{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "##内容检索\n", "1. 简单绘图 --- plot函数、title函数、subplot函数\n", "2. 绘制百度的全年股票价格 --- figure函数、add_subplot函数、一些设置x轴刻度和标签的函数\n", "3. 绘制直方图 --- hist函数\n", "4. 对数坐标图 --- semilogx函数等\n", "5. 散点图 --- scatter函数\n", "6. 着色 --- fill_between函数\n", "7. 图例和注释 --- legend函数、annotate函数" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##1. 简单绘图\n", "matplotlib.pyplot包中包含了简单绘图功能。调用的相关绘图函数都会改变当前的绘图,知道我们将绘图存入文件或使用show函数显示出来。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###1.1 绘制多项式函数" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "func = np.poly1d(np.array([1, 2, 3, 4]).astype(float))\n", "func2 = func.deriv(m=2)\n", "x = np.linspace(-10, 10, 30)\n", "y = func(x)\n", "y2 = func2(x)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "其中,linspace函数常见x轴的数值,在-10和10之间产生30个均匀分布的值。" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(x, y)\n", "plt.plot(x, y2, 'r>')\n", "plt.xlabel('x')\n", "plt.ylabel('y(x)')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "plot函数可以接受任意个数的参数,我们可以使用可选的**格式字符串参数指定线条的颜色和风格**,默认为`'b-'`即蓝色视线。你可以指定其他风格。\n", "[plot文档](http://matplotlib.org/api/pyplot_api.html#matplotlib.pyplot.plot)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###1.2 绘制多项式函数及其导函数" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "func1 = func.deriv(m=1)\n", "y1 = func1(x)\n", "\n", "plt.plot(x, y, 'ro', x, y1, 'g--')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###1.3 分组绘制多幅图" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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M6LAbIgzS+5FOR3qIcLOGA98BRmD2Dcxmu1JwHMcJNMvHcKak3QjRSY8D3wAws/mSphAK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\nTDFIGkCY5GSpmf2TpC2A6wg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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.subplot(311)\n", "plt.plot(x, y, 'r-')\n", "plt.title(\"Polynomial\")\n", "\n", "plt.subplot(312)\n", "plt.plot(x, y1, 'b^')\n", "plt.title(\"First Derivative\")\n", "\n", "plt.subplot(313)\n", "plt.plot(x, y2, 'go')\n", "plt.title(\"Second Derivative\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. 绘制百度的全年股票价格" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "Matplotlib可以帮助我们监控股票投资。使用matplotlib.finance包中的函数可以从雅虎财经频道下载股价数据,并绘制K线图(candlestick)。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "股市及期货市场中的K线图的画法包含四个数据,即开盘价、最高价、最低价、收盘价,所有的k线都是围绕这四个数据展开,反映大势的状况和价格信息。" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# 将当前的日期减去1年作为起始日期\n", "from matplotlib.dates import DateFormatter\n", "from matplotlib.dates import DayLocator\n", "from matplotlib.dates import MonthLocator\n", "from matplotlib.finance import quotes_historical_yahoo_ochl\n", "from matplotlib.finance import candlestick_ochl\n", "import sys\n", "from datetime import date\n", "\n", "today = date.today()\n", "start = (today.year - 1, today.month, today.day)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "创建定位器(locator),使用来自matplotlib.dates的对象在x轴定位月份和日期" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "alldays = DayLocator()\n", "months = MonthLocator()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "创建日期格式化器(date formatter),以格式化x轴的日期。该格式化器创建一个字符串,包含简写的月份和年份。" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": true }, "outputs": [], "source": [ "month_formatter = DateFormatter(\"%b %Y\")" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# 从财经频道下载股价数据\n", "symbol = 'BIDU' # 百度的股票代码\n", "quotes = quotes_historical_yahoo_ochl(symbol, start, today)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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l7QhcDuwDbAbcDGxnZsvapGvWYy2GyURp9mrhPEmLU8RF0+k6giCYvXTTm323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\ne4B/S9vCK5Htcsefj7cKy1z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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 创建figure对象,这是绘图组件的顶层容器\n", "fig = plt.figure()\n", "# 增加一个子图\n", "ax = fig.add_subplot(111)\n", "# x轴上的主定位器设置为月定位器,该定位器负责x轴上较粗的刻度\n", "ax.xaxis.set_major_locator(months)\n", "# x轴上的次定位器设置为日定位器,该定位器负责x轴上较细的刻度\n", "ax.xaxis.set_minor_locator(alldays)\n", "# x轴上的主格式化器设置为月格式化器,该格式化器负责x轴上较粗刻度的标签\n", "ax.xaxis.set_major_formatter(month_formatter)\n", "\n", "# 使用matplotlib.finance包的candlestick函数绘制k线图\n", "candlestick_ochl(ax, quotes)\n", "# 将x轴上的标签格式化为日期\n", "fig.autofmt_xdate()\n", "plt.title('Baidu, Inc. (BIDU)')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##3. 绘制直方图\n", "直方图(histogram)可以将数据的分布可视化。Matplotlib中有便捷的hist函数可以绘制直方图。" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 使用百度一年的股票价格数据来绘制分布直方图\n", "\n", "# 将股价数据从python列表转化为numpy数组并提取收盘价数据\n", "quotes = np.array(quotes)\n", "cp = quotes.T[4]\n", "\n", "#指定合理数量的柱形,绘制分布直方图\n", "plt.hist(cp, np.sqrt(len(cp)))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##4. 对数坐标图\n", "当数据的变化范围很大时,对数坐标图很有用。Matplotlib中又semilogx函数(对x轴取对数)、semilogy(对y轴取对数)和loglog函数(同时对x轴y轴取对数)。" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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f1OVyHuXXmXaO1chTJhbb/8GowjLPlu+0/x2TJdo9OyVZfgIdxPWsxbRSC2Iz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\nvrbqPuBJEdnU7vUtqEUV7ykhhEfQjuo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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 下载百度的历史数据,从中提取出日期和成交量数据\n", "dates = quotes.T[0]\n", "volume = quotes.T[5]\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "plt.semilogy(dates, volume)\n", "ax.xaxis.set_major_locator(months)\n", "ax.xaxis.set_minor_locator(alldays)\n", "ax.xaxis.set_major_formatter(month_formatter)\n", "fig.autofmt_xdate()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. 散点图\n", "散点图(scatter plot)用于绘制同一数据集中的两种数值变量。Matplotlib的scatter函数可以创建散点图。\n", "\n", "*我们可以指定数据点的颜色和大小,以及图像的alpha透明度。*[scatter文档](http://matplotlib.org/api/pyplot_api.html#matplotlib.pyplot.scatter)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "接下来绘制股票收益率和成交量的散点图。" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "d:\\Python27_32\\lib\\site-packages\\matplotlib\\collections.py:764: RuntimeWarning: invalid value encountered in sqrt\n", " scale = np.sqrt(self._sizes) * dpi / 72.0 * self._factor\n" ] }, { "data": { "image/png": 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236t/Lc4HOOf6/GKAo6W3rK5OLdve1AAsAMLi+kx6UPfDciCfEDLkWEMiYgeeA15Q1d8O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\n8fBvPMtff8nXCuCLqAU9CsTnI/pEIhDGDSKKhyF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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 计算股票收益率和成交量的变化值\n", "ret = np.diff(cp) / cp[:-1]\n", "volchange = np.diff(volume) / volume[:-1]\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "ax.scatter(ret, volchange, c=ret*100, s=volchange*100, alpha=0.5)\n", "#c is color,s is size\n", "#alpha is between 0 (transparent) and 1 (opaque)\n", "ax.set_title('Closing price and volume returns')\n", "ax.grid(True)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##6. 着色\n", "fill_between函数使用指定的颜色填充图像中的区域。我们也可以选择alpha通道的取值。该函数的where参数可以指定着色的条件。[fiil_between文档](http://matplotlib.org/api/pyplot_api.html#matplotlib.pyplot.fill_between)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "下面我们要对股票曲线图进行着色,并将低于均值和高于均值的收盘价填充为不同的颜色。" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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uo7qG2MJyLv73JmSJC3dSBpNe3U7s0fKmA4VEEFRcIuI2uubM2xKq74vIooRg\nm0f6t5OQgLXwOD8d/Rg3f/8DEj8v7HACiKTcSdrHW5sFfkt1A8pqD2wjcpjWQWgCYXEidb7CprWk\nHDI95zFI2m0YZTVI3HmeGTy5X+Dyh971KdMeW4Mi79/zGDJnI/cPm8nUF/IZsPYw7oR0kTX3Ygx7\nhGl3/p3sNb6LqdqTt3Q3KmWQR+RuzERqapodk+EG69Ei6HMZiQW+K7htZdUQmwC2eGwltc1tsxUW\nga3DHx7PD5XTRcae0o7y9koueHE7Px79f35nLAXCWl6L60gxhhsSP92Nc+dBXGUNuAqLMazeE+c+\nTAUFluJSiE0MXmEEkJhXIe4fXSvkTMRopa8l7i/EcATZXwyQ9IvJ+2Bd87W1sh4sYV3n01lM6yC0\nBhEIw1eDALAXV8CMCs+B9/2vYfDzHyJJZyCZvyRl2RYGbir2U5kvN/54ATff90Hzj3lufimIAaMe\n5YJ7/825b+zuVEx96JrjgPeEMyPHM7WyFSnr90L6YFJ2HfHtS2kN3FAO9nhsJ1oW5DkPFsGU+SL7\nAmstAMxNBLfq1DRRM2sQweiKcwCIPXCCvlsOAPCNf/2L67/2FACJB4sgxrt7rMOzWl7qGyAmpmsG\nWmi7V9L6X4isntHZsiLrfiGyxDuFeuA4SEjojJ0W7AlIKwfRZ8dRcPkcueoZnRxcJ7L8KlR8GlNe\n2tZ801rVAJ4RhNYgNBHGcCK1vg7CUVQB9mxI+xVx2w5w5a8+BGcqavBNTHl8fvfNuT3TIo3q+uYY\na2fLOQ4Wek44s2f6rBj+2j2v4Fq/mxELfUNVjtJqsKaANQ77iZYva8Ju72jDlRXceEymZyaUJmTc\nd9HfmPbkBsAz06zpgSN9VxHK5T2TxDoAa3E5UtcA9m47iDZIylRk8C87o2l4ZhyNfgiZuEJkwyOo\nvhmQ0sXFxNZEjIqWh5KBaw7iTvRzUqIxBtJHwzlv4tqyF0d1i8e1VDXoEUSY0RpEwNocni9gO2KP\nlcOyc5FB3+D8R94h4WQ9V17/OIOeW8CE+QdOyaT9WAmJG3Y3P3V2NtYdv6sQXGeBLRNrWdsf7MTj\ndfz4jMe8I422OEorkEVDwRqP41jLl7XPFu86huo9wQ1bszAqffc48kdv1CBCaaff5mOo+BSRT66D\nmIE4TpZ7QqA2Z3erb/N9UbHJqIR0yLm545Ku87CeLGXa7X/D2uduaGwEexc1CGsiRkXLQ0lufimC\n+K4Rcgy5jerBAAAgAElEQVTFuWs/3xl8P7df+3TbKiq0BqGJFobTr4NwFZbA8HOI27qPs9/xzFKa\nMP+Az86c3WH4nE+Y+PSiLpfznHA2Hmx9sZd0/oneWVIBjjiwxmNvtTXGl37/KXmPvA1Wvz8+IvPs\nIut/hYx/k9TVO7rcXk3XydhbyeB/zcWW+xcY/wjOY+WeEa4tNCMIYpJJfXszRs79Hed1XYhr12HO\nfWM3946ZybCf/y+Yg/CPkdDGQRhusB8qhJjz2rVrIDGFpaQfqGo+kKkJa2UDGLau2Q0PpnUQWoMI\nhMT4DTElHj4BFxtc+H//C50tL1f97lPOe7UlFNTZWHfuZ3shcRjY0nEUd95BxBZVIJcLWOJwHmwZ\nQRhucB6pCPh0auQtIMZ5Oxd/+xm+fU2H+1IBvVeDCKWdW7/7Pj/v9zBXXvU7Ln/oHaS2Hiwh0SDA\nkcLYRxdDwiCRJZODFpS4s0nd7BktJ5ysJzH/BFgDOgj/30sjAaOs7UaU8bsLIe6ctvkcA3Ad8T8J\nwlbeLFJrDUITYSTG7whi/Ls7GPbEW363k4gW4+buxZ2UjthzcZ6s6LiAl4Rj5ajYZMDAWtq2r7ay\nukAjCFRCf86d+Rbnv7T9VJqt6SZnfrCPgZuKMWobwNLtEFMTItjAGkfylnKy3luNZD8UvEBsNsm7\nW874iDlcE8xB+MdIxChtuwg0ddtBjNi2560Y9v7EHfK/maKtVGsQ4UZrEAFxIjW+01wz9lbS70e+\nC+DCQac1iJJ6rMeLUX0m4jzR8ZqEJvquP4nakA6N5Ui7JRu20vqADgJHLLFHOqc9NKE1iNDbOcUR\nRKvvSzrUl2LUK77wyDwk7VwxNjwRsKByuIhppVnFHArqIPx/L40ELMVtRxD9V++GpGFt8zmzSNnr\nq58B2MqaHYTWIDQRRhxI7emzKjh231HEnsiI+ds6zuwlZWcllJRDo+/5yPaTdQF/fJQ9FtfBrh2y\nowk9UhOSEQTQF2o9Cylz80u58NvPQL/rA2d3uHAWtjwgOI7VgWH3jERaNU+4VoRvwOwHRWj3tyQJ\nGMVtRxDD3z+AOylVhJbV0Sq+D5nbC/02w1baAIYeQYQTrUEEQpxItf8dQHtirPucP8/n0rv+xpgl\nvusdgmEbuBsafB2ErbjO34+PCAbYYrrsILQGEXo7Rk0DiCNoniC0+r5kQHXL+p2+a06gXEmBC9pd\nOA+3fP6igIYKoLmMyGdngPspOPl1uHIcvHFP20okEUtRWwfhKG/EOH4cGOOpg35gsdJ/uf8Qk7Wq\nEcQQwao1CE2kifE8oZ0mTH5lZ4fbcvjDmn8A6n11C8eJ+gBPp/HQUIulTp9UGG2kph6kjyGr3hN5\n+2siM5u3jBd588sW+fTdzu3VlD8CjrUsdowvqAaLtc2TfHO9CNhjiW3/gNBQTisHYcX6L2Hhu5D6\nHPx7N/S/rl1NCViP+z5kWAsOA017Ml2E9fPdWALsfituwF0HdNtJhgrTOgitQQSszYlU+3cQPSUG\nHQosD5fA075hKfuJejAcnhFDG5KQ2q4vjtMaROjtGNUNYBlrMGyak/FPWbinWGTZf0SWPWth0rM2\nBl5mIWN2oOLN502Qf5vBwrSWG26QqlIg008xJyg3jpJ2340WByEye4ibwWMt/MC70eSfKmHUOJHW\nJ3O6k7Ec9d2p2Jp/GOqbNp+8GPuqXUHfAxrrgRitQWgizek1gugull0V8DPfbRKMeuV9Oms/ikiC\nOr16uicg1fVg65PA3rIyBr38GHevGsuB889i99RLePnwUqa8aWHolSLzfh6sGoORuVY+abvIU8pL\nAH8r6QN8/vXl0JjkqS/74T68W2qw1ZtvfzWUngDOBxB5LhkaEzAK/GzRsqQB9lzlPUDrYpxvdOQg\naqG9vhF5onImdSTQGkQgJAaj0n+cvafEoENBHLsoJcP/zcZqsMQBrfd3SkJquu4gtAYRejtGdQPY\n0pyUHbOi+CHvFfyQ9wpaZ3mSGxd+k/89JDK3Tqkrft/6nlJqich/EoXrE2NlQX6bX2spK4VsfyOI\nJKSusn2isCFNceJKEZYYXHzNJTy4/bWW20dgdSNcdQ2wGOKnWjhQ3mhU+25UZV1fBn0TgSGA4FjU\nwXnhjXWAU2sQmkgTEzDE1GtorAbanXJHElKtRxA9AaOqAQzDRUnA41TvZOnhP3PjIoMpj4i8NNw3\nR9bPY9lebZF2U06N4hL8h5iSoNbHQdiZV2Gh71UQ+714DtdOYUW7mUfPrQe+4glZJk2OYZtPHQDY\ntp8Apw2qvwws8ugMwXDX0wNGEKZ1EFqDCFibE6n0/8XrKTHoUFBBkC2WG2vwdRCJ3XIQWoMIvR3D\n8/cZT3s9oC3fYd7+VLaVQOK01ukiZ9xsMOn7d3D3Ft+6i0qh1md3VTwjSJ8f93he2+jmjGwLw39w\nDc+1DwtlwttHgXLgLAsJZ8Sy0f/fkDQqK0eqwfINoONtZ6SxDq1BaKJADEZlLx9BNFQBce0Sk5Aq\n/09/mshiVDQAJFIacATRxGA2lQrp00Ren96SOvG8NDYVT2bNMZ8C7hWxwmZ/ayH8OggHBSeH8Hxh\nLjuN3/P0pgDNeBO4RkgfEcta36nVzXUdqAF7HrC4g24BDXV4RxAiLzhE3riq4zKhx7QOQmsQAYlB\nAjiInhKDDgVxBBEBG/yNIJKQCq1B9AQ7zQ6iJPi55cCZrDuuOGe6cMVbIrNzAQxuzx7OuhK/BWz/\n+RxGZoq8kCny0mCLLH/DJps3QkMf8D+CfJzvrdrLFe+lUtl+gWnT2pw3wX27m7TUBOYHPDfFyZ46\nqDyiFJ3YzsYzgvB895NvFc57puMyoce0DkITkBiM8t4+gqjGZwTx/hdp3J4eleZo2mJU1AMkU9Lh\nosUbWbg/np1VA1laZOG8NSIfPyfknDeZVf4XVlqPVsazsszCBWsMrs4fzpEzk6nKhtqZSFl3Nah1\nUCv9WXbMRuAZgvFsqLawOdAopB0tIwhImmJgjYoeERUHISK5IrJYRLaKyBYRudebniIiH4nI5yLy\noYi0WsEoD4jIThHZLiLTAtfenH9qGLsQUTuhtVGVCuX+FbKeEoMOBUE1iJo6qGmzx45gTYHCrm+x\nrDWI0NsxyhoA0jnZoYOYws7SMvJe/IyvfnAvv941jgMXOpkbcwcfBXxKv4qvb/kGfzr4CeNf38r1\n85dwzdwBzK+E+R2fINiWTAClULE8N+9r/Cno1NUsnjieyrmvdK7qhjrAKSJTbSSdpXBEZeuNaI0g\n6oEfKKVGAZOA74jICOBnwEdKqTxgofcaERkJ3ACMBC4H/iEievTTRURes4EjEWNHrx5BWNjoNFjb\nJqYrxNmhVM9i6glYyuoB+nKi0xsnJlPd+Cee3bqBWz76J99akkdhQOeSS0H5k/xt4znsLgcYyeGq\ne7l2I7ZHuh1iS+E7q8ez0H9YqztIQ/MsJjdZA9zERGVJQlR+ZJVSR5VSG7yvK4B8IBu4CnjBm+0F\n4Mve11cDs5VS9UqpAmAXcHYHNpaEvuXRsRM6G42jhJIaLBWnz15M3SWIBhHLP7bDiOkeh+lBcDkw\niru2kytoDSIcdiye2Us5FHX98wBuadEGwk0Y7TSFmF7ap3A4wGK0/nuNFFF/CheRAXj2KFkF9FVK\nNc0zLgSaznLNAg62KnYQj0PRdAnneCuHuvWlMxN2+bDIyb5GcH27JTXOgRTrWUw9AcOz/mEQhb14\nRNfkIOK/kMyOEoOaBqhJiXQrorqSWkTigDeA+5RS5SLNe3KhlFIi7Tfzb4PfeyLyPFAADAA2ABua\nnsCbYvkhvh6vlHoijPU3vR9LTrU+WDbNwgbVPHxoigU3PdG9yiVkc6D5uv39UF03pYWr/pHs92oQ\n6eynmonsb75fRBpwbDzPFX7KqPtFZJNSaonCZce9PY6tDCKH9Z22d4hcrmfhaf1+9bTP36iqsnC4\nej0HE7ZDXNOI4EVvzL+j66a01ZBaq8gFPMfHbmEwdTRvv9K+PA30Zwc1DMKzynkf/StbbcnyImSu\nh9Y/0qPxrIEAYCWklUCLVtDUn/HsBTgJCZXQci7EZwzFSoNP/9MoQe1Phte/ANv7DmZa6ToGxLn5\n6xdEbtsfit8X7+s7vC0pIACiVHQ2rxQRG/AeMLfVD+x2YKpS6qiIZAKLlVLDReRnAEqp33rzzQMe\nVkqtalenUkqJ9/XUSIR/ImEnVDYM+eTNNFaOO97vR29wl58QzAryIhJmCLedYmJ4njxKyWA625sd\nBMBmslPfxDlLxY36Nocuc/PRmUpdu9mQslrlHP8UN+89QA7+j4L0RyTeM7N8Lp218wY5IzYzaRPs\n7c4T7IuQeQscmQ0ZMwx2lFxDFaM5zGHimUPqA2WMnQWHWpd5HHJ/6GQt11HV7CDW0S/7HeKegtzp\nUATwJOTeB/+ugzTgS8B7Sqmnc0VmPA7THoWYdUNYyy2tprJWYuM5BkwuYspOeLpQqeckV37CTVTi\nwjfcu4M+zP7NjQZjLcIh591sOfosPxtdy8ppSl33STfekg5p/dvZmmjNYhLgGWBbk3Pw8g5wu/f1\n7cDbrdJvFBG7iAwEhgKrg9nQGoQvVuKGONgdeGZIT4lBh4Kg6yAgkYqGkbx/yCDr5yLXGwqXDeNw\n10NMWoPocXbMoEGI7DkmZCcpbugznU8OWaluAEkOl71AREuDmAzcAlwkIuu9/y4HfgtcJiKfAxd7\nr1FKbQNeBbYBc4EZKlpDn9MUQ+b/WugzJIEPQjfT4jTnhzy5BYZdCVMzhTo3UtvRBjkaTUQwjO2H\n3QxLFazWL7CxyEZ1I1gDH3YUrnZE2iCAUmq5UspQSo1XSk3w/punlDqplLpUKZWnlJqmlCppVWaW\nUmqIUmq4Ump+Rzb0Ooi2WOkz/Ub+uC2ZgsAOoqfMgw8FQddBeLiTjw/Hc6gWhv/EoKJ7U3/1Ooge\nZ+dF/5vxhYOw2RHZcEjhtLr4T6UVhY2qBrAmhsteIKI+i0kTKVzpgzlQFu1W9DSu5MW9wpjbLZT1\n6rUhmp6FIdUNdg7XZrGzEsBBVSNY4jsqF/J2RNpgpNAaRFvcJCSOoCC4+GqSGDTQoQbRxD28tVOR\nnmihvP0+O51DaxA9zo4ZNAiABDbWXk3JHoAYKhvAokcQmtAjMlPcJLvOZpfWH9oxhZ2lNo7VWCnt\nnoPQaMLEo1y54rf8Jx/ASWUjWPUIIlRoDaI1QzOFBtWfE8H3mjFJDBrolAbRRB+2lNi66yC0BtHj\n7JhBg2iiqS8uKhrBph2EJhw4htkp6nDjs97KBFYWxXBEz2DS9FhiqWwUrUGEDq1BtMY+1MWxjrfY\nMEkMGui0BgHwBg99cgff/axbdrQG0ePsmEWDgJa+xFJVb3jOUY8oUd1qQxMpnAMTKezw8JXeip1G\n7AG2btFoegJxVNQZGBF3EKYdQWgNogUrieeNYmPH20eYJAYNdEmDOCW0BtHj7JhRg0ihpEZw9I6F\ncppIkzPuyywoiHYrNBpN9xjJ3lI3iX0ARP53h8gLaZGwa1oHoTUIDyIv57mJi72FZYc6zGySGDTQ\nJQ3ilNAaRI+zY0YNYhLbi92kJBgy7yGDS/9lYdpOkdcvCrd90zoITRPJX+3L+hN29DR/jeZ0ZRz7\nyhU2i8HY7z/APStu4vFdBpfNM+SDH4XTrmkdhNYgPFhJnXYmK050KrNJYtCA1iB6sR0zahBWFA4K\nqxvJSL6L+fv+y+/X/ZJ7PrEw7ufhtG9aB2EuLhtjlbUrRP53W2dyi7xxjciciZ6rnHFfZmFBGBun\n0WgiQBxHq2M4UDHIu6bpQV7/XOFyicwZb5XNGw1Z8hcRLKG0aVoHYSYNAh4YloQx2sqUpy2y8K8i\nM30O9miNjeGzIOc+j/4Q77qVpR3rD2CaGDSgNYhebMeMGgRAKoeqs9jaPBvRTiP9+LQIJr3pxDHQ\nRfW1sCY2lPZN6yDMhJW4cVN5u+BtLn0/hoF3WPjiQpEXHIHyN5LV30bscEi+VusPGo05uI439t7K\nf3a2TvsDD68ayRrLI3x/xSC+uAnODuk53qZ1EGbSIBTbRkxk87HpbCjaxLlvptEwxsr4Vf7yekYN\nyTGQnGslddoZndUfwDQxaEBrEL3Yjhk1CIDf8PKOmbzSZvR1DWuOb+X6efcyd79v6VPHtA7CLIjM\nlEb6JF3JqqMAgzlW8xa3L3DTf7i/vNDn7njyyxrISFHkTriKRft8a9VoNJqOMa2DMI8GkTfWytkN\nIzncPHTM4USNwulnm5TzZloZ/90b+ec2g1p3DJXGHSw+2GlTJolBA1qD6MV2zKpBRAPTOgjzkDwt\njfw25zhkUlKnsFpEXrO1Trcy5Jvf42efPc1fN+Ww+uQMHtmg9QeNRtNdTOsgzKJBGCSdn85Lbc5x\nsKIwqGmAqubl9iKvf0GIS/4N/90GUMAX3nmM5/O7ZMwkMWhAaxC92I5ZNYhoYFoHYRYspI4fTv7J\n9ukGVQ3gSG26ttLvp+fy2j4XdXpXUo1GExJM6yDMoEGIvP7FBnIyZ7Jzc/t7VqoawJLiyfdiipsR\nU37N3zaekkGTxKABrUH0YjtagwgdpnUQpzsi795tcNlb3+b+Na0F6iasVDc7CMj4aQbrTl7Idn3m\ntEajCRmmdRCnswYhMv9hC5P/8ih3fPx3/rnZXxzSTmWzg7CRe8MN/PfUn5hNEoMGtAbRi+1oDSJ0\n6BPlehgib11r5YIHnufqD29mecDhpcdBWJMA3CQmn8uW9ZFrpUaj6Q1EbQQhIs+KSKGIbG6VNl5E\nVorIehFZIyITW917QER2ish2EZnWUf2nrwaROn0c7x5u7Rz8xSFjqGwEWyKAmzjncA5WnLJpk8Sg\nAa1B9GI7WoMIHdEMMT0HXN4u7THgYaXUBOAh7zUiMhK4ARjpLfMPETFleMxG3Kih7OhQS4ilogGs\niSIvOBRO6zCOhnQPFo1Go4naj6xSahlQ3C7ZDSR6XycBTbuQXg3MVkrVK6UKgF3A2cHqP301iOT+\nE9lyvHWKvziki/JGsCaANcdCeX1IFsSZJAYNaA2iF9vRGkTo6GkaxPeB+SLyBzzO61xvehawslW+\ng0B2hNsWdkReM4QvpU1nTWFHeeOoaIDMc6HhXhsltZFon0aj6V30NAcxA/i+UuotEbkOeBa4LEBe\nvwvCROR5oMD7ejywoUknaHraD/V1K9unVB88frtgbRxGYTW0PD00xSFbX7uoqIdDo6BiQAyllR3l\nb7o+ASnNDW56kmsdE15BXvN1+/uny/VI9hPHLkoZw36qmcj+5vtFpAHH/L0/1NOPraSQw/ou2Qv0\nfp5u101p0W4PVAG8DJkGwf+eg12vhtRaRS6wA4AtDKaOhKau+nz+DfRnBzUMwrMD8j76V4Kzdf71\nrb8/Hpr/BlZCWgnY27yXAOPZC3ASEiphWPP9zxiKlQaf/qdRArAOUs6D5mhCR/0t9bTtQmARBP+9\n8b6+w1t1AQEQpaK38FZEBgDvKqXGeK9LlFJJ3tcClCilEkXkZwBKqd96783Do1WsalefUkoFPUyn\nJyPy7t0pZD5ygolvdpT3Jn42cQ6PTgDIYsmRQ1z0bmdsTIGcFf3Yyl0REnGjQTExvI7BIaYwne3N\nDgJgM9mpb+L8u2LYDXC0KflXkD0zjo3cSAk5lPqtVxMZ3iBnxGYmbYK9p/IEOxsyZhjsKLmGKkZz\nmMPEM4fUB8oYO6slfA3A45D7QydruY6qZgexjn7Z7xD3FOROhyKAJyH3Pvh3HaQBZwJrlVJP54rM\neBymPQox64awllto2UW5EhvPMWByEVN2wtOFSj0nufITbqISF/U+Dd9BH/vrOP9ez/hveKIlnWIc\n9NsEX1JKdTneHOi3s6cJvYdF5ELv64uh+cnmHeBGEbGLyEBgKLA6WEWnpwYRNz6bnT6zkfzFIROp\nqLNQ3ggQz0nfP7LuYJIYNKA1iF5sR2sQoSNqISYRmY1nOJQmIgfwzFr6JvBnEbEC1cDdAEqpbSLy\nKrANaABmqGgOfcKElfjRQ1lS1pm857PhWD7/2fMJ1+cmUxQaB6HRaDStiJqDUErdFODWWQHyzwJm\ndaH+Jd1oVpcJpR0hadAEtu1on+5vLvTNLD9yM8uPpDPx2hROhEakNsk8eACvBpERdjt6HUSPs6PX\nQYSOnhZi6hWIvH1d+7McPCfH9U2/gs86nMHUmquYvXs6S8Ny3KBGo+ndmNZB9CQNQuSV862yaa3I\nfweIvJAG0+dAzNfb5ho2waBOnUlBefvyweKQz/DEhhnMD42DMEkMGtAaRC+2ozWI0GFaB9GTsDHw\nD/FY8ixcvgmG/AUMw0rf69vmSpmewUafcx80Go0mWpjWQfQUDULk76MaGTFhJZe/dRuPbhcm3nAm\nL+53M2SSyGvN77+VpKljWe3XQUQsDmmSGDSg92LqxXa0BhE6TOsgegoWxvxqFHMPD+Ng9bM8vv59\nzn5rEd/60MmJerDfBiAyZ7xi0DnTWNbpOc8ajUYTbkzrIHqCBiEyUxSjv/ggf2k+6e0KNp5IoMZ9\nEa/utzD4RyJzf2xwxcpLeb7gO8zd56+eiMUhTRKDBrQG0YvtaA0idJjWQfQM8kYKhuWrfHK0/Z0/\n8td1idRlORgz83FuWjyPn6yw+t89RKPRaKJCT9uLKWT0DA0i8dIU8kv8/fDnUVhzgjNf74wNrUF0\nA70Ootfa0RpE6NAjiDAiJE0eyqZOrYzWaDSanoZpHUS0NQiRp60Wss4/pxNbd3eE1iC6gdYgeq0d\nrUGEDtM6iGhjMOTP8ZQ4HuGFbdFui0aj0XQH0zqIaGoQnoN/Rt/6Gx5c5aThlJVnrUF0A70Ootfa\n0RpE6DCtg4gutlsdlHNPqLbA0Gg0mihgWgcRTQ3CSv/vXMwr+0I1bVVrEN1AaxC91o7WIEKHaR1E\ntBB5IdPN0AmP8OTGjnNrNBpNz8W0DiIcGoTIy3kir54T3E7Oj7NZWTSWA5Whsqs1iG6gNYhea0dr\nEKHDtAvlwoGV4f+BhGwgN3CewV+7mYd8Dv3RaDSa0w3TjiBCrUGIvJDWSN4ZkNpH5LVL/dkReTnP\nTUrKQ8wOqYPQGkQ30BpEr7WjNYjQYVoHEXoyf5DBupNX8cRWCxe8ITJnvG8e5wQXBypCMbVVo9Fo\noo1pHUSoNQgbA2+5htl73uDXa67g3/ssXLpcZO5P4dWPW3LFjkjhYFUo7YLWILqF1iB6rR2tQYQO\n0zqIUCIyZ6Kb9IzfeFdFv8svPv0Z3/8snoEPWjn7iMgbV3lyuoZkUVATzbZqNBpNqDCtgwilBmGQ\n86ORzD2cTHVjU9r/8dKOk4yccwYPVdkY+zcAGzFD+rMv5JvzaQ2iG2gNotfa0RpE6DCtgwgVnm0z\n8qbP4Ln89vesKO7ilW2NZGSIzB4BCVkj2FMSjXZqNBpNqDGtgwidBmH/moNy9Q0WHPB39x5qDw5k\n6THoe4+b1NSJbPd7rvSpoDWIbqA1iF5rR2sQoSNqDkJEnhWRQhHZ3C79eyKSLyJbROR3rdIfEJGd\nIrJdRKZFpo0zxUL/71/I6/uDbZsxhcVHDYbcIGC5jE0nItE2jUajCTfRHEE8B1zeOkFELgKuAsYq\npUYDf/CmjwRuAEZ6y/xDRIK2PRQahIWL/huDK+93/HV9oDwvQuatzN/tpl9GLqtPhOPYUK1BdAOt\nQfRaO1qDCB1RcxBKqWVAcbvkbwOPKqXqvXmOe9OvBmYrpeqVUgXALuDscLfRoN8lv+Snq8ZwKOjU\n1UvYWhLDwerzWOpz9rRGo9GcrvQ0DWIocIGIrBSRJSJyljc9CzjYKt9BIDtYRaeqQYi8ZmsgM/06\nlh0Olq8pRvg77l76GE+FZYM+rUF0A61B9Fo7WoMIHT1tLyYrkKyUmiQiE4FXgUEB8vqN5YjI80CB\n97IE2NDkLJrCTp27dpxn5X/1n1CUPMj7ITUN927xc30vc/cHu99Trk9ASvOb1TTUb/rCmuV6JE3n\ncKSzn2omeq9XkEcRacAxf+8P9fRjKynksL5H9ae3XUMVwMuQadD9v/fVkFqryAU8W99sYTB1JHht\n+H7+DfRnBzUMwqMj7qN/JThb51/f+vvjKd8cLlsJaSVgb77b1J/x7AU4CQmVMKz5/mcMxUqDT//T\nKAFYBykvQmNn+1vqaduFwCII/vvmfX2HtyUFBECUit6uECIyAHhXKTXGez0X+K1Saqn3ehcwCfgG\ngFLqt970ecDDSqlV7epTSinxvp56KqMIkYUP5aDuOcBl7wXL9yJkhtvLh9LGFMhZ0Y+t3OXnCXsF\neRF5igy3nWJieJ48SslgOtubHQTAZrJT38T5d8WwG6A5JPgryJ4Zx0ZupIQcSjttKxLvmVk+l87a\neYOcEZuZtAn2ducJtun7MhsyZhjsKLmGKkZzmMPEM4fUB8oYOwsOtS7zOOT+0MlarqOq2UGso1/2\nO8Q9BbnToQjgSci9D/5dB2nAl4D3lFJP54rMeBymPQox64awllvY11x5JTaeY8DkIqbshKcLlXpO\ncuUn3EQlLup9OrCDPvbXcf69nvExrRxER4yDfpvgS0qpxo5zt6X1b2drelqI6W3gYgARyQPsSqki\n4B3gRhGxi8hAPKGo1eFsiEH8xDw2lYfThkaj0fRkohZiEpHZeIZDqSJyAHgIeBZ41jv1tQ64DUAp\ntU1EXgW2AQ3ADNXB0OdUNQgLSWPOYkOHR4ZGIkaoNYhuEMcuSskIux2tQfQ4O1qDCB1RcxBKqZsC\n3Lo1QP5ZwKzwtagFkZki3J91Lcs/iYQ9jUaj6Yn0tBBTyDi1dRAjx1uocZ/N3g5DTJGYp6zXQXQD\nvQ6i19rR6yBCh2kdxKnhuiCFnZ0XKjUajcaEmNZBnJoG4RqZyZ5OneugNYgeakevg+i1drQGETpM\n6yBOBSuxeQPYUxHtdmg0Gk00Ma2DOBUNQojvP5xd7bcB8YvWIHqoHa1B9Fo7WoMIHaZ1EKeCm5T0\ns0uqEjwAACAASURBVMkvinY7NBqNJpqY1kF0V4MQ+ZezkZTYi9jSqXMdtAbRQ+1oDaLX2tEaROjo\naXsxRQ2RRY8JyTcLX0mOYXvl76kO/yKrKFAJBvUolpET7baEjQasNHq/WIXEtulrBa5GqP8Q4jeC\npSl5B8Tixs12UtlLfOQbrWmmGks9NPwSsn32fugCR8GlwM0B4ikmh1rsuGnYBs4H2232uRdcKBS7\nSOaQd/+lclyNoP4HSSvAAXAQXG4/+8A1gJoLCTVQSx3S5m+uEYNG3HVQ39hU1k0ja8jEgtun4VU4\n3YrajyFuTwebkramDrq8xUZHRHUvplBzKnsxiXx4I6w4DzZthnnbocb3g/PPBCDgeREhIpQ26oET\n+H84OJswb2ESQTtjvP9vDnA/zU/aUbr+0BSJvpjpc+mMHTcQB8R2s/7W35fjQGs/U0/guH6gz7/9\n38oOoD8wDfhQKbVWRLKAgUANUEqrhw8vDUAfYK9S6qiI5BK8f41AX7r23a9WSq3rZN42BNqLSY8g\nvCg1bQ5Mm9PVciJiU0qtCEebImnDaydTKbXDDHa8NpYEyRIS+xHsiyk+l0jY6cT3ZU8Xq/TX1iIR\niVdKrQVQSh0Ggh4NAOxueqGU8nuEcTt2Req7HwjTjiA0Go1G0zlOl91cNRqNRtNDMK2DCMWZ1D3F\njpn6Eik7ui+9145Z+hEpG8EwrYPQaDQazamhNQiNRqPp5WgNQqPR/H975x1uR1X1/8/KTQ+BFEIo\nIQkIoYUQQglCgNARiCBdkA4iKE2KtBcJCG9ABERegR8CIXSkSgdBpChFpSlNEER9rViw4IuQ9fvj\nuyZn38kpc+49594QZj3Pec7Mnpm9Zu+99up7TwklNAULrYAo/ZAfbTxlWz66eBaWdvQUjnqw0AqI\nEkoooYQSugdlDKKEEkoo4SMOZQyihBJKKKGEpmChFRClH/Kjjadsy0cXz8LSjp7CUQ8WWgFRQgkl\nlFBC96CMQZRQQgklfMShjEGUUEIJJZTQFCy0AqL0Q3608ZRt+ejiWVja0VM46kGvCQgzu9zMfm9m\n833QxcyONrO5ZjYiKTvBzH5uZi+b2ZYFUExu6Qv3Lp6FqS09hadsy0cXz8LSjp7CURN604K4Atg6\nXxhfWtoC+GVStiqwG7BqPPNNM2v07sNa96q9jmdhaktP4Snb8tHFs7C0o6dw1IRe+6Kcuz9qZuOr\nXDoXOA64PSnbHrjO3f8DvGlmr6HPFj6RfzhMssnA+Jx5Nhl4tgq+auXNlBXB050ygPWqmJqtxlP2\nWdfKeqLPWt2WnsLTW3023syObPF79xSe7uDoLu75YIH65KiZbQ/82t2fN+sUUF+azsLg19T+mPf0\n+A2L/7S8mjSuVt5sWSM83SkDDeb0XFmr8WRl0xvc11N4ulMGC1eftbotPYWnXtn0Bvd1B89kYHwL\n3rHR+7QDT3dwdBf3fNCraa5hQdzh7qub2WDge8AW7v6Omb0BrO3ub5vZN4An3P2aeO5bwN3ufkuu\nvoUnZ7eEEkoooQehWprrgmRBfAxJyufCehgD/NjMpgK/AZZN7h0TZZ2gXANRQgkllNA6WGDSXN39\nBXcf7e7LuftyyI00xd1/D3wH2N3M+pvZcsCKwFO9+b4llFBCCQs79Gaa63XAD4AJZvYrM9svd8s8\nd5G7vwjcCLwI3AMc6gvTEvASSiihhAUQFqqtNkr4aILFPgG9/R4ldAYzW8Ld//BhH58P+/vnoZn2\nLDAupq6AmY01s4E9iK9t/WVm/eK/LXEUEyxmZmeY2SbtxBV1L2ZmS7YLj5mNM7PZ7Z68ZraRmd1s\nZit9mHEkuGaY2RczemsTjtXM7DbgRIBWj4+Z7Wpmh7eyzjq49mf+zK5W41jdzBZrM44dzOwqMxvU\nzHh8aAVEDNxTwO5txvNJMzspOnZum5jd6cD1ra43hSCKNYHPAjuZ2WLtYqxmtjLwc+DoBHerYRtg\nb2DPwNkuYbcmMBGYamaLflhxmNmqZnYHcBTwdKwpageebwLfBr7j7ke2uO6VzewW4AvAS62suwqu\nHc3sMWBL4GdtwjHKzC4ErgRWaBOOVczsHuAg4Fp3f7eZufKhExCJFv8f4GFgHTObENfawSQOBT4J\nfKoNdWNmg4C1gI3NbD139zYyuzHAbcAfgT3ahANgLhLeg2NtS8vGJqnnt0ionmhmo9vYb8MRM1oH\nmNSG+tuOI2jsCGCsu28ai1Qtud7KflsEeNPdL4+6R7fC8o53PA94z903cvcHzKyju/XWwLUmMBN4\n0N13d/c/tAHH6sDvgf8F1nX3H7caR8C2wJbuvq2732NmfRdqC8Ld58bhGOAPwJvArnGtZZpquGSG\nAH8CbgA2MLPlgxG1JD3YzPq4+7vAg8Ac4KutcpmEi6cjjrOJ9BvgHeANYHUzG9ldPDmcGaMZA7wP\n/AjY0swGdqdNZjYq/lPi3hhN4scIS6W7YGZLxb+ZWUe0523gTOA9YJKZDTet2VlgceQhaOxy4Hkz\nW8vM9gFOMrPd43p3xmaSmY1Oig4E1jKzE83sAeDrwBWZu7EL9Q9I3vFbwAdmtqSZHQacZmZbm9kS\nXX3/BE8qJH+F+uufZraUaR+4Xc1s3bi323zT3V9AvOtpd3/f5Gb8WHfrBc39BM85wOthEe0NXBRj\nM7RIXQu8gDCzNcxs98z0Tpjz74C7gGeAJcxsNzOb0k1cace6u/8TCYjfAv9A5ibu/n4X6x9nZmPj\nuG+4rEYAmwAnAAZsn02KLuIYaGbXAHcQG325+wdxeSrwQ3efA/wfcKuZfakbuIaa2f5ZmxL4K7Lu\nnkT9doCZbdyF+seZ2X3Ao2Y2OCZS/7j8v8Cy7v5ZYA8zexr1Y1fasZ6Z/R64H+aN/QfBlNZAjPsC\ntB/YI8C0BRFHgmsb08aWH0+KX4zfU8gi/iVwupl9IZ5pyoows2FmdjvwE2DbsFJw9/eQsPsi8DUk\nMPoB+zRD12a2nZk9CByclbn7zUAHUgo2QjzgQOCo7jBtMzsRLdLN8PwJ7dywPnIvLQusBtxiZmMT\nJbUZHJ34WMDBwJ0mt9lM4DIzm2VmtXaJaIRjC9M2RIdY55jGl4CbkDUxG82T48xs6UZ1LtACwsz2\nQgLgcGAKdGLOUxAjehEN5IXA6CrVFMEzX8eaWZ/QsMe5+3VoYu9kZreZ2cQm6zczmwm8ijYpJJhd\nR7ThVXf/PzShrgR+2hXt3hR4nAH0R1rQumY2PLnlVWC4mR2NGNEo4OnsHZvEtRaaPGcBG1nn4Nfy\nwOBITx4LnA1sGs81Q3OfBV5GgubUKMvGf3Ggj5kdBwwAhrv7Q820Id5nMLAhCqj+3SLd2sz6Rp+8\nhbZ6OR/5iV+nwB42PY0jwbUOsC9yX5yYlbv735ElvK277+TuVwH7I8WkK1bEssBDiPlMBFZOcH0d\nWNnd73X3fyDNfyfgg2oVVWnD8sBJaC3USma2RnL5v4Dj3X0Xd/8G8D+o78Y1+f7ZHD8KCeMVzOyE\n5PIzaK5u4u6HuvuXkXt2ZhfwzMfHANz9AeQmfcbdNwEOQdZ3025Gk2W6beAZg8Ykw3MrsLW77+bu\njyO3+TaIT9SFBVZAhKb4K+SXvRcxoWXimgGvoU39Hov7bqML7anVse4+193fBl4xs62AY5Cm9293\n/2mTaIYCiyLJ/V4QTKbZL47cCocDpyO32d2uLUYKMe1Mg4/A4+OI+c8GPk5nYhsPHI+Y9Z7Apchi\n6dcFBvEfYC/k3plKwiCAfwKrmbZyXwa4Bvh7vGNd7StM+sxKvBg4BZgFfMLMVkme/weii1UCd38z\n27HIiwdjnhBWyb+Am939MuArwLFmNtTd348++RhwHfAosF60e7o1cDP2BI4El1klm+8N4FR3nwaM\nNbM01vRLd783OX8T+J6ZLVIQz2amnZUBXkH0cyGi72mpMhJaeAYTkJCvOT9TxcHdfwF8BikFfwJ2\nTK793N1vSh59G8U93irShsA1wOTenYss3V2BzYEvWbhe3P3fwL3u/lzy6CvRjsJQj48FHODupwfO\nl5Blv+p8FVWvuyOxAv4MnOvuuyD62dgSt567358c/xxZ4I35pbsvMD9gK8TAVozz/vE/Cbga7era\nN8q+gJhgdu9hSEL3LYCnA1g6jgeg4B0oCHYisFScjwXuRpPuBMTgL0NaWCMcU9GK70XiPKtzJ+Sb\n75vceysyaVdBG2i9AyxfAMeyyLJ5BGnpk3LXz0YMdnycjwc+nlxfP/9MHVwTkFa3SRBWtoZmAGIU\nhwEjomwjZNJuF+fbAv8NjKxT/xTgOeQauxIYmLt+GvDtODYkeCYk1z+BtNZG7dgRCeHbgVuQ5ZFe\nvw2YlZwvCiyWnG8KDOptHMm9R6AFp5el/ZHQ2nNpX8bYdSDr4Rng5IJ09ixyw3wXuXWG5fp+dtBG\nRheDgQ3i3e4FVqtT/0HxLrOAHXPXPgFcggKtAH3ivz+yMJ9FPMMy3A3m/aVo0e3MpDx75+uAq+O4\nX3J9KFLengc2KtBfRfhYR5XnNiHcZwVwHBJtvwvYmZh7cW0d4Co07/pl7UFbK30e+DHwVYrwyiJE\n2BM/4MtIQp8L3IxWS6fXj0UMfI04H5C7PrwgnqIdmw3qllndQShbIvdJrfoHIbP3TTRpv1OFSK8H\nTs+IExiVu2fNgm35Ygz0YKSZXgGslVxfA2nvn8w917/JsdkC+XvPQZP9RGDx5HrGIDav8fxiDeo3\nJBQOjvPrgYvSfkbuw6eArbJ+jv++1SZbDTxDAs/UOL8cuQxWS+6ZgBSCTKAPT/EtCDiSetZGDHsF\npAhcBWyTu+c+ZFGk9Pd5tH3NWgXxbAGcE8ebB82dnrvnHODEOB4Q/9sCuzWoex2kME1FAu0J5A7J\nro9C1vsFuecORNp/0Tb0AU6OsRkLfB+5q5ZK7lkU+FtuDo0GrkWCZUQBPEX52MRkPJZCSSpPAjsU\nwDECKa4T0dw7Hzg7d8/JMSajkrJpSHEr1GfuC4CAQMxhINISxiUEeQ2wc3LfMogJzUBpgVkH98/V\n16dFHbtkrrxf/r1r4FgBpcdl599HjDzV4qYCLyQTKdO8B9R69xq47sgIKojsGGB27p6DkPZ+NnBZ\nF8foKGCfOF4HxR3OzN3z1bhvUcJKqdJn9cbmMuBTcTwMeAClFvdJ7tkeaVinA0cW6S9g0dz5U4QF\niEz5s8hZnkED98Wknbkg4KjWh2gN0EPJPDoaaeGrJPeshGJFGwQdjCOs2qy+auOCGGOmJB0P3BbH\nA5Hr8i5gneT+JZB2fBcKgI+u04aO5Hhb4KzkfE/gtdz9awFnIOY6C7llCykFuXquRi4dkLV+FfBp\nZAVnVsTRSPBMAg6LspTJdlBl7tM1PjaCsHqB6fn6cuepRbMR8FgyfpORMJqR3DMKKapHIp63fp6O\nqo17/tebezFtZWYruuDfiGlvEZd/iPZc2jPzrbr7b6gEid5APkpcWRPzwHM+buu8YnQimsw/RZNz\nNvAxM5uR3HMJsgJ2N7M7zWxa1NtpYZFHLweOCekl4I9mtmKcH4u0rolxr7n7k8j18BMzexwtlMIV\nqK7VXxua2X1mdmbyvg8hTQp3/y2anAPMbJvk0b9TiRNcWqv+HK6pZjY58SkviQQqyPq6BcVN1k4e\n+xrSAH8GzIqslk7ZXtnYmNleZnaXmZ1mZuvF5X8A/SLY/VdkRexFZz/p4oRbDH1AqmZ/BZ5TgIfM\n7CyLlE7kzpsYPugXkdtgWTovVBqG3Dy/dgUnexVHgutE4Gtm9skoehp4y8zWCHq8D1lUWZ/i7q8g\nH/0DwPvu/ktX4Bgz63DF2uYmOPYws+dQRtWNUXwZsIyZTYm5+hJyN+2cvN7aiNn+BZjm2mSzWhtm\nIvrIaPg9xPCy970G+JOZHZs8liWinIwUrT95JTOvVl8tY2bnmNkBZpbF4X4CDDGzIS5//6NI2I1J\n5vMV8T53o9gB7v7HiPP08UrmWYanu3xs3yh/OOrrG+cpjpnAVWZ2Wlx7BMXcZsTY/Tzw7JrFctz9\nj0iw/hfworv/IKlvvnGvCc1K4e7+0EA/iKT0/cCFUb4rIvDMZ7YckoAz4nwkYk6PU9ysnIkYzWlJ\n2VNJnUMQg72KzprZEyj4dU6D+tdBE+8RpEFPRZrX9XGc+UvPA85LnlsV+QGfAjZtgKMvcuk8h7Sr\nvdEk7IsY5u1UrIiRce9+cT4aTfIDkvpq+mmRFjgHMbQrgR9F+VikuU+J8xEoQSBzKfRDDOUPwO51\n6h8a9X8P+VvPQgJ5BBIGc4h4Sdz/POFuCLr5DrBxgXFfEmXszAFWj377YeDfLsZjk7h3DBK0E+J8\n4xjLMb2NI0dnzyB31cFonuyLrLWzSdwYSBn4ShwvhqytW4mYWx0cfZDS9SiwQZS9BuwfxycB38po\nKNo7C8UCBgZdVnUxxjNTEc1fHmP9THY/mteHJfduFDSSWTDfQLyibhuS5w9BTHMWUlxuRrS9C/Ia\nTEn65x4k0ECa+AMk8aHe5GNIoXgCKbKTov/OimsHAzfmaORiFGc0ZH3fDixTZO7XfIdmH+jOj4rZ\nc2CcL4uYyjJB7FcAR8e1wXGe+ZxHkphh1DGReqJj0ST/McoYWhwJozPj2qz4jY7zsSgmsXic70OO\nadcavOiHXUlMdqTdZEJg7yDSLHh/LnBIHHfk6qoZlEJm9lHAV5OyF4HPxPGJJO4rZBllAmIQOcZd\nCxcyeTOf+6pIm1omzq9HkztLGvgKdQROnbYMBfZIzjPBNwEJzRMRYx0Z12+m4hJqaHb3FI6k7u3T\nfkDM+YI43ivGPBOkayLaz5STkclzfevhRlbAmOR8L+DyOF4eMc9s7m5Hzp3ZoA1TCWGTzJGL43g6\nWms0LM5XQUJhSJwPbAJPP5T9lLmgl0E8ZxoSCP+DYjBj4vrXCBdf9E+aLFCLhnuKj61KuF2TsX0O\nzdVl0Hw5Nq4thgRW1of9k+c6mqW5ec925aGu/qJha2YvHf9XI5PYkFR+iUog+nZyAdZ6A9cTHUvF\nV7lI+m7IH3xTHI9Dbph9qWgSVwJLNNuWuGeJhPj7RZ+tmVy/HgnDLACfzwQpyvQm0TlWcgxwVByP\nQYIo88ueBpxRtD1UGNbg9D6ksa4Vx+sjzftGpLG+SZ3slwZtGZocjyIWVMb5SlS00jlxbdkm6rZ2\n46hCa8OT82OoBI2XRHGmZ9FaiyuRYMrH5hr67KnExDI85xDzJM43RUrRJSit9IAm2rIIUiSyeb8t\nYrIZHXwTMdLdor+u7cKYZzS2NJ199g9RsYq2QELhKsQXHmd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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "ax.plot(dates, cp)\n", "\n", "# 对收盘价下方的区域进行着色,依据低于或高于平均收盘价使用不同的颜色填充\n", "# fill_between(x, y1, y2=0, where=None, **kwargs)\n", "# filling the regions between y1 and y2 where where==True\n", "plt.fill_between(dates, cp.min(), cp, where=cp>cp.mean(), facecolor=\"green\", alpha=0.4)\n", "plt.fill_between(dates, cp.min(), cp, where=cp" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "ax.plot([1, 2, 3])\n", "ax.plot([3, 2, 2])\n", "ax.plot([2, 2, 1])\n", "ax.legend(('line1','line2','line3'),loc='best')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "我们就上面的收盘价例子添加图例" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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qxfU+v+weCiNmQlUBcQW/4N5zXzt+7oe7KIz7WKmBT9YvJsbW6XSbJ9wwoa7m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\nM9zTwzDG1jMsC2NEA5O2A3M6R9Fpm2Ha7eZh3YNn+/l8z8l48syxDlh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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "line, = ax.plot(dates, cp)\n", "\n", "plt.fill_between(dates, cp.min(), cp, where=cp>cp.mean(), facecolor=\"green\", alpha=0.4)\n", "plt.fill_between(dates, cp.min(), cp, where=cp" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(1,figsize=(8,5))\n", "ax = fig.add_subplot(111)\n", "\n", "t = np.arange(0.0, 3.0, 0.01)\n", "s = np.cos(2*np.pi*t)\n", "line, = ax.plot(t, s, lw=3, color='purple')\n", "\n", "ax.annotate(s='arrowstyle', xy=(0, 1), xycoords='data',\n", " xytext=(0, 30), textcoords='offset points',\n", " arrowprops=dict(arrowstyle=\"->\")\n", " )\n", "ax.annotate('arc3', xy=(0.5, -1), xycoords='data',\n", " xytext=(-30, -30), textcoords='offset points',\n", " arrowprops=dict(arrowstyle=\"->\",connectionstyle=\"arc3,rad=.2\")\n", " )\n", "\n", "ax.annotate('arc', xy=(1., 1), xycoords='data',\n", " xytext=(-40, 30), textcoords='offset points',\n", " arrowprops=dict(arrowstyle=\"->\",\n", " connectionstyle=\"arc,angleA=0,armA=30,rad=10\"),\n", " )\n", "ax.annotate('arc', xy=(1.5, -1), xycoords='data',\n", " xytext=(-40, -30), textcoords='offset points',\n", " arrowprops=dict(arrowstyle=\"->\",\n", " connectionstyle=\"arc,angleA=0,armA=20,angleB=-90,armB=15,rad=7\"),\n", " )\n", "\n", "ax.annotate('angle', xy=(2., 1), xycoords='data',\n", " xytext=(-50, 30), textcoords='offset points',\n", " arrowprops=dict(arrowstyle=\"->\",\n", " connectionstyle=\"angle,angleA=0,angleB=90,rad=10\"),\n", " )\n", "\n", "ax.annotate('angle3', xy=(2.5, -1), xycoords='data',\n", " xytext=(-50, -30), textcoords='offset points',\n", " arrowprops=dict(arrowstyle=\"->\",\n", " connectionstyle=\"angle3,angleA=0,angleB=-90\"),\n", " )\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.5" } }, "nbformat": 4, "nbformat_minor": 0 }