{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 初识绘图\n", "\n", "本章对基本的 Matplotlib 绘图进行介绍,包括点型、线型与多图绘制。\n", "\n", "本章加载的库如下所示:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "import numpy as np\n", "from matplotlib import pyplot as plt\n", "import matplotlib as mpl" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "以上加载的库中,mpl 一般是不用加载的。本章由于需要介绍全局参数,故需要加载。在使用 Jupyter Notebook 时,我们往往还需要指定图像的输出尺寸,以获得较好的视觉效果:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "plt.rcParams['figure.figsize'] = [10, 6]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "在本章最后更新时,使用的 Matplotlib 版本是:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'3.0.2'" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mpl.__version__" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 基础的 plt.plot()\n", "\n", "*本小节仅介绍简单的绘制命令,包括线型与颜色。关于添加标题、图例、文字等内容,请参阅后续章节。*\n", "\n", "Matplotlib 的大部分绘图命令都是通过 `plt` 下的功能实现的,而最简单的函数就是 `plt.plot()`。比如一个二次函数图像:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = np.linspace(0, 2, 100)\n", "y1 = x ** 2\n", "\n", "plt.plot(x, y1)\n", "plt.show() # 记得在最后用 plt.show() 输出图像" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "从上面也能看出,我们使用 `plt.show()` 函数来输出图像。\n", "\n", "我们也可以在一幅图上绘制多个函数,它们会自动以不同的颜色绘制:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "y2 = 2 + 2 * np.sin(np.pi * x)\n", "\n", "plt.plot(x, y1)\n", "plt.plot(x, y2)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "也就是说,“叠加绘制”默认是开启的——如果有读者使用过 MatLab,那么恭喜你,在 Matplotlib 这里不需要再惦记着什么 hold on 命令了。\n", "\n", "如果我们不需要叠加绘制,我们可以随时插入 `plt.close()` 命令,来关闭当前绘制。或者使用 `plt.close('all')` 来清除所有绘制。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 点型与线型\n", "\n", "在有多个曲线时,我们往往通过更改点型或线型来区分它们。尤其是需要黑白打印的场合,线的颜色并不是有效的方案。下面是一个极端的例子:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(x, y1, color=\"b\", linestyle=\":\", linewidth=3, dashes=(2,1), # 线的属性\n", " marker=\"d\", ms=10, mew=1.5, mec=\"g\", mfc=\"w\", # 点的属性\n", " markevery=10)\n", "plt.plot(x, y2, \"#bf242a\", ls=\"-\", lw=1)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "以上的参数(括号中是参数的缩写)的含义分别是:\n", "\n", "- `color`:线的颜色(详细请参考“颜色”一节)。基础的有红r,绿g,蓝b,青c,洋红m,黄y,黑k,白w。以及其他的表述: \n", " - HTML 码:例如 `\"#66ccff\"`\n", " - 标准化后的 RGB 元组:例如 `(1, 0, 0)`\n", " - 灰度字串:`\"0.5\"` \n", "- `linestyle (ls)`:线型。实线\"-\",虚线\"\\-\\-\",点划线\"-.\",点线\":\"。\n", "- `dashes`: 虚线比例。传入元组 (a,b),那么划线长与间隔长之比为 a/b。\n", "- `linewidth (lw)`:线宽。\n", "- `marker`:点样式。实心\".\",像素\",\",圆点\"o\",方块\"s\",上折/下折箭头\"v\"/\"^\",左折/右折箭头\"<\"/\">\",五边形\"p\",六边形\"h\",星\"*\",加号\"+\",叉号\"x\",(瘦)钻石\"d/D\",竖线\"\\|\",横线\"_\"。\n", " - `markevery`:每几个点才绘制一个点。\n", " - `markersize (ms)`:点大小。\n", " - `markeredgewidth (mew)`:点边缘线宽。\n", " - `markeredgecolor (mec)`:点边缘颜色。默认与线同色。\n", " - `markerfacecolor (mfc)`:点填充颜色。默认与线同色。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 颜色\n", "\n", "Matplotlib 的颜色使用是个复杂的话题。通常来说,直接调用的颜色包括:\n", "\n", "- 标准化的 RGB:以三元元组的形式,比如 `(0, 0, 1)` 代表 (0, 0, 255),即纯蓝。\n", "- HTML 16进制颜色码:以字符串的形式,比如 `\"#0F0F0F\"`。\n", "- 标准化的灰度值:以字符串形式,比如 `0.5` 。\n", "- RGB 与 CMYK 标准色字符:以单个字符形式,有:`r,g,b,c,m,y,k,w` 八种,其中 w 是白色。\n", "- X11/CSS4 标准的颜色名:参考下面的图像。\n", "- XKCD 颜色调查(参考[此页面](https://xkcd.com/color/rgb/)):例如\"xksd:sky blue\"。\n", "\n", "以及 matplotlib 采用的色环:\n", "\n", "- matplotlib 默认的十色环:\"C0\", \"C1\", ...,\"C9\"。这是 matplotlib 绘图默认依次使用的颜色。\n", "- 十色环的另一种形式:'tab:blue', 'tab:orange', 'tab:green', 'tab:red', 'tab:purple', 'tab:brown', 'tab:pink', 'tab:gray', 'tab:olive', 'tab:cyan'。\n", "\n", "以上字符串(除16进制码外)均是大小写敏感的。\n", "\n", "下图是一个 X11 颜色表。该颜色表是我用 Matplotlib 生成的,不过为了排版简洁,我把这个代码块在生成网站时隐藏了;感兴趣的读者可以访问本章对应的 ipynb 文件进行查看。" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "nbsphinx": "hidden" }, "outputs": [], "source": [ "# A list of X11 color names from: http://cng.seas.rochester.edu/CNG/docs/x11color.html\n", "# Total 140 colors included.\n", "colors = [(\"LightPink\", \"#FFB6C1\"),(\"Pink\", \"#FFC0CB\"),(\"Crimson\", \"#DC143C\"),(\"LavenderBlush\", \"#FFF0F5\"),\n", " (\"PaleVioletRed\", \"#DB7093\"),(\"HotPink\", \"#FF69B4\"),(\"DeepPink\", \"#FF1493\"),(\"MediumVioletRed\", \"#C71585\"),\n", " (\"Orchid\", \"#DA70D6\"),(\"Thistle\", \"#D8BFD8\"),(\"Plum\", \"#DDA0DD\"),(\"Violet\", \"#EE82EE\"),\n", " (\"Magenta\", \"#FF00FF\"),(\"Fuchsia\", \"#FF00FF\"),(\"DarkMagenta\", \"#8B008B\"),(\"Purple\", \"#800080\"), \n", " (\"MediumOrchid\", \"#BA55D3\"),(\"DarkViolet\", \"#9400D3\"),(\"DarkOrchid\", \"#9932CC\"),(\"Indigo\", \"#4B0082\"), \n", " (\"BlueViolet\", \"#8A2BE2\"),(\"MediumPurple\", \"#9370DB\"),(\"MediumSlateBlue\", \"#7B68EE\"),(\"SlateBlue\", \"#6A5ACD\"),\n", " (\"DarkSlateBlue\", \"#483D8B\"),(\"Lavender\", \"#E6E6FA\"),(\"GhostWhite\", \"#F8F8FF\"),(\"Blue\", \"#0000FF\"), \n", " (\"MediumBlue\", \"#0000CD\"),(\"MidnightBlue\", \"#191970\"),(\"DarkBlue\", \"#00008B\"),(\"Navy\", \"#000080\"), \n", " (\"RoyalBlue\", \"#4169E1\"),(\"CornflowerBlue\", \"#6495ED\"),(\"LightSteelBlue\", \"#B0C4DE\"),(\"LightSlateGray\", \"#778899\"),\n", " (\"SlateGray\", \"#708090\"),(\"DodgerBlue\", \"#1E90FF\"),(\"AliceBlue\", \"#F0F8FF\"),(\"SteelBlue\", \"#4682B4\"), \n", " (\"LightSkyBlue\", \"#87CEFA\"),(\"SkyBlue\", \"#87CEEB\"),(\"DeepSkyBlue\", \"#00BFFF\"),(\"LightBlue\", \"#ADD8E6\"), \n", " (\"PowderBlue\", \"#B0E0E6\"),(\"CadetBlue\", \"#5F9EA0\"),(\"Azure\", \"#F0FFFF\"),(\"LightCyan\", \"#E0FFFF\"), \n", " (\"PaleTurquoise\", \"#AFEEEE\"),(\"Cyan\", \"#00FFFF\"),(\"Aqua\", \"#00FFFF\"),(\"DarkTurquoise\", \"#00CED1\"), \n", " (\"DarkSlateGray\", \"#2F4F4F\"),(\"DarkCyan\", \"#008B8B\"),(\"Teal\", \"#008080\"),(\"MediumTurquoise\", \"#48D1CC\"), \n", " (\"LightSeaGreen\", \"#20B2AA\"),(\"Turquoise\", \"#40E0D0\"),(\"Aquamarine\", \"#7FFFD4\"),(\"MediumAquamarine\", \"#66CDAA\"), \n", " (\"MediumSpringGreen\", \"#00FA9A\"),(\"MintCream\", \"#F5FFFA\"),(\"SpringGreen\", \"#00FF7F\"),(\"MediumSeaGreen\", \"#3CB371\"),\n", " (\"SeaGreen\", \"#2E8B57\"),(\"Honeydew\", \"#F0FFF0\"),(\"LightGreen\", \"#90EE90\"),(\"PaleGreen\", \"#98FB98\"), \n", " (\"DarkSeaGreen\", \"#8FBC8F\"),(\"LimeGreen\", \"#32CD32\"),(\"Lime\", \"#00FF00\"),(\"ForestGreen\", \"#228B22\"), \n", " (\"Green\", \"#008000\"),(\"DarkGreen\", \"#006400\"),(\"Chartreuse\", \"#7FFF00\"),(\"LawnGreen\", \"#7CFC00\"), \n", " (\"GreenYellow\", \"#ADFF2F\"),(\"DarkOliveGreen\", \"#556B2F\"),(\"YellowGreen\", \"#9ACD32\"),(\"OliveDrab\", \"#6B8E23\"), \n", " (\"Beige\", \"#F5F5DC\"),(\"LightGoldenrodYellow\", \"#FAFAD2\"),(\"Ivory\", \"#FFFFF0\"),(\"LightYellow\", \"#FFFFE0\"), \n", " (\"Yellow\", \"#FFFF00\"),(\"Olive\", \"#808000\"),(\"DarkKhaki\", \"#BDB76B\"),(\"LemonChiffon\", \"#FFFACD\"), \n", " (\"PaleGoldenrod\", \"#EEE8AA\"),(\"Khaki\", \"#F0E68C\"),(\"Gold\", \"#FFD700\"),(\"Cornsilk\", \"#FFF8DC\"), \n", " (\"Goldenrod\", \"#DAA520\"),(\"DarkGoldenrod\", \"#B8860B\"),(\"FloralWhite\", \"#FFFAF0\"),(\"OldLace\", \"#FDF5E6\"), \n", " (\"Wheat\", \"#F5DEB3\"),(\"Moccasin\", \"#FFE4B5\"),(\"Orange\", \"#FFA500\"),(\"PapayaWhip\", \"#FFEFD5\"), \n", " (\"BlanchedAlmond\", \"#FFEBCD\"),(\"NavajoWhite\", \"#FFDEAD\"),(\"AntiqueWhite\", \"#FAEBD7\"),(\"Tan\", \"#D2B48C\"), \n", " (\"BurlyWood\", \"#DEB887\"),(\"Bisque\", \"#FFE4C4\"),(\"DarkOrange\", \"#FF8C00\"),(\"Linen\", \"#FAF0E6\"), \n", " (\"Peru\", \"#CD853F\"),(\"PeachPuff\", \"#FFDAB9\"),(\"SandyBrown\", \"#F4A460\"),(\"Chocolate\", \"#D2691E\"), \n", " (\"SaddleBrown\", \"#8B4513\"),(\"Seashell\", \"#FFF5EE\"),(\"Sienna\", \"#A0522D\"),(\"LightSalmon\", \"#FFA07A\"), \n", " (\"Coral\", \"#FF7F50\"),(\"OrangeRed\", \"#FF4500\"),(\"DarkSalmon\", \"#E9967A\"),(\"Tomato\", \"#FF6347\"), \n", " (\"MistyRose\", \"#FFE4E1\"),(\"Salmon\", \"#FA8072\"),(\"Snow\", \"#FFFAFA\"),(\"LightCoral\", \"#F08080\"), \n", " (\"RosyBrown\", \"#BC8F8F\"),(\"IndianRed\", \"#CD5C5C\"),(\"Red\", \"#FF0000\"),(\"Brown\", \"#A52A2A\"), \n", " (\"FireBrick\", \"#B22222\"),(\"DarkRed\", \"#8B0000\"),(\"Maroon\", \"#800000\"),(\"White\", \"#FFFFFF\"), \n", " (\"WhiteSmoke\", \"#F5F5F5\"),(\"Gainsboro\", \"#DCDCDC\"),(\"LightGrey\", \"#D3D3D3\"),(\"Silver\", \"#C0C0C0\"), \n", " (\"DarkGray\", \"#A9A9A9\"),(\"Gray\", \"#808080\"),(\"DimGray\", \"#696969\"),(\"Black\", \"#000000\")]\n", "\n", "plt.close(\"all\")\n", "f, ax = plt.subplots(figsize=(15, 8))\n", "w, h = 10, 4\n", "rowpad, colpad = 2, 9 \n", "for i in range(140):\n", " curname = colors[i][0] # 我隐藏了定义 colors 的代码块\n", " cols, rows = divmod(i, 35)\n", " rows = 34 - rows\n", " ax.fill_between([w * cols, w * (cols + 1) - colpad],\n", " [h * rows, h * rows], \n", " [h * (rows + 1) - rowpad, h * (rows + 1) - rowpad],\n", " facecolor=curname)\n", " ax.text(w * (cols + 1) - 0.95*colpad, h * rows + (h - rowpad) / 2, \"{}, {}\".format(*colors[i]), \n", " horizontalalignment=\"left\", verticalalignment='center')\n", "ax.axis(xmax=4*w)\n", "ax.set_axis_off()\n", "ax.set_title(\"X11 colors table\", fontsize=16)\n", " \n", "f.savefig(os.path.join('pics', 'X11.svg'), transparent=True, bbox_inches='tight')\n", "plt.close(f)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](pics/X11.svg)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 子图绘制 plt.subplots()\n", "\n", "需要将多张子图绘制到一张图内时,使用 `plt.subplots()` 函数。\n", "\n", "语句 `fig, axarr = plt.subplots(...)` 可以设置一个 nrows 行、ncols 列个子图组成的大图:\n", "\n", "- 参数:\n", " - `nrows=1, ncols=1`: 子图矩阵的行数与列数。默认一行一列。\n", " - `sharex/sharey=False`:共享 x/y 轴。`True` 是所有子图共享,`'row'` 是每行共享,`'col'` 是每列共享。\n", "- 返回值:\n", " - `fig` :所有子图组成的总图像,可以用于保存为图像文件。\n", " - `axarr` :一个 $nrows\\times ncols$ 的矩阵,其第 $j$ 个元素即是第 $j$ 个子图。\n", "\n", "下面是一个例子,展示了绘制 2 个图(两行一列)的情况:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = np.linspace(0, 4 * np.pi, 100)\n", "y = [np.sin(x), np.sin(2*x)] \n", "\n", "plt.close('all')\n", "f, (ax1, ax2) = plt.subplots(2)\n", "ax1.plot(x, y[0])\n", "ax2.plot(x, y[1])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "对于多行多列的情况,可以利用 for 循环,并使用 `axarr.ravel()` 来展平矩阵。下列是一个两行两列的 4 子图例子,展示了 `sharex/sharey` 参数的使用:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = [np.linspace(0, k*2*np.pi, 100) for k in (1, 2)]\n", "y = [\n", " np.sin(x[0]), 2*np.cos(x[0]),\n", " np.sin(2*x[1]), np.cos(2*x[1])\n", "]\n", "\n", "plt.close('all')\n", "# 所有子图 x 轴共享,每一行内的子图 y 轴共享\n", "f, axarr = plt.subplots(2, 2, sharex=True, sharey='row')\n", "for i, ax in enumerate(axarr.ravel()):\n", " ax.plot(x[i//2], y[i])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "由于子图操作还有很多细节,我将在后文中单独开启章节进行讨论。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 保存绘图 f.savefig()\n", "\n", "上述多图绘制的例子中,返回的 `f, axarr` 中的 `f.savefig(fname, ...)` 即可帮助我们保存图像到文件 `fname`。该函数的常用参数包括:\n", "\n", "- `transparent=False`:是否使用透明背景。\n", "- `format`:如果文件名 `fname` 中不包含扩展名,那么可以通过该参数指定。例如 `jpg/jpeg, png, pdf, svg` 。\n", "- `bbox_inches`:设置图像的 bounding box 数值。当设置为 `'tight'` 时会自动设置,以达到“减少图像外侧白边”的效果。题外话:如果仅是为了达到减少白边的效果,也可以尝试在 `savefig()` 之前使用 `f.tight_layout()` 进行处理。\n", "\n", "下面是一个保存图片的例子:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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eg9Yxka7jiI9oHRPJpDG9WJWdr/PLRERqiUpZHbYwYzevLNjIr5JbM6pXS9dxxMcM796c6wcm8M7CzSxI3+U6johIwFMpq6N2Hyzmzx+voH1sfR66JMl1HPFR40ck0qVZQ+76dBV7Dha7jiMiEtBUyuogj8dy16cryS8s5aWr+xIZpnlkUrWI0GD+PrY3+4tKuffzVfz3KmkiIuJNKmV10PuLN7MgPZe/juxK1xZRruOIj0tsHsX44YnMS9vF//201XUcEZGApVJWx2TsOsjEmesY3CWOa89s6zqO+InrByZwbuc4Hp+eSsauA67jiIgEJJWyOqS03MOdn6wgMiyYp6/oqXUt5aQFBRmeHdOTyLAQbv9whcZkiIjUAJWyOuQf32SwKjufJy/rQdOoCNdxxM80jYrg6St6krp9P8/NWe86johIwFEpqyNWZO3j5fkZXN6nFSO0jJKcpqFJzRjbvw1vfp/Jks15ruOIiAQUlbI6oKCkjDs+XkHzqAgeHt3NdRzxc/eP7Ep843rc9elKCkrKXMcREQkYKmV1wMQZ69i0+xCTruxJVESo6zji5xqEhzBpTC+27CnQtH8RES9SKQtw32/I5YMft3Dj2e0Y2CHWdRwJEGe2b8INgxJ4f/EWFmbsdh1HRCQgqJQFsANFpYz/fDUd4upz97AuruNIgLlnWCLtYutzz2erOFBU6jqOiIjfUykLYBNnrmN7fiGTruxFRGiw6zgSYOqFBfPslb3Ynl/IE9PTXMcREfF7KmUBalHGbv7901ZuPLsdfds0dh1HAlS/to0Zd24HPlqSxXwtWi4iUi0qZQHoUHEZ93y+inax9fnLRfrYUmrWHUM70blZA8Z/vor9+hhTROS0qZQFoGdmrWPbvkKeGdNTH1tKjQsPOfwxZu6BYibO0NWYIiKnS6UswPyYuYf3Fm/h+oEJnJEQ4zqO1BE94xvxu3Pa8+HPW1m8cY/rOCIifkmlLIAUlpRz7+eraBMTqastpdbdcWFn2jaJZMLkVRSWaG1MEZFTpVIWQJ6bk86WPQU8fcXhhaNFalO9sGAmXt6DzXsKeGGe1sYUETlVKmUBYnV2Pm8v3MTVA9pwVocmruNIHTWwQyxj+7fmze8zWZW9z3UcERG/olIWAMrKPYyfvIrYBuHcOzzRdRyp48aP6Epsg3Du+WwVpeUe13FERPyGV0qZMWa4MSbdGJNhjBlfxfPXG2NyjTErKm6/q/TcdcaYDRW367yRp655e+Em1ubs55FLuhFdT2tbilvR9UJ5/NLurNtxgNe/3eg6joiI36h2KTPGBAMvAyOAJGCsMSapil0/ttb2rri9VXFsDPAQMADoDzxkjNGk01OwdU8Bf5u7nqFJzRjevbnrOCIAXNStOSN7tuDFrzPYmHvQdRwREb/gjXfK+gMZ1tpMa20J8BEw+iSPHQbMtdbmWWv3AnOB4V7IVCdYa7n/y9WEBAXx6OhuGGNcRxL5j4dGJREeGsT9X6zGWus6joiIz/NGKWsFZFV6nF2x7WhXGGNWGWM+M8a0PsVjpQpfrtjG9xt2c8/wLrSIruc6jsh/adowgnuHJ/JjZh6Tl21zHUdExOd5o5RV9fbM0f9bPA1IsNb2BOYB753CsYd3NGacMSbFGJOSm5t72mEDRd6hEh77Ko0+bRrx6wFtXccRqdLV/dvQp00jnpiRxt5DJa7jiIj4NG+UsmygdaXH8UBO5R2stXustcUVD98E+p3ssZW+xxvW2mRrbXJcXJwXYvu3J2eksb+wlKcu70lwkD62FN8UFGSYeHkP9heWMnFmmus4IiI+zRulbAnQyRjTzhgTBlwFTK28gzGmRaWHlwBH/us8G7jIGNO44gT/iyq2yXH8lLmHz5Zm8/tz29OleUPXcUSOK7F5FDee045PUrL5KVNLMImIHEu1S5m1tgy4lcNlKg34xFq71hjzqDHmkordbjfGrDXGrARuB66vODYPeIzDxW4J8GjFNjmG0nIPD0xZQ6tG9bh9SCfXcUROyp8u6ER843rc/+UaSso0u0xEpCrGH6+KSk5OtikpKa5jOPHatxt5auY63vpNMhcmNXMdR+SkzV+3ixveXcJdF3XmVv0PhYjUIcaYpdba5BPtp4n+fiR7bwF/n7eBoUnNVMjE7wxObMrIHi148ZsMtuw55DqOiIjPUSnzI49MSwUOz38S8UcPjkoiNMjw8NS1ml0mInIUlTI/MS91J3NTd3L7BZ2IbxzpOo7IaWkWFcEdQzszPz2Xuak7XccREfEpKmV+oKCkjIemrqVT0wbceHY713FEquW6gQl0btaAR6alUlhS7jqOiIjPUCnzAy99k8G2fYU8fml3wkL0IxP/FhocxGOju7NtXyEvz89wHUdExGfoN7yPy8w9yJvfZ3J531YMaN/EdRwRrxjQvgmX9WnFG99lkqkFy0VEAJUyn2at5eFpqUSEBDN+RKLrOCJeNeHiRMJDgnhIJ/2LiAAqZT5tbupOvlufy5+HdqZpwwjXcUS8qmnDCO68qDPfb9jNrDU7XMcREXFOpcxHFZWW8+hXqXRu1oDfnKUFxyUwXXtmW7q2iOLRr1I5VFzmOo6IiFMqZT7qtW83kr23kEcu6U5osH5MEphCgoN4/NJubM8v4pUFOulfROo2/bb3QVl5Bby6YCOjerXkrA46uV8CW7+2MVzepxVvfrdJk/5FpE5TKfNBj36VSnCQ4b6LdXK/1A3jRyQSGmx47KtU11FERJxRKfMx89N3MTd1J7cN6USL6Hqu44jUiqZREdx+QSfmpe1ifvou13FERJxQKfMhJWUeHpuWSvvY+vz27ATXcURq1Q2D2tE+tj6PTUulpMzjOo6ISK1TKfMh7y7aRObuQzw4KonwkGDXcURqVVhIEA+MSiJz9yHeXbTJdRwRkVqnUuYjcg8U8+LXGQxJbMr5XZq6jiPixOAuTbkgsSl/n7eBXfuLXMcREalVKmU+4tnZ6RSVlvPXkV1dRxFx6oFfJFFabnl6VrrrKCIitUqlzAeszs7nk6VZ3DAogfZxDVzHEXEqIbY+vzunHZ8vy2bZ1r2u44iI1BqVMscOr2+5lib1w7jtgk6u44j4hFsGd6RZVDiPTEvF49G6mCJSN6iUOTZ1ZQ5Lt+zl7mFdiIoIdR1HxCfUDw/hnmGJrMzax5crtrmOIyJSK1TKHCooKWPijHV0bxXFmH6tXccR8SmX9WlFr/honp61joISrYspIoFPpcyh1xZsZMf+Ih4a1Y3gIOM6johPCQoyPDgqiZ37i3ltwUbXcUREapxKmSPZewt4/btMRvVqyRkJMa7jiPikfm1juKRXS17/LpPsvQWu44iI1CiVMkeOXO4/foTWtxQ5nvEjEjEGjcgQkYCnUubA0i17mbYyh3HntqdVI61vKXI8LRvVY9y5HZi2MoeUzXmu44iI1BiVslrm8Vge+yqVpg3Duem8Dq7jiPiFm85rT/OoCI3IEJGAplJWy6auzGFF1j7uHtaF+uEhruOI+IXIsBDuHdGF1dvy+XxZtus4IiI1QqWsFhWWlPP0rMMjMK7oG+86johfGd2rFb1bN+LZOekakSEiAckrpcwYM9wYk26MyTDGjK/i+TuNManGmFXGmK+NMW0rPVdujFlRcZvqjTy+6s3vM9meX8QDI5MI0ggMkVMSFGR44Bdd2bm/mNe/zXQdR0TE66pdyowxwcDLwAggCRhrjEk6arflQLK1tifwGfBMpecKrbW9K26XVDePr9q5v4hXF2xkRPfmDGjfxHUcEb/Ur20MI3u24PXvNrIjv8h1HBERr/LGO2X9gQxrbaa1tgT4CBhdeQdr7Xxr7ZEhQz8Cde6zu2dmpVPusUwY0dV1FBG/Nn54Ih4PTJqtERkiEli8UcpaAVmVHmdXbDuWG4GZlR5HGGNSjDE/GmMu9UIen7NmWz6Tl2dzw6AE2jSJdB1HxK+1jonkhrMT+HxZNquz813HERHxGm+UsqpOjqrymnVjzDVAMjCp0uY21tpk4GrgBWNMlXMijDHjKspbSm5ubnUz1xprLY9PT6VxZBi3DOnoOo5IQLhlcEea1A/j8empWKsRGSISGLxRyrKByqtpxwM5R+9kjLkQuB+4xFpbfGS7tTan4msmsADoU9WLWGvfsNYmW2uT4+LivBC7dsxL28WPmXn8+cJOREWEuo4jEhCiIkK5Y2hnftqUx5zUna7jiIh4hTdK2RKgkzGmnTEmDLgK+K+rKI0xfYDXOVzIdlXa3tgYE15xPxYYBKR6IZNPKC33MHFGGu3j6jO2fxvXcUQCylVntKZT0wZMnJFGSZnHdRwRkWqrdimz1pYBtwKzgTTgE2vtWmPMo8aYI1dTTgIaAJ8eNfqiK5BijFkJzAeestYGTCn7909bydx9iPtGdCU0WCPhRLwpJDiI+0d2ZfOeAt5fvNl1HBGRavPKSHlr7QxgxlHbHqx0/8JjHLcI6OGNDL5mf1EpL8xbz1ntm3BB16au44gEpPO7NOXcznH845sMxvSLp1FkmOtIIiKnTW/f1JCX52ewr7CU+0d2xRgNihWpKfddnMiBolJe+ibDdRQRkWpRKasBWXkFvPPDZi7vE0/3VtGu44gEtMTmUVzZrzXvLd7M1j0FJ9xfRMRXqZTVgGdmpxMUBHcP6+I6ikidcOdFnQkJCuLp2etcRxEROW0qZV62fOtepq3MYdw57WkeHeE6jkid0CwqgnHntmf6qu0s3bLXdRwRkdOiUuZF1lqenJFGbINw/nBelTNwRaSGjDu3PXENw3lyRpoGyoqIX1Ip86I5qTtZsnkvdwztRP1wr1zYKiInqX54CH8Z2pmlW/Yya80O13FERE6ZSpmXlJZ7eHrmOjo2bcCvkluf+AAR8bork1vTuVkDnpq1TgNlRcTvqJR5yYc/Hx4UO2FEIiEaFCviRHCQYcLFXdmyp4B//bjFdRwRkVOi9uAFB4pK+fu8DZzZPoYhiRoUK+LS+Z3jOLtjLC9+s4H8wlLXcURETppKmRe89u1G9hwq4f6LkzQoVsQxYwzjRySSX1jKqws2uo4jInLSVMqqKWdfIW99v4nRvVvSI16DYkV8QfdW0VzWuxVvL9zEtn2FruOIiJwUlbJqem7OeqyFuy7SoFgRX/KXiuHNz81Od5xEROTkqJRVQ2rOfiYvz+b6QQm0jol0HUdEKmnVqB43DErgixXbWLMt33UcEZETUimrhokz04iKCOWW8zu6jiIiVbj5/I40qhfKUzPXaaCsiPg8lbLT9N36XL7fsJvbhnQkOjLUdRwRqUJ0vVBuG9KJHzJ2892G3a7jiIgcl0rZafB4LBNnriO+cT2uPaut6zgichzXnNmWNjGRTJyRRrlH75aJiO9SKTsNX67YRtr2/dw9rAvhIcGu44jIcYSFBHHP8C6s23GAycuyXccRETkmlbJTVFRazrOz0+nRKppRPVu6jiMiJ2Fkjxb0at2I5+asp7Ck3HUcEZEqqZSdovcWbSYnv4gJFycSFKRBsSL+wBjDfSMS2bG/iHcWbXIdR0SkSiplp2DvoRJemp/B4C5xDOwQ6zqOiJyCAe2bcGHXprw6fyN5h0pcxxER+R8qZafg5fkZHCouY/yIrq6jiMhpuHd4IodKyvjHNxtcRxER+R8qZScpK6+A9xdvYUy/eLo0b+g6joichk7NGvKrM1rzrx+3sHVPges4IiL/RaXsJD03Jx1j4I6hnV1HEZFq+POFnQkOMkyao+WXRMS3qJSdhDXb8vlyRQ43nt2OFtH1XMcRkWpoFhXB789pz7SVOazM2uc6jojIf6iUnYC1lokz02gcGcpN53dwHUdEvGDcue1pUj+MiTPTtPySiPgMlbIT+G7DbhZm7OG2IZ2IitBySiKBoGFEKLdf0IkfM/NYkJ7rOo6ICKBSdlzlHsvEGWm0iYnkmjO1nJJIIBnbvw0JTSKZOFPLL4mIb1ApO44vl29j3Y4D3DWsC2Eh+qsSCSSHl19KZP3Og3yu5ZdExAd4pWkYY4YbY9KNMRnGmPFVPB9ujPm44vmfjDEJlZ6bULE93RgzzBt5vKGotJzn5qTTMz6aX/Ro4TqOiNSAEd2b07t1I/6m5ZdExAdUu5QZY4KBl4ERQBIw1hiTdNRuNwJ7rbVyIt8wAAAgAElEQVQdgeeBpyuOTQKuAroBw4FXKr6fc0eWUxo/QsspiQQqYwwTtPySiPgIb7xT1h/IsNZmWmtLgI+A0UftMxp4r+L+Z8AFxhhTsf0ja22xtXYTkFHx/ZzaV1DCy1pOSaRO0PJLInWTtZYd+UWuY/wXb5SyVkBWpcfZFduq3MdaWwbkA01O8tha9/L8DA4Ul3HviETXUUSkFhxZfumlbzJcRxGRWvLdht2c88w3LN64x3WU//BGKavqs72jL2U61j4nc+zhb2DMOGNMijEmJTe3Zi9hH9WrJfdf3JXE5lE1+joi4hs6NWvIlf1a88GPm7X8kkgdUO6xPDVzHc2jI+jbtpHrOP/hjVKWDbSu9DgeyDnWPsaYECAayDvJYwGw1r5hrU221ibHxcV5Ifax9YxvxO/OaV+jryEivuWOoYeXX3pWyy+JBLwvl28jbft+7rqoC+EhPnEqO+CdUrYE6GSMaWeMCePwiftTj9pnKnBdxf0xwDf28BjtqcBVFVdntgM6AT97IZOIyClpHh3BjWe3Y+rKHFZn57uOIyI15Mh0hR6tohnVs6XrOP+l2qWs4hyxW4HZQBrwibV2rTHmUWPMJRW7/RNoYozJAO4Exlccuxb4BEgFZgG3WGt1XbqIOPGH8zrQODJUyy+JBLAj0xUm+OB0hRBvfBNr7QxgxlHbHqx0vwi48hjHPgE84Y0cIiLVEVWx/NIj01JZsD6XwV2auo4kIl50ZLrC+V3iGNjR96YraEy9iEglvx7QljYxkTw9c52WXxIJMK8s2Hh4usJw35yuoFImIlJJWEgQdw/rwrodB5is5ZdEAkb23gLeXbiZK/rG07WFb05XUCkTETnKyB4t6BUfzd/mrqeoVKe5igSCv81ZjzFw59DOrqMck0qZiMhRgoIM40d0ZXt+Ee8s3Ow6johU09qcfL5YsY0bBrWjZaN6ruMck0qZiEgVzurQhCGJTXllQQZ7tfySiF97auY6ouuF8sfzO7iOclwqZSIix3Dv8EQOFZfx0nwtvyTir75bn8v3G3Zz25BORNcLdR3nuFTKRESOoUvzw8svvb94M1l5Wn5JxN+UeywTZ66jdUw9rjmzjes4J6RSJiJyHEeWX5o0W8svifibI8sp3T0s0aeWUzoWlTIRkePQ8ksi/unIcko946P5RY8WruOcFJUyEZETuOm8DsTUD+PJGVp+ScRfvFuxnNJ4H1xO6VhUykRETqBhRCi3D+nI4sw9zE/f5TqOiJzA3kOHl1MaktiUgR18bzmlY1EpExE5CVcPaEtCk0gmzlhHWbnHdRwROY6X5mdwyIeXUzoWlTIRkZMQFhLEvcMT2bDrIJ8t1fJLIr4qK6+A9xdv5sp+renSvKHrOKdEpUxE5CQN796cvm0a8be56ykoKXMdR0Sq8MzsdIKDDHf48HJKx6JSJiJykowx3HdxV3YdKOat7ze5jiMiR1mRtY9pK3P4/TntaR4d4TrOKVMpExE5BckJMQzr1ozXv91I7oFi13FEpIK1lienpxHbIIw/nOfbyykdi0qZiMgpund4IsVlHv7+9XrXUUSkwtzUnfy8OY8/XdiZBuEhruOcFpUyEZFT1D6uAVcPaMOHP2eRseug6zgidV5puYenZq2jfVx9rjqjtes4p02lTETkNNx+QSfqhQbz9Kx1rqOI1HkfLckiM/cQ44cnEhrsv9XGf5OLiDgU2yCcP57fgbmpO/kxc4/rOCJ11sHiMv4+bz3928UwNKmZ6zjVolImInKafjuoHS2iI3hyRhoej5ZfEnHh9W83svtgCfdf3BVj/GM5pWNRKRMROU31woK5e1gXVmXnM21Vjus4InXOjvwi3vw+k1G9WtKrdSPXcapNpUxEpBou7d2Kbi2jeGZWOkWl5a7jiNQpz81Jx+OBe4Z1cR3FK1TKRESqISjIcP/FXdm2r5B3F212HUekzlibk89ny7K5bmBbWsdEuo7jFSplIiLVNLBjLBckNuXlbzLIO1TiOo5IwLPW8uSMNKLrhXLr4E6u43iNSpmIiBdMuDiRgtJyXvx6g+soIgFvfvouFmbs4U8XdCI6MtR1HK9RKRMR8YKOTRty1Rmt+dePW8jM1UBZkZpSVu7hyRnraBdbn18PaOs6jleplImIeMmfL+xMeEgQE2dqoKxITfloyeGVNMaPSCQsJLBqTLX+NMaYGGPMXGPMhoqvjavYp7cxZrExZq0xZpUx5leVnnvXGLPJGLOi4ta7OnlERFyKaxjOzYM7Mjd1J4s3aqCsiLcdKCrl+bmHB8Ve5OeDYqtS3Yo5HvjaWtsJ+Lri8dEKgN9Ya7sBw4EXjDGVh4ncba3tXXFbUc08IiJO3Xh2O1pGR/D49FQNlBXxslcXbGTPoRL+OtL/B8VWpbqlbDTwXsX994BLj97BWrveWruh4n4OsAuIq+brioj4pIjQYO4dkcjanP1MXr7NdRyRgLFtXyH//GETl/VpRc94/x8UW5XqlrJm1trtABVfmx5vZ2NMfyAM2Fhp8xMVH2s+b4wJr2YeERHnRvU8PF180ux1FJSUuY4jEhAmzTp8rubdATIotionLGXGmHnGmDVV3EafygsZY1oAHwA3WGs9FZsnAInAGUAMcO9xjh9njEkxxqTk5uaeykuLiNSqoCDDAyO7snN/MW98l+k6jojfW5G1jy9X5PC7c9rRslE913FqzAlLmbX2Qmtt9ypuU4CdFWXrSOnaVdX3MMZEAdOBv1prf6z0vbfbw4qBd4D+x8nxhrU22VqbHBenTz9FxLclJ8QwskcLXv82kx35Ra7jiPgtay2PTltLXMNw/nh+R9dxalR1P76cClxXcf86YMrROxhjwoAvgPettZ8e9dyRQmc4fD7ammrmERHxGfcOT6TcY3l2TrrrKCJ+a9qq7Szbuo+7L+pCg/AQ13FqVHVL2VPAUGPMBmBoxWOMMcnGmLcq9vklcC5wfRWjL/7PGLMaWA3EAo9XM4+IiM9o0ySSGwYl8PmybNZsy3cdR8TvFJWW8/TMdSS1iOKKfvGu49Q4Y63/XbKdnJxsU1JSXMcQETmh/UWlnD9pAZ2aNuCjcWcG5GX8IjXl5fkZTJqdzoe/P5OzOjRxHee0GWOWWmuTT7RfYI3CFRHxMVERodw5tDM/bcpj1podruOI+I1d+4t4eX4GFyU18+tCdipUykREathVZ7SmS7OGPDEjjaLSctdxRPzCs3PSKS33cN/FXV1HqTUqZSIiNSwkOIgHRyWRvffw8EsROb412/L5dGk21w9MICG2vus4tUalTESkFgzqGMvQpGa8Mj+DXfs1IkPkWKy1PD49lcaRYdw6pJPrOLVKpUxEpJbcf3FXSso9TJqtERkixzJrzQ5+zMzjjqGdia4X6jpOrVIpExGpJQmx9blhUDs+W5bN6myNyBA5WlFpOY9PTyOxeUOu7t/GdZxap1ImIlKLbh3SkZjIMB6ZthZ/HEkkUpPe/C6TbfsKeXBUEsFBdW98jEqZiEgtiooI5a5hXUjZspfpq7e7jiPiM7bnF/LKgo2M6N6cgR1iXcdxQqVMRKSW/TK5NUktopg4Yx2FJRqRIQLw1Mx1lFtbp0ZgHE2lTESklgUHGR4alcS2fYW89u1G13FEnEvZnMeUFTn84dz2tI6JdB3HGZUyEREHBrRvwqheLXnt241k5RW4jiPijMdjeWRaKs2jIvjj+R1cx3FKpUxExJEJIxIJMoYnZ6S5jiLizGdLs1m9LZ8JFycSGRbiOo5TKmUiIo60bFSPWwZ3YOaaHSzM2O06jkit219UyjOz19GvbWMu6dXSdRznVMpERBz63TntaRMTycNT11Ja7nEdR6RW/X3eBvYcKuHhUd0wpu6NwDiaSpmIiEMRocE88IskNuw6yAeLt7iOI1Jr0ncc4N1Fmxnbvw094qNdx/EJKmUiIo5d2LUp53aO4/l569l9sNh1HJEaZ63loalraBgRwt0XdXEdx2eolImIOGaM4cFfJFFYUs6kWVoXUwLfV6u282NmHndd1IXG9cNcx/EZKmUiIj6gY9MG3DAogU+WZrF8617XcURqzKHiMp6Ynkb3VlGMrYPrWx6PSpmIiI/404WdadownAemrKHco3UxJTC9ND+DHfuLeOSS7nVyfcvjUSkTEfERDcJDuH9kEmu27effP291HUfE6zJzD/LW95mM6RdPv7aNXcfxOSplIiI+ZFTPFgzs0IRJs9bppH8JKNZaHp6WSkRIMPcOT3QdxyeplImI+BBjDI+O7kZhaTlPz1znOo6I18xeu4Pv1udyx9DOxDUMdx3HJ6mUiYj4mI5NG3Lj2e35dGk2KZvzXMcRqbZDxWU8Mi2Vri2i+M1ZbV3H8VkqZSIiPui2IR1pER3BA1PWUqZJ/+LnXpi3nu35RTx+aXdCglU9jkV/MyIiPqh+eAgP/iKJtO37+eBHTfoX/5W2fT9vL9zM2P6tdXL/CaiUiYj4qOHdm3Nu5zj+Nmc9O/cXuY4jcso8Hstfv1xDdL1Qndx/ElTKRER8lDGGRy/pRnG5h0e/SnUdR+SUfbo0i6Vb9jJhRCKNIjW5/0RUykREfFhCbH1uG9yR6au2Mz99l+s4Iict71AJE2eu44yExlzRN951HL9QrVJmjIkxxsw1xmyo+Frlh8XGmHJjzIqK29RK29sZY36qOP5jY4xqtIjIUcad154OcfV54Ms1FJaUu44jclKempnGwaIyHr+0B0Ga3H9SqvtO2Xjga2ttJ+DrisdVKbTW9q64XVJp+9PA8xXH7wVurGYeEZGAEx4SzJOX9SB7byEvfrPBdRyRE1qyOY9PUrK58ex2dGne0HUcv1HdUjYaeK/i/nvApSd7oDHGAEOAz07neBGRumRA+yZc2S+eN7/LJH3HAddxRI6puKycCZNX06pRPW6/oJPrOH6luqWsmbV2O0DF16bH2C/CGJNijPnRGHOkeDUB9llryyoeZwOtqplHRCRg3XdxV6LqhXLfF6vxaMFy8VGvLthIxq6DPH5Zd+qHh7iO41dOWMqMMfOMMWuquI0+hddpY61NBq4GXjDGdACq+oD5mP+VMcaMqyh2Kbm5uafw0iIigaFx/TDuu7grS7fs5aMlWa7jiPyPjF0HeGX+Ri7p1ZLBXY71Po0cywlLmbX2Qmtt9ypuU4CdxpgWABVfq7w0yFqbU/E1E1gA9AF2A42MMUdqdDyQc5wcb1hrk621yXFxcafwRxQRCRxX9G3Fme1jeGpmGrsOaHaZ+A6PxzJh8mrqhQXzwC+SXMfxS9X9+HIqcF3F/euAKUfvYIxpbIwJr7gfCwwCUq21FpgPjDne8SIi8v8ZY3jysh4UlXl4eOpa13FE/uOjJVks2byX+0d21YLjp6m6pewpYKgxZgMwtOIxxphkY8xbFft0BVKMMSs5XMKestYemYJ4L3CnMSaDw+eY/bOaeUREAl77uAb8+cJOzFi9g1lrtruOI8Ku/UVMnJnGWRUXpMjpMYffsPIvycnJNiUlxXUMERFnSss9jH5pIbkHi5l3x3lER4a6jiR12M3/t5R5abuY/edzaRdb33Ucn2OMWVpxbv1xaaK/iIgfCg0O4pkxPck7VMKTM9Jcx5E6bM7aHcxYvYM/XdBJhayaVMpERPxU91bRjDu3PR+nZLEwY7frOFIH5ReU8tcv15DYvCHjzm3vOo7fUykTEfFjR96dGD95FQUlZSc+QMSLHv0qlT2HSnj2yl6EBqtSVJf+BkVE/FhEaDBPXd6DrLxCnpuz3nUcqUO+WbeTz5dl88fzOtC9VbTrOAFBpUxExM8NaN+Ea85swzsLN7F0y17XcaQO2F9Uyn2T19C5WQNuu6Cj6zgBQ6VMRCQA3Ds8kRbR9bj705UUlpS7jiMB7omvDg8vnjSmF+Ehwa7jBAyVMhGRANAwIpRnxvQkc/chJs1Odx1HAth363P5OCWLced2oFfrRq7jBBSVMhGRADGoYyy/Oast7yzaxE+Ze1zHkQB0oKiU8Z+vokNcff58YSfXcQKOSpmISAAZPyKRNjGR3PXZSg4V62pM8a4nZ6SxfX8Rz4zpRUSoPrb0NpUyEZEAEhkWwrNX9iJ7byETZ2qorHjP12k7+fDnLMad255+bRu7jhOQVMpERALMGQkx3DioHf/6cSs/bNBQWam+PQeLuffzVSQ2b8idQzu7jhOwVMpERALQXcO60CGuPvd8tpL9RaWu44gfs9Zy3xer2V9YxgtX9dbVljVIpUxEJABFhAbz3C97s/NAMQ9PWes6jvixz5dtY/bandw1rDOJzaNcxwloKmUiIgGqd+tG3DakI5OXb2PKim2u44gfysor4OGpa+nfLoYbz9baljVNpUxEJIDdOrgjfds04q9friF7b4HrOOJHPB7LXZ+uBOC5K3sRHGQcJwp8KmUiIgEsJDiIF37VB2vhzo9XUu6xriOJn3jrh0x+2pTHQ6OSaB0T6TpOnaBSJiIS4No0ieTR0d34eXMer3270XUc8QOrsvcxaXY6w7s1Z0y/eNdx6gyVMhGROuCyPq0Y1aslz89dz4qsfa7jiA87UFTKbR8uJ65BOE9d0QNj9LFlbVEpExGpA4wxPH5pd5pFRfDnj5Zr2r9UyVrLA1+uISuvgL+P7UOjyDDXkeoUlTIRkToiul4of/tlL7bkFfDAlDWu44gP+nzZNr5ckcOfL+zMGQkxruPUOSplIiJ1yID2TbhtSCcmL9vGJylZruOID8nMPciDU9ZwZvsYbhnc0XWcOkmlTESkjvnTBZ04q30THpyyhvQdB1zHER9QXFbObR8uJyzk8NW6Gn/hhkqZiEgdExxk+PvY3jQID+Xm/1uq88uEiTPWsTZnP5PG9KJ5dITrOHWWSpmISB3UtGEEL17Vm027D/HXL9dgreaX1VVfrcrh3UWbuWFQAkOTmrmOU6eplImI1FEDO8bypws688XybXy8ROeX1UUZuw5wz2er6NumERNGdHUdp85TKRMRqcNuHdKRszvG8tDUtaRt3+86jtSig8Vl/OGDpUSGBfPKr/sRFqJK4Jp+AiIidVhwkOH5X/Umul4oN/1rKfkFpa4jSS2w1nLvZ6vYtPsQL47to/PIfIRKmYhIHRfXMJxXft2XnH2F3PbRcq2PWQf884dNTF+9nXuGJzKwQ6zrOFKhWqXMGBNjjJlrjNlQ8bVxFfsMNsasqHQrMsZcWvHcu8aYTZWe612dPCIicnqSE2J4+JJufLc+l2fnpLuOIzXo5015TJy5jmHdmvGHc9u7jiOVVPedsvHA19baTsDXFY//i7V2vrW2t7W2NzAEKADmVNrl7iPPW2tXVDOPiIicpl8PaMvY/m14dcFGvlqV4zqO1IDt+YXc8u9ltImJZNKVvbSupY+pbikbDbxXcf894NIT7D8GmGmtLajm64qISA14+JIk+rZpxN2frtKJ/wGmoKSM372XQmFJOa9f24+oiFDXkeQo1S1lzay12wEqvjY9wf5XAR8ete0JY8wqY8zzxpjwauYREZFqCA8J5rVr+tEwIoRxH6Swr6DEdSTxAo/H8pdPVpK2fT//GNuHzs0auo4kVThhKTPGzDPGrKniNvpUXsgY0wLoAcyutHkCkAicAcQA9x7n+HHGmBRjTEpubu6pvLSIiJyCplERvHZtP3bmF3PLv5dRWu5xHUmq6YWvNzBzzQ7uu7grgxNP9P6JuHLCUmatvdBa272K2xRgZ0XZOlK6dh3nW/0S+MJa+5/rra212+1hxcA7QP/j5HjDWptsrU2Oi4s72T+fiIichr5tGvPk5T1YmLGH+79YrYn/fmzayhxe/HoDv0yO58az27mOI8dR3Y8vpwLXVdy/DphynH3HctRHl5UKneHw+WhrqplHRES8ZEy/eG4f0pFPUrJ5ZcFG13HkNKzM2sddn66kf0IMj1/aQyf2+7jqlrKngKHGmA3A0IrHGGOSjTFvHdnJGJMAtAa+Per4/zPGrAZWA7HA49XMIyIiXnTH0M5c2rslk2anM2XFNtdx5BRk7y3g9++nENcwnFev6auJ/X4gpDoHW2v3ABdUsT0F+F2lx5uBVlXsN6Q6ry8iIjXLGMPTY3qSk1/E3Z+uomWjepyREOM6lpzA3kMlXPf2zxSWlvPBjQNo0kDX0fkD1WYRETmu8JBg3ri2H/Ex9fj9+ylk5h50HUmOo7CknN++t4SsvYW89ZtkujTXlZb+QqVMREROqFFkGO9cfwZBxnD9O0vYtb/IdSSpQlm5h1v/vYwVWft48areDGjfxHUkOQUqZSIiclLaNqnP29efwe6DxVz7z581w8zHWGu574vVfL1uF4+O7s7w7i1cR5JTpFImIiInrXfrRrz1m2Q27TnEde8s4WBxmetIUuFvc9fzSUo2tw/pyLVntnUdR06DSpmIiJySgR1jeWlsH9Zsy+f376VQVFruOlKd9/q3G/nHNxn8Krk1dwzt7DqOnCaVMhEROWUXdWvOs1f2ZHHmHm7V1H+n3vo+k4kz1zGyZwueuKy7ZpH5MZUyERE5LZf1ieex0d2Yl7aLuz5dSblHU/9r27sLN/H49DRGdG/OC7/qTUiwfq37s2rNKRMRkbrt2rMSOFBcxjOz0vFY+NsvexGqYlArPvhxCw9PS+WipGa8OLaP/t4DgEqZiIhUy83ndyTIGJ6auY6SsnJeHNuH8JBg17EC2oc/b+WBL9dwYdemvHR1XxWyAKGfooiIVNtN53XgoVFJzF67k5s+WKqT/2vQB4s3c98XqxncJY6Xf63lkwKJfpIiIuIVNwxqxxOXdWd+ei6/ey+FghKNy/Amay0vzFvPA1PWckFiU169pp/ekQwwKmUiIuI1vx7Qlmev7MWijbu5/p0l5BeWuo4UEDwey8NT1/LCvA1c0Tee167pR0SoClmgUSkTERGvGtMvnheu6sOyLXu58rVFZO8tcB3Jr5WUefjTxyt4b/EWfn9OOyaN6amrLAOUfqoiIuJ1l/Rqyfu/7c/2/CIue2URq7PzXUfyS4eKy/jd+ylMW5nD+BGJ3D8yiaAgzSELVCplIiJSIwZ2jOXzPw4kLDiIX76+mHmpO11H8itZeQVc8eoiftiQy9NX9OCm8zq4jiQ1TKVMRERqTOdmDfniloF0bNqAcR+k8N6iza4j+YXFG/dwyUs/sG1fIe/c0J9fndHGdSSpBSplIiJSo5o2jODjP5zJkMSmPDR1Lfd+tkojM47BWssHizdz7T9/IqZ+GFNuGcR5neNcx5JaolImIiI1LjIshNevTeaWwR34OCWLy15ZxObdh1zH8iklZR7u+2IND0xZy7md4/jilkG0j2vgOpbUIpUyERGpFcFBhruHJfL29cnk7Ctk1D9+YNaa7a5j+YTM3IOMeW0RH/68lZvP78Cbv0kmKiLUdSypZSplIiJSq4YkNmP67WfTvmkDbvrXMh77KpWSMo/rWE5Ya/nw562MfPEHtuwp4LVr+nLP8ESCdYVlnaS1L0VEpNbFN47k0z+cxZMz0vjnD5tYmLGbSWN60SM+2nW0WpN3qITxn69iTupOBnVswnNX9qZ5dITrWOKQ3ikTEREnwkKCePiSbrz1m2T2FpRw6SsLeWrmujpxEcD8dbsY/sJ3LEjP5a8ju/LBbweokIneKRMREbcuTGrGGe1ieHJ6Gq99u5E5qTuYNKYn/drGuI7mdVl5BTz2VSpzUnfSqWkD3r2hP0kto1zHEh9hrLWuM5yy5ORkm5KS4jqGiIh42fcbchn/+Wpy8gv5VXJr7hjamWZR/v8OUnFZOW9+l8lL8zMwGG6/oBM3nt2OsBB9YFUXGGOWWmuTT7ifSpmIiPiSQ8Vl/G3uet5fvJngIMPvzm7PH85rT0M/vBrRWsvXabt4fHoqm/cUMLJHC+4f2ZWWjeq5jia1SKVMRET82tY9BTw7J52pK3OIqR/G7UM6cvWAtn7x7pLHY5mTupOX5m9gzbb9tI+tzyOju3FOJw2CrYtUykREJCCsyt7HxBnrWJy5h2ZR4Vx7ZlvG9m9DkwbhrqP9j3KPZcbq7bz0TQbpOw/QLrY+N5/fgUv7tCI02PfLpNQMlTIREQkY1lq+37CbN7/P5PsNuwkLCeLS3i25YVA7urZwf6J8zr5Cvli+jU9Tsti8p4COTRtw25COjOzRghCVsTqvVkqZMeZK4GGgK9DfWltlUzLGDAf+DgQDb1lrn6rY3g74CIgBlgHXWmtLTvS6KmUiInXXhp0HeHfRZiYv20ZhaTm9WzdiRPfmDOvWnITY+rWWo7CknDmpO/hsaTY/ZOzGWjizfQzXnNmWEd1baACs/EdtlbKugAd4HbirqlJmjAkG1gNDgWxgCTDWWptqjPkEmGyt/cgY8xqw0lr76oleV6VMRETyC0r5OGUrU1fmsGbbfgASmzdkWLfmDE5sStcWDQkPCfba63k8ltTt+1mYsZuFG/ewZFMehaXlxDeuxxV947mibzxtmkR67fUkcNTqx5fGmAUcu5SdBTxsrR1W8XhCxVNPAblAc2tt2dH7HY9KmYiIVJaVV8Cc1J3MXrODJVvysBZCgw2JzaPoER9Nz1bRJLaIIq5hOE3qhxEReuyyZq0l71AJm/ccIjP3EJv3HGLDzoP8vDmPfQWlAHRs2oBBHZowrHtzzmzXhCC9KybHcbKlrDaGx7YCsio9zgYGAE2AfdbaskrbW9VCHhERCTCtYyK58ex23Hh2O3IPFJOyOY+V2fms3raPaStz+PdPW/9r/4bhITRpEEZUvVBKyy0lZeUUl3koKfNQUFLOweKy/+wbEmRoExPJhV2bMej/tXd/L3acdRzH359stmm7tqS4QdduYqIWbyzYUgo1UESrNFj8AV5UsIg3ubFS6YU/L8R/QLwTQlKpWC2ltVi0GBUr6oWaprbUNFVCaekSZbsVqVul8cfXizNCMBtzwrD7zOy+X7CcM7OHMx++LGe/8zzPzHnb63nXW+c3xb3TNDwXbMqS/OMapbUAAATGSURBVAR44xq/+lJVfW+KY6x1+lD/Z//5chwEDgLs2bNnisNKkraiXVfs4MC1Cxy4dgGYjHy98PLfOLW8ysrqa7z86hlWVl9jZfUMr/z9H8zObGPH7DZ2dI+Xzs6w+6rL2Tc/x975ORavuswrJ7UhLtiUVdUtPY+xBOw+a3sROA2sADuTbO9Gy/67/3w5DgGHYDJ92TOTJGmLSMLersGShmwjWv9jwDVJ9iW5BLgdeKQmi9keAz7ave4TwDQjb5IkSZtOr6YsyUeSLAE3AT9IcrTb/6YkjwJ0o2B3AkeBk8ADVXWie4vPAXcnOcVkjdmRPnkkSZLGypvHSpIkraNpr7505aIkSdIA2JRJkiQNgE2ZJEnSANiUSZIkDYBNmSRJ0gDYlEmSJA2ATZkkSdIA2JRJkiQNgE2ZJEnSANiUSZIkDcAov2YpyUvAC+t8mHlgZZ2PsdlZw/6sYT/Wrz9r2J817G/sNXxzVe260ItG2ZRthCSPT/M9VTo/a9ifNezH+vVnDfuzhv1tlRo6fSlJkjQANmWSJEkDYFN2fodaB9gErGF/1rAf69efNezPGva3JWromjJJkqQBcKRMkiRpAGzK1pDk1iS/T3Iqyedb5xmbJPckWU7yu9ZZxijJ7iSPJTmZ5ESSu1pnGpsklyb5TZKnuhp+pXWmMUoyk+S3Sb7fOssYJXk+ydNJnkzyeOs8Y5RkZ5IHkzzbfSbe1DrTenL68n8kmQH+ALwPWAKOAR+rqmeaBhuRJDcDq8A3q+odrfOMTZIFYKGqnkhyBXAc+LB/g9NLEmCuqlaTzAK/BO6qql81jjYqSe4GbgCurKrbWucZmyTPAzdU1Zjvr9VUknuBX1TV4SSXAJdX1V9a51ovjpSd60bgVFU9V1VngPuBDzXONCpV9XPgz61zjFVV/bGqnuie/xU4CVzdNtW41MRqtznb/XgGehGSLAIfAA63zqKtKcmVwM3AEYCqOrOZGzKwKVvL1cCLZ20v4T9ENZJkL3Ad8Ou2Scanm3p7ElgGflxV1vDifA34LPDv1kFGrIAfJTme5GDrMCP0FuAl4BvdNPrhJHOtQ60nm7JzZY19nmFrwyV5HfAQ8JmqeqV1nrGpqn9V1TuBReDGJE6lTynJbcByVR1vnWXk9lfV9cAB4FPd0g5NbztwPfD1qroOeBXY1Ou8bcrOtQTsPmt7ETjdKIu2qG4d1EPAfVX13dZ5xqyb7vgZcGvjKGOyH/hgtybqfuA9Sb7VNtL4VNXp7nEZeJjJ8hhNbwlYOmuU+0EmTdqmZVN2rmPANUn2dYsKbwceaZxJW0i3SP0IcLKqvto6zxgl2ZVkZ/f8MuAW4Nm2qcajqr5QVYtVtZfJZ+BPq+rjjWONSpK57kIduim39wNekX4RqupPwItJ3t7tei+wqS942t46wNBU1T+T3AkcBWaAe6rqRONYo5LkO8C7gfkkS8CXq+pI21Sjsh+4A3i6WxMF8MWqerRhprFZAO7trqbeBjxQVd7WQRvpDcDDk3MstgPfrqofto00Sp8G7usGSZ4DPtk4z7rylhiSJEkD4PSlJEnSANiUSZIkDYBNmSRJ0gDYlEmSJA2ATZkkSdIA2JRJkiQNgE2ZJEnSANiUSZIkDcB/ANbgWlNQHfoiAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = np.linspace(0, 2*np.pi, 100)\n", "y = np.sin(x)\n", "\n", "f, ax = plt.subplots()\n", "ax.plot(x, y)\n", "\n", "fig_file = os.path.join(\"pics\", \"saved_fig.png\") # 保存在 pics/saved_fig.png\n", "f.savefig(fig_file, transparent=True, bbox_inches='tight')" ] } ], "metadata": { "file_extension": ".py", "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.2" }, "mimetype": "text/x-python", "name": "python", "npconvert_exporter": "python", "pygments_lexer": "ipython3", "version": 3 }, "nbformat": 4, "nbformat_minor": 2 }