pk7d+5gYGDAxIkTcXR0fGu5np6euLq65jc8oRCJz6hkEJ9TySA+J6G0e9vfeEREBGvX\nriUmJgaJREL79u3p2rUrK1as4Pnz5wAkJCRgYmLC4sWLsy0nX4mNWq1m69atzJo1CwsLC6ZPn07j\nxo2xtbXV7nPr1i3CwsJYtWoVjx8/ZsuWLcyfP/+tZYsvefEnPqOSQXxOJYP4nITS7m1/4zKZjGHD\nhuHg4EBycjJTp06lbt26uLu7a/fZuXPnW9f7y1dXlK+vL9bW1lhaWiKTyWjevDk3btzItM+NGzdo\n3bo1ADVq1CAhIYHo6Oj8VCsIgiAIQiljbm6Og4MDAIaGhsjlcl6+fKndrtFouHLlCs2bN8+xnHwl\nNlFRUVSoUEH72sLCgqioqBz3qVChwhv7CIIgCIIgZAgPD8ff358aNWpo33v48CHm5uZYW1vneGyR\nLFWam3U2PT098fT01L7u379/YYYkFADxGZUM4nMqGcTnJJR2/fv3Z//+/drXrq6uWXZNJScns3z5\ncoYPH46hoaH2/UuXLr21tQbymdhYWFgQGRmpfR0ZGYmFhcU77wNZn+CBAxH5Ca/YuHXrFitWrKB2\n7dpMnTpV1+EUGGNjYxITE3UdhvAWanUkVavG6ToM4S3E90ko7Ro3bvzWBF6pVLJs2TJatmxJkyZN\ntO+rVCquXbvGokWL3lpPvrqiqlWrRmhoKOHh4SiVSi5fvkzjxo0z7dO4cWP+/fdfAHx8fDAxMcHc\n3Dw/1ZY4dnZ2AAQGBuo4EkEQBEEonjQaDRs2bEAul9OtW7dM2+7fv4+trW2WDSOvy1eLjVQqZeTI\nkcyfP1/7uLetrS0nT54EoGPHjjRs2JDbt2/z5ZdfYmhoyIQJE/JTZYlUsWJFjIyMiImJISYmBjMz\nM12HJAgqPyV8AAAgAElEQVSCIAjFire3NxcuXMDe3p4pU6YA4ObmRv369bl8+XKuuqEAJJrcDIDR\nkdLSFQXg4eGBj48PU6ZMoU6dOroOp0CIpvOSQXRFlQzi+ySUdq/36BQWMfNwEcnojgoKCtJxJIIg\nCIJQeonEpohkJDYBAQE6jkQQBEEQSi+R2BQR0WIjCIIgCIVPJDZFJGOZiaCgIFQqlY6jEQRBEITS\nSSQ2RcTY2JhKlSqhVCoJDQ3VdTiCILyHkoKCiPj331xNmioIJZVIbIqQGGcjCIIuqJKS8N+8mZvD\nh/Nw9mxC//xT1yEJQqERiU0REuNsBEEoShqNhhdnznBz6FACd+9Go1QCELh7N+rUVB1HJwiFQyQ2\nRUi02AiCUFQSnj7lvrs7j+bNQ/HiBWWdnam3di3GDg4owsMJO3ZM1yEKQqEQiU0REi02giAUNmV8\nPE9Wr+b26NHE3LmDzNSU6t98Q/316zF1dcV+6FAAgnbvRp3egiMIpUmRrO4tpLGyskJfX5+IiAgS\nEhIwMTHRdUiCIJQSGrWa8BMn8NuwgdToaJBIqNyrF1VGjqSMqal2v4qtW2Nkb09SQADhJ05g3bWr\nDqMWhIInWmyKkFQqRS6XA2JBTEEQCk6ctzd3P/8cnx9/JDU6GtPatWmwaRPVv/46U1IDIJFKsf/s\nMwACd+0q8a02GrVajBcSMslzi018fDwrVqwgIiKCSpUq4e7unmULxOeff46RkRF6enpIpVIWLlyY\nr4BLOjs7O/z8/AgMDKRmzZq6DkcQhBIsNSYG/y1bCD1yBAB9Cwscx4+nUseOSCSSbI+r2LYtAdu3\nkxQczIvTp7Hq3LmoQi5QGo2Gh99/T8ytWzjPmoVFs2a6DknIh4iICNauXUtMTAwSiYT27dvTNb1F\n8ejRo5w4cQI9PT0aNGjAkCFDsi0nz4nNoUOHqFu3Lp988gmHDh3i0KFDDB48OMt958yZQ9myZfNa\nVakixtkIgpBfGpWK50eO8GzrVpRxcUikUmz69sV+6FBkufi/Vk8mw+6zz/D58UcCd+7EskMHJFJp\nEUResKIuXybywgUAvGbMwGn6dCw7dNBxVEJeyWQyhg0bhoODA8nJyUydOpW6desSHR3NjRs3WLJk\nCTKZjNjY2BzLyXNX1I0bN2jdujUAbdq04fr169nuKyaD+n/iyShBEPIj9sEDbo8bx5OffkIZF4d5\nw4Y03LqVqhMn5iqpyVCpQwcMbWzSWm3OnCnEiAuHWqnEb/16AMrVqoVGpcL7hx8IOXRIx5Hln0at\nJvUtN+/SyNzcHAcHBwAMDQ2Ry+VERUVx8uRJevfujUyW1hZj+lr36uvynNjExMRgbm4OgJmZGTEx\nMVnuJ5FI8PDwYNq0aZw6dSqv1ZUa9vb2AAQHB4uETxCEXEuJjMR7wQLufvEFCb6+GFhaUmvuXGov\nW4Zx+s3gXejJZNilN+cH/PILmhK21Evon3+SFBSEkVxO3VWrcBg7FoAnP/2Udj4l9P9XZXw8XjNm\n8GDyZFTJyboOR2fCw8Px9/enRo0aPH/+HC8vL2bMmMGcOXN48uRJjsfm2BXl4eFBdHT0G+8PGjQo\n0+uc+nI9PDwoX748sbGxeHh4IJfLqVWrVo5BlWblypXTJoIvXrzA0tJS1yEJglCMqZVKQn7/nYDt\n21ElJqJXpgzygQOxGzwYqaFhvsq27NSJgB07SAoIIOL8eSq1a1dAUReu1Lg4nm3fDoDDuHHolSmD\nnZsbsrJl8V2+PK2LLiYGx4kTkeiVnGdkEp89w2vmTJICA5GZmpIUFETZ6tV1HVaRS05OZvny5Qwf\nPhwjIyNUKhUJCQnMnz8fX19fVqxYwZo1a7I9PsfEZtasWdluMzMzIzo6GnNzc16+fImZmVmW+5Uv\nXx5Iazpq0qQJvr6+WSY2np6eeHp6al/3798fY2PjnMIrsRwdHbl79y5hYWHaZreSSCaTldrPqDRJ\nTn4pPqcSIKvvU+S1azxaupQEf38ALFu2xPnrrzFO79IuCNVGjuThwoUE7dqFfdeuJSIR8NmyBVVs\nLOXr18euc2ftj+tqAwdibGHBgzlzCDlwAJKTcfnuO/RkxX9mk/ALF7g/ezaqhATK1ahB/cWLMU5/\nirY02b9/v/bfrq6uuLq6ZtquVCpZtmwZLVu2pEmTJgBUqFCBpk2bAlC9enUkEglxcXGUK1cuyzry\n/Gk3btyYc+fO0atXL86fP88HH3zwxj4KhQK1Wo2RkRHJycncu3ePfv36ZVleVieYmJiY1/CKNRsb\nG+7cuYOvry916tTRdTh5ZmxsXGo/o9JErVaLz6kEePX7lBwait+GDUScOweAoY0N1b78EosPPwQK\n9v/G8m3bor91K/FPnxJ4/DgV08dOFldJISH4//orGqDK+PEkJSVl2m7WogW15s/n4ezZBP/1F8nR\n0TjPmoXUwEA3Ab+FRq0m8JdfeLZtGwAV27TBaepUMDIqld/b/v37Z7tNo9GwYcMG5HI53bp1077/\nwQcf8ODBA1xcXAgJCUGpVGab1EA+EptevXqxYsUKzp49q33cGyAqKoqNGzcyffp0oqOjWbp0KZD2\nn2uLFi2oV69eXqssNTLG2Yi5bARBeJVKoSB4//60+WUUCvQMDLAbMgR5//6FdmPW09fHdtAgnqxc\nScCOHVRo2bJYt9o827wZjVKJZYcOlMtmygyLpk2ps2wZntOmEXnxIl7TplHrhx+QFbNJUZUJCfj8\n+KP2yS6HsWOxHTQox+EdpZm3tzcXLlzA3t6eKVOmAODm5kbbtm1Zv34933zzDTKZjC+++CLHciSa\nYjzC6sCBCF2HUCiePXvGzJkzsba2ZsmSJboOJ89Ei03JoFZHUrVqnK7DEN4i4dYtvJYuJTkkBEj7\n5e44fjyG1taFXrc6JYXrbm6kRETg8sMPVGjRotDrzItYT0/ufv45evr6NPrlFwytrHLcP97XF88p\nU0iJiqJczZq4/vgjZdIfetG1pKAgvGbOJNHfH5mJCc6zZ2OR3t1SWjVu3LhI6im+aXkpZmNjg1Qq\nJSwsDIVCoetwBEHQofjHj3kwdSq3J00iOSQE4ypVqLNsGbXmzCmSpAbSWm3s3NwACNixo1g+UaTR\naHi6di0A8k8/fWtSA1C2enXqrlqFYeXKxD16xL3//Q9FeHhhh/pWUf/9x53x40n098fY3p76GzeW\n+qSmKInERgfKlClD5cqV0Wg0BAcH6zocQRB0INHfn4dz5nB7zBhe/vcfUhMTqk6cSIOtWzFv1KjI\n47Hq2hV9CwviHz8m6sqVIq//bSLOnSPOy4sy5ubYpidhuWFka0vd1asxdnQkMSCAu198QaKOhgFo\nNBoC9+zBc9o0lPHxVGjenHrr1mFka6uTeEorkdjoiJioTxDeT0lBQXj/8AM3R4wg4tw59MqUwaZv\nX1ocOIC8f3+dPcEjNTTEduBAAAJ37ixWrTbqlBT8N20CoMrIke88VsagYkXqrlxJuVq1UISHc++L\nL4j38SmMULOlSkrCe968tPPQaLAfNoxaHh7vNKmikDsisdGRjMRGDCAWhPdDcmgoj5cs4ebQoYSf\nOoVET4/KPXvSePduqn35JQYVKug6RKx79qSMuTlxjx7x8to1XYejFfLHHyQ/f45xlSpY5XE18jKm\nptRetgzzxo1JjYnhnrs7MXfvFnCkWUt+/py7X3zBi7NnkRoZ4fLDD1QZMaJYD9IuycRV1RHxZJQg\nvB8UERE8WbmSG0OGEPr332g0Gqw+/phGv/xC9UmTMChGk3RKDQ2xHTAAgIDt24tFq01qTAyBv/wC\ngOPEiflq0ZIZG+O6YAEVW7dGlZDAg8mTC73bLfrmTW6PG0fCkycYyeXUW7++2A7OLi1EYqMjtul9\nqoGBgcXiPw9BEApWSnQ0T9et44abGyF//IFGqaRS+/Y02rEDp2nTMLKx0XWIWbL+5BPKmJkR9/Ah\n0Tdv6jocAnbsQBkfj3njxpRPn7AtP/T09ak5ezbW3bqhTknBa+ZMwk+eLIBIM9NoNAT/9hsPJk9G\nGRtL+aZNqbdhAyYleFLWkqL4T8dYSllYWGBiYkJ8fDzR0dHaGZoFQSjZUmNjCd6/n5ADB7Rr/VRo\n2ZIqI0ZgUrWqjqN7O5mxMfL+/fHfvJmAHTswb9RIZ/OqJAYG8vzwYQAcx48vsDgkUinVv/0Wmakp\nQXv34j1/Psq4OGz69CmQ8lXJyfguX074iRMA2A0eTJWRI0vkCuolkUhsdEQikWBnZ8ejR48IDAwU\niY0glHDK+HhCDh4keP9+lAkJAJRv2pQqI0dSztlZx9G9m8q9ehG0bx+x9+8Tc/s25g0b6iQO/w0b\n0KhUWHXtWuBrJkkkEhzHjUNWrhz+mzbxZNUqlHFx2A0dmq8EKjksjIezZxPv7Y2egQFO06ZRqW3b\nAoxceBvRFaVD4skoQSj5VMnJBO3dy3U3N55t24YyIQHzBg2ot2YNtRctKnFJDYDMxAR5+vI3ATt3\n6iSG6Dt3iLx0CamhIVVGjiy0euzc3Kjx7bcgkfBs2zaerlmDRq3OU1kxd+9yZ9w44r29MaxcmXpr\n14qkRgdEi40OZSQ2QUFBOo5EEIR3pVIoCP3rLwJ37SL15UsATGvXpsrIkTpr4ShINn36ELx/PzF3\n7hBz9y5mRbgcjkatxm/dOgDkAwdiULFiodZn3b070rJl8f7hB0IOHkQZH0+NyZNzPVBZo9Hw/PBh\nnq5ejUalwrxRI2rOnk2ZbBaHFgqXSGx0KOPJKNFiIwglh1qpJOyffwj85RcUL14AUNbJiSqjRlG+\nSZNSs86PrGxZbPr2JWDHDgJ27qTOsmVFVnf4qVPE+/igX6GC9imtwlapTRtkJiZpg4mPH0cVH4/z\n7NlvXaNLnZLCk5UrCf37bwDk/fvjMHZsiVhRvLTK85W/cuUKv/32G8HBwSxcuJCq2QyKu3PnDtu3\nb0etVtOuXTt69eqV52BLG7lcjkQi0a5WKhNfBEEotjQqFeGnThGwY4d2PSeTqlWpMnIkFs2bl5qE\n5lU2ffsSfOAA0TdvEvvgAaa1axd6narkZJ5t3gyAw5gxSI2MCr3ODOU/+IA6y5enLZ556RKe06bh\nksMkeoqICB7OmkXcw4fo6etTY/JkLDt2LLJ4S5uIiAjWrl1LTEwMEomE9u3b07VrV/bv38+ZM2cw\nNTUF0hbGrF+/frbl5PlOam9vz7fffsvm9D/ArKjVarZu3cqsWbOwsLBg+vTpNG7cWPuo8/vO0NAQ\nS0tLwsLCeP78ubZrShCE4kOjVhNx7hzPtm8nKb111cjOjiojRlCxTZtSPclaGVNTbPr0IfCXXwjY\nsYPaRbBob/Bvv6F48YKyNWpg2alTodf3OlNXV+quXMmDyZOJuX2b+5Mm4bp4MfqvLZ4Z6+nJw9mz\nSYmMxMDSkloeHiVyPFVxIpPJGDZsGA4ODiQnJzN16lTq1q2LRCKhe/fudO/ePVfl5PkbKZfLsXnL\nPAy+vr5YW1tjaWmJTCajefPm3LhxI69VlkpiBmJBKJ40Gg2RFy9ye/RoHs2bR1JAAIaVK+M0fToN\nt22jUrt2pTqpySDv1w+pkREvr18n1surUOtKiYwkaM8eABwnTNDZ9TWpWjVt8UwbG+J9fLj3v/+R\nHBam3R7699/c++orUiIjMatXj/obN4qkpgCYm5vjkD7Pj6GhIXK5nKioKIB3mu+tUP9qoqKiqPDK\nNOEWFhbaIIU04skoQSiegvbswWvmTBKePsWgUiWqT5pEo19+wapz5/dq/EQZMzMq9+4NpK0hVZie\nbduGKikJiw8/1PkAbCO5nLqrVmFStSpJAQHc+/JLEp4+xXfFCh4vWYJGqcSmTx9qL1uGvpiuo8CF\nh4fj7++Pk5MTAMeOHWPy5MmsX7+ehPTpFLKT47fTw8OD6OjoN94fNGgQjRs3zkfIQoaMAcTiyShB\nKD4UERHax5wdx42jcp8+bx1EWprJ+/cn5OBBoq5eJc7bu1BaJxKePiX077+R6OnhOH58gZefFwYV\nK1Lnp5/wnDaNOC8vbqU/di6Ryag+aRLWeVy3SshZcnIyy5cvZ/jw4RgaGtKpUyf6pU8/sG/fPnbu\n3MmECROyPT7HxGbWrFn5Cs7CwoLIyEjt68jISCwsLLLc19PTE09PT+3r/v37Y2xsnK/6S4IaNWog\nkUgIDAwscecrk8lKXMzvo+Tkl+Jzekd+u3ahUSiwbNUKp1GjiqTO4vx9MjY2psqnn+K/axchu3fT\nYOnSAq/j4ebNSDQa7Pr1o2KtWgVefp4ZG9Nk3TruTp9O5JUrGFSqRL1FizAvgoHUpdH+/fu1/3Z1\ndcXV1TXTdqVSybJly2jZsiVN0pfQMHvlsfl27dqxaNGiHOso1PbUatWqERoaSnh4OBYWFly+fJmv\nvvoqy32zOsHExMTCDK9YMDU1RV9fn6ioKMLCwihXrpyuQ8o1Y2Pj9+IzKunUarX4nN5Bgp8fQYcP\nI9HTw2706CK7dsX9+2TZpw/PfvuN8H//JfzuXcrWqFFgZb+8do2IK1eQmphQefDgYnkdnOfNI+rK\nFUzr1kXf3LxYxlgS9O/fP9ttGo2GDRs2IJfL6datm/b9ly9famfnv3btmranIzt5TmyuXbvGtm3b\niI2NZeHChTg6OvLdd98RFRXFxo0bmT59OlKplJEjRzJ//nzt497iiajMJBIJtra2PHnyhKCgIGoV\np18qgvAe8t+4ETQarHv2xPgt/4G+T/QtLKjcowfBBw4QsHMnLh4eBVKuRqXCb8MGIG1NpdefPiou\n9MqUoWKrVroOo1Tz9vbmwoUL2NvbM2XKFCBt6MulS5fw9/dHIpFQqVIlxo4dm2M5Ek0xXlr6wIEI\nXYdQJLZu3cq5c+f47LPP6KSDxxvzqrj/whTSqNWRVK0ap+swSoTomze5/803SI2MaLx7N/rZdJ0X\nhpLwfVJERHBj0CDUqak03LoVk2rV8l1m6F9/8XjpUgysrGi0c+d7PZaptCuqsbml/1nFEkA8GSUI\nuqdRq7UtB7ZubkWa1JQUBhUrYt2jBwABv/yS7/KUiYk8+/lnABzGjhVJjVAgRGJTDGT0F4q5bN4P\nKpWKs2fPEhwcrOtQhFe8OHWK+MeP0a9YEfmnn+o6nGLLduBAJDIZEefOkeDvn6+ygn/9lZSoKMrV\nqkWldu0KJkDhvScSm2IgY9xRUFAQ6jyuKiuUHL///js///wzO3bs0HUoQjqVQoH/li0AVBk5Eqmh\noY4jKr4MLC2xTh/YGZiPVhtFeDhB+/YBUPXzz0vlkhSCbojEphgoW7YsFhYWpKSkEB4erutwhEL0\n6NEjjhw5AsDTp09RqVQ6jkgACDl4EEV4OCZVq2LVubOuwyk0586dY+HChVnOT/YubAcNQiKT8eL0\naRKfPctTGf5btqBWKKjYunWRrEElvD9EYlNMiKUVSr/4+HjWr1+vnRpcoVAQkr6YoqA7qdHRBO7e\nDYDj+PFIpFIdR1Q4Tpw4wc8//8zDhw+5dOlSvsoytLbG6uOPAQjcteudj4/z9ib8xAkkMhkOY8bk\nKxZBeJ1IbIoJkdiUbhqNhp9//pmoqCiqV6+ufTrg6dOnOo5MCNi5E1VCAuU/+IDy6ROClTanTp1i\n1ysJyJ07d/Jdpt3gwUikUsJPnSLpHWZO12g0+K1fD4BN794YiSlAhAImEptiQjwZVbqdP3+e69ev\nY2RkxIQJE6hevTogEhtdSwoK4vnhwwA4jBun42gKx+nTp9mZvjxEv379kEqlPH78+K3r7byNYeXK\naatvazTv1GoTdfkyMXfuIDM1xe6zz/IVgyBkRSQ2xYR4Mqr0CgkJ0f5aHj58OJaWllStWhUAPz8/\nXYb23vPfvBmNSoXVxx9TNj3ZLE3Onj2rHaQ+ZMgQevbsSY0aNVCr1Tx48CDf5dsNHoxET4/wEydI\nykW3qlqp1LbW2A8bRhlT03zHIAivE4lNMWFtbY1UKiU8PJykpCRdhyMUkNTUVNavX49CoaBFixZ8\n9NFHADg4OCCRSAgICCA1NVXHUb6fYh88IOL8efQMDKiSvrhhaXLu3Dm2bdsGgJubm3byz3r16gFw\n9+7dfNdhZGtLpY4d0ajVBKWPU8pJ6J9/khQUhJFcTuWePfNdvyBkRSQ2xYRMJkMulwOI+U1Kkd9+\n+w1/f38sLS357JVmdyMjI2xsbFCpVKKVTgc0Gg1P160DQP7ppxhYWuo4ooJ1/vx5fk6f+G7QoEF8\nnD7QF/4/sbl37x4FMfG83ZAhIJEQduwYyaGh2e6XGhfHs+3bAXAYPx69MmXyXbcgZEUkNsWIGEBc\nuty7d4+jR48ilUqZMGHCGys3Ozo6AvDkyRNdhPdei/z3X+K8vChjZobtwIG6DqdAXbhwga1btwIw\ncOBAunTpkmm7XC6nQoUKxMbGFkhXqLGdHZbt26NRqQjasyfb/YJ27UIZG4tZ3bpUaNEi3/UKQnby\nnNhcuXKFSZMmMWDAgBwHQH7++ed8++23TJkyhenTp+e1uveCSGxKj7i4ODZt2gRA7969tYOFX5WR\n2IgBxEVLnZqKf/pnYz98OLKyZXUcUcG5ePEimzdvBtJWUe7atesb+0gkkgLtjoL0Vhsg9J9/SA4L\ne2N7UkgIwQcPAuA4caKYjE/IUkREBHPnzmXSpEl88803/PPPP5m2HzlyhAEDBhAfH59jOXlObOzt\n7fn2229xcXF5675z5sxh8eLFLFy4MK/VvRfEk1Glg0ajYdOmTcTExFCzZk16pK+t87pq6QsIigHE\nRev5n3+SFByMkZ2ddt2j0uDSpUvaZLpfv3507949230LOrExdnCgUtu2aJRKgn/99Y3tzzZvRqNU\nYtmhA+Vq1iyQOoXSRyaTMWzYMJYvX878+fM5fvw4QelTCURERHDv3j0qVqz41nLynNjI5XJsbGxy\ntW8xXkC8WHn1yShxzUquU6dOcefOHUxMTBg/fjx6ell/zezs7JBKpYSEhJCcnFzEUb6fUuPiCEh/\nSshx3Dj0ZDIdR1QwLl++rE1q+vbtS8+3DMx1cXFBJpPx9OlTYmNjCyQGu6FDgbTVuhUREdr3Yz09\neXH2LHr6+lQRk/EJOTA3N8fBwQEAQ0ND5HI5L1++BGDnzp0MSW8ZfJtCH2MjkUjw8PBg2rRpnDp1\nqrCrK9HMzMwoV64ciYmJREZG6jocIQ+CgoLYu3cvACNHjqRChQrZ7quvr4+9vT0ajQb/fC4mKORO\n0J49KGNjMa1TB4vmzXUdToG4cuUKGzduRKPR0Lt3bz755JO3HmNgYECtWrUAuH//foHEYeLoSMXW\nrVGnphKU/h3QaDQ8XbsWSBukbWhlVSB1CaVfeHg4/v7+1KhRg+vXr2NhYUGVKlVydWyOP1c8PDyy\nXFNk0KBB2plT38bDw4Py5csTGxuLh4cHcrlc+4USMpNIJNjZ2eHl5UVQUFCumtyE4kOhULB27VpS\nU1Np06YNTXIxi62joyN+fn74+flRUzTRF6rk0FBCDhwAoGopGefx33//ZUpqevfunetj69Wrx/37\n97l79y7NCyjJs/vsMyLOnyf0yBHs3NyIuXcvbZC2uTm2bm4FUodQ+iUnJ7N8+XKGDx+ORCLhjz/+\nYObMmdrtb+vRyDGxmTVrVr4DLF++PACmpqY0adIEX1/fLBMbT09PPD09ta/79+//xlMk7wNHR0ce\nPnxIaGhosT9/mUxW7GMsSnv37iU4OBi5XM6YMWMwzMUK0c7Ozpw9e5aAgIBCu5bJyS/F5wQ82bED\nTWoqlTt1wqpRI12H84Z3/T5duXKFDRs2oFar6devHwMGDHinZK1p06bs2rWLBw8eYGBggLQA1sgy\nrlsXy9ateXH+PM/37SPi0iUkQI3x4zGtVCnf5Qsl3/79+7X/dnV1xdXVNdN2pVLJsmXLaNmyJU2a\nNCEgIIAXL14wefJkAKKiopg2bRoLFizAzMwsyzoKtYNZoVCgVqsxMjIiOTmZe/fu0a9fvyz3zeoE\nExMTCzO8Yqly5cppzbdPnxb78zc2Ni72MRaV27dv888//yCVShk3bhxqtTpX18bW1haNRoOPj0+h\nXcvcxlKaxXl7E3L0KBKZDPnw4cXyerzL9+nGjRusWbMGtVpNz5496dGjxztP7GlmZoa1tTWhoaHc\nu3cPZ2fnvIT9Bhs3N8LPnycg/QZmXKUK5Tt0KJbXXCh6/fv3z3abRqNhw4YNyOVyunXrBqSNPc14\n0g/SnrRetGgRZXN4mjHPic21a9fYtm0bsbGxLFy4EEdHR7777juioqLYuHEj06dPJzo6mqVLlwJp\n/7m2aNFCOxpfyJp4MqrkiY6O1n7xBgwYoH2MOzfkcjn6+vqEh4cTFxdHuXLlCivM95ZGo8F/wwYg\nfdHFXD70UFzduHGDtWvXolar6datG3379s1zt1q9evUKPLEp5+yMxYcfEnXlCpD2eHdpGaQtFC5v\nb28uXLiAvb09U6ZMAdKGvjRo0EC7T27+1vP819akSZMsxxBYWFho56uxsrJiyZIlea3ivSSXy9HT\n0yM0NJSUlBT09fV1HZKQg4xHu+Pi4qhTp06mGV5zQyqV4uDggI+PD35+ftStW7eQIn1/vfzvP6Jv\n30ZWtmyJX3Tx1q1brF27FpVKRdeuXenfv3++xgrVrVuX48ePc/fuXT799NMCi9N++HCib9zAvBSv\nmC4UvJo1a7Jv374c91mzZs1byxEzDxczBgYGWFlZoVKpCMnFonKCbh07doz79+9Trlw5xo4dm6eb\njFgQs/C8uuii3dChJXrRxdu3b7N69WpUKhUff/zxO4+pyUrNmjUxMDAgICCgQJ/ELOfszAe//Uat\nuXNLxSBtoWQRiU0xlNEdlTExkVA8+fn5aX9djBkzBnNz8zyVI2YgLjxhR4+S+OwZhpUrY9Orl67D\nybM7d+6watUqVCoVnTt3ZtCgQQWSMJQpU0Y7tvHevXv5Lu9V+ubmRbIeVFxcnFhfT8hEJDbFUMZE\nfd5IlcIAACAASURBVGKcTfGlUChYt24dKpWKjh07ZuoDflcisSkcysREAtJXt64yejR6JbRb9969\ne6xcuVL7t+bm5lagrSCvLopZEq1YsYLp06eX2PiFgicSm2LI1tYWEC02xdmuXbsIDQ3F1taWAQMG\n5Kssa2trjI2NiY6OJioqqoAiFIL37SMlKopyNWtSqV07XYeTJ/fu3eOnn37SJjVDhgwp8K6djHFd\nnp6epKamFmjZhS0oKAhfX18A7TImgiASm2JIPBlVvF27do1z585RpkwZPv/8cwwMDPJVnkQiEa02\nBUwREUFwejeh44QJJXKcR0ZSo1QqadeuXaEkNQAVKlTAzs6O5ORkvL29C7z8wnTp0iUA9PT0iI2N\nZfPmzWI5GkEkNsVRpUqVMDIyIiYmRvwCKWYiIyP5+eefgbTHEDNa1/JLDCAuWAHbt6NKTqZC8+aY\nlcApJh48eMDKlSu1Sc2wYcMKNTkrid1RarWay5cvAzB+/HhMTEy4d+8eJ0+e1HFkgq6JxKYYkkgk\n2htmYGCgjqMRMqjVajZs2EBCQgL169enQ4cOBVa2SGwKToKfH6F//41ETw+HceN0Hc478/T05Kef\nftIuzVHYSQ38f3fUnTt3CrWegvTw4UNevnxJpUqVaNq0KaNGjQLSZgAXrd3vN5HYFFPiyaji58iR\nIzx69AgzM7M8P9qdnYyuKD8/P9GUnk/+GzeCRoN1jx4Ypw/ELykePnzIihUrSElJoXXr1owYMaJI\nutFq1KiBsbExoaGhhIWFFXp9BSGjG6p58+ZIJBIaN25M27ZtUalUrF+/HoVCoeMIBV0RiU0xJZ6M\nSqNSqTh8+DB//fWXTgfW+vr68scffwAwbty4Ap8h2MLCAjMzM+Lj4wkPDy/Qst8n0TdvEnX1KlJj\nY+yHD9d1OO/E09OTZcuWkZKSQsuWLRk5cmSRjQ2SSqXUqVMHgLt37xZJnfmhUCi4fv06AB999JH2\nfTc3NypXrkxwcDC//vqrrsITdEwkNsWUeDIqbVbfLVu2cODAAfbt24e7uztLlizh8uXLRfprLDEx\nkfXr16NSqejSpYv2BlCQXh1A/OTJkwIvv7C9fPmSn376icePH+ssBo1ajV/60gm2gwahn74Ab0nw\n6NEjFv4fe+cd2FTZ/fFPRke6W+iiUGbZUyiCFAdDecH5CmgVBVFUwC1TXhw/RGS7EBF5EcEBssQF\noshGhoyWllW6oJN0r6RNcn9/1OQt0JmmGe3z+au9ufd5TnKTe889zznnu2ABpaWlRERE8PTTT1s9\n4dmR8mz+/vtvtFot7du3JygoyLTdxcWFyZMno1Ao+OOPPzh58qQNrRTYCuHY2CkVl6L0er2NrbE+\nkiSxbt06Dh48iKurK3379kUulxMVFcXKlSt56aWXWLt2LZcuXWrwpZuvvvqKzMxM2rRpY9G28zfi\nyHk2xpvIN998YzMbrv3+O4WXLuHcvDkhDXieLM21a9dYvnw5Go2GQYMG8cwzzyCXW//SbMyziY2N\ntftlnIrLUDfSpk0bk9DiF198QU5OjlVtE9ges7Wi1q9fz8mTJ1EqlQQGBjJlyhTc3Nxu2u/06dN8\n+eWXGAwGhgwZwoMO3P3Tmri5ueHv78+1a9dIT08nJCTE1iZZDUmS2LhxI3/88QdOTk688sordOvW\njcLCQv766y8OHDhAfHw8e/bsYc+ePQQFBTF48GAGDRpEs2bNLGrLoUOHOHToEC4uLkyZMgWnBuyk\n2r59e8AxHZuYmBigPNqUkpJi9e+rXqsl8YsvAGg9cSIKV1erzm8ukiSxdu1aSkpK6NevH5MmTbKJ\nUwPg5eVF27ZtSUhIIDY2tl5NJxuS3Nxczp49i0Kh4NZbb610nxEjRnD27Fmio6NZtWoVM2fOdMiS\n/6aGWq1mxYoV5OXlIZPJGDp0KCNHjuS7777j77//BsDT05MpU6bQvHnzKscx+xfUq1cvli5dyuLF\niwkODjblH1TEYDCwZs0a3njjDZYtW8ahQ4ea9NJKXWmqlVE7duzg559/RqFQ8OKLL5pavnt4eDBs\n2DDeeecdFixYwKhRo/D29iY9PZ3vv/+eV199lUWLFllsqSozM5N169YBMG7cOIKDg+s9ZnUYl6KS\nkpIwGAwNOpclKS4uvq7/zsGDB61uQ+qWLWgzM3Fv147Ae+6x+vzmcvDgQc6ePYu7uzvPP/+8zZwa\nI7179wbsO8/myJEjSJJE7969q8x1k8lkTJo0CU9PT2JjY/nll1+sbKXAHJRKJePHj2fZsmXMnz+f\nXbt2cfXqVR544AEWL17M4sWLCQ8PZ/PmzdWOY/avqGfPnqYfYVhYWKUCanFxcQQFBREQEIBSqWTQ\noEGcOHHC3CmbHMblqKbk2OzcuZPNmzcjk8l47rnnqnxqbNmyJY8++igffvgh06dP59Zbb0WhUBAd\nHc3KlSt58cUXWbNmDRcvXjRrqUqn0/Hpp59SUlJCeHg4d9xxR33fWo14enri7++PRqNxKAHUc+fO\nIUkSHh4eQPnN2prLp2W5uVz9+msA2j7/PDKFwmpz14e8vDzT0t3jjz9uttaYJamYZ2Ov1XnVLUNV\nxMfHh0mTJgGwefNmh4qEFhcXo1arbW2G1fHx8aFNmzYAuLq6EhISQk5ODiqVyrSPRqOpsXjDIo8H\ne/bs4ZZbbrlpe3Z29nVLA35+fqJlfB0wVkY1Fcdm7969fP3PDWrixIkMHDiwxmMUCgU9e/bkhRde\n4OOPP2bChAm0b9+ekpIS9u7dy7x585gxYwY//PBDnS4U27dv5/Lly/j5+Vm1OsUROxDHxsYCMGzY\nMAIDA8nLyzMtTVmD5K++QldUhG94OL79+1tt3vqyfv16ioqK6NGjR403aWvRtm1bPD09UavVdulc\nX7lyheTkZNzd3U1OWHX07t2b4cOHo9fr+fTTT9FoNFawsn4UFBSwcOFCFi5cSG5urq3NsRmZmZkk\nJiYSFhYGlPcnmjx5Mvv27asxpaXaHJt58+ZV+sFGRkbSr18/ALZu3YpSqSQiIsJc+wVV0JQqo44c\nOWLq6Dtu3DjuvPPOOo/h4eHB0KFDGTp0KCkpKRw8eJBDhw6Rnp7O5s2b2bJlC127dmXw4MH069ev\nSimE8+fPs2PHDmQyGZMnTzZFIqxBu3btOHbsGPHx8dx+++1Wm7c+GJ2Yrl27olQq2bx5M/v37zcl\nozYkJVevkvbDDwAO1YzvxIkTHDt2DBcXFyZMmGA3+R8ymYyePXty6NAhTp8+bXe5fcZoTf/+/Wud\n7/bII48QGxtLSkoKX3/9tamRnz2SlZXFwoULSU9PJyAggNLSUlubZBM0Gg3Lli1jwoQJuP6TLxcZ\nGUlkZCTbt29n3bp1TJkypcrjq3Vs5s6dW+3ke/fu5dSpU1Xu5+fnd90SVVZWFn5+fpXuGxMTc91T\n3tixYytNRm5KtGvXDmdnZ9RqNZIk4e7ubmuTrkOpVFrkHB0/fpxVq1YB5V/ehx56qN5jhoWFERYW\nxvjx4zlz5gx79+7l2LFjxMbGEhsby1dffcWAAQMYMmQInTt3Nt1YCgoKTLY8/PDDlUYiG5IuXbog\nk8lISkqy2Pdfo8lpsN9SdnY2qampuLq60qNHD0JDQ9m6dSsnT55Er9dbvN/PjVxauxb0ekLuvZcA\nKzhSlqCwsJD169cD5UtQrVu3Biz3e6ov/fv359ChQ5w9e7ZBqwDrisFg4K+//gJg6NChtf6s3Nzc\neP3115k5cyb79u2jb9++1/W+sRdSUlKYP38+arWa1q1b85///AdfB2pZUFs2bdpk+rtbt26mHEoj\nOp2OpUuXMnjwYPpXEoGNiIhgwYIF1c5hdlXU6dOn2bFjB2+//TbOzs6V7tO+fXvS09PJzMzEz8+P\nw4cP8/LLL1e6b2VvsLi42FzzGg0hISEkJCRw8eJFOnXqZGtzrsPNza3e58jYlEyv1zNq1Cj+9a9/\nWfy8d+rUiU6dOjFu3DiOHj3KgQMHiIuLM1VVBQYGEhERQUREBN9++y1qtZr27dszatQoq38HjT05\nEhISyMvLs0gVlsFgaLD3YaxU6NixI2VlZbi5udGtWzeio6PZs2cPw4cPb5B5AfJjYkj/4w/kLi6E\nPPmkw1wv1q5dS05ODh06dOD222832W2J35MlCAsLQy6Xc/78edRqtV04W1Cun5WdnU1AQACtWrWq\n02fVvHlzHn30UdavX89nn31Gy5Ytq62qsTYJCQksXryYwsJCwsLCeO2113BxcbGL74OlMZbiV4Yk\nSXz22WeEhIQwatQo0/a0tDRT8cbx48dNeThVYbZj89///hedTse7774LlF/YnnnmGbKzs1m1ahWz\nZ89GoVAwceJE5s+fbyr3tpRoYFOhZcuWJCQkcOXKFbtzbOrLpUuXWL58OWVlZQwbNoxHHnmkQUPy\n7u7uDBkyhCFDhpCWlsbBgwc5ePAgGRkZbNmyhS1btgCgUqmYMmUKSqXZPw+zcXNzIzg4mNTUVK5c\nuWLqbWOvnD17FuC6h5KIiAiio6M5ePBggzk2kiQRv2IFACFjxuASENAg81iamJgY9u3bh0Kh4Omn\nn7Z5FVRleHh4EBYWxoULF4iJiSE8PNzWJgE3SyjUlWHDhhEdHc3p06dN9yh7+PzPnz/P8uXLKSkp\noWfPnrz44otVLpM3di5cuMCBAwcIDQ1lxowZQHkUf8+ePaSmpiKXywkMDDQlhVeF2Vfujz76qNLt\nfn5+zJ492/R/nz597LYfgiPQWBOIExISWLJkCVqtloiICJ588kmr5hkEBwczZswYHn74Yc6ePcvB\ngwf5+++/KS0tZfz48QTY8EbZrl07UlNTiY+Pt2vHRpIkU+JwRcemb9++qFQqEhISuHr1aoM8zGTt\n309BbCxO3t60fPRRi4/fEGi1WlMe2QMPPGB3+SsV6dmzJxcuXOD06dN24dhotVpTRa25y0jGEvA3\n3niDCxcu8NNPP3H//fdb0sw6c/LkST755BN0Oh0DBgzg2WeftckDlb3QuXNnNm7ceNP2uvoQtndX\nBdXSGEu+U1JSWLx4McXFxYSHh/PMM8/YLHlSLpfTs2dPpkyZwscff8zChQttXqHiKJVRaWlp5OTk\n4OnpafqeAjg7O5sq2vbv32/xeQ1lZSR+/jkAoRMmoLRicnd92Lp1K9euXSMkJIR7773X1uZUi7Gf\njb2UfZ84cQKtVkuHDh0IDAw0exxPT0+effZZoPx8xMXFWcrEOnPo0CE++ugjdDodQ4YM4fnnn2/S\nTo0lEY6NnVNRWsEeLjD1JTMzk4ULF1JQUECvXr2YMmUKCjvpO+Lm5kaLFi1sbYbDSCsYk/27det2\nk2NqrOg6fPgwOp3OovOm//gjJSkpqFq1Iui++yw6dkMRHx/Pzp07TVEDe7+BtWzZEj8/P/Ly8khM\nTLS1ORw+fBiouXdNbejRowcjRozAYDCwcuVKm+Sx7Nq1i1WrVmEwGLj//vsZP368XSyLNRbEJ2nn\neHl54e3tTUlJCdeuXbO1OfUiOzubhQsXkpOTQ+fOnXnxxRft/gJvC0JDQ1EoFKSmptp13w3jMlTX\nrl1veq1t27a0aNGC/Px8i4oqZh89SuLq1eVzPPcccgf4/uh0Or744gskSeKee+6x6+VFIzKZzG5E\nMXNycmqUUKgrY8aMoXXr1ly7do2vvvrKImPWBkmS2Lp1q6lf12OPPcbo0aPtpty/sSAcGwegMeTZ\n5Ofns3DhQjIzM2nXrh2vvvpqk02QqwlnZ2datWqFwWCwi6flytDr9ZXm1xiRyWQMHjwYgAMHDlhk\nzrQdO4idPRt9SQkBw4bhZydN7Wri559/5urVq/j7+/Pwww/b2pxaY+xDdPr0aZvaUVFCwVI9pZyc\nnJgyZQrOzs4cPnzYFBFqSCRJYsOGDWzfvt0UuRsxYkSDz9sUEY6NA+DomlFFRUUsWrSI1NRUWrVq\nxfTp0+2mhNResfflqKSkJEpKSggICMDf37/SfQYNGoRcLuf06dMUFBSYPZdkMBC/ciVxy5YhGQy0\nevxxOr7xhkM85aakpLB9+3agvJu2Iznz3bp1Q6FQcPny5Xqdv/pSWwmFuhIcHMy4ceMAWLduHZmZ\nmRYdvyI6nY5Vq1axe/dukwae0fEXWB7h2DgAjhyx0Wg0LFmyhKSkJIKCgpg5c6ZVO/k6KvaeQFxZ\nmfeN+Pj40KNHD/R6vdlPxHqNhnNvvUXKxo3IFArCZsygzaRJyBwgH0GSJNasWYNer+eOO+6o9rOy\nR1xdXenSpQsA0dHRNrEhOTmZK1eu4OHhUSsJhbpyxx130K9fP0pKSli5cmWDaJxptVo+/PBDDh8+\njKurK9OmTTN17hc0DPZ/dRA4bGVUaWkpy5cvJy4ujubNmzNz5ky8vb1tbZZDYHRs7DViU1FGoTqM\nScTmLEeVZmUR/corZB04gNLdnW6LFhE0cmTdjbURu3fvJi4uDm9vbx51kJL0GzEuR9lK7dscCYW6\nIJPJmDhxIr6+vly+fNkUXbMURUVFLFmyhDNnzuDh4cGsWbMczsF1RIRj4wC0aNEChUJBRkYGWq3W\n1ubUCp1Ox8cff0xsbCze3t7MmjXLrjp92jstW7bE2dmZjIwMCgsLbW3OdWi1Wi5evAjU7NgY8yKS\nk5NJSkqq9RxFCQmcnjKFgvPncQ0KoteKFfj27Vsvu62JWq3m+++/B2D8+PF2J4dSW4xRkujoaAwG\ng1XnNhgMFq2GqgoPDw+ef/55AHbs2MH58+ctMm5eXh4LFizgwoUL+Pr6MmfOHIdIHG8MCMfGAXBy\nciIoKAiDwUBKSoqtzakRg8HAqlWrOH36tOkppT69J5oiCoXCpCFkb8tRFy9eRK/X07p16xq1oJyc\nnOrc0ybnxAnOvPAC2owMPLt0odfKlbjV0ELdnpAkiS+//BKtVkt4eLhDLzsEBwcTGBhIYWEhly9f\nturcZ8+eJS8vj8DAQDp06NCgc3Xp0oX777/f1NK/vg8T165d49133yU5OZmgoCDmzp1r1w0ZGxvC\nsXEQHCXPRpIk/vvf//LXX3+hUqmYPn26kNEwE3tNIK6uGqoyIiIigPLqlpp62qT/9BMxM2eiLyqi\n+Z130mP5cpwdTAjw8OHDREVF4e7uzhNPPGFrc+qNrZajjNGa2267zSqJ4g8++CDt2rUjOzubL7/8\n0uy+YSkpKbz77rtkZGSYxCxFtNq6CMfGQXCEyihjOeO+fftwdnbmtddeE6HXemDvjk1Ny1BG2rRp\nQ6tWrSgsLKyydFgyGEhYtYpLS5Yg6fW0fOwxOr/5JgpXV4vZbQ3y8/Ov61Hi4+NjY4vqj3E5yppl\n3xqNxiShYK1O4EqlksmTJ+Pq6sqxY8fMyguLj49n/vz55OTk0KlTJ2bPno2Xl1cDWCuoDrO7W61f\nv56TJ0+iVCoJDAxkypQplZbwTp06FZVKhVwuR6FQ1Cg3LqgcR4jYbN68md9++w2lUsnLL79M586d\nbW2SQ2OPlVGFhYUkJCSgUChqLcpq7GnzzTffsH///puWZvQaDRcXLEC9bx8yuZwOr71GkJ1LDlTF\n+vXrKSwspHv37qZIlaPTuXNnnJ2dSU5OJjs7Gz8/vwaf06jbFhYWZlXdtsDAQJ588kk+//xz1q9f\nT1hYmElVuiZiYmL44IMP0Gq19O7dm6lTpzpUeb89oFarWbFiBXl5echkMoYOHcrIkSNr7W8YMTti\n06tXL5YuXcrixYsJDg5m27ZtVe779ttvs2jRIuHU1ANjZVRycrJdSiv89NNP7NixA4VCwdSpU03h\na4H5BAUF4ebmRk5ODjk5ObY2B4Bz584BEBYWVqeL9m233YZCoSAqKorc3FzT9tKcHKJffRX1vn0o\n3N3ptnChwzo1J0+e5OjRozg7OzNhwgSH6LNTG5ydnU3ROWt1IT548CBgvWhNRQYNGsTAgQPRarV8\n9tlntZIEOXHihEnU97bbbuOll14STo0ZKJVKxo8fz7Jly5g/fz67du3i6tWrdfI3oB6OTc+ePU3a\nFmFhYWRlZVW5rz3eiB0NPz8/3N3dKSwsJC8vz9bmXMfu3bvZuHGjqZumIydL2hMymYw2/yTN2kvU\npqI+VF3w8vKiV69eGAwGjhw5AkBRYiJnJk+m4Nw5XAID6fXJJ/jagZK0ORQXF/Pll18CMHr0aJuq\nwzcE1pRXyM7OJiYmBoVCQf/+/Rt8vhuRyWSMHz8ef39/EhIS2LJlS7X779u3j48//hi9Xs/w4cN5\n7rnnhFSMmfj4+Jiuea6uroSEhJCTk1MnfwMslGOzZ88ebrnllkpfk8lkzJs3j1mzZvH7779bYrom\niUwmM+XZJCcn29ia/3HgwAGT1sqECRNsrozd2DDm2Ti6YwOYOq3u37+fnBMniJo6FU16Op6dO9P7\n009x/2fpzRHZuHEjubm5tGvXjrvvvtvW5lgco2MTExNjcVHTGzE6vn369LFZM083Nzeef/55ZDIZ\nP//8s+l7fyO//vora9asQZIkHnroIcaNG9doInW2JjMzk8TERMLCwq7bXp2/YaRat3LevHnXhY2N\nREZGmp7Kt27dilKprHI9ed68efj6+pKfn8+8efMICQkxdbMU1I3Q0FAuXLjAlStX7GKp56+//uKL\nL74Ayr8TQ4YMsbFFjQ97SiBWq9VkZGSgUqlM+T91oVevXnh6euIaG0v0kSPIgGYREXT6z38cLkm4\nIufPn+fPP/9EoVDwzDPPNEqV5ubNmxMSEkJKSgoXLlxo0CZzDSWhUFfCwsJ48MEH2bZtG6tWrWL+\n/Pmm9gaSJLFlyxZ27NgBwLhx4xqlQ2srNBoNy5YtY8KECbhWuDbU5G8YqdaxmTt3brUH7927l1On\nTlW7n+8/pZpeXl7079+fuLi4Sh2bmJiY67zisWPHCj2hG2jfvj2///47aWlpNv9szp49ywcffIAk\nSYwdO5bRo0fb1J7GSteuXZHJZCQlJaFSqcx6GtRocizyfbl06RJQHq2pqX9NZUgGA/9ycsI5PR2d\nUknYhAl0fPFFh5BHqAqtVsvatWsBePjhh+nYsaPZYymVSpv/rqujX79+pKSkcO7cOcIbaMkwMTGR\nq1ev4unpyYABAxqk23BdePTRR4mNjeXChQt8+eWXzJgxA0mSWL16tUn3aerUqaYO24Ka2bRpk+nv\nbt263eQk63Q6li5dyuDBg69biqyNv2HE7IXA06dPs2PHDt5++22cnZ0r3Uer1WIwGFCpVGg0GqKi\noqq8AVb2BouLi801r1ESGBiIJEkkJCTY9LPR6XSsXLkSnU7HPffcw7333ivOVQPh5uaGl5cXeXl5\nJCYmmtXo0GAwWOT8GMt9O3fuXOfx9Fotl95/H8+TJ9EAJ4KDiRg/nhKNpt522ZKNGzeSlpZGSEgI\nI0aMqNfn7ObmZte/o27duvHDDz9w4sSJBnuQMaYr9O/fn7KyMsrKyhpknrrw3HPPMWfOHI4fP84P\nP/zApUuXOHr0KE5OTrzwwgv06dPHrs+bvTF27NgqXzM2SAwJCWHUqFGm7bXxNypitmPz3//+F51O\nx7vvvgtAx44deeaZZ8jOzmbVqlXMnj2b3NxclixZApRfXCMiIhpEyMwRkPR6kAzIlOY/gRhzbFJS\nUtDpdDZLUNu9ezfp6emEhITwyCOPiDXlBkQmk9G2bVtOnz5NfHy8zTo4S5Jkdn5NaW4u5+bMIT8m\nBicPD052787ZwkJOnTrFrbfe2hDmWoWEhAR+/fVXAJ555plGnzDaoUMHVCoVqampZGZmWjxBWq/X\nm/JrbL0MVZHmzZszYcIEVq5cyYYNGwBQqVS8+uqroqWFhblw4QIHDhwgNDSUGTNmAOVpDmvXrq3U\n36gKs3+JH330UaXb/fz8mD17NlAeYVi8eLG5UzQaio78QO73S/F+6CU8Bpv/pOPq6kpgYCAZGRmk\np6fbpKNvQUGBSShuwoQJjf5ibg9UdGyM8gTW5urVq+Tn5+Pt7U2LFi1qfVxxcjIxs2ahSU3FJSCA\nbgsWUHj5Mqc2bODAgQMO69jodDrWrFmDwWDgnnvuoX379rY2qcFRKpV0796d48ePc+bMGYYPH27R\n8WNiYkwSCvb2eQ4cOJDo6GgOHjyIp6cn06dPN1XvCCxH586d2bhx403b+/TpU6dxHHdx24GQdGXo\n1Fco+M38Nt1GbF0ZtXnzZoqLi+nVq1eNmekCy2C8yNsygdgYrenevXutI3S5p05xZupUNKmpeHTs\nSK9PP8W9fXsGDhyIQqEgOjqa7OzshjS7wfjll19ITk7G39+/SeWX9e7dG2gYeYWKgpf2GAUeP348\nEydO5J133hFOjZ0jHBsr4HbrvSg8/ChNikF78US9xrJlB+Lk5GT27t2LQqEgMjLS6vM3VYyVUUlJ\nSVZXWDZidGxqK6OQsWsXZ6dPR1dQQLNBg+j54Ye4/KOX4+npyS233IIkSaYKGEciNTXVFLV86qmn\nmlQjth49egDljRq1Wq3Fxi0pKTFJKNx2220WG9eSuLi4cOeddwrdJwdAODZWQO7sisdd5Y5Awe51\n9RrL2IHY2o6NJEl8/fXXGAwGhg4dKpRq64mhuACplk6Kp6cn/v7+aDQaUlNTG9iym9HpdFy4cAGo\n2bGRJImktWu5uGABkk5HyJgxdPm//0OhUl23n7GnzYEDBxyqgadR5FWn0zF48GC6d+9ua5Osio+P\nD23btqWsrIzz589bbNwTJ05QWlpKx44dG11zQ4H1EY6NlfAY8jgyuYKSEzvRZaWZPY6tHJuTJ08S\nGxuLh4cHDz30kFXnbkxIujJyty7n6pRbSJs1nOLjO2t1Yzf2jbHFclR8fDwajYbg4GCaNWtW5X6G\n0lIuzJ9P8rp1IJPR/uWXaTd1KjKF4qZ9e/Togbe3N+np6cTFxTWk+Rbljz/+4OLFi3h7ezfZqGVD\nqH3bS+8aQeNAODZWQtksGFW/e5AMegr//MbscQICAnBxcSE7O5vCwkILWlg1ZWVlfPvttwA8T8fZ\nrQAAIABJREFU9NBDNusG6uiUXrlA+jsPkbf9IySDjrL0eK59PJmMd/6N5tyRao+1pSBmbaqhiq9c\nIfr117n2++8oVCq6LVhAi2ocYIVCYbqJGXWB7B21Wm3qwfHkk0822d9BxTwbS0TbsrKyiI2NRaFQ\nNFh/HEHTQjg2VsRz+AQACvd8g6HUvP4dcrnclEB89epVS5lWLb/99hsZGRmEhISI7sJmIOn15P+8\nivS37qc0KQZl85YETP8Kvyf/D4VXc7Txp8lY8BiZSyZQmlR563ZbSivExsYClS9DFV68yLm33+bv\nJ54gPzoa5+bN6fnxx/gNGFDjuMblqL/++sui+RoNgSRJfPnll2g0Gvr27dukb8Bt27bFw8ODa9eu\nkZZmfvTZyF9//QXALbfc0mSdRYFlEY6NFXHp2A/n1t3QF2ZTfPRns8exZmVUXl4eP/zwAwCPPfaY\nKO+uI2UZiWQseJScje8j6UrxuH0swe/+gqrHYDyHPUGLxX/i8/BryF09KInaR9rce1GvfIWyjKTr\nxmnTpg0ymYzk5OQG1+qpiEajIS4uDplMdl3H8LyoKM7OnMmpZ59FvXcvMqWSoHvvpfdnn+HRoUOt\nxg4JCaFdu3aUlJTw999/N9RbsAhHjhwhKioKlUrF+PHjbW2OTZHL5RZbjpIkyaZK3oLGiXBsrIhM\nJsNzePlFseC3tWaHca1ZGbVlyxZKSkro1auXXehTOQqSJFHwx3rS5oxEe/EECm9/Al5bQ7NnFiJ3\n+58cgVzlgfcDL9JiyV48734KmdKZoiM/kDZrONlfvY0+Tw2Ud6UNDg5Gp9NZtdT/4sWL6PV62rZt\ni5ubG9lHj3LmxReJeuklco4eRe7iQsjo0YR/8w1h06aZKp9qS8UkYnuloKDA1JgtMjISHx8fG1tk\neyzl2CQlJZGSkoKHh4e4vggshnBsrIzbgPv+V/p9ybynVGslECclJZnKux9//PEGnasxoctK49ri\nCWSvexOptAT3AfcR/N4uVL2rXsZTeDXDb9ybtFj4O+6D/o2k11Hw+zpSp99J7rYPMJQU2kQQ8+zZ\ns8gkiVucnTn97LPEzJxJfnQ0Sg8PQsePp//GjbR74QVczKxkGTBgAEqlkpiYGNRqtYWttwwbNmyg\nsLCQrl27cscdd9jaHLugZ8+eyGQyLly4UC85AWPvGuP3QCCwBMKxsTLlpd+PAlBoZul3xRybhiqV\nNZZ3S5LE8OHDCQ4ObpB5GhOSJFF0aBtpc0ZQcnY/cg9fmk/9mOZTPkLh6VurMZT+rWj+3FKC5/+C\nqvcQDJoi8rZ9SOq0O+ldchmFZLBano2hrIys3bu5LyEB719/pfDSJZx8fWn73HOEf/cdrZ96Cqd6\nRi/c3d3p168fgF32tDl16hRHjhzB2dmZiRMn2mXjOFvg4eFBhw4d0Ov1physumKvEgoCx0c4NjbA\nWPpdfPxXdNnpdT7e09MTPz8/tFotmZmZDWAh/P3335w7dw4PDw8eeOCBBpmjMaHPU6P+eArqVa9h\nKM5H1esuguf/ivut95o1nnOrzgS8tobAORtx6XAL+oIsAk5sZHLpYTjze6174JiDXqMhdetWjj36\nKJ1iY/EqK0PVogXtX3mF8O++o2VkJEoLJnlGREQA9tfTpri4mHXryh8+Hn74YdFf5QaMun/mLkcZ\nJRSCgoJM0UiBwBIIx8YGKJu1QNXXWPr9tVljNORyVMXy7ocfflhUKtRA8YldpL0xguITO5G7etDs\n6YX4v7YGpW/9BStdO/UncO5m/F9ehXNIGD6ShsEZ+0n9zyhKzuy1qCOgKyzkyoYNHH/kES5/9BGa\njAzynJ1JCg+n39df0+LBB1E0QJfd7t274+fnR2ZmpqkRoK3R6/WsXr2a7Oxs2rVrxz333GNrk+wO\no2Nz+vRps76HFXvXiEiYwJKYvaj53XffmSoZPD09mTJlSqWtpk+fPs2XX36JwWBgyJAhPPjgg+Zb\n24jwvHs8xcd/oXDPt3jdNxW5s2udjm/ZsiVnzpwhOTnZFMq3FLt27SIzM5OWLVty1113WXTsxoS+\nKI+c9e9QdHgbAK5dBtLsmYUo/VtZdB6ZTIZb37tR9R7Kulci6ZZxDJfkWDKXPoVr51vxGTsTlw51\nE4mrSGlODqmbN5O6fTv6oiIAPDp14nxgIL8mJDB2xAjkDZj/IJfLiYiIYMeOHRw4cMDmisnG7sJ/\n//03bm5uTJo0CblcPAPeSGhoKD4+PuTm5pKcnEzr1q1rfWzFSjh7lVAQWB+1Ws2KFSvIy8tDJpMx\ndOhQRo4cyZEjR/j+++9JSUlhwYIFNUb4zP61PvDAAyxevJjFixcTHh7O5s2bb9rHYDCwZs0a3njj\nDZYtW8ahQ4es1nvF3nHpGI5zaFf0BVkUH/ulzsc3VGVUbm4uO3bsAMrLuxWVdI0VQEn0AdLn/Iui\nw9uQObniO+4tAmZusLhTUxGZQoGhzwg+db6NjN7/Ru7ug+b8UdL/799c+/B5ylIv12k8TXo6lz/6\niOOPPMKVr79GX1SEd58+dF+yhF4rV3K8sBBksmob81kKY47FsWPH0GjM6/FkCSRJ4ttvv+XAgQM4\nOzvz+uuvC/mQKpDJZGYvRxklFDp16oS/v39DmCdwQJRKJePHj2fZsmXMnz+fXbt2cfXqVUJDQ5k2\nbVqtterMdmxUFbRfNBoNnp6eN+0TFxdHUFAQAQEBKJVKBg0aZBI6a+pcX/pdd9XvhlqK2rx5MyUl\nJfTp08ckeCf4HwZNEdlfziVz8ZPostNwadeb4Hd/wuvuCcis8FTftm1bdDIFJ93CaLFkL973TUHm\nrKL4712kzr6brC9m1ijZUZyczMX33+fE44+TunUrhtJS/AYOpNeKFfRcvhzffv24du0aarUad3f3\nOj2Jm0twcDBhYWFotVqOHz/e4PNVxY8//sjOnTtRKBS89NJLhIWF2cwWR6DiclRdMC5DiWiNoCI+\nPj4m5XRXV1dCQkLIyckhJCSEFi1a1HqcesWXv/32W/bv34+Liwvz58+/6fXs7OzrtGX8/PwcShem\noXEbcB85G9+nNDGa0riTuIT1rfWxwcHBKBQKMjMz0Wg0uLrWbSmrMhITE9m/f79Q764CzcUTZH0+\nDV1mEjKFE94PvYzXqOeQKaxXplqxA7HC3RufMdPxGPYEeds+omj/Jgr3b6LoyA48hz+J172TUXj8\nr2qp8OJFrnzzDeq9e8s3yGT4DxtGq8hI3Nu3v24eY6VLly5drLYMM3jwYC5dusSBAwdM/W2syZ49\ne0yR5+eee070VakF3bp1Q6FQcPnyZQoKCip9wL0Ro4SCUqmkf//+VrBS4IhkZmaSmJho1sNFtVfk\nefPmkZube9P2yMhI+vXrR2RkJJGRkWzfvp1169YxZcqUOhtgJCYmxqRJAzB27Fjc3NzMHs8hcHPD\nd/gTZG/7mJI/v8a3V90u5q1atSIpKQm1Wk3Hjh3rZYoxBA8watQo2t9wo6sMpVLZ+M8RYCjVoN64\nmOwdn4Ik4dq6K8EvfoxrG+srO4eFheHs7ExmZiZ6vb78RuLWDq8XPkD70Auov3ufgiM/UfDLaor2\nb6LZAy8gD23JudVfkvVPaa3cyYmQe++lzbhxuLWqfOnMqNzcp08fq53jO+64gw0bNnD+/Hny8/MJ\nCgqyyrxQHkEwVkBNmjTJJtIhjvh7cnNzo2vXrkRHR3Px4sVaOaS7du0CIDw8XCxDNUGMemtQ7hhX\nttSt0WhYtmwZEyZMMOuhvVrHZu7cubUaJCIiggULFty03c/Pj6ysLNP/WVlZ+Pn5VTpGZW+wPo2f\nHAXXwWPhhxXkH/4RjzEzUPrW/mIeEhJCYmIily5dMvW2MZdjx44RGxuLp6cnI0eOrNVn7+bm1ujP\nkTYhmqzPp1GWchFkcrzvm4z3gy9hcHKx2XsPDQ0lLi6OmJiY66MKvi3wnfwRbnc/Te73i9DEHibz\n63cBCbkc5C4uBN9/PyFjx+Lyzw2lsvcgSRLR0dFAuSNlrfcpk8kIDw/n0KFD/P777/z73/+2yrxR\nUVF89NFHSJLE6NGjGTx4sE3OraP+nrp37050dDTHjx+nb9/qo86SJLH3n4jhgAEDHPL9CurH2LFj\nq31dp9OxdOlSBg8ebHZEz+wYc0Xxs+PHj5vWxSrSvn170tPTyczMRKfTcfjwYYtX8Dg6yuYhqG65\nG8mgo3BP3VS/jc5MffNsSktL+e6774Dy8m53d/d6jdcYkHRl5G77kIx3/k1ZykWcAtsQNHczPmOm\nI3OyfMlzXaipA7FL+14EzNxAwPR1uLTrjcI3oLxL8KZNtJs61eTUVEVSUhKFhYU0a9aMwMD6l6zX\nBWNPm4MHD1qlp01cXBwfffQRer2eESNGcN999zX4nI0NY55NVFQUhhr6KyUmJpokFEQOn+BGJEni\ns88+IyQkhFGjRpk9jtnJAd988w2pqanI5XICAwOZNGkSUJ5Xs2rVKmbPno1CoWDixInMnz/fVO5d\n38hCY8Tz7vEUn/iVwj+/xfv+qbW+cVqqMmrnzp1cu3aNVq1aceedd9ZrrMZAWUoc6s9fpzQhCihX\nZfcZOx25i30sE9RGWkEmk6HqcTuqHrdjMGTRul1Brcc3Lgl37drV6v1FunbtSvPmzVGr1cTGxjZo\nRdbVq1dZunQppaWlREREEBkZKfqpmEFwcDD+/v5cu3aN+Ph4OlQjgmqUUBg4cKCQUBDcxIULFzhw\n4AChoaHMmDEDKE99KSsrY+3ateTn57NgwQLatm3LG2+8UeU4Zn+zXn/99Uq3+/n5MXv2bNP/ffr0\noU8f83tsNAVcOvXHObQLpcnnKDr2Cx6DHqrVcRUroyRJMuuinJuby48//gjA448/3qTLuyWDgYJd\n/yX3+yVIOi1Kvxb4TVqEqpt9tXtvaM0oY+KwNcq8b0QmkxEREcH27ds5ePBgg9mQmZnJwoULKSoq\n4pZbbuHpp58WTo2ZyGQyevfuze7duzlz5kyVjo2QUBDUROfOndm4cWOlr9VlWUp0nbIDriv93lV7\n1W8fHx88PDwoKioiOzvbrLm///57NBoNffv2tcmNzF4oS71MxnuPkPPtfCSdFo/BYwie/6vdOTUA\nQUFBqFQqsrOzK03urw9lZWWm7r+2+j4Yl6OOHz/eIDkYubm5LFq0iLy8PDp37syUKVOatENvCWrT\nz+bs2bOmpPC2bdtayzRBE0Q4NnaC24D7kXv4/lP6fapWx8hkMtNylDmNDxMSEjhw4ECTLu+WykrJ\n++Fj0v4zEu3FEyi8muP/yuc0m7QIubuXrc2rFJlMZroxWFoQMy4ujtLSUkJCQvD29rbo2LUlICCA\nzp07U1payrFjxyw6dlFREUuWLCEzM5M2bdrwyiuv4OzsbNE5miKdOnXCycmJxMTEKp1tY++aiIgI\nER0TNCjCsbET5C4qPO54BICCOqh+G5ejkpOT6zSfJEls2LABSZK45557rJ4kag9oL58h/a0HyN2y\nDElXisftYwh+fzdutwy3tWk1UrGfjSUx5td07279UvaKGMuGDxw4YLExtVoty5YtIzk5maCgIKZN\nm+Zw5dX2iouLC126dAHKk4hvpLi42CShMHDgQKvaJmh6CMfGjvAcOg5kcoqP/YIup3aq3+Z2ID52\n7BgXL17Ey8uryal3GzRF5HzzLun/929Kr55HGdCagJkbaPbMousa2tkzDZVnUzFx2JaEh4fj4uLC\npUuXSE+v3W+hOnQ6HR9//DGXLl3Cz8+PGTNm4OVlnxE5R6V3795A5ctRJ06coKysTEgoCKyCcGzs\nCGXzENz6/lP6/ee3tTrGHMdGq9WayrtHjx7dpJ5aS84eJG3OSPJ3rgHA61+TCJ7/i13m0lRHxaUo\nS5VFFxcXEx8fj1wut7kQpaurqylZ8ODBg/UaS5IkVq9eTVRUFB4eHkyfPr1SwV5B/TD2VDp79iw6\nne661yoqeQsEDY1wbOwMYxJx4Z5vkMq0Ne4fEhKCTCYjLS2NsrKyWs2xc+dO1Go1oaGh3HHHHfWy\n11HQF+aS9fl0Mhc9ge5aMs6tuhD01lZ8I9+wmzLuutCsWTO8vLwoLCzk2rVrFhn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"text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Esse eu acho muito legal, ele mostra que os candidatos sempre deixam uma\n", "\"heran\u00e7a maldita\" uns para os outros. Mas fica a pergunta, com os empr\u00e9stimos\n", "do FMI, o grana das privatiza\u00e7\u00f5es, a infla\u00e7\u00e3o e juros altos, para onde foi o\n", "*Cash Surplus* (CS) da era FHC? Acho que aqueles votos de re-elei\u00e7\u00e3o custaram\n", "mais caro do que pens\u00e1vamos. (Outra interpreta\u00e7\u00e3o \u00e9 que os corruptos do PT s\u00e3o\n", "mais baratinhos.)\n", "\n", "Outro fen\u00f4meno interessante \u00e9 a arrecada\u00e7\u00e3o, em porcentagem do PIB, est\u00e1\n", "sempre atrelada ao CS, mas estava no negativo antes de 2003 e depois ficou no\n", "positivo.\n", "\n", "A minha conclus\u00e3o de um completo leigo \u00e9 que o assunto \u00e9 muito mais complexo\n", "que pensamos. O Brasil, assim como diversos pa\u00edses em desenvolvimento, \u00e9\n", "fr\u00e1gil ao capital especulativo. A \u00fanica defesa \u00e9 investimento em\n", "infraestrutura e uma poupan\u00e7a gorda para atrair investidores **s\u00f3lidos**.\n", "Ambos passos o PT v\u00eam fazendo bem. Talvez o mais interessante \u00e9 que os dados\n", "mostram que quem surfou uma \"onda\" foi o FHC. Na sua \u00e9poca havia mais\n", "investimento na produ\u00e7\u00e3o industrial e agr\u00edcola. Uma pena que o povo brasileiro\n", "n\u00e3o surfou com ele.\n", "\n", "Mas ainda bem que a ondinha que o Lula pegou deu pra melhorar um pouco a vida\n", "de todos n\u00f3s.\n", "\n", "Deixei de fora indicadores de sa\u00fade e educa\u00e7\u00e3o. Mas quem quiser brincar com\n", "isso basta fazer download do notebook e escolher o indicador que quiser.\n", "\n", "Para encerrar dois dados, que n\u00e3o raz\u00e3o especial para estar no mesmo gr\u00e1fico,\n", "um \u00e9 apenas pela minha paix\u00e3o de ver a queda da pobreza no Brasil e o outro \u00e9\n", "pra lembrar que esse blog \u00e9 sobre oceanografia!\n", "\n", "At\u00e9 mais,\n", "\n", "-Filipe Fernandes" ] }, { "cell_type": "code", "collapsed": false, "input": [ "POV = get_wb_data(indicator='SI.POV.DDAY')\n", "MRN = get_wb_data(indicator='ER.MRN.PTMR.ZS')\n", "\n", "df = concat([POV, MRN], axis=1)\n", "\n", "fig, ax = plot_df(df)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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dd9+lTp06GBoa0r17d+nG9fvvv9OuXTu8vb0BaN26NQ0aNODQoUNa05HJZLz/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\nQ4fiueeeu+l25y+//BLPPPMMJk6cGNKJtTY9HYbiYrSfPw+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"text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "HTML(html)" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "\n", "\n", "

This post was written as an IPython notebook.\n", " It is available for download\n", " or as a static html.

\n", "

\n", "
python4oceanographers by Filipe Fernandes is\n", "licensed under a Creative Commons\n", "Attribution-ShareAlike 4.0 International License.
Based on a work at https://ocefpaf.github.io/.\n" ], "metadata": {}, "output_type": "pyout", "prompt_number": 12, "text": [ "" ] } ], "prompt_number": 12 } ], "metadata": {} } ] }