{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 图像控制\n", "\n", "在介绍统计图像等绘图命令之前,本节先介绍图像控制的命令,包括:\n", "\n", "- 用 `rcParams` 来设置默认参数\n", "- 子图的调整命令\n", "- 标题\n", "- 图例\n", "- 坐标轴控制\n", " - 坐标轴的取值区间、刻度\n", " - 坐标轴的总标签、刻度标签\n", " - 坐标轴网格线\n", "- 双纵轴\n", "- 文字命令\n", "- 其他坐标系的绘制\n", " - 对数坐标系\n", " - 左手系\n", " - 极坐标\n", "\n", "关于线型与颜色的控制,请参考上一章节的内容。" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from matplotlib import pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 默认参数:mpl.rcParams\n", "\n", "当使用 matplotlib 绘制多条曲线时,即使你没有指定每条曲线的颜色,matplotlib 也会自动用不同的颜色加以区分。这是因为 `matplotlib.rcParams` 这个字典变量的缺省值设置。我们在上一章已经介绍过,`'C0'`~`'C9'` 是 matplotlib 缺省的绘制颜色,我们可以查看当前的绘制颜色:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'C0'" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import matplotlib as mpl\n", "mpl.rcParams[\"lines.color\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "如果要更改默认参数的值,可以使用 `mpl.rc()` 命令(并可用 `mpl.rcdefaults()` 来重置)。但更多的情况下,我们只想在接下来的图像中变更默认值;这时请使用 `plt.rc()` 命令。下面是一个更改颜色循环的例子,借助了 `cycler` 库:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from cycler import cycler\n", "\n", "n = 4\n", "x = np.linspace(0, 2*np.pi, 100)\n", "k = np.arange(n) + 1\n", "Y = np.sin(np.outer(k, x))\n", "\n", "color_cycle = cycler('color', ['tab:blue', 'tab:orange', 'tab:green'])\n", "plt.rc(\"axes\", prop_cycle=color_cycle)\n", "for row in range(n):\n", " plt.plot(x, Y[row], label=f\"Line {row+1}\")\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "上例绘制了 4 条曲线,不过用 `plt.rc` 设定色环时只设定了 3 种,因此 Line 4 与 Line 1 采用了相同的颜色。如果要在接下来的章节中重置为到初始的配置,可以执行 `plt.rcdefaults()` 命令。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "除了颜色,`rcParams` 还控制着众多的其他参数,就不在此赘述了。读者可以参考 [Matplotlib API (v3.1.1) - matplotlib.rc](https://matplotlib.org/3.1.1/api/matplotlib_configuration_api.html#matplotlib.rc) 页面。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 通用的绘图流程:plt.subplots\n", "\n", "在上一章中我们已经介绍了绘图的方法。通常有两种:\n", "\n", "1. 直接使用 `plt.plot()` 绘制。\n", "2. 先声明 `f, ax = plt.subplots()` ,然后绘制。\n", "\n", "出于保存图像以及复用性的考虑,我**推荐使用 subplots 方式**。下面的内容也基本会以这种绘制为主。\n", "\n", "除了上一章介绍的调用方式: `plt.subplots(nrows, ncols, [sharex/sharey=False])`,这里再介绍几个会用的参数:\n", "\n", "- `figsize`:总图的宽与高。例如 `figsize=(12,6)` 表示宽 12 高 6,单位英寸。也可以传入 `plt.figaspect(x)` 来设置高宽比为 x。\n", "- `subplot_kw`:这是一个传递参数,并不经常使用。在此提及是因为在绘制极坐标图像时会用到:`subplot_kw=dict(projection='polar')`。\n", "- `gridspec_kw`:一个控制各列高度之比或各行宽度之比的参数。例如 `gridspec_kw={'height_ratios':[1, 2]}` 表示第二行子图的高度将是第一行子图的两倍。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 子图的间距调整\n", "\n", "对 `f, ax = plt.subplots()`,我们可以使用 `f.subplots_adjust` 来调整子图间距:\n", "\n", "- `left/right/bottom/top=0.125/0.9/0.1/0.9`:默认的四侧边距。\n", "- `wspace=0.2`:列间距,单位是平均子图宽度的倍数。\n", "- `hspace=0.2`:行间距,单位是平均子图高度的倍数。\n", "\n", "在下文的“图例”一节的例子中,就使用了 `f.subplots_adjust(hspace=0.35)` 这样的命令来调节子图行间距。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 图像标题:ax.set_title\n", "\n", "图像标题使用 `ax.set_title()` 来设置(但如果直接使用 `plt.plot` 绘图,那么请用 `plt.title()` 来设置标题。建议读者始终使用 `ax` 的方式进行绘图)。该命令支持的参数:\n", "\n", "- `loc`:标题的水平对齐方式。默认是 `'center'` 居中对齐,可用 `'left' / 'right'` 来控制。\n", "- `y`: 控制标题与图像顶部的间距比例,比如例中的 `y=1.05`。*这个参数官方似乎没有介绍*。\n", "- `pad`:(本参数可能不如 `y` 参数直观)标题与图像顶部的间距,默认值是 `rcParams['axes.titlepad']`。\n", "- 其它参数可以用 `fontdict` 字典来控制,不过其键也能直接调用。可能用到的是 [`fontweight`](https://matplotlib.org/3.1.1/api/text_api.html?highlight=fontweight#matplotlib.text.Text.set_fontweight) 与 `fontsize` (单位 pt)这两个键。\n", "\n", "来看一个 `ax.set_title()` 的例子:" ] }, { "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*np.pi, 100)\n", "y = np.sin(x)\n", "\n", "f, ax = plt.subplots()\n", "ax.plot(x, y)\n", "ax.set_title(\"An ugly Y-shifted title\", y=1.05, loc='left',\n", " fontsize=14, fontweight='heavy')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "对于 LaTeX 用户,标题中也可以展示 LaTeX 数学字符:" ] }, { "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": [ "f, ax = plt.subplots()\n", "ax.plot(x, y)\n", "ax.set_title(\"Title with LaTeX: $e^\\pi + 1 = 0$\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 坐标轴标题:ax.set_xlabel\n", "\n", "函数 `ax.set_xlabel/set_ylabel` 与 `ax.set_title` 的用法类似,也可以用 `loc` 参数控制水平对齐;不过与图像的间距参数由 `labelpad` 代替了 `pad`:\n", "\n", "- `labelpad`:与图像的间距。对 `ax.set_xlabel` 是竖直间距,对 `ax.set_ylabel` 是水平间距。\n", "- `rotation`:坐标轴标题文字的旋转角度。如果给 Y 轴标值设置 `rotation=0`,文字会变成正立的。\n", "- `x`:(仅对 `ax.set_xlabel` 有效)控制水平位置,0是图像最左侧,1是图像最右侧。\n", "- `y`:(仅对 `ax.set_ylabel` 有效)控制竖直位置,0是图下最下端,1是图像最顶端。" ] }, { "cell_type": "code", "execution_count": 6, "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, 2*np.pi, 100)\n", "y = np.sin(x)\n", "\n", "f, axarr = plt.subplots(1, 2, figsize=plt.figaspect(.5))\n", "f.subplots_adjust(wspace=.3)\n", "axarr = axarr.ravel()\n", "for ax in axarr:\n", " ax.plot(x, y)\n", "\n", "axarr[0].set_xlabel(\"x\")\n", "axarr[0].set_ylabel(\"y\", labelpad=-1)\n", "\n", "axarr[1].set_xlabel(\"x\", x=1)\n", "axarr[1].set_ylabel(\"y\", y=0.9, rotation=0, labelpad=-1)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 图例:ax.legend / f.legend\n", "\n", "在 `rcParams` 的介绍中,我们其实已经展示了图例的用法,即在绘图命令中添加 `label` 参数,然后在绘制的最后使用 `ax.legend` 命令。" ] }, { "cell_type": "code", "execution_count": 7, "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, 2*np.pi, 20)\n", "y1, y2 = np.sin(x), np.cos(x)\n", "\n", "f, ax = plt.subplots()\n", "ax.plot(x, y1, 'o-', label=\"$y=\\sin{x}$\")\n", "ax.plot(x, y2, 's--', label=\"$y=\\cos{x}$\")\n", "ax.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "图例的实用参数很多,包括:\n", "\n", "- `ncol`:图例分为几列。以及列间距 `columnspacing=2.0`。\n", "- `title`:图例标题。默认 None 因此不显示。可以设置标题字体 `title_fontsize`。\n", "- 图例的位置\n", " - `loc`:图例可以用 `loc` 参数手动指定,默认是自动选择(即赋值为 `0` 或者 `'best'`)。指定的方式可以用数字 0-10,或者英文组合:即 `upper/lower` 与 `left/right` 以及 `center` 的方位组合,有 `'upper right'`,`'lower center'`,`'center left'` 等共9种。\n", " - `bbox_to_anchor`:传递一个类似 `(x_ratio, y_ratio)` 的比例值来指定图例的放置位置。负值可以将图例放置在图像外侧。\n", "- 图例样式控制\n", " - `frameon`:图例是否显示边框 `True/False`。此外还可设置底色 `facecolor` 与边框色 `edgecolor`,颜色生效的前提是显示边框。\n", " - `numpoints`:图例中绘制几个点。\n", " - `markerscale`:图例中的点样式比例。\n", " - `markerfirst=False`:图例是否从点还是线开始绘制。\n", "- 图例尺寸与间距控制\n", " - `borderpad=0.4`:内侧边距,单位是字号大小的倍数。\n", " - `labelspacing=0.5`:图例的项间距,单位同上。\n", " - `handletextpad=0.8`:图例的样式与文字间距,单位同上。以及 `handlelength=2.0` 指定样式的长度。\n", "\n", "下面是一些例子:" ] }, { "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": [ "fig_titles = [\n", " \"Legend facecolored on upper center\", \"Legend with two markers\", \n", " \"Legend outside the figure frame\", \"Legend with title\",\n", " \"Legend without frame\", \"Legend with longer handles\"\n", "]\n", "\n", "f, axarr = plt.subplots(2, 3, figsize=(15,8))\n", "f.subplots_adjust(hspace=0.35)\n", "axarr = axarr.ravel()\n", "for t, ax in zip(fig_titles, axarr):\n", " ax.plot(x, y1, 'o-', label=\"$y=\\sin{x}$\")\n", " ax.plot(x, y2, 's--', label=\"$y=\\cos{x}$\")\n", " ax.set_title(t)\n", "\n", "axarr[0].legend(loc=\"upper center\", facecolor=\"lightgreen\")\n", "axarr[1].legend(numpoints=2)\n", "axarr[2].legend(loc=\"center\", ncol=2, bbox_to_anchor=(0.5, -0.18))\n", "axarr[3].legend(title=\"Legend Title\")\n", "axarr[4].legend(frameon=False)\n", "axarr[5].legend(handlelength=3, labelspacing=1)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "最后,需要指出 `f.legend` 这个命令也是存在的,它能够画出当前 Figure 对象中所有带 label 的 Axes 对象的图例。我在日常使用中很少使用它,但我认为它的主要价值在于**能够轻松处理双纵轴图像的图例**。下例命令会将图例放置在顶部中央的外侧:\n", "\n", "```python\n", "f.legend(loc='upper center')\n", "```\n", "\n", "但是,如果要将它的图例放置在图像内侧,需要配合另外两个参数。其中,`bbox_to_anchor` 的值要根据放置的位置变动,而 `bbox_transform = ax.transAxes` 无须变动。比如,要将图例放置在内侧的顶部中央:\n", "\n", "```python\n", "f.legend(loc='upper center', bbox_to_anchor=(0.5,1), bbox_transform=ax.transAxes)\n", "```\n", "\n", "关于 `f.legend` 的例子,读者可以参考下文中双纵轴绘图一节的内容。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 坐标轴区间:ax.axis / set_xlim\n", "\n", "设置坐标轴区间有两种命令:\n", "\n", "1. 通过 `ax.axis` 同时控制两个轴,也可以配合 `xmax/xmin/ymax/ymin` 参数控制每个轴的单侧。\n", "2. 通过 `ax.set_xlim/set_ylim` 来控制一个轴的两侧。\n", "\n", "这两种方式都非常直截,例子如下:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": true }, "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*np.pi, 100)\n", "y = np.sin(x)\n", "\n", "fig_titles = [\n", " \"Default\", \"All lims by ax.axis\",\n", " \"Xmax by ax.axis\", \"Only xlims with ax.set_xlim\"\n", "]\n", "\n", "f, axarr = plt.subplots(2, 2, figsize=(12,7))\n", "axarr = axarr.ravel()\n", "for t, ax in zip(fig_titles, axarr):\n", " ax.plot(x, y)\n", " ax.set_title(t)\n", "\n", "# axarr[0]: Default\n", "axarr[1].axis([0, 7, -2, 2])\n", "axarr[2].axis(xmax=np.ceil(x.max()))\n", "axarr[3].set_xlim([0, np.pi])\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 坐标轴刻度\n", "\n", "坐标轴的刻度控制分为两个方面:\n", "\n", "- 一个是**坐标轴的刻度值**\n", "- 另一个是**坐标轴的刻度标签**。一般情形下,刻度标签都是与刻度值保持一致。\n", "\n", "如无特殊说明,文中的刻度值指主刻度值。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 坐标轴刻度值:ax.xaxis.set_major_locator / ax.set_xticks\n", "\n", "最常用的方法应该是通过 `ax.xaxis.set_major_locator` 控制主刻度值的位置,也就是我们常说的最小刻度值。我们经常需要加载两个函数:\n", "\n", "- `MultipleLocator(x)`:帮助在 x 的整数倍处设置刻度\n", "- `FormatStrFormatter(formatstr)`:以 formatstr 的形式设置刻度标签的格式" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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t1R4OlZRz3+RETQJurlPrEG46txsLNuey7UCR1eGoZqKJQLnUoZJy5n6zm0l9OjC4axurw1ENMHN0D1q3DOTxr3ZZHYpqJpoIlEu9sCyTsspq7prUy+pQVAOFBwcya0xPVmUcYlWGDt32RpoIlMvsPXycd7/fyxXJsfSI0pvHPMm1w7oS0zqEx7/aRbWuWeB1NBEol3l6STr+fsJt4/XmMU/TIsCfOyYmsO1AMQu35lkdjnIyTQTKJbYdKGLB5lxuOrcb7cN1rQFPNHVgDL07hPHU4jROVurUE95EE4FyiaeWpBEREsjvR/WwOhTVRP5+wt2TerOv8ATzU/fXX0F5DE0Eqtmt21PIirQC/jC6B+HBOpWEJxvdK4rkrm2YnZJBWUWV1eEoJ9FEoJqVMYYnF+8iOqwF1w+Lszoc5SAR4S+TepN/rJy31mRbHY5yEk0EqlmtSC9gffYR/jQunpAgf6vDUU4wpFtbRiVEMWflbp2QzktoIlDNprra8NTiNGLbhnBlcmz9FZTHuHNiL46eqOC1VXusDkU5gSYC1Wy+3PYj23OL+fP4BJ1Yzsv06xzB5H4deH1VFodLyq0ORzlI/zpVs6iqNjzzdTo9o0OZOlAXnfNGt09IoLSiile+ybI6FOUgTQSqWSzYfIDM/BJun5CAv59OLOeNekaHcdHAGN7+Lpv8Y2VWh6McoIlAOV1FVTXPfZ1BYsdwJvXpYHU4qhndMi6eiiqji9d4OE0Eyuk+2ZhD9uET3DEhAT/tDXi1uMhWXD64M+99v4/co6VWh6OayCmJQEQmiUiaiGSKyD117L9aRLbYH2tEZECNfdkislVENomIrjbj4corq5idksmA2NaMS4y2OhzlArPG9sRgeGF5ptWhqCZyOBGIiD/wInA+kARMF5GkWsX2AKOMMf2Bh4G5tfaPMcYMrGvlHOVZ5qfmcOBoKXdMSNBFZ3xE5zYtmT6kC/PX79clLT2UM3oEQ4BMY0yWMeYkMA+YWrOAMWaNMeaI/eVaoLMT2lVupqyiiheXZZLctQ0j4yOtDke50M1jeuLnJzy/LMPqUFQTOCMRxAA1Z6DKsW87nZuAL2u8NsASEdkgIjNOV0lEZohIqoikFhTo4hju6IP1+/mxuIw/a2/A57QPD+aqIV34eOMB9h4+bnU4qpGckQjq+ouvc+UKERmDLRHcXWPzCGPMIGynlm4WkfPqqmuMmWuMSTbGJEdFRTkas3KysooqXlqRyZC4tgzv0c7qcJQF/ji6BwF+wvPL9FqBp3FGIsgBas4f0BnIrV1IRPoDrwFTjTGHT203xuTav+YDn2I71aQ8zPvr9nGwuJzbJsRrb8BHRYcHc/U5Xfn0hwNkH9JegSdxRiJYD8SLSDcRCQKmAQtqFhCRLsAnwLXGmPQa21uJSNip58BEYJsTYlIuZOsN7Oacbm0Z3kOvDfiymaO7E+gvzNZrBR7F4URgjKkEZgGLgZ3AfGPMdhGZKSIz7cUeANoBL9UaJtoeWC0im4F1wCJjzFeOxqRc673v91FwrJw/T0iwOhRlseiwYK45pyuf/XCArIISq8NRDSTGeN5C1MnJySY1VW85cAdlFVWMfGI5PaJaMW/GMKvDUW6g4Fg5I59YxuS+Hfn3lQOtDkfVICIb6hqmr3cWK4e8v87WG7htvPYGlE1UWAtbr2DTAfbotQKPoIlANVlZRRVz7NcGhnbXkULqZzNGdSfQ348XdASRR9BEoJps3rp95GtvQNUhOiyYa4baegU6gsj9aSJQTVJWUcWclbsZ0q0tw/S+AVWH34/qToCf6BxEHkATgWqSD9bvt903MD7e6lCUm4oO+/m+Ar3b2L1pIlCNVl5puzZwdlwbhum1AXUGM0d1x99PeFF7BW5NE4FqtPmpOfxYXMat43ROIXVm0fY5iD7ZeEBnJnVjmghUo5ysrGbO8kwGd23DiJ7aG1D1mzmqB34ivLRCVzFzV5oIVKN8vDGH3KIybhmncwqphukQEcyVZ8fy0Yb9HNBVzNySJgLVYBVV1by43Lb62Hm63oBqhJmjewDwsvYK3JImAtVgn/5wgJwjpdymvQHVSDGtQ7g8OZYP1u8nr0h7Be5GE4FqkEp7b6BfTASje+l6EKrx/jCqB9XG8MrKLKtDUbVoIlANsmBzLnsPn9BrA6rJYtu25NJBnXl/3T7yi8usDkfVoIlA1auq2vDC8kwSO4YzPjHa6nCUB/vjmB5UVhvmfqO9AneiiUDVa9HWPLIKjnPL2J7aG1AO6dquFVMHduKd7/dyqKTc6nCUnSYCdUbV1YYXlmWQ0D6UX/XpYHU4ygvcPKYn5ZXVvLZqj9WhKDunJAIRmSQiaSKSKSL31LFfRGS2ff8WERnU0LrKWou3/0j6wRJmjY3Hz097A8pxPaJCmdK/E29/l03h8ZNWh6NwQiIQEX/gReB8IAmYLiJJtYqdD8TbHzOAOY2oqyxijGH2sky6R7Xign4drQ5HeZFZY3tSWlHFG6u1V+AOnNEjGAJkGmOyjDEngXnA1FplpgJvG5u1QGsR6djAusoiX+/MZ2deMbPG9MRfewPKiRLah3F+3w68tSabohMVVofj85yRCGKA/TVe59i3NaRMQ+oCICIzRCRVRFILCgocDlqdmTGG2SkZdG3XkgsHdLI6HOWFZo2J51h5Jf9Zo70CqzkjEdT1r6JpYJmG1LVtNGauMSbZGJMcFaU3NDW3FekFbD1QxM2jexLgr2MKlPMldQpnQlJ73li9h2Nl2iuwkjP+wnOA2BqvOwO5DSzTkLrKxU71BmJah3DxoDo7aEo5xS1j4ykuq+Tt7/ZaHYpPc0YiWA/Ei0g3EQkCpgELapVZAFxnHz00FCgyxuQ1sK5ysW8zD/PDvqP8cUwPArU3oJpRv84RjOkVxWursjheXml1OD7L4b9yY0wlMAtYDOwE5htjtovITBGZaS/2BZAFZAKvAn88U11HY1KOmZ2SQceIYC4b3NnqUJQP+NO4eI6cqOCdtdorsEqAM76JMeYLbB/2Nbe9XOO5AW5uaF1lnbVZh1mXXchDU5JoEeBvdTjKBwzq0oaR8ZG8uiqL64bFERKk7ztX036/+oXZKRlEh7Vg2pAuVoeifMgt4+I5VHKS99btszoUn6SJQP1kfXYha3Yf5vejehAcqP+VKdc5O64tw7q34+WVuymrqLI6HJ+jiUD9ZHZKBpGhQVylvQFlgVvGxVNwrJwP1u+vv7ByKk0ECoCN+46wKuMQvxvZXc/RKksM7d6Ws+Pa8PLK3ZRXaq/AlTQRKACeT8mgTctArhna1epQlI8SEW4ZF09eURkfpuZYHY5P0USg2Lz/KMvTCvjtyO60auGUgWRKNcm5PSM5q0tr5qzYzcnKaqvD8RmaCBSzUzJo3TKQ64fHWR2K8nEiwq3j4jlwtJSPN2qvwFU0Efi4bQeKSNmVz00juhGqvQHlBkYlRDGgcwQvLs+kokp7Ba6gicDHPZeSQXhwANePiLM6FKUAe69gfDw5R0r5dOMBq8PxCZoIfNj23CKW7jjITed2Jzw40OpwlPrJmF7R9O8cwQvaK3AJTQQ+bHZKBmHBAdygvQHlZkSEW8bGs6/wBJ/9oL2C5qaJwEftyC1m8faD3DiiGxEh2htQ7mdcYjR9OoXzwvJMKrVX0Kw0EfioU72Bm87tZnUoStVJRLhtfAJ7D5/gU+0VNCtNBD5oR24xX23/kd9ob0C5ufHaK3AJTQQ+6FRv4DfaG1BuTnsFrqGJwMdob0B5mvGJ0fSN0V5Bc3IoEYhIWxFZKiIZ9q9t6igTKyLLRWSniGwXkVtr7HtIRA6IyCb7Y7Ij8aj6aW9AeRoR4bZx2itoTo72CO4BUowx8UCK/XVtlcAdxphEYChws4gk1dj/jDFmoP2hK5U1o+25RdobUB5pXGI0/WIimL0sQ+8raAaOJoKpwFv2528BF9UuYIzJM8ZstD8/hm1t4hgH21VN8MxS213EN43U3oDyLCLCnyfEs7+wlI836BxEzuZoImhvjMkD2wc+EH2mwiISB5wFfF9j8ywR2SIib9R1aqlG3RkikioiqQUFBQ6G7Xu25Bzl650HmXGe3kWsPNOYXtEMiG3N88sydWZSJ6s3EYjI1yKyrY7H1MY0JCKhwMfAbcaYYvvmOUAPYCCQBzx9uvrGmLnGmGRjTHJUVFRjmlbAM0vTad0ykBtGaG9AeSYR4fYJCRw4Wsr8VF3FzJnqnW7SGDP+dPtE5KCIdDTG5IlIRyD/NOUCsSWBd40xn9T43gdrlHkVWNiY4FXDbNh7hOVpBdw9qbfOMKo82nnxkQzu2oYXl2dy2eDOura2kzh6amgBcL39+fXA57ULiIgArwM7jTH/rrWvY42XFwPbHIxH1eHZr9Np1yqI64bp6mPKs4kId0xIIK+oTNc2diJHE8FjwAQRyQAm2F8jIp1E5NQIoBHAtcDYOoaJPiEiW0VkCzAG+LOD8aha1u0pZFXGIX4/SlcfU95hWI92nNOtLS8sz6T0pK5t7AwOfTIYYw4D4+rYngtMtj9fDchp6l/rSPvqzIwxPLU4jeiwFlw7NM7qcJRyChHhjom9uOKV7/jv2mxmnNfD6pA8nt5Z7MW+yTjEuuxCZo3tSUiQnktV3mNIt7aclxDFnBW7OVZWYXU4Hk8TgZcyxvD0kjRiWocw7ewuVoejlNPdOTGBIycqeGN1ttWheDxNBF5qyY6DbMkp4tbx8QQF6K9ZeZ/+nVszMak9r63K4uiJk1aH49H0E8ILVVcb/r0kne6RrbjkLL2JW3mv2ycmUHKykle+ybI6FI+micALLdicS9rBY9w2IYEAf/0VK+/Vu0M4U/p34s1vs8kvLrM6HI+lnxJe5mRlNU8vTSOpYzi/7tex/gpKebjbJyRQUVXN88syrQ7FY2ki8DLz1u9jf2Epf5nUCz+/OkftKuVV4iJbMW1ILO+v28few8etDscjaSLwIsfLK5mdksk53doyKkHnY1K+45ax8QT4C/9emm51KB5JE4EX+c+3ezhUUs5fJvXGNrOHUr4hOjyY34zoxuebctmeW2R1OB5HE4GXOHL8JK+szGJCUnsGdz3tbN5Kea3fj+pBREggTy5OszoUj6OJwEu8sDyT4ycruetXvawORSlLRIQE8ofRPViRVsCa3YesDsejaCLwAvsLT/D2d9lcPjiWhPZhVoejlGVuGB5Hp4hgHvtyF9XVxupwPIYmAi/w5OI0/P2EP09IsDoUpSwVHOjPHRN7sSWniIVb86wOx2NoIvBwW3KOsmBzLr89tzsdIoKtDkcpy118VgyJHcN5cvEuyit1muqG0ETgwYwxPPLFTtq2CuL3o7pbHY5SbsHPT7hvcm/2F5byztp9VofjERxKBCLSVkSWikiG/Wudw1VEJNu+AM0mEUltbH1Vt2W78lmbVcit4+IJ0wXplfrJyPgoRsZH8vyyDIpO6DTV9XG0R3APkGKMiQdS7K9PZ4wxZqAxJrmJ9VUNFVXV/OuLnXSPbMX0ITrNtFK13Tc5kaLSCp5LybA6FLfnaCKYCrxlf/4WcJGL6/usd9fuJavgOPdNTtRpppWqQ2LHcK5MjuXt77LJKiixOhy35ugnSHtjTB6A/Wv0acoZYImIbBCRGU2oj4jMEJFUEUktKChwMGzPVnSigmdTMhjRsx3jEk/7I1PK590+MYEWAX48+uUuq0Nxa/UmAhH5WkS21fGY2oh2RhhjBgHnAzeLyHmNDdQYM9cYk2yMSY6K8u15dJ5LyaC4tIK/XpCkU0kodQbRYcH8cUxPlu44qDeZnUG9icAYM94Y07eOx+fAQRHpCGD/mn+a75Fr/5oPfAoMse9qUH31s6yCEt7+Lpsrz44lsWO41eEo5fZuOrcbMa1DeHjhTqr0JrM6OXpqaAFwvf359cDntQuISCsRCTv1HJgIbGtoffVLDy/cQXCgP7dP0KkklGqI4EB/7p3cm515xcxbr8NJ6+JoIngMmCAiGcAE+2tEpJOIfGEv0x5YLSKbgXXAImPMV2eqr+qWsvMgy9MKuHVcPFFhLawORymPcUG/jpzTrS1PLU7T9Y3rIMZ4XlcpOTnZpKam1l/Qi5RXVjHxmW8I8BO+vPU8HSmkVCPtzCvmgtmruGZoV2hYFO8AABBYSURBVP4xta/V4VhCRDbUGsIP6J3FHuO1VXvYe/gED07po0lAqSZI7BjONUO78s7avezILbY6HLeinygeIK+olBeWZTIxqT3n6cpjSjXZ7RMSiAgJ5KEF2/HEsyHNRROBB/jnwp1UGcPffp1kdShKebTWLYO461e9WZddyGebDlgdjtvQRODmVqTls2hrHrPG9CS2bUurw1HK4007O5YBsa3516KdOg+RnSYCN1ZWUcUDn2+ne2QrnV1UKSfx8xP+dVFfCo+f5InFescxaCJway8tz2Rf4Qn+eVFfWgT4Wx2OUl6jb0wENwzvxnvr9vHDviNWh2M5TQRuandBCXNW7uaigZ0Y3jPS6nCU8jq3T0wgOqwF93+6jcqqaqvDsZQmAjdUXW2495OtBAf6c/8FeoFYqeYQ2iKAB6f0YUdeMW98u8fqcCylicANvbduH+v2FPK3C5L0DmKlmtH5fTswIak9Ty9JJ/vQcavDsYwmAjeTV1TKY1/uYkTPdlye3NnqcJTyaiLCPy/qS1CAH/d8ssVn7y3QROBGjDHc/+k2qqoNj17cX6eYVsoF2ocHc//kRNZmFTJv/X6rw7GEJgI3smBzLst25XPnr3rRpZ3eM6CUq1x5dizDurfjkUU7ySsqtTocl9NE4CYOFpfxwOfbOatLa24YHmd1OEr5FBHhsUv7UVlt+MtHvneKSBOBGzDG9uY7WVnNv68YiL+fnhJSytW6tmvF/RcksirjEO9871vrFmgicAPvfr+PlekF3De5N90iW1kdjlI+6+pzunBeQhSPLNrJHh8aRaSJwGLZh47zr0U7GRkfyTVDu1odjlI+TUR44tL+BAX4cfv8TT5zo5lDiUBE2orIUhHJsH9tU0eZXiKyqcajWERus+97SEQO1Ng32ZF4PE1FVTW3fbCJQH/hict0lJBS7qBDRDAPX9SXH/Yd5YXlmVaH4xKO9gjuAVKMMfFAiv31Lxhj0owxA40xA4HBwAlsC9if8syp/caYL2rX92ZPL0ln0/6jPHJJPzpGhFgdjlLK7sIBnbj4rBhmp2TwfdZhq8Npdo4mgqnAW/bnbwEX1VN+HLDbGLPXwXY93jfpBby8cjfTh3Th1/07WR2OUqqWhy/qS9d2rbh13iaOHPfudY4dTQTtjTF5APav0fWUnwa8X2vbLBHZIiJv1HVq6RQRmSEiqSKSWlBQ4FjUFss/Vsbt8zfRq30YD07RuYSUckehLQJ4fvpZFB4/yV0fbfbqIaX1JgIR+VpEttXxmNqYhkQkCLgQ+LDG5jlAD2AgkAc8fbr6xpi5xphkY0xyVJTnLtdYWVXNbfM2UVJeyfNXnUVwoE4vrZS76hsTwb2Te/P1znxeX+29E9MF1FfAGDP+dPtE5KCIdDTG5IlIRyD/DN/qfGCjMeZgje/903MReRVY2LCwPdeTi9NYs/swT17Wn4T2YVaHo5Sqxw3D4/g+q5BHv9xFUqdwhvfwvmnhHT01tAC43v78euDzM5SdTq3TQvbkccrFwDYH43FrC7fk8so3WVwztAuXJ8daHY5SqgFEhCcv709cu5b86b0fyD3qfVNQOJoIHgMmiEgGMMH+GhHpJCI/jQASkZb2/Z/Uqv+EiGwVkS3AGODPDsbjttJ+PMZfPtrC4K5teODXfawORynVCGHBgcy9LpnyympmvrOBsooqq0NyKvHECyDJyckmNTXV6jAa7HBJOZfMWcOJk1Us/NO5tA8PtjokpVQTLNn+IzP+u4GLz4rh31cM8Lh7f0RkgzEmufZ2vbO4mZVVVPG7t1P5saiMV64drElAKQ82sU8H7piQwKc/HODZrzOsDsdp6r1YrJquutpwx/zN/LD/KC9dNYhBXU47OlYp5SFmje3J3sITPJeSQWzbllw22PMXkNJE0IweX7yLRVvzuG9yb87v17H+CkoptyciPHJxP/KKSrn3ky10ighmeE/PHkmkp4aayUsrMnllpW2E0O9Gdrc6HKWUEwUF+PHS1YPpFtmK372dysZ9R6wOySGaCJrBm9/u4Ymv0pg6sBN/v7Cvx11QUkrVLyIkkHduOofIsBbc8MY6tucWWR1Sk2kicLL56/fz0P/tYGJSe566fIAuMqOUF4sOD+bd355DaIsArn19HZn5x6wOqUk0ETjRf9fu5e5PtjAyPpLnrzqLQH/98Srl7Tq3acm7vxuKv58wbe5aj+wZ6CeVk7y4PJO/fbaNsb2iefW6ZFoE6BxCSvmKbpGtmDdjKEH+fkybu5bU7EKrQ2oUTQQOqq42PPrlTp5cbLsm8PK1g3UiOaV8UI+oUD78w3CiQltwzevfsyLtTFOvuRdNBA44Xl7JH97d8NPooGeuGKing5TyYTGtQ5g/cxjdI0P5zZvreWP1Ho+Yvlo/tZpof+EJLp2zhqU7DvLXCxJ5eGpf/PTCsFI+LzK0BfNnDmN8Ynv+sXAHf/loC+WV7j03kSaCJliy/UcufGE1uUdLefPGIfx2ZHcdIqqU+kloiwBevmYwt4ztyYcbcrjilbXsOXTc6rBOSxNBI5SUV3L3R1uY8d8NdIwI4bObR3BegucukqOUaj5+fsLtE3sx5+pB7CkoYfJzq3jv+31ueapIp5hooOW78nlwwXb2HznBH0f34LbxCQQFaB5VSp3Z+f06MrBLa+78cDP3fbqVpTt+5MEpfYiLbGV1aD/RaajrkZl/jIcX7mRlegHdI1vx+GX9OTuurUvaVkp5j+pqw5trsnl6SRonq6q5cUQ3Zo3tSXhwoMtiON001JoITmPbgSJeXZXFwi15tAzy59Zx8Vw3LE57AUoph+QfK+PJr9L4aGMOrUMCuXZoV64dFkdUWItmb7tZEoGIXA48BCQCQ4wxdX46i8gk4DnAH3jNGHNqJbO2wAdAHJANXGGMqXf2puZKBEdPnGTpjoN8vDGHtVmFhLYI4MqzY/nj6B60C23+X5JSyndsyTnK7JRMUnYdJNDfjwsHdGLKgE4M79Gu2YahN1ciSASqgVeAO+tKBCLiD6RjW6oyB1gPTDfG7BCRJ4BCY8xjInIP0MYYc3d97TojERhjyD9WzvbcIrYfKGZddiHf7T5MZbUhpnUI1w/vyrQhXVzabVNK+Z6sghJeX72Hz344wPGTVYQHBzC2dzQDYlvTNyaC3h3CCHPS51CznhoSkRWcPhEMAx4yxvzK/vpeAGPMoyKSBow2xuTZF7JfYYzpVV97TU0Es1My+HhjDkWlFRSXVlBtTsUIPaNCGZ/UnvP7dqBfTIQOB1VKuVRZRRWrMw7x5bYfWZlewKGS8p/2BQX4ER4cSERIAI9c3I9zurdrUhunSwSuGDUUA+yv8ToHOMf+vL0xJg/AngyiT/dNRGQGMAOgS5cuTQokOqwFAzq3JiIkkIiQQCJDg+gTE0Fix3BCW+gAKqWUdYID/Rmf1J7xSe0ByC8uY1tuEWk/lnC09CTFpRUUlVYQHuL8sxT1fvqJyNdAhzp23W+M+bwBbdT1r3WjuyHGmLnAXLD1CBpbH2DakC5MG9K0JKKUUq4UHR7M2PBgxvZu3+xt1ZsIjDHjHWwjB4it8bozkGt/flBEOtY4NeQ5szQppZSXcMVYyPVAvIh0E5EgYBqwwL5vAXC9/fn1QEN6GEoppZzIoUQgIheLSA4wDFgkIovt2zuJyBcAxphKYBawGNgJzDfGbLd/i8eACSKSgW1U0WOOxKOUUqrx9IYypZTyEacbNaS3ySqllI/TRKCUUj5OE4FSSvk4TQRKKeXjPPJisYgUAHubWD0SOOTEcDyhbV9r18q29Zh9o21PPeauxpj/WU3LIxOBI0Qkta6r5t7ctq+1a2Xbesy+0ba3HbOeGlJKKR+niUAppXycLyaCuT7Ytq+1a2Xbesy+0bZXHbPPXSNQSin1S77YI1BKKVWDJgKllPJxXpUIRGSSiKSJSKZ9DeTa+0VEZtv3bxGRQQ2t62C7vUXkOxEpF5E7G1PXwXavth/nFhFZIyIDnNFuA9ueam93k4ikisi5rjjmGuXOFpEqEbnMGe02pL6IjBaRIvsxbxKRB5zRdkPq2tveJCLbRWSlM9ptSH0RuavG8W6z/8zbNvcxi0iEiPyfiGy2H/ONLjzmNiLyqf39vU5E+jratoi8ISL5IrLtNPtFmuGz6yfGGK94AP7AbqA7EARsBpJqlZkMfIlt1bShwPcNretgu9HA2cC/sK3t3OC6DrY7HGhjf36+M463EW2H8vM1qP7ALlccc41yy4AvgMtceMyjgYVNjduBdlsDO4Aup95vrjrmWuWnAMtcdMz3AY/bn0cBhfayrvg9Pwk8aH/eG0hxwjGfBwwCtp1mv9M/u2o+vKlHMATINMZkGWNOAvOAqbXKTAXeNjZrgdZiWxmtIXWb3K4xJt8Ysx6oaELMjrS7xhhzxP5yLbbV4Rxtt6Ftlxj7OxVoxc/LkzbrMdv9CfiYX6541+zHbGHdq4BPjDH7wPZ+c0K7Tak/HXjfCW03pK4BwkREsP3TUQhUOthuQ9tOAlIAjDG7gDgRae9I28aYb+zHcDrN8dn1E29KBDHA/hqvc+zbGlKmIXUdadcd6t6E7T8KR9ttcH2xLVy0C1gE/MYJbddbV0RigIuBl5sSsyNt2w2zn674UkT6OKHthtRNANqIyAoR2SAi1zmh3UbVF5GWwCRsCdjRthtS9wUgEduyt1uBW40x1Q6229C2NwOXAIjIEKArtn+yHG27KXE5pc161yz2IFLHttpjY09XpiF1HWnX0roiMgZbIjh1nt6Rdhtc3xjzKfCpiJwHPAyMd7DthtR9FrjbGFNl+2exUXUdbXsjtrlcSkRkMvAZEO9g2w2pGwAMBsYBIcB3IrLWwXYb2vYpU4BvjTGn/qtt7mP+FbAJGAv0AJaKyCoH221o248Bz4nIJmxJ6AdsvRFH225KXE5p05sSQQ4QW+N1Z2z/LTSkTFAD6jrSrmV1RaQ/8BpwvjHmsBPabXR9Y8w3ItJDRCIdbLshdZOBefYkEAlMFpFKB9ttUNvGmOIaz78QkZdcdMw5wCFjzHHguIh8AwxwsN2Gtn3KNH4+LdTYuk1p90bgMfvpx0wR2YPtfL2rfs83gu0iLrDH/mjpYNtNicuRz66fNfaigrs+sCW1LKAbP1806VOrzAX88oLLuobWdaTdGmUf4pcXi5u1XaALkAkMb2rMDrTdk58vFg8CDth/7i75WdvLv8nPF4tdccwdahzzEGCfK44Z2ymSFHvZlsA2oK8rjtleLgLb+e1WLnxvzwEesj9vb39/Rbro99waCLI//x22c/fOeI/FcfqLxU7/7PrF929sBXd+YLuyno7tKvr99m0zgZn25wK8aN+/FUg+U10nttsBW0YvBo7an4e7oN3XgCPYutCbgFRnHG8D274b2G5v9zvgXFf8rGuVfRN7InDRMc+yH/NmbBfnhzuj7YYcM3AXtpFD24DbXHXM9tc3APMaUteJP+tOwBJsf8fbgGtc+HseBmQAu4BPsI/Mc6RtbL2pPGwDSnKwncpt9s+uUw+dYkIppXycN40aUkop1QSaCJRSysdpIlBKKR+niUAppXycJgKllPJxmgiUUsrHaSJQSikf9/+fArGWQT9kFQAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from matplotlib.ticker import (MultipleLocator, FormatStrFormatter)\n", "\n", "x = np.linspace(0, 1, 100)\n", "y = -np.cos(2 * np.pi * x)\n", "\n", "f, ax = plt.subplots()\n", "ax.plot(x, y)\n", "# 仅在 0.1 的整数倍处设置刻度,并将刻度标签保留2位小数\n", "ax.xaxis.set_major_locator(MultipleLocator(0.1))\n", "ax.xaxis.set_major_formatter(FormatStrFormatter('%0.2f'))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "另一种方法是直接用 `ax.set_xticks` (或者等效的 `ax.xaxis.set_ticks`)来直接传递各个刻度处的值,请参考下面的刻度标签一节。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 坐标轴刻度标签:ax.set_xticklabels\n", "\n", "下面是一个综合的例子,直接将给定的值设置为刻度:\n", "\n", "- 图 1 是默认刻度,刻度数量是横 6 竖 5\n", "- 图 2~4 将横竖刻度数量均改为 11 个,且赋了已给定的值。此外:\n", " - 图 3 将 X 轴刻度标签格式设置为保留 2 位小数,并截去了一半图像。这一步使用了 `ax.xaxis.set_major_formatter` 函数。\n", " - 图 4 将 X 轴刻度标签改变成了英文字母,且移除了所有的 Y 轴标签。" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from matplotlib.ticker import FormatStrFormatter\n", "import string\n", "\n", "x = np.linspace(0, 1, 100)\n", "y = -np.cos(2 * np.pi * x)\n", "\n", "fig_titles = [\n", " \"Default\", \"Giving tick values\",\n", " \"Tick values with X-axis format, truncated\",\n", " \"Giving tick labels\"\n", "]\n", "xticknum, yticknum = 10, 10\n", "xtickvalues = np.linspace(0, 1, xticknum+1)\n", "ytickvalues = np.linspace(-1, 1, yticknum+1)\n", "\n", "f, axarr = plt.subplots(2, 2, figsize=(12,7))\n", "axarr = axarr.ravel()\n", "for i in range(len(axarr)):\n", " ax = axarr[i]\n", " ax.plot(x, y)\n", " ax.set_title(fig_titles[i])\n", " if i > 0:\n", " ax.set_xticks(xtickvalues)\n", " ax.set_yticks(ytickvalues)\n", "\n", "axarr[2].xaxis.set_major_formatter(FormatStrFormatter('%0.2f'))\n", "axarr[2].axis(xmax=.5)\n", "\n", "axarr[3].set_xticklabels(string.ascii_uppercase[:(xticknum+1)])\n", "axarr[3].set_yticklabels([])\n", " \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 坐标轴次要刻度:ax.xaxis.set_minor_locator\n", "\n", "可以使用 `AutoMinorLocator` 让 matplotlib 自行设置次要刻度,或者仿照上文的主刻度使用 `MultipleLocator` 函数。" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from matplotlib.ticker import AutoMinorLocator\n", "\n", "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", "ax.xaxis.set_minor_locator(AutoMinorLocator())\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 坐标轴刻度的绘图样式:ax.tickparams\n", "\n", "刻度的绘图样式控制使用 `ax.tickparams` 命令:\n", "\n", "- 选取\n", " - `which`:用 `both` 选中所有刻度,或者用 `major` 选中主刻度,或者用 `minor` 选中次要刻度。\n", " - `axis`:例如用 `axis='x'` 来选择 x 轴的刻度。\n", "- `pad`:刻度线与刻度标签的间距\n", "- 刻度线\n", " - `width/length`:刻度线的宽度与长度,单位是 pt。\n", " - `color`:刻度线的颜色\n", " - `direction`:刻度线的朝向,可以设置为 `'in'`,`'out'` 或 `'both'`\n", " - `bottom/top/left/right`:是否在对应方向的框线上画出刻度线,`True/False`。\n", "- 刻度标签\n", " - `labelcolor`:标签颜色。\n", " - `labelsize`:标签字号,单位 pt;或者传入表示字号的字符串,比如 `'large'`。\n", " - `labelrotation`:标签旋转角度。\n", " - `labelbottom/labeltop/...`:(类似 `bottom/top/...`)是否在对应的方向显示刻度标签,`True/False`。\n", "- 刻度网格(网格格式也可以通过 `ax.grid` 直接控制)\n", " - `grid_color`:网格线颜色。\n", " - `grid_linewidth/grid_linestyle`:网格线的线宽/线型。\n", " - `grid_alpha`:网格线的透明度,0为完全透明,1为完全不透明。\n", "\n", "借用次要刻度一节的例子:" ] }, { "cell_type": "code", "execution_count": 13, "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*np.pi, 100)\n", "y = np.sin(x)\n", "\n", "f, ax = plt.subplots()\n", "ax.plot(x, y)\n", "\n", "ax.xaxis.set_minor_locator(AutoMinorLocator())\n", "\n", "ax.tick_params(which='both', width=2)\n", "ax.tick_params(which='major', length=7, labelcolor='blue', right=True)\n", "ax.tick_params(which='minor', length=4, color='r', direction='in')\n", "ax.tick_params(axis='x', labelcolor='m')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 坐标轴刻度网格:ax.grid\n", "\n", "与绘图命令类似,`linestyle(ls)`,`linewidth(lw)`,`color` 与 `alpha` 参数均可以在 `ax.grid` 中使用:" ] }, { "cell_type": "code", "execution_count": 14, "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*np.pi, 100)\n", "y = np.sin(x)\n", "\n", "f, ax = plt.subplots()\n", "ax.plot(x, y)\n", "ax.grid(axis='y', ls='--', lw=2, color='0.7')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "除了用 `axis='x'/'y'` 来控制,也可以用 `which='major'/'minor'/'both'` 来控制。关于这点,读者可以参考上文中 `ax.tick_params` 部分的内容。以下是一个例子:" ] }, { "cell_type": "code", "execution_count": 15, "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*np.pi, 100)\n", "y = np.sin(x)\n", "\n", "f, ax = plt.subplots()\n", "ax.plot(x, y)\n", "ax.xaxis.set_minor_locator(AutoMinorLocator())\n", "\n", "ax.grid(which='major', ls='-', color='k')\n", "ax.grid(which='minor', ls='--', color='r', alpha=0.2)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 坐标轴的高级控制\n", "\n", "### 坐标轴/框的显示:ax.set_axis_off / set_frame_on \n", "\n", "这里展示三种方法来改变坐标轴元素的显示与隐藏:\n", "\n", "1. `ax.set_axis_off()`:隐藏所有 axes,即 frame 与 tick 均不显示。\n", "2. `ax.set_frame_on(False)`:仅隐藏 frame. 如果要隐藏 frame 的某几条边,参考下文中坐标轴骨架 `ax.spines` 部分的内容。\n", "3. `ax.xaxis.set_visible(False)`:仅隐藏单个轴的 ticks.\n", "\n", "以下是例子。坐标轴的背景颜色使用 `ax.set_facecolor` 更改。" ] }, { "cell_type": "code", "execution_count": 16, "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*np.pi, 100)\n", "y = np.sin(x)\n", "\n", "fig_titles = [\n", " \"Default\", \"No axes\",\n", " \"No frame\", \"Colored but no Y ticks\"\n", "]\n", "\n", "f, axarr = plt.subplots(2, 2, figsize=(12, 7))\n", "f.subplots_adjust(hspace=0.3)\n", "axarr = axarr.ravel()\n", "for t, ax in zip(fig_titles, axarr):\n", " ax.plot(x, y)\n", " ax.set_xlabel(\"x\")\n", " ax.set_ylabel(\"y\")\n", " ax.set_title(t)\n", "\n", "# axarr[0]: Default\n", "axarr[1].set_axis_off()\n", "axarr[2].set_frame_on(False)\n", "axarr[3].set_facecolor(\"lightgreen\")\n", "axarr[3].yaxis.set_visible(False)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 坐标轴骨架:ax.spines\n", "\n", "通过设置坐标轴框架的显隐,可以更好地绘制符合“数学审美”的图像,即画出 X 轴与 Y 轴,而不是一个外接框。\n", "\n", "下面的例子通过 `ax.spines[...].set_visible` 来控制四面边框的显隐,并用 `ax.spines[...].set_position` 的方式移动边框的位置,以此模仿正常的坐标轴的效果:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = np.linspace(-np.pi, np.pi, 100)\n", "y = np.sin(x)\n", "\n", "fig, ax = plt.subplots()\n", "ax.plot(x, y)\n", "\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['bottom'].set_position(('data', 0))\n", "ax.spines['left'].set_position(('data', 0))\n", "\n", "ax.set_xlabel(\"X\", x=1)\n", "ax.set_ylabel(\"Y\", y=0.95, rotation=0)\n", "ax.yaxis.set_major_locator(MultipleLocator(0.5))\n", "ax.set_xlim([-4, 4])\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "其中 `MultipleLocator` 的使用在前文已经介绍过。不过相比真正严格的绘图,上例仍显不足:\n", "\n", "- 坐标轴没有箭头\n", "- 刻度、坐标轴、图像之间相互重叠了\n", "\n", "毕竟本例只是一个粗糙的例子。我会在之后寻找是否有更好的解决方案。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 双纵轴:ax.twinx\n", "\n", "双纵轴本质上是两个共享 x 轴图像的叠加绘制。\n", "\n", "注意,由于双纵轴使用了两个 `Axes` 对象,所以绘制图例时,使用 `f.legend` 而不是 `ax.legend`。" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = np.linspace(1, 10, 1000)\n", "y1 = np.power(2, x)\n", "y2 = np.power(x, -1)\n", "label_fs = 12\n", "ax_color, ax_twin_color = 'blue', 'red'\n", "\n", "f, ax = plt.subplots()\n", "ax.plot(x, y1, color=ax_color, label='ax')\n", "ax.tick_params(axis='y', labelcolor=ax_color)\n", "ax.tick_params(which='both', labelsize=label_fs)\n", "ax.set_xlabel('X')\n", "ax.set_ylabel('Y1')\n", "\n", "ax_twin = ax.twinx()\n", "ax_twin.plot(x, y2, color=ax_twin_color, label='ax twin')\n", "ax_twin.tick_params(axis='y', labelcolor=ax_twin_color, labelsize=label_fs)\n", "ax_twin.set_ylabel('Y2')\n", "\n", "f.legend(loc='upper center', bbox_to_anchor=(0.5,1), bbox_transform=ax.transAxes)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "类似的,也可以用 `ax.twiny` 绘制双横轴;不过我尚未遇到需要双横轴的场合。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 添加文字:ax.text / annotate\n", "\n", "最简单的是 `ax.text`,直接输出文字:" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAD8CAYAAAB0IB+mAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8li6FKAAAcbElEQVR4nO3deZQV1bn38e9j2wo2ICjNIEMTFBVEFOyrEDRwDW9ewNmlV7zOUVFWQMiN8apJQFyJXs2riWgCSnCe48ClEU2UqEyCdDMpgwGRoYVgo0wNqAzP+0cdoGm66VOnT1N9un6ftc7qqlO7qp5i63P22bXPLnN3RESk7jss6gBEROTQUMIXEYkJJXwRkZhQwhcRiQklfBGRmFDCFxGJiaQTvpllmdlcM5tYwTYzs1FmtszMFphZt/SGKSIi1RWmhT8UWFzJtn5Ah8RrIDC6mnGJiEiaJZXwzaw1cB7wl0qKXAQ864GZQGMza5mmGEVEJA0OT7LcH4E7gIaVbG8FrC6zXpx4b23ZQmY2kOAbADk5OWecfPLJoYKV2mF5yVYA2ufmRByJSPwUFRWtd/fcVPatMuGb2fnAV+5eZGa9KytWwXsHzNng7k8ATwDk5+d7YWFhiFCltrji8Y8AeOWWHhFHIhI/ZrYy1X2T6dLpCVxoZiuAl4Fzzez5cmWKgTZl1lsDa1INSkRE0q/KFr673wXcBZBo4d/u7leXKzYBGGxmLwNnAZvcfS1SJw05t0PUIYhICpLtwz+Amd0K4O5jgElAf2AZsA24IS3RSa10doemUYcgIikIlfDd/QPgg8TymDLvO/CzdAYmtdfCNZsAOOW4oyOORETC0C9tJbR7CxZxb8GiqMMQkZCU8EVEYkIJX0QkJpTwRURiQglfRCQmUh6WKfF1R9+Tog5BRFKghC+hnZF3TNQhiEgK1KUjoRWt/Iaild9EHYaIhKSEL6E9+M5nPPjOZ1GHISIhKeGLiMSEEr6ISEwo4YuIxIQSvohITGhYpoQ2/IJOUYcgIilQwpfQNC2ySGZSl46ENm3peqYtXR91GCISklr4Etqj/1gK6MlXIplGLXwRkZioMuGbWT0z+9jM5pvZQjMbWUGZ3ma2yczmJV7DayZcERFJVTJdOt8B57p7qZllA9PM7G13n1mu3FR3Pz/9IYqISDpUmfATDygvTaxmJ15ek0GJiEj6JXXT1syygCLgBOBP7j6rgmI9zGw+sAa43d0Xpi9MqU3uu/TUqEMQkRQklfDdfRdwupk1Bt40s87u/mmZInOAvES3T39gPNCh/HHMbCAwEKBt27bVDl6icXxug6hDEJEUhBql4+4bgQ+AvuXe3+zupYnlSUC2mR0wZs/dn3D3fHfPz83NTT1qidR7i9bx3qJ1UYchIiElM0onN9Gyx8zqA32AJeXKtDAzSyyfmTju1+kPV2qDsVOXM3bq8qjDEJGQkunSaQk8k+jHPwx41d0nmtmtAO4+BrgMGGRmO4HtwIDEzV4REaklkhmlswDoWsH7Y8osPwY8lt7QREQknfRLWxGRmFDCFxGJCU2eJqH94YrTow5BRFKghC+hHde4ftQhiEgK1KUjoRXMX0PB/DVRhyEiIamFL6E9P3MlABecdlzEkYhIGGrhi4jEhBK+iEhMKOGLiMSEEr6ISEzopq0k5b033mD7umCGzIu/2wlAweh5UYZULfWbN6fPpZdGHYbIIaWEL0nZvm4dF7RuHXUYaVNQXBx1CCKHnLp0JLRpS0uYtrQk6jBEJCQlfAlt+udfM/1zPe5AJNMo4YuIxIQSvqSkYNoE/vi//7t3/f+OGMFNjz66d/0X48bx8PjxrPn6ay77n/8BYN7y5UwqLNxb5p4XX+T/vflmledq8B//kcbIReJLCV9SkteiHTOWBE+63L17N+s3b2bhqlV7t89YsoSeHTty3LHH8tqddwIw74sv9kv4InJoKeFLStq1zNub8BeuWkXntm1pWL8+G0pL+W7HDhYXF9O1fXtWrFtH58GD+X7HDoa/8AKvTJvG6UOH8srUqQAsWrWK3nffTfubb2ZUQUGl5/vFuHF0GzaMH//615Rs2gQE3xi63347XYYM4ZL77mNDaSk7d+3i3/7rv/jgk08AuOuZZ/jVc8/V8L+GSGZQwpfQhv24A8MvzOfwrCxWlZQwY8kSepx8MmedeCIfLVlC4dKldMnL44js7L37HJGdzb1XXcUVZ5/NvEce4YpzzgFgyZdf8reRI/n4oYcY+fLL7Ni584Dzbf32W7odfzxz/vhHenXuzMiXXgLg2j/8gQeuv54Fjz7KqXl5jHzpJQ7PyuLpYcMYNHo0786dyztz5jBiwIBD8w8jUstVmfDNrJ6ZfWxm881soZmNrKCMmdkoM1tmZgvMrFvNhCu1wZHZWRyZnUXPjh2ZsXgxMxYvpsfJJ9Pj5JOZsWQJM5Ys4YcdOyZ1rPPy8zkyO5umjRrR7OijWbdx4wFlDjvssL0fEFf37s20xYvZtHUrG7dupVfnzgBcd+65TFm4EIBT2rblmt69ueC3v+XJ227b74NHJM6S+eHVd8C57l5qZtnANDN7291nlinTD+iQeJ0FjE78lTro/SXBL25/mEjwn6xcSee2bWnTtCkPjR9Po6OO4qd9+iR1rCPLJOOsww5j565dVe5jSRz3k5UraZyTU+EHiEhcVdnC90BpYjU78fJyxS4Cnk2UnQk0NrOW6Q1VaouPV2zg4xUb6NmxIxNnz+aYhg3JysrimIYN2bh1Kx8lunjKa1i/Plu2bw99vt27d/Pa9OkAvPjhh5zdqRNH5+TQpEEDpiZa9c+9//7e1v4bM2bw9ZYtTLn/fm4bO5aNpaWVHlskTpLqwzezLDObB3wFvOvus8oVaQWsLrNenHiv/HEGmlmhmRWWlOiXmpnu1Lw81m/eTPeTTtrvvaNzcmjaqNEB5f/91FNZtHr1fjdtk5FTrx4LV63ijJ//nH8sWMDwRJ/8M8OG8cunnqLLkCHM++ILhg8YwPrNm7nz2WcZN2QIJ7ZqxeDzzmPo2LHVv1iROsDcyzfWD1LYrDHwJjDE3T8t8/5bwP3uPi2xPhm4w92LKjtWfn6+F2qIXsYoGD1671w6D7wTjM75774HtuIzRUFxMRcMGhR1GCKhmVmRu+ensm+oUTruvhH4AOhbblMx0KbMemtADz0VEalFkhmlk5to2WNm9YE+wJJyxSYA1yZG63QHNrn72rRHKyIiKUtmlE5L4BkzyyL4gHjV3Sea2a0A7j4GmAT0B5YB24AbaiheqQUyuStHJM6qTPjuvgDoWsH7Y8osO/Cz9IYmIiLppAegSFLqN2++96EhUxNz4Z/TITfKkKqlfvPmUYcgcsgp4UtSyj4O8PnHPwLgwVt6RBWOiKRAc+mIiMSEEr6ISEwo4YuIxIT68CW0etlZUYcgIilQwpfQnvnpmVGHICIpUJeOiEhMKOFLaKMmL2XU5KVRhyEiISnhS2jTl61n+rL1UYchIiEp4YuIxIQSvohITCjhi4jEhIZlSmhNjjoi6hBEJAVK+BLamGvOiDoEEUmBunRERGJCCV9Ce+CdJXsfZC4imUNdOhLanJUbog5BRFKQzEPM25jZ+2a22MwWmtnQCsr0NrNNZjYv8RpeM+GKiEiqkmnh7wR+4e5zzKwhUGRm77r7onLlprr7+ekPUURE0qHKFr67r3X3OYnlLcBioFVNByYiIukV6qatmbUDugKzKtjcw8zmm9nbZnZKJfsPNLNCMyssKSkJHazUDi2PrkfLo+tFHYaIhGTunlxBswbAh8Dv3P2NctsaAbvdvdTM+gOPuHuHgx0vPz/fCwsLUwxbRCSezKzI3fNT2TepFr6ZZQOvAy+UT/YA7r7Z3UsTy5OAbDNrmkpAIiJSM5IZpWPAOGCxuz9cSZkWiXKY2ZmJ436dzkCl9hhZsJCRBQujDkNEQkpmlE5P4BrgEzObl3jvbqAtgLuPAS4DBpnZTmA7MMCT7SuSjLNozeaoQxCRFFSZ8N19GmBVlHkMeCxdQYmISPppagURkZhQwhcRiQnNpSOhtc/NiToEEUmBEr6Edv+lXaIOQURSoC4dEZGYUMKX0O56YwF3vbEg6jBEJCR16Uhoy0u2Rh2CiKRALXwRkZhQwhcRiQklfBGRmFAfvoTW6bhGUYcgIilQwpfQRlxQ4fNtRKSWU5eOiEhMKOFLaMNensuwl+dGHYaIhKQuHQlt7aZvow5BRFKgFr6ISEwo4YuIxIQSvohITCTzEPM2Zva+mS02s4VmNrSCMmZmo8xsmZktMLNuNROu1Abd8prQLa9J1GGISEjJ3LTdCfzC3eeYWUOgyMzedfdFZcr0AzokXmcBoxN/pQ76774nRx2CiKSgyha+u6919zmJ5S3AYqBVuWIXAc96YCbQ2Mxapj1aERFJWag+fDNrB3QFZpXb1ApYXWa9mAM/FDCzgWZWaGaFJSUl4SKVWuPW54q49bmiqMMQkZCSTvhm1gB4HRjm7pvLb65gFz/gDfcn3D3f3fNzc3PDRSq1xoZt37Nh2/dRhyEiISWV8M0smyDZv+Dub1RQpBhoU2a9NbCm+uGJiEi6JDNKx4BxwGJ3f7iSYhOAaxOjdboDm9x9bRrjFBGRakpmlE5P4BrgEzObl3jvbqAtgLuPASYB/YFlwDbghvSHKiIi1VFlwnf3aVTcR1+2jAM/S1dQUrv1PKFp1CGISAo0eZqEdtuPO0QdgoikQFMriIjEhBK+hHbdkx9z3ZMfRx2GiISkLh0J7dsdu6IOQURSoBa+iEhMKOGLiMSEEr6ISEyoD19C+3HHZlGHICIpUMKX0Ab+6PioQxCRFKhLR0QkJpTwJbQrHv+IKx7/KOowRCQkJXwRkZhQwhcRiQklfBGRmFDCFxGJCQ3LlNDO79Iy6hBEJAVK+BLaNT3aRR2CiKRAXToS2vbvd7H9e82YKZJpknmI+ZNm9pWZfVrJ9t5mtsnM5iVew9MfptQm1z/1Mdc/pfnwRTJNMl06TwOPAc8epMxUdz8/LRGJiEiNqLKF7+5TgG8OQSwiIlKD0tWH38PM5pvZ22Z2SmWFzGygmRWaWWFJSUmaTi0iIslIR8KfA+S5+2nAo8D4ygq6+xPunu/u+bm5uWk4tYiIJKvawzLdfXOZ5Ulm9mcza+ru66t7bKmdLjujddQhiEgKqt3CN7MWZmaJ5TMTx/y6useV2uvy1/7E5WNGBiv//Cc0bhxtQCKSlCpb+Gb2EtAbaGpmxcAIIBvA3ccAlwGDzGwnsB0Y4O5eYxHL/ho02Le8bRsceSRkZQXrjz8OV12V9lNu37EL27mbegAnnggbN6b9HCKSflUmfHe/sortjxEM25QolJbuW27XDv7yF+jTp0ZP+beF/6JR6SbOrdGziEi66Ze2ddmWLVCvHmxO3Gb59a+DbwDbtwfrt98Od94ZLH/zDfznf0JuLvzgB/Dgg5DMF7UlS+DwMu2G7t1h5Mjgb6NG0L8/bNiwb/vUqXDWWUE3ULduMH36vm1jxwYfWg0bQvv28Ne/VuvyRWR/Svh1WcOG0KVLkGQBpkyB1q1h5sx96716Bcu33go7dsAXX8C778Lo0fDii6md98UX4YUXYO3aoLvnkUeC91esgIsvht/9LviA+e1vg/UNG4LXL38JkycHH1RTp0LnztW6fBHZnxJ+XderF3z4IXz3HSxdCoMGBetbtsCCBdCzZ7Dt9dfhgQeCewInnADDhsFzz6V2zptvhuOPh5wcuOwymDcveP+ZZ+DSS4Mup8MOC1r/nTrB3/++b99PP4Vvv4VWraBjx+pfv4jspYRf1/XqBR98ALNmQX4+nHtukPCnT4dTTw26Xf71L9i9G9q23bdfXh58+WVq52zRYt/yUUftu8+wciU8/3zQnbPnVVgIa9ZAkybBt4JRo4L9L7wQli1L+bJF5EBK+HXdOefA/Pnw1ltB8j/99KDf/e9/39ed06JF0OJetWrffqtWBa3sCpxy3NEc36xBhdsOqk0buOmmoJtnz2vrVvj5z4Pt550XdOmsWRN8+AwaFP4cIlIpJfy67uij4ZRTgj75Xr2CxJ6fH4zm2ZPwjzwSLrkE7r47SMCffx70u199dYWH7NCsAXnHHBU+luuuC27ETp4Mu3YFN48nTw6+YXz5ZfChtGdoaYMG+4aXikhaKOHHQa9ewYibbt32rW/dCmefva/M448Hf/Pygm6fm26qdAz/lm93svX7neHjaN8+uFcwYgQ0bRqc65FHgu6kXbvg/vuDbxvHHguzZ8Ojj4Y/h4hUyqL6jVR+fr4XFhZGcm6pnise/wiAV27pEXEkIvFjZkXunp/Kvmrhi4jEhBK+iEhMKOGLiMSEEr6ISExUez58iZ+bz2kfdQgikgK18GUfs6R+3dqnU3P6dGp+8EK9ewdj/aXWateuHe+9995+7z399NOcXXa4rtQpSvgS2uclpXxeUlp1QRGpVZTwJfCjHwV/Tzst+JXrK68E6xMnBtMxNG4MP/whLFjA3W98wiOPvw3HHANz5gTl1qwJfkz1wQfwq18Fs10OHhwca/DgSC5Jqqddu3b8/ve/p0uXLuTk5HDjjTeybt06+vXrR8OGDenTpw8bElNfr1ixAjPjqaeeok2bNjRp0oQxY8Ywe/ZsunTpQuPGjRms/w4ipz58CUyZEnTpzJ8fzJYJQTL/6U+hoCCYjuH55+HCCzn89mdYl9s6mF3zqqugqAhuuAGuvz7oyundO5ic7eqrg1/sSsZ6/fXXeffdd9m5cyddu3Zl7ty5jBs3jk6dOtGvXz9GjRrFiBEj9pafNWsWS5cuZcqUKVx44YX07duX9957jx07dtC1a1cuv/xyeu2Z0kMOOSV8qdzYsXDLLcEDSyCYC+e+++jwxUIWn9g1mAa5oCDYbgYTJkQbr4R28cUXc3iZB9h8//33dNszBQcwZMgQmjcP7tecc845NGvWjK5duwJwySWXMHny5P2O95vf/IZ69erxk5/8hJycHK688kqaNWu2d/+5c+cq4Ueoyi4dM3vSzL4ys08r2W5mNsrMlpnZAjPrVlE5yUArV8JDD+0/nfHq1TTZVLKvzM03B3PYDxkSTHomGWX8+PFs3Lhx7+vPf/7zftv3JHuA+vXrH7BeWlparfJyaCXTh/800Pcg2/sBHRKvgcDo6ocltUKbNkF/fNnpjLdtY8a//STYXloaPCjlxhvhnnuCp1jtYRZJyCJSuSoTvrtPAb45SJGLgGc9MBNobGYt0xWgHELNm8Py5fvWb74ZxowJHp7iHsyw+dZbDDuzJUPO7QBDh8IZZwTDL887L3hMYmXHEpHIpWOUTitgdZn14sR7BzCzgWZWaGaFJSUlFRWRKN1zT9BP37gxvPpqcKN27NhglE2TJsHN3KefpscJx3L2ounwzjvBBwLAww8HN3lfeCFYHzoUXnst2O+22yK7JBHZJ6npkc2sHTDR3Q94qrSZvQXc7+7TEuuTgTvcvehgx9T0yJlr4ZpNQPDkKxE5tKKeHrkYaFNmvTWwJg3HlVrq3oJF3FuwKOowRCSkdCT8CcC1idE63YFN7r42DccVEZE0qnIcvpm9BPQGmppZMTACyAZw9zHAJKA/sAzYBtxQU8GKiEjqqkz47n5lFdsd+FnaIhIRkRqhuXRERGJCUytIaHf0PSnqEEQkBUr4EtoZecdEHYKIpEBdOhJa0cpvKFp5sB9fi0htpIQvoT34zmc8+M5nUYchIiEp4YuIxIQSvohITCjhi4jEhBK+iEhMaFimhDb8gk5RhyAiKVDCl9A0LbJIZlKXjoQ2bel6pi1dH3UYIhKSWvgS2qP/WArA2R2aRhyJiIShFr6ISEwo4YuIxIQSvohITCjhi4jEhG7aSmj3XXpq1CGISAqSauGbWV8z+8zMlpnZnRVs721mm8xsXuI1PP2hSm1xfG4Djs9tEHUYIhJSMg8xzwL+BPwfoBiYbWYT3H1RuaJT3f38GohRapn3Fq0DoE+n5hFHIiJhJNOlcyawzN2XA5jZy8BFQPmELzExdupyQAlfJNMk06XTClhdZr048V55Pcxsvpm9bWanpCU6ERFJm2Ra+FbBe15ufQ6Q5+6lZtYfGA90OOBAZgOBgQBt27YNGaqIiFRHMi38YqBNmfXWwJqyBdx9s7uXJpYnAdlmdsDv7t39CXfPd/f83NzcaoQtIiJhJZPwZwMdzOwHZnYEMACYULaAmbUwM0ssn5k47tfpDlZERFJXZZeOu+80s8HA34As4El3X2hmtya2jwEuAwaZ2U5gOzDA3ct3+0gd8YcrTo86BBFJgUWVl/Pz872wsDCSc4uIZCozK3L3/FT21dQKElrB/DUUzF9TdUERqVU0tYKE9vzMlQBccNpxEUciImGohS8iEhNK+CIiMaGELyISE0r4IiIxoZu2Etroq8+IOgQRSYESvoR2TM4RUYcgIilQl46E9tfC1fy1cHXVBUWkVlHCl9BeKyrmtaLiqMMQkZCU8EVEYkIJX0QkJpTwRURiQglfRCQmNCxTQnv6hjOjDkFEUqCEL6HVPyIr6hBEJAXq0pHQnvtoBc99tCLiKEQkLCV8CW3igrVMXLA26jBEJCQlfBGRmEgq4ZtZXzP7zMyWmdmdFWw3MxuV2L7AzLqlP1QREamOKhO+mWUBfwL6AZ2AK82sU7li/YAOiddAYHSa4xQRkWpKpoV/JrDM3Ze7+/fAy8BF5cpcBDzrgZlAYzNrmeZYRUSkGpIZltkKKDs1YjFwVhJlWgH73dkzs4EE3wAAvjOzT0NFm1maAuujDqIGNX311rp9fdTd+qvL1wZ1//pOSnXHZBK+VfCep1AGd38CeALAzArdPT+J82ckXV9mq8vXV5evDeJxfanum0yXTjHQpsx6a2BNCmVERCRCyST82UAHM/uBmR0BDAAmlCszAbg2MVqnO7DJ3TVQW0SkFqmyS8fdd5rZYOBvQBbwpLsvNLNbE9vHAJOA/sAyYBtwQxLnfiLlqDODri+z1eXrq8vXBrq+Spn7AV3tIiJSB+mXtiIiMaGELyISEzWe8Ov6tAxJXF9vM9tkZvMSr+FRxJkKM3vSzL6q7PcSdaDuqrq+TK67Nmb2vpktNrOFZja0gjIZW39JXl8m1189M/vYzOYnrm9kBWXC15+719iL4Cbv50B74AhgPtCpXJn+wNsEY/m7A7NqMqYIrq83MDHqWFO8vh8B3YBPK9mesXWX5PVlct21BLollhsC/6xj/+8lc32ZXH8GNEgsZwOzgO7Vrb+abuHX9WkZkrm+jOXuU4BvDlIkk+sumevLWO6+1t3nJJa3AIsJfv1eVsbWX5LXl7ESdVKaWM1OvMqPsAldfzWd8CubciFsmdoq2dh7JL6avW1mpxya0A6JTK67ZGV83ZlZO6ArQSuxrDpRfwe5Psjg+jOzLDObB3wFvOvu1a6/mn7EYdqmZailkol9DpDn7qVm1h8YTzCraF2QyXWXjIyvOzNrALwODHP3zeU3V7BLRtVfFdeX0fXn7ruA082sMfCmmXV297L3m0LXX0238Ov6tAxVxu7um/d8NXP3SUC2mTU9dCHWqEyuuyplet2ZWTZBMnzB3d+ooEhG119V15fp9beHu28EPgD6ltsUuv5qOuHX9WkZqrw+M2thZpZYPpPg3/zrQx5pzcjkuqtSJtddIu5xwGJ3f7iSYhlbf8lcX4bXX26iZY+Z1Qf6AEvKFQtdfzXapeM1Ny1DrZDk9V0GDDKzncB2YIAnbrHXdmb2EsFIh6ZmVgyMILh5lPF1B0ldX8bWHdATuAb4JNEPDHA30BbqRP0lc32ZXH8tgWcseADVYcCr7j6xurlTUyuIiMSEfmkrIhITSvgiIjGhhC8iEhNK+CIiMaGELyISE0r4IiIxoYQvIhIT/x8Ja8pd5QLCDgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots()\n", "ax.axvline(1, ls='--')\n", "\n", "# 单独使用字号控制命令\n", "ax.text(2, 1, 'Hmm', fontsize=12) \n", "ax.text(1, 1, 'Two lines \\n text ', horizontalalignment='center', \n", " fontdict={'size': 12, 'color': 'r'})\n", "\n", "# 用 bbox 参数控制背景框\n", "ax.text(1, 3, 'With box', bbox=dict(facecolor='r', alpha=0.3)) \n", "\n", "ax.axis([0, 3, 0, 4])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "其次是 `annotate`,这个参数比较复杂,细节读者可以参考文档。一些可能用到的箭头:`'-' / '->' / '-|>' / '|-|' / '<->'` 等。" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(10, 4))\n", "ax1.plot([0, 10], [0, 15], 'b')\n", "ax1.annotate(r'A text', xy=(6,8), xytext=(20, -30), textcoords='offset pixels', \n", " arrowprops=dict(arrowstyle='->'))\n", "\n", "ax2.plot([0, 10], [0, 15], 'r')\n", "ax2.annotate(r'Another', xy=(6,8), xytext=(10, -60), \n", " textcoords='offset pixels', fontsize=12, \n", " # 指定圆弧半径,负值表示顺时针画弧\n", " arrowprops=dict(arrowstyle='-|>',\n", " connectionstyle='arc3, rad=-0.3')) \n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 其他坐标系\n", "\n", "除了正常的、等刻度坐标系,我们可能还需要用到其他坐标系:\n", "\n", "- 对数坐标系\n", "\n", "另外,除了正常的右手系,我们还可能用到:\n", "\n", "- 左手坐标系\n", "- 极坐标系" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 对数坐标系:ax.loglog / semilogx / semilogy\n", "\n", "本节介绍:\n", "\n", "- `loglog`:双轴均为对数\n", "- `semilogx/semilogy`:半对数" ] }, { "cell_type": "code", "execution_count": 19, "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.arange(0.01, 20, 0.01)\n", "\n", "f, ax = plt.subplots(2, 2, figsize=(14, 6))\n", "f.subplots_adjust(hspace=0.3)\n", "\n", "ax[0,0].semilogy(x, np.exp(x))\n", "ax[0,0].set_title(\"semilogy\")\n", "\n", "ax[0,1].semilogx(x, np.sin(2 * np.pi * x))\n", "ax[0,1].set_title(\"semilogx\")\n", "\n", "ax[1,0].loglog(x, 20*np.exp(x), basex=2)\n", "ax[1,0].set_title(\"loglog base 2 on x-axis\")\n", "\n", "ax[1,1].loglog(x, x, visible=False)\n", "ax[1,1].set_title(\"loglog invisible\")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 左手坐标系:ax.invert_xaxis\n", "\n", "实质上是在绘图之后,用 `ax.invert_xaxis` 翻转了 X 坐标轴。" ] }, { "cell_type": "code", "execution_count": 21, "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 * np.pi, 100)\n", "y = np.sin(x)\n", "\n", "plt.close(\"all\")\n", "f, ax = plt.subplots()\n", "ax.plot(x, y)\n", "ax.set_title(\"Left-handed Coordinate System\")\n", "\n", "ax.invert_xaxis()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 极坐标系:subplot_kw 参数\n", "\n", "极坐标系的绘制只需向 `plt.subplots` 命令传递一个 `subplot_kw` 参数:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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QVVZWUm1tLY2NjZHD4Vi3663Eeo1UVsLpdNLExAQ1NDRQRUUFDQwMkM1mW7fr6fV6OnPmDPX29i45SrLZbHTzzTfrxGLx6wAE5Nu99ASAMcyOSqYAmAH8ccExy97fF8O26R3wq9MLfukAcub9fD+Av8z9nAQgZO7nTADjAOI5XkuUlJRU9fDDDxuWGg5brVaqq6uj1tbWdXvAZ2ZmqK2tjcrLy6m3t5fMZvO6XIcLmyEq87FardTf30/l5eV07tw5mp6eXpfruFwu6ujooKqqKjKZTIs+Z1mWnnrqKXNSUtJ5ABLidm99Av+c/kjn7X8AwKtczrWVtk3vAOcOA69gdkEqx5zi3wXg/zBrSzkP4G0AKXPHfhZAB4A2zNpPPsXxWjvEYvHQn//85yXVQqVSUVlZGU1OTi718ZpgWZaUSiXV1NRQTU0NTU5ObohNwVc2W1TcuH9P9fX1VFVVtW6/J7VaveLf+vTp0y6JRDIOYB/5JyovAbgwdw+/NV9kLrbtorSpbATh4eHXisXiF95+++2kwsJCr8+ICH19fVAqlSguLg6oZ4doNn6iv78fUVFRHq/NVmMrRtSaTCb09/dDp9MhKysr4PFANpsNLS0tiImJwa5duxa5vvv7+3HNNddolErliZmZmZcDduGLjKCoLIBhGCY+Pv47GRkZ33r33XfjxWKx1+cOhwPnzp1DdHT0kjeWvxDN5qj09PRAJBIhJycHkZGRATn3erAVRcWN1WpFf38/1Go1cnJyIJPJAiYu7heKSqXC/v37F8X4zMzM4NOf/vR0R0fHH9Rq9beIiA3IhS8igqIyD4ZheGKx+A9XXnnlp3//+9+LFkZ7Go1GNDc3Izs7GykpKQG7rlarRVdXFyIjI5Gbm7ulxcTNVhYVN1arFX19fZiensauXbuQlJQUsHO7gxqLiooWeYdcLhe+9a1vGV5++eUqpVJ5PRE5ljnNR5KgqMzBMEyIWCx+5eabb77m5MmTMQvfbCqVCh0dHUveRP5iNpvR2dkJp9OJ3bt3b6lpDsuycDgcsNvtnn/nr+3T2dmJ3bt3A5hd4ycsLMwT0h8WFrahUbGrYTKZ0NnZCZfLhfz8/IAF1LlfMu7R0EKeeOIJ88mTJ+tVKtW1RGQLyEUvAoKiAoBhGH5SUtIbd9111ycef/zx6IWCMjIyArlcjpKSkoAsIcqyLPr7+zExMYHdu3dj4RRro3A6nZiZmYHJZPLaWJYFwzAegXD/Oz/uZnBwEJmZmQBm38zzxcdut88a7BgGUVFRXptQKNy0WjFarRbt7e1ITEzEjh07AhJH5HA40NjYCIlEgqysrEWf/+IXv7A8/vjj51Qq1ZX0ManR8rEXFYZhQsVi8bv33Xffwe9///teBU6JCL29vdDpdCguLg7ITajRaHDhwgWkpKQgKytrw97oRLN5QDqdDtPT09Dr9WAYBiKRCNHR0YiMjPQ8+L7kJ/ky/XG5XJ4FxIxGI0wmE/R6PVwuF4RCIeLi4hAXF7eh+T5E5Mn12bVrF3xdT2klWJZFa2srQkNDkZ+fv8h+85vf/Mb2ve99r12lUl1GH4MF5z/WosIwDF8ikbz7mc985oqf/OQnvPnDYiLChQsXQEQoKChYs6HP4XCgq6sLRqMRhYWFqxZoDgRWqxVKpRJKpRIGgwFCoRCxsbGIi4uDSCRaU3LjWmwqLMtiZmYG09PTHoGLioqCWCyGRCLZkDwpq9WK8+fPIyQkBHv27FlztjQRobu7G2azGUVFRV4iabVa8aMf/Yiee+65FqVSeYSILGvt/1bmYysqDMOEJCUlvXn//fdffuLEiahz586hpKQE0dHRYFkWLS0tiIiIwK5du9YsKO7Ryfbt25GWlrauSX1GoxFjY2NQKpUICQmBWCyGWCwOeDJhIA21RLNJhUqlEgqFAg6HA4mJiUhNTQ2Y/Wo5JiYm0NPTg927dwdk1OIuC7p//36EhITAarWirq4O+fn5+Otf/2r77ne/26xSqa74KNtYPpaiMuflefUrX/nK8SeeeCIKmF146ty5cyguLkZ3dzfi4uKQk5OzpuuwLIuenh5otVoUFRWtm1fHZrNhfHwc4+PjCA0NRWpqKiQSybraLtbT++N0OqFUKjE2NgaLxYKUlBSkpKSs2wjGarWira0NERERyMvLW3N5CrlcjvHxcRQUFKCpqQn5+flwLxD3y1/+0vLYY4/Vq1SqT35UvUIfO1FhGIYRi8Uv3HzzzTcs9PJMT0+jpqYG27dv93g2/MVisaC5uRlisRg5OTkBH50QEdRqNQYHB2Gz2TwPXiAMyb6wUS5lu92OiYkJjI2NISQkBBkZGUhOTl6X3+fw8DBGR0exb9++NXuIBgcH0dXVhf379y8aAT355JPmp556qlKlUl1HRK41XWgLctHVU1krCQkJD3/yk5+8fqGguDNT09PToVAokJaW5veNpVAo0NnZiYKCAiQkJASq6wBmjZ/j4+MYGhqCUCjEzp07132KsJmEhYUhIyMDGRkZMBqNGBwcRE9PD9LT07Ft27aAZYIzDIPt27cjPj4eTU1Nngp9/mC1WjEyMoLt27djYGAACQkJXv38zne+E6nRaI688MILvwTw9YB8gS3Ex2qkEh4efjw/P/+PNTU1cfMNc0SEc+fOQSgUIicnxzMVcttYfMUdbalWq1FcXOxXRbXlcDgcGBwcxMTEBKRSKTIyMjZsVLIUmxn8Nn99JLcrN9C/65aWFkRFRWH37t2cRkXzbSiJiYkYGRnBxMQESktLvYy3LMvimmuu0TU0NDyg0+n+ELDObwE+NqLCMExuWlra2aampqT5kZVuLw+fz/ea8nAVFqfTidbWVggEAuTl5QXMRTq/vm1GRgbS0tK2RBHprRBRy7IsxsbGMDg4CKlUiqysrICNXNzhBFqtFvv37/fJPrVQUNwMDAxgenoaxcXFXgJlNBqxb98+bV9f3zVE1BiQjm8FNjujcSM2ALFisXi4ra2NFtLd3U2tra1LZrbqdDoqKyujpWqozMdqtVJlZSUNDw+veBwXXC4XDQ8PU1lZGfX29m5a3ZTl2CpZykSzv6uBgQEqKyujgYEBcjqdATv3+Pg4VVRULFn2YD4Wi4XKy8tJpVIt+XlXV9eS99ng4CBJpdIJADLaAs9KILZN78C6f8HZAku1r7/++qKnUi6XU11d3Yqp8qsJi8FgCHjpSJVKRRUVFdTR0bGuRYjWwlYSFTcOh4O6u7upvLw8oOUotFotlZWVLVuzZTVBIZot0dDS0kJ9fX2LPisvL3clJSV1YLZi4aY/M2vdNr0D670lJSX95pFHHjEu/EMqlUqqrKz0aQSwnLBMT09TWVkZ6fX6Vc/hCzabjc6dO0e1tbWrvhk3m60oKm4sFgs1NjZSfX19wApaGY1GKi8vJ6VSuehaqwmKG5fLRTU1NTQ2Nrbos2eeecYiFotPYc4kcTFvH2mbSmxs7N2HDh36yd///vfY+TYOo9GIpqYmHDx40Gdj50Ibi1qtRnt7O0pKStYcHUtEGB0dxcDAwIrLRKwnTqcTZrPZKwfIYrHAbreDZRdn7xsMhkUr/PF4PISGhiI8PBxRUVGIjo5GVFQUIiMjNyXfx51JnJaWhu3bt6/5d2q1WlFfX48dO3ZAKpUua0NZCYfDgZqaGhQUFCAuLs7rs6985Sv6t9566+dqtfpHa+roJvORFRWGYQ7m5ub+vbm5OX7+Q+/+o+7du5ezK9YtLFlZWRgaGsKBAwfW7IGxWq1oaWlBZGQkdu/evSEP3/wweZ1OB71eDx6Ptyj5LyIiAmFhYUsahpcy1LpcLjgcDlitVphMJk++j8lkgsvlQkxMjFe+z0YYnF0ul1cA4lpfAHa7HQ0NDUhNTcXw8DAnQXFjMpnQ0NCAQ4cOed0/DocDhw8fnm5vb7/NbDb/fU0d3UQ+kqIyt6ZxZ319vWx+1Xsi8twQ/sYgDA8P48KFCzh8+LDX+jX+4I5nycvLW/dMZYvF4gmDN5lMEIlEiIuLQ2xsLEQiEWdvFVfvD8uyMBgMXvk+ERERnnyf9a4ho9Vqcf78eWRnZyM1NXVN5zIajaioqEB2djZ27tzp1zlUKhV6enpw6NAhL3FVq9UoKipSjo2N7SWiyTV1dJP4SIpKcnLy6z/5yU+uv/32271e+z09PXA6ncjLy/PrvGq1Gh0dHdi9e7dn6uNPgJzL5fIkFxYVFQU0xmI+FosFY2NjmJycREhICCQSCcRiMWJiYtY8FQiES3l+vo/NZoNUKkVqauq6JVs6HA60tbV5kgj9cT+7pzw7d+5Ef38/srKysNRicr7Q398Pi8WCPXv2eO1/77332DvuuKNaoVBcRhfjA7rZRp1AbwKB4PgVV1yhXejRUalUVFVVtewCUasxPT1N5eXlZLFYiMh3d/NCTCYTnTlzhvr7+9elQLPD4SC5XE7V1dVUVVVFQ0NDZLfbA36dQBtqHQ4HjYyMUHV1NZ09e3bd+s2yLMnlciovL+dsYF9olLXb7XTmzJlFxlsufamrq6Px8fFFn9166626mJiYr9AWeKa4bpvegYB+GUCUnJw8sdCdaLFYqKyszG9PwMzMDJWVlZHR6O1E4iosGo2GysrK1mVtILPZTB0dHVRWVkbd3d2L+hpo1tP7Yzabqa+vj8rLy+n8+fPr8l30ej2Vl5fT1NSUT8cv5+Vx79dqtX71w2azUXl5+aLvqNfrKTU1VYmLMH5l0zsQyE0ikfzlpZde8nq9sSxLtbW1Pt88C7FarSu+1XwVlpGRETpz5kzA1+zR6XTU1NREZ86codHRUb9HYlzZCJcyy7I0MTFBVVVVVF9fH3AxtlqtVFVVRQMDAyuOGldzG5tMpiVfOr6i1WqpsrJy0d/uvffec0kkkrO4yNzMm96BQG0CgeBfrrzyykXTnsHBQVoqktYXHA4HVVZWrjq8XUlYWJalzs5OqqurC2hUrMFgoMbGRqqpqSG1Wr3hawJtdJyKVqul+vp6qqurC1hcENHsqofNzc3U2tq6pCD7Goei1WqpoqLC72DF7u5u6u7uXrT/S1/6kk4oFN5FW+AZ83Xb9A4E5EsAsUtNe9zRrv48zCzLUkNDg8+h90sJC8uy1NzcTBcuXAjYQ2+xWKi1tdUnsVtPNiv4TaPRUFVVFTU3NwcsQJBlWerp6aG6ujqvEH8ugW1ERJOTk1RdXe3XaNHlctHZs2cXTaPmTYNSaAs8a75sm96BQGwSieSvf/zjHxdNe5b6I/lKT08PnT9/nlOb+cLicrmosbFxybePP7As61nmc3x8fNNXK9zMiFqWZUmhUFBFRQV1d3cHbMo3ODhINTU15HA4OAuKG3/uGzcGg4EqKioW5S6dPn3aJRaLqy+WadBF71IODw+/7rLLLnvxH//4R9x8N+ng4CAsFotf7mOFQoGBgQEcPHiQc/yGXq9Hc3MzwsPDIRaLkZ2dzfn6C9HpdLhw4YKnCnwwS3kWlmUxMDCAiYkJ5OfnB6R2jVwux8jICJxOJ/bs2cM5sI2I0NTUBIlEgrS0NM7X7+/vh8PhwK5du7z233777fpTp059W6/X/5bzSTeYrbM4ix8wDBMmEon+94UXXvASFLPZjJGREb8Ck9xr8RQXF/tVviA6OhqhoaEwGAxITk7m3H4+LpcLHR0d6OjoQGFhIXbt2rUlBGWrwOPxkJOTg/3796Ovrw+tra1eaxP5g0QigcUyW5fan+JXDMOgqKgIQ0NDmJmZ4dw+MzMTarUaer3ea/+vfvUrUXR09KMMw2ydxaGW4aIeqcTGxj7w9a9//UePPvqoV7RUfX09srKyOL9lWJZFTU0Ndu3a5ddbj4jQ2NiIpKQkxMfH+1XoyY3RaMS5c+eQkpKCzMzMDc0FIiJYLBYYjUZP/o97XR/3Q6tUKiEWixESEuK1NpB7qY+IiIgNXVCMaDZ/anBwEHv37kVsbCznc8zP5bHb7RgaGsLBgwf9EvKZmRm0tLTg8OHDnIPs9Hq9J2p7/t/9V7/6le2//uu/nlEqld/i3KEN5KIVFYZhopOTk/t7e3sl8xPbpqamMD4+juLiYs7n7OzsRGhoqF8Fr4kI58+fR3h4OHJzcwFwL/TkPs9aHw4usCwLvV7vyQNyv10jIiI86wHNF7S1t2IAACAASURBVA33A9bQ0IDS0lJPvo/D4YDNZoPFYoHJZILZbAYRITo62pPvs9ZlQXzBXzFeKjlwaGjIUxnfH1EfGRmBRqNBUVER57YXLlyASCTymkI5HA7k5OSo5XJ5HhEpOZ90o9hso46/W2Ji4uNPPfWUZb5By+l0Unl5uV+xIGq1mqqqqvw2gC5X7IlLgJzbvdnc3LyuRZnMZjMNDQ1RXV0dlZWV0blz52hoaIh0Op3PRk9fDLUsy5Jer6fh4WFqbW2l8vJyqqmpoYGBgXUNznM6nXThwgWf3fgrGWW7urqora3Nr/vC7UGcmJjg3NZut1NZWdkiF/XLL7/slEgkL9AWeAaX2y7KkQrDMInbtm3r7O/vT5pfa7avrw8Mw3A2jjocDlRXV6O0tNSvxLbh4WEolUqUlJQs+UbzZcRis9nQ1NQEqVQakDT9hdjtdoyPj3uq0kskEkgkEkRFRfl1LX8NtWazGQqFwpPvk5KSgtTU1HWptzs6OoqhoSHs379/2b/rauULiMizfId7BMoFu92O6urqRRnJvvZfr9cjPz/fs49lWeTl5am7u7sPENEg5w5tBJutav5sYrH4ty+++KKXC9kd+epPKcHW1laSy+Wc2xHN5hSdPXt21euuNGJxh4wHsnoc0eybUq1WU319vSffyJ27tFYC4VK22Ww0ODhIlZWVVFtbSwqFIuCu8pVSI3x1G7tcLqqtrV0yR8cXpqamqL6+nnM7lmXpzJkzi0Z17733HpucnPx32gLP4lLbpneAc4eB9JycHNXCYXpbW9uSFbVWQ6VSUU1NjV83s9ls5pRTtJSwqNVqv5LbVsLlctHo6ChVVlZSU1PTsmUQ10Kg41T0ej21tLRQRUUFDQ8PB7TOrMlkooqKCq8Sk1zjUOx2O5WXl9PMzIxffWhqavJLlJRKJTU0NCzaX1paqgZQSFvgmVy4bXoHuG7Jyclv/v3vf/dSFKPRSJWVlZyFwW2D8Scy0x0ByTU4ar6wKJVKqqioCFg+EMuyND4+TuXl5dTe3h7wPKP5rFfwm9Vqpa6uLiorKyO5XB6wkYvNZqPKykoaHx/3O7BNp9NRRUWFX/Yum81GZWVlfmVe19bWLgribGxsJIFAoASgBNBOS7+AGQD/DaAfwHkA++Z9dg2AnrnPvrNUe3+3TRcJTp0F8vft26daeKM1Nzf7NXXo7u5eshCxL7S1tVF/f79fbXU6HZ0+fZrKysrIarX6dY6FqFQqqqyspNbW1oBNcVZivSNqbTYbtbe3U0VFhd/JoAtxlyp47733OAuKm5GREWpoaPBL7ORyuV/RttPT01RbW7tof0lJiR7Av64gKscBvDsnLgcB1M/tDwEwACATQBiANgC7lzqHP9tFFfwmlUqffuaZZxIXrp1iNpsxfy0fXzCbzZiamkJmZibnfoyPj8Nms/nVFpg1DvL5fLAsC4djbcvp2mw2nDt3Dv39/SgqKkJhYeGmLjIWKMLCwpCXl4fS0lKMjo6ioaHBE5TmLy6XCy6XC2FhYX6fa9u2bRAIBBgaGvKrrV6vXxTYthqxsbHg8XjQarVe+//4xz8KExMTV4pZuR7Ai3MaVAcglmEYKYBSAP1ENEhEdgCvzh0bEC4aUWEYJkMsFucdOnTIa39PTw9yc3M5ezDcFdy4BmhZrVb09vZi7969fnlNtFoturu7cfjwYezfvx+NjY0wGo2cz0M0G89SU1OD5ORkHDhwYM3r/25FIiIisH//fmRkZKC+vh6Dg4PutzAn3F6ePXv24MiRI5DL5VAoFH71KS8vD6Ojo5z/bgzDYM+ePWhvb+f8HXbu3Imenh6vfTt27EBubq4YwHJvkRQAo/P+Pza3b7n9AeGiERWJRPLwd7/7Xa8wV7PZDLPZzDlyVqvVgmVZzqMboln3or8Fqg0GA86fP4/S0lKEhYVBJBJh3759nIXF4XCgubkZarUaR44cgUwm2/Dq+xuNWCzGpZdeCrPZjPr6ethsNp/bLnQb8/l8lJaWoru7G9PT05z7EhISgoKCArS2tnIWB5FIhKioKExNTXFqJxQKwePxoNPpvPafOHEijsfjLVfgeKmbglbYHxAuClFhGCY6NDT0hhtuuMGrv/39/cjOzub0QBEROjs7vZY49ZXR0VEIBAJIJBLObS0WC5qbm7Fv3z5ERER49nMVFq1Wi+rqakilUhQVFW3K0hebRUhICPLz87F9+3bU1NRAqVw9qHS5OJSwsDCUlJSgtbXVr5FiXFwcEhISMDAwwLmte9Sx1NIn//jHP5Cbm4vs7Gw8+eSTXp/l5OTgb3/7G/bu3Yu9e/ciPz8fX/ziFxESEhLJMEwywzDDDMNcYBimlWGYJsyOQLbNO0UqgIkV9geGQBln1nMTCoX//vjjj3u5MtxxKVwNZhMTE9TS0sKpDdE/3cf+WO+dTidVVlauaBz0JfJ2eHh4ybiF9YRlWbLZbDQzM0MajYampqZocnKSTp8+TZOTk6RWq0mv15PVat3QcgwWi4Wqqqqor69v2ev64uXR6XRUXl7u19/V5XJRRUWFX+EAnZ2dNDQ05LXP6XRSZmYmDQwMkM1mo4KCAuro6PA6pqqqynOPvPXWW3Tw4EGSyWRsUlLSTwEMA0ikfxpq/wXehtqGuf18AIMAtuOfhto8CtDzuuUjahmGYSQSyVBXV1f6/MWXent7ERYWhoyMDJ/PRUSorKxEaWmp12jBFxobG5Genu7XUhptbW2IiYlZ1bC7XOQtzY2uzGYzioqKArYI+UJcLpdXHpDRaAQReRYICw0NRWhoKBiGwfDwMNLT073yfux2OxiGQVRUFGJjYz35PuvVX5Zlcf78eRARCgsLvexjXBb6Gh8fx/j4+LIR0Suh0+nQ0dGBSy65hFNbh8OBqqoqHD161JMPVVtbix/84Ad47733AABPPPEEAOChhx7ytJucnIRarcaePXuQnp4OnU4Hk8kEImJZlp0G8AQAExH9mpnt0DOYdR+bAXyZiJoAgGGY4wB+gVlP0PNE9BinL74C6/PXDixHjhw5EjNfUFiWxfj4OC699FJOJ5qcnERcXBxnQVGr1WBZ1i9Bcdfm2L59+6rHzp8KuYXF5XKhubkZMTExfie2rYTFYsHU1BQUCgWsVqtHDLKzsxEdHb1sAuDU1NSimh/A7N/GZDJhenoaY2NjaG9vR2hoKCQSCZKTkwO6/AaPx0NhYSEGBwdRV1eHkpIShIaGcl45MCUlBVqtFv39/ZyTSWNjYxEVFYXJyUnIZDKf24WGhkImk2FkZMRzb4yPj2Pbtn/OSlJTU1FfX+/VLjk5Gd3d3ZiZmYHBYMDQ0BDi4+Nx4sQJ49NPP+0CcCsAYhiGJaJnAdy31PWJ6B0A73D6sj6y5UVFJpP9vwceeMBr1a6pqSkkJSVxegMSEfr7+1FSUsLp+u5Rwr59+zi1A2ZHHkNDQ4tS2FdivrDs27cPnZ2dSE5O9kmUfMXlcmFiYgKjo6NgWRYymQx79uwJyAPP4/EQExODmJgYT4atxWKBQqFAW1sbWJb1LOYWCHsQwzDIyspCeHg46urqsHfvXjQ3N3NeOTAvLw+1tbWIi4vjbPjftWsXampqIJFIOGVhZ2ZmoqqqCunp6eDxeEsafRfeNwzDIDU1FadPn/Za0O7rX/+68LXXXhtSKBT7GIYRA3ifYZhuIqrk9GUCwJY21DIMEycQCEovueQSr/3Dw8Ocpj3A7IpwMTExnEcpcrkcCQkJnN21LpcLra2t2LdvH+fhv0gkQkFBAc6ePYuEhISACYrNZkN3dzcqKythMplQWFiII0eOIDMzc90W8AJm3cIZGRm45JJLUFxc7Bn6d3R0rDn2xE1KSgrS09Nx5swZ5ObmchYGHo+Hffv2ob29nXPskEAgwLZt29Df37/k58sZX90juA8++AAikQgPP/wwXnvtNfzwhz8EAIyNjcFoNC5q65723HzzzZ5z7dixAzKZLIVhmAyaLYvwBmbjUTacLS0qQqHwy1/72teEC6u6ERHnh9ztKeKCw+HA0NAQduzYwakdMGvzSUlJWbSIuS+41//dsWMHxsfH/fJOzMdut6OzsxO1tbWIiIjA0aNHsXPnznUVkuWIiIhATk4OLrvsMsTGxqKxsRHnz5+H1Wpd03mtVisGBweRm5uLvr4+v4IKIyIikJWVhY6ODs5tMzMzMTk5uUgkXS4X7rvvPrz77rvo7OzEK6+8gs7OTq92drsdl156Kbq6upCUlITbbrsNdrsdr776Kj744INFbS0WC4aGhnD55Zd7zmMymXDffffFJSUl3c8wTBSATwJo5/xFAsCWnv5ERkZ+9ctf/rLXmqAjIyOca3+6FyDn+oAPDg4iIyOD8zB9enoaGo0Ghw8f5tQOmJ1unTt3DsnJycjMzIREIvGysXA91+DgIEZGRpCZmYmjR49uaDW2leDxeEhJSYFMJsPExATq6uoglUqRnZ3NuZDTQhtKZGQkGhsb/aoxnJqaiomJCSgUCk6hAzweDzt27EBfXx8KCgo8+xsaGpCdne0x0t900004deqUJ6QhPDwcPB4PMpkMfD4fzzzzDK6++mq4XC5ceeWVGB4exunTp73aSqVSmEwmKJVKz5KrCoUCv/zlL0O0Wu0JzBpmXyaif3D68gFia9xhS8AwTGpqaqpwfllHIsLk5CTntWuHhoY4h9Q7HA5MTExwFjC3R8LfiNv29nZER0d7+utvgJxOp0NVVRXsdjuOHj3qmbdvNRiGQUpKikfwzp49C7Va7XP7pYyyKSkpkEgkaGlp4RycxjAMCgsL0dnZyXm0I5VKMT097TXqWsr4Oj4+7tVOIBBAKpWisLAQTz/9NN544w0MDAzgqquuwrZt23Dvvffi3nvv9bS98847cfLkSWi1WrhcLgCzI54LFy7g2muv1QH4UiC9OVzZenfZHFFRUTfccsstXrUUp6enObso7XY7dDod5+jZ4eFhpKWlcX5rDg0NITk52a+QeblcDrvdvqhgNxdhISL09vbiwoULF1WxbHcR65KSEvT29qKjo2PJ4LD5rOTlycrKgkAgQF9fH+e+hIeHY/v27cu2Xc5G4jYav/322ygoKEBBQQEeeeQRr5ydBx54AK+88gr27t2L/fv3AwBKSkpwxRVXoLa2Fvfffz9uuOEGAFjRcMswDMRi8aIAwFtuuSUhISHhJs5fOoBsWVGJjY29/YYbbgibv298fBwpKdxSFMbHx5Gamspp1OB0OjE2Nob09HRO17LZbBgdHfVrWY7p6WnI5fJlRzi+CIvVakVtbS1cLhcOHz4MoXDLF15fRFRUFA4dOgSBQIDq6mqYTKYlj/PFbbx7926oVCqfIm8Xkp6eDrVavej6q9lIUlJSEBkZiffffx/nz5/Hv/3bv+HDDz/0av/Vr34Vra2taGpqAjAbgp+ZmYmRkREcP34cDocDarUaqampGB39Z4rO2NiYl9s6JSVl0ajn2muvZUJDQz/L+QsHkC0pKgzDRAsEgoz5Xg8iglqt5jziGB0d9Rp++oJcLkdqaipnr01XV5df6/LY7Xa0tbWhuLh4xbYrCYter0dtbS2ys7Oxa9euLTnV8RV3SdD8/Hw0NDRAo9F4fe5rHAqPx0NxcTE6OjpgNps592H37t1ob/e2dc63kYSFhXnsHPPb7dmzx9Pn2267DSaTCUNDQ7Db7TCZTLjmmmu8zjk1NQWpVIrJyUnU19eDZVkkJCSgpKQEfX19nravvvoqPv3pT3vaiUQiGI1Gr2VJYmNjIZPJhAzDBCxBkCtb8s7j8XhX3XjjjV6Zl1qt1pMC7it6vR7h4eEQCASrHzwHzWX/cnVZ6/V6mEwmzvYemktSzM3N9ckbs5SwKBQKtLS0oKSkxK8Ava1KXFwcDh48iI6ODoyNjQHgFikLzE5lCgoK/LKvJCYmgsfjQaVSefb5YiNJTU2FQqGAy+XCCy+8gGPHjuHqq6/Grl27EBUVhRMnTiAtLQ233norAOAvf/kLCgsL8cEHH+DkyZN49dVXwTCMl+F2165d+MIXvuC1ON5yU6Bbb71VFBERcQOnLxtIAhXvH8gtJSXlrbq6Oq+ch/b2dlq4VvJqtLe3cy7hp1Ao/MoNqq+vX7IO6mqMjo5Sc3Mz53buXKGBgQGqrKz0e2Fwf9nIZU8dDgdVV1dTb2+vXxXbiGbvBX+KahkMBqqqqvL8/89//jPdddddnv+/+OKL9PWvf31Ru87OTnrvvfdo586dpFarPfvd96NCoaCCggI6c+aM5zO1Wk3nzp3j1D+NRrPo/hkYGKCUlJQG2qTnd8uNVBiGCWFZ9sDCyFeVSsVp6kNEUCqVnDOK5XI551HKzMwMnE6nJ7rRV6xWK/r6+rBnzx5O7YDZEUtqaio6OzuxZ88ezF9VIBCwLAuNRoPBwUG0tbWhuroaFRUVns1gMHh+rqqqQmtrKwYGBqBSqTweiUDB5/NRWFiI3t5eJCQkcA5sA2Yzg93BZEuxnPE1OjoaAoEAKpUKJ06cwAMPPIDXXnsN586dA7B8gJrZbMaFCxdw6tQpr4Xp3DYRsViMG2+8EQ0NDZ7P4uPjodPpOP3+4uLioNfrvUZhc1OzjLl4lY1ns9RsuQ3AJV/84hf/Ke00+7ZYOHJZjaUUfDUsFovXm8NXGhsb/Xp7NjY2+l0qUaFQUGVlJanVap/XFVoNu91OQ0NDVFtbS2VlZdTS0kLDw8Ok0WgWjYTmj1TsdjtpNBqSy+XU1tZG5eXlVF1dTf39/QEpl+nONlYoFFRTU0Ojo6N+nUer1VJ1dfWirObVsoP1ej2dOnWKrrnmGrLb7SSTyaiwsNBzbGpqqlfb999/n7Kysuidd97xymA2Go2ewtlGo5EOHTpE7777rldf2tvbOa8T1NLS4jUaIiJ68MEHZwDcQJvwDG+54DeJRHLrLbfc4lWMiesoBYBf8SwjIyOcPT5GoxE2m43z21Oj0cDlcvlVm0Wn06Gzs9PjJVmYhMiV6elpDA4OwmAwICUlhXMeUGhoKOLj4xEfH++V7+M2PEZERGD79u1+jTAW2lDi4+NRW1sLgUDA+Z5wJ5O6DaNuVgtQEwqFmJiYwJ133onQ0FD89re/xQ033IAdO3bg6quvXhSg9tBDD0Gj0eD3v/89Kisr8f7776OpqQkKhQI33ngjgFkP4y233LLIaCuVSjE8PMzp3k1KSoJKpfIaEX3+85+Pee21174M4E1Ov6RAsBlKttKWnJw8tLC6fX19Pec3cXl5Oeeq5/7U1Th//jznN4t7PRd/RhdWq5XKysoW1VThshKiG3dB5bq6OtJoNJzqoXCxqUxPT1NTUxNVVVUteqOuxHL1UJb7HXA55/wlQF5//fVFdpL77rvPq92dd95J77zzjuf/V1xxBTU2Nq7Y1uVy0Ycffsjp98qyLJWVlXFqY7PZ6OzZs177XC4XJScnT2FuaeON3LaUTYVhmJi4uLjI+avJERFMJhOnN6fRaERERAQnl7DBYEBERASnkHyXywW1Ws15tDE2Nob4+HjOowqWZdHc3Iy8vLxFvw8uAXIOhwOtra3o6upCbm4uDhw4gPj4+HUrSRkbG4vi4mLs2bMHAwMDaGxsXDXXZyUvj0Ag8GQjc7XfhIeHIyUlxatwNdHq2cFKpRIsy3qVsWQYZsW2PB4P8fHxi1ziK8EwDOLi4hYVuV6JsLCwRUXU54IJGQAZPp8oQGwpUQGw98CBA15KoNfrIRQKOd3wSqWSs2t1YmKCUz0MYNa9KJPJOLm5iQgDAwN+LQLvNlQu9918EZapqSlUVVUhMTERBw8exPw6NeuNUChEaWkptm3bhtraWq/Arvn44jaOi4vDtm3bFsWR+EJsbCzOnDmD3bt346qrroJQKFwUZBYZGYnLL78cu3btQl5eHqanp2E2mzEyMoIf/OAHOHPmDG6//XY8/PDDaGlp8Wo7/z5y5zZxYSk38WokJCQsqrd79OjRKADFnE4UALaUqERHRx+89NJLvULztVqt11zRF1QqFWdRUSgUSE5O5tTGn+TG8fFxJCYmcoqdAWbtKCqValUxWk5YiGbrwsjlclxyySWco4wDSXJyMo4cOQKlUumpseKGSxxKRkYGLBaLVxyJL/z0pz+Fy+XC22+/jWPHjuGDDz5YFGR27bXX4uc//zm6urpQV1cHuVyOX//61xgbG/MIR0dHB7q6ujA9Pb1sgFpiYiI0Gs2SI5rlSEpK4pT/BGDJEdGhQ4eiJBLJZZxOFAC2lKjExsZesX//fq8+abVaTq5almVhNps5TZdMJpOnVKKvGI1G8Pl8TvVZ3KMUrmH8LMuira0Ne/fu9WlUtFBYHA4HGhoawDAMSktLOQvaehAaGop9+/YhOjoatbW1sNlsnAPb3Ml/7e3tXlGlq3Hq1CkcP34cIyMjuO222/DWW28tCjL7xCc+gYaGBvz6179GTEwMiouLERUVhffffx9dXV0eg+tqAWo8Hg8ikYhT1X73fcgloTE+Pn7RlKm4uBh8Pp97qvwa2VLeH6fTmbewRKHBYOBUskCv1yM2Nnb1A+ex0BvgC/5Ml9RqNUQiEefFvoaGhiCRSDj9HtzC0tDQgJCQEGRlZSE1NZXTddcbdwKeW1hYlkVBQQEnL5G7AFRfX9+S5S2XQqFQIDU1FQaDAUSz8UzHjx/H8ePHvY679957Acwml7a2tqK9vR0WiwXbt2/HY489hvLycuzfvx8///nP0dvbu+z1kpOTMTU1xenl6B55+Dp6FggEcDgcICLPCDQ5ORlEJGMYhiEuQ6U1smVGKgzDRItEovD5owWbzYawsDBOw3SuIxtg1r3L1d05NTXFebrkT8U6m82GkZERv5IUIyMjwePxYLPZOAvtRiISiTwPhD9FrTIyMqBUKr2S/6688krk5+cv2ubn6aSnp0Mul694bqPRiM9+9rP4xS9+AaFQiKSkJGRkZKC/vx+tra2QSqX45je/ueI5EhMTORlegVkbCdc20dHRMBgMXvu2b9/OAOA2R18jW0ZUAOwtLS316o9er4dIJOJ0Eq6i4o93yT1d4hLFarVaPYWludDX14ecnBzOyY1EhObmZmRnZ+PAgQN+r4S43rinPEVFRdizZw8aGxs5e3TcdVt/9atfIScnB1dddRVef/11tLe3L9q+8Y1vwGKxIC8vD0ePHoXD4UB+fj60Wi2uuuoqT/vp6Wk4HA589rOfxa233orPfOYzAP7p0TEYDODxeLj77ru9omKXIiwsDC6Xi9MUbanpzGqIRKJFS6puhrF2y4hKVFTUwaNHj3q5IvyZyhiNRk6u2pmZGc7eJX+mS/5kS9tsNqjVas7lHoDZjGl3KL+/hZ7Wm4U2FLFYDJlM5ll2gwu/+c1vkJqaipaWFhw7dmzRQlzzufvuu3HbbbehqakJ7e3tuPnmm/Hkk0/i2LFj6Ovrw7Fjx/DEE0/grrvuwq5du/Dggw96tY+IiPB4dN544w3k5+ev2j+uIhEWFgan08np97CUqBw6dChKLBZvqLF2y4hKXFzcIiOt+4H3Fbvdznm6pFarN8S7xHUJB2C2rm5WVhZnL83k5CQMBoNXsae1CIs7HmdoaAgdHR1oa2uDxWJBR0cHBgcHoVKpOL2FgeW9PO5yF6tNSxZy6tQp7Nu3D729vbjjjjvw5pvLB5KeOHEC77//PnJycvDWW29hx44dOHXqFK6++mocP34cd9xxB1599VW89NJLKCsr86wI+M47syta/PSnP0VZWRkKCgpQXl6OkydPrto/txeIC9HR0Zz+ViKRCDMzM177iouLERoaeoTThdfIljHUOp3O/PlWc2B21MFlWqLT6ThPlzQajc8GPmDWE2OxWDA/QG81zGYz+Hw+p+mSy+WCUqnk1DdgVljdC8AvFKOl1hVa6fpTU1MYHR2F1WpFfHy8x6bA5/M9qRPudYM6OzsRGhqK1NRUT73V5VjJy+OuR1JVVQWJROKzd02hUCA3NxeVlZXIy8tbNs6DYRjcdNNNYBgG3/72t3HPPfegubkZERERKCoq8giH24i7FO7w++bmZp89hv4skeoeefhqZwoLC1u0xrRMJgPLsikbaazdEqLCMAwvPT3dy0jrDvnlUvBoZmaGs6iYzWZO0yV/7Dz+5CGNj49DKpWu6kJmWYJca8aI1gyF3oqWniG4+FGoeLcXTnb2HhJFhCI2MhSJ0QJkJkVjR17BssJCRJDL5R6PU35+/pK/Hz6fv2i0ZjabMTo6irNnzyItLQ3bt29f1H+3oGTu2IVRcwjqz09iQmeB2mSDzcHC7mJBRHBZBfjNz/+M+rMVSI4OwW9+9iP8+923QzE16TmX3W7H6OgokpOTYTAYIBKJcPLkSaSkpMBqtSIlJcWTH/T444/j+PHjqK6uhkwmg1KpxFVXXYWdO3ciOzub83pQbkOqr9HUYWFhi7wzqyESiaBSqXz22rlrsDgcDi+xk0gkzOTkZBwAbkYaP9kSogIgISkpyasgqdVq5ex6NRgMnKYyTqcTPB6P0/TCH0+RQqFAUVERpzYjIyMoLl5sX7M6XKgd0KC6X43z43p0TszAaPOeekQLLOCH6MDnMWAJmLE4PALjJiVWgO3tVThenINrC7chLioMBoMBra2tSEhIwJEjRzivIhAZGYnc3FxkZWVhcHAQZ8+eRUFBAeLi4mCwOlDWOYm/VHdh3BqKofeaMP+9GcbnQTC3AQymDWa4mESg6HOYAPCp35xD2IEHsVMag9KMeBzITEBpRjxEkbN9zM3NhVarxeWXX46BgQFERUXhgQcewLe+9S2vPi5VeuCSSy5BQUGBR/wnJydXnd4mJiZyTtGIjIzkNMqNjo72SifwtY3JZPKyRW7btg2tra1SfMxERZqamur1SuPqkQG4G2kNBgPnOq5ardaTveoLLMvCbrdzCpKzWCxgGMbTxmB14G/nJ3G6Ywo1AxrYnCwEfB52y4T4zL4U5MtE2J4UhYn+ThzaKY6xEQAAIABJREFUuxviRG/vFxHBaHNCMWPDgMqIfqUR58d0qBvQoOqtbnz/bz0oSYtBUawNd129Hwlxa3M/8/l87NixA5JkKV483YhGTShq5QY4WEKMIAT7M6Lxqb2pyJMJsS0+ErLYCAjD+V7inpubi3+88y66BkYQGi/D/Q8/ii//+0NoGdXhxTo5nqsaAo8BDmUl4LoCGXbvLcG5urOeVf+WWhLXZDKBZVnExMTAZDLh9OnT+P73vw8+nw+RSISXXnoJ//Ef/4EXXngB119//YrfMT4+nnNRbaFQiJmZGZ9FJSIigvNia5GRkTCbzV6ikp6eHgZACoD7gkZ+sGVEJSMjw8vgYLFYOK8m6HK5OL1dZ2ZmOMdFcI3W1el0nD1YExMTkEqlaJZP49WGEfzt/CQsDhfSEyJxc2kartgpRun2eISH/nNqqNVqQcKwRYICzA6LY8JDERMeimxxNK6eM12xLKG+dwK/L2tDs8KA2mHCm0PNuPtoJm45kAYB378q/A4XizdaxvE/5f0Y1lggDLPishTgC5fswhUFGeCHrO4fUCgUyMnKhNlogFgcA03j23jo+IsAZkdrbaM6nO1T42/nJ/DQXy+AyfgiQgT5yDp4NY4VZuDYsWP42c9+ht/97ncwGAy4cOECpqenly09kJ+fj7NnzyInJwdpaWl4/fXXV+xfaGgo5+mMW1R8jW9iGAYMw4BlWZ/zy9yiMp/09PRIzIrKhrBVREWWnp7u9aSazWZOD7zT6eRccHpmZoaTrcOf6RJX7xIR4fT5UfxjPARtY12IDAvB9XtluKk0DYWpomWvPTg4yDlJkcdjkC5k8KX8aHzB4YAlLgsvNU7iv97uxO+qhvDdf9mNa/K5BfhV96vxn291oF9pRJ5MiF98Ph9RugFECMKQGsfzEpQrr7wSU1NTi87x2GP/XLImJyfHK2EPAMJDQ3AgMwEHMhPwzU/uQKtcg3/52n8iqfTT0Mv2YDJFiIxYM3p6+xDKD8H3vvc9fPOb38Tzzz+Ptra2JfudmpqKEydO4Le//a3P3zUiIgJWq9Xnl19MTAwmJydXP3Ae4eHhsFqtPo9uIiMjF6UEpKamhsXGxnJb+GoNbAmXcnx8fGZqaqqXwHEdqZjNZk4eGYD7FItrygDALdamqk+Nz/xvDX5cb4LKYMePrs9DwyNX4snPFmDvtthlBcVdpZ3riGhmZga9vb04dOgQSvbvR7R+CM/fugcv3VWKaAEf9/6xGV/7UzP05tVzUEw2Jx7663nc+lw97E4Wz95WjL/cvR+xhiEUFRbg0KFDaGlpwbXXXgsej4empiZ88MEHSwaoCQQCmM1mZGRk4L//+789ayEtFaDGMAxG2qqR7+xD3cNX4tEb8mGyufBsuxOfeqYaVf0anwLUYmNjF8V4rIZ75OErbnsHF5YaeazEUlMmmUyGqKioDROVLTFSiYyMzFw4YrDZbJwS3/yZLnE1BvtjgzGZTKvaeab0VvzX2x14t30Kkpgw3Ls/Fg/ccNDn6cfY2BjnrGN3kmJRURFCQ0MXuZvfvv8Inq0cxC8+6EXb6Fk8e3sx8mRLe72G1Cbc/WITBlRG/NtlmXjgyh2Ay7HIbZyVlYVvfOMbKybKudfVueOOO5CRkYFXXnkFRIRbb73VE6D2ne98B08++SSefPJJ/PjHP8Yrr7yCm2++GRFhIfjSwXTcUpqGX71VjVc6Lbj9+Qakh5mQWbRyXp0/3hm3qPhqrOXxeJyD+riKikAgWORWnvMiblio/pYYqTAMs22tosL1+HnX9vlYrqMhl8vlmRcv+TlL+EP1EK586gzKupX49tW5+N1ntuFLB9M52TOmpqY4B9bJ5XIkJiZ6ucfnC4vNYsZ9l2fj9XsvAUuEz/+6Fmf7FpcYaB3V4TP/Uw2N0YY/3nUAD127a0lBAYCCggLs2LHDszLfUrhLOz755JMoKyvD+Pg4XnzxRezevXtRgNqbb74Js9mM999/3xNGD8xO64Yq/4pL9B9C0PV3jFr46Nj2aTxT1gena/lVD91TDV/h+sAD8NhIfGUpkViJkJCQReeXSqVwuVwbZlPZEqLicDikC0WFZVlONhKuouJyuTgvuMV1ZGM0GpedLk3prbjp2Vr84O1O7EuPw+kHjuK+y7NhNRk5jYZcLhdn75LL5cLw8PCSSYoLI2/3bovFm/cdRlp8JO56oQmVvf8UltZRHb70XD2iw/l442uHcTg7cdXyBRkZGcjKylr2wXKvq5OQkIAPP/wQJ0+exLFjxzxTIneAmlQqhVKpRGRkJDQazaLYoSeeeAI3fvpT6Dn1P2j6wXW4Nl+Kn53uxed+XYtB1dJRqkKhcFFC3kpwFSGAu0gIBALY7XZO11hIdHQ0iIh78WI/2RKiwjBMJNepy0LsdjsnUfEnDobrFGu54/8/e18e32hd5/9+cvS+j/RM7+l9TWemnZnOwKzuiriuiCggXquuJyiC/kTEXRVBVkRluVYUXVFggRVUGEAE2mmn933fd9M0d3M0d/J8f3+kCU2TtM83PaaDvF+v5zXT5LmSPM/7+ZzvT/OUEh946CJGpXr8/PoqPPnZE8hOdMV2aNPiwXRlS6VSpKamBsyUbSWWlJgwPPvFk8hPjsIX/9CD3sU1rKyz+Nf/6UJCZAj+70unkZMUCYvFgvr6enzlK1/BuXPn/HYH83g8jIyMBHzCB5JnTEpKwtaK6+2w+WZMiAzBIzfV4KGPH8Wcch0feOgi/tgr8dmGNoUbDKnQHiM0NJT6GP6sIYFAIGQOSJXrUMRUhELhrs9jaxXhTgjGXaLdZitxsSzBg29N4+GGaRSKovHoJ2pQIHqbQNw3FI0FpdVqqSUhl5eXUV1dve06W2MscVFR+P3navHRX7bh07/pBEOcCA8NwVOfr0NqbJjHQnn99dd3LA6cmJgISCqB5gfHx8ejtLSUqkAtJCTE0w8GAB+qSkdtTgJue24A3/q/QUzLDfj2+4vB57nutbCwMCpLJZgYCa2lIhQKqfuqBAKBjyUeGxuL5eXlaADcI8tB4pJbKgzD8Ph878KFYFwTh8NBJQ9Au74bNGS/Od1oc7C47fkBPPTWND5yNBN/vrnei1AAemsL2N7F8geHwwG73c4pNrSZWLRaLaRzE/h6OUFBvAAp4cBt1XyoFieg1+upFNusVit4PJ7fJ3ag+cHR0dGoqKjAk08+CQCcCtT8WRKpsWH4/edr8cmTWXi8eQ5f+kOPpyI5GMsD8G9dBYJAIKAiCdr1A20TGRlJAOzOHeCIHe9chmF+yzCMgmGYkU2vVTMM08EwzADDMD0Mw9Rueu9OhmFmGIaZZBjmqk2vn9tY9/4th+ALBAKvX8XpdFLf8Ha7nWobp9NJXddCC7fIlMnmwBd+34O/DEjx/64qwgMfq0R4iO+xzWYztUsWjLtEUzcTGxuLyspKtLS0ICIiAh95/z/gL7f9I/79dCQ+/s//gKSkJDQ1NaGwsHBHQvnTn/6EzMxMtLe345lnnsG3v/1tAC53zK26FkieMSwsDGKx2NNd/MYbb+A73/nOtscL5GoI+Tzc8+EK3H1NGRonlfjYL9uhXrciLCyMyooA/AdGd1qfRi8mWFLZmmHbsOI53SAMw7x/4/6dYRjmOxuvpTMM08AwzF8Yhtn2guNykN8BeATA7ze9dj+AHxJCXmMY5gMbf59jGKYUwI0AygCkA3iTYZhCQogTwFcAnAVwD8MwxYSQCfc5bCUVmgrCzdvQkATt+sHA6XTCaCf4/BOdGFzW4j8/UoEbawNn9jab6jTHoB1FQpsWl0gkKCwshEQiQVpamofErFYr5ubmUFJS4qMi7w/XXnutp6JVLpd7pADS09M93cEA/Eo7upvl3nrrLc7n7XZ/AuHTp3KQlRCBL/2hF594ohP/8+mj1AJRPB6P6gHlXp8rAo0B2ekYW7fZuEZ2vFAYhuEDeBTAPwGQAOhmGOYlAJ8G8DUAeQA+CeCXAY+/00EIIc3wbUQiANxXZiwA9wyCawA8SwixEkLmAcwAcFsxvI3tWACbfQjB1puCplYg2G1oLRWWZanPyWh14ObnRzG6osdjn6jZllCCOadgQJsWt9vt0Gq1OHLkiFfwlhDicXkKCgrgcDio0qvBpmNpbjAuVsG5IhGe+MxxzKuM+OyTfdCauYtNcz3GbtYPBv6+J6FQyICbEVELYIYQMkcIsQF4Fq77mg/Xvbv1/vVBsDGVbwD4KcMwywAeAHDnxusZADYPc5FsvAYATwBoA8AjhIxvWseHVIK1VGi2ob2Bade3O1n8rEOLEakBj9x0FO8v37lMgPYYwchjOBwO6v6o+Ph4MAzjibG0tbVBr9d7xVDCwsKo5tvw+XzI5XKqc9fr9VTuic1m41TxevZIMn796eOYkK/jK38zYEnNnewMBgPVOTkcDmi1Ws7rA6Cu9PV3TuPj49EAuPi9ge7hRwA8DuDLAJ7abgcMlwuTYZgcAOcJIeUbfz8EoIkQ8gLDMNcD+CIh5B8ZhnkUQDsh5KmN9X4D4FVCyAvb7Duhqqpq6cEHH/TUyzudTlgsFuqphJGRkZytCavVCoZhOLsbbi1bLvELlhD8etiKdqkT/1oqxLksbsew2WwghHAO1hJCqAO1JpMJoaGhnMnLHdh1B5xZlvVYKlFRUZ79GI1G8Pl8zjEhlmU9Gihc4RYs4vrwMJvNIIRwtsz+OGXF+TkHUiIY3Hc2HDwO15JOp0NkZCRnF9RqtcJut++rho/BYEBYWJjXw+Pqq68mFovlSkLIxe22ZRjmYwCuIoT828bfnwJQSwj5GucT4DIbFa7RiSOb/tbhbUJiAOg3/n8ngDs3rfc6gFM77DumsrJSvnkOrNFoJB0dHYQGzc3NVLOTFxYWyOzsLOf1nU4naWpq4rTu/X8dJ9l3nCd3/L6Rat6vVColExMTnNcnhG6mMSGEDA4OUs0ztlgsnjm97jnEKpWKvPnmm16zmzs7O4lOp+O8X4PBQLq6uqjO/cKFC8TpdHJef25ujszPz3Ne3263k//4w5sk+47z5Ecvj3LapqOjg5hMJs7HkEgkZHJykvP6hND/xv39/USj0Xi99r73vU8OoIDsfK+fAvD6pr+97mkuS7DujxSAW0z3PQDcwhIvAbiRYZhQhmFyARwBsH0nF+Cw2+1ej4S9Ck5tB1rflmt5deOEAo82zuLGE2J8tCTq0PnbwRRfhYSEQCqVoqOjAxUVFUhMTASfz/fEWGQyGWw2G1UAOJheLUIIlYsbjEt8VV44/vV0Dp5omcfz3f7Hsm7dZj/d6GDg73uy2+0EAJc0UjeAIwzD5DIMEwJX4uUlmuNzSSn/L4B2AEUMw0gYhvk8gC8A+BnDMIMAfgzgixsfZhTA8wDGAPwVwM3ElfnZDo6tKTMej0eVpgtmG9pUIBe3Sqo147bnB1CSFoMffKjMU4TEFUKhkLokm2EYqmNER0dTddYCLvmB3t5e5OTkeKWjY2NjUVhYiO7ubuq5RLRaNpuenJxBm01z3/Df++cSnClIwl1/HsawZPt4Bm1N1UHEzfwlFTYe3DuSCiHEAeAWuLyMcQDPb9zXnLGjI0gI+XiAt/zOEiGE3AvgXn/vBYDD4XB4fQPBPLHd+Xyu8Yi9tgrsTha3PNMHu4PFY5+oQZiQv2NKcyuCKb5yt9NztRISEhIwMzPDef8WiwWDg4OoqanB4uIi5HI5EhMTYbVa0d3dDYvFgmPHjmF8fBxRUVGcYwVqtZpKQS+YwkDaVgw3CQn4PDxy01Fc9WAzbn9+AC9/7YyXINZmBFPKQEN0wRRp+iszoLBUQAh5FcCrO64YAJe8opYQwrKst4DqbkiFK/h8PnVRERD4yfFwwwz6lrT4z+sqkZvkCjDTkkQwfR7+ptJth5CQEBBCOGUs3KX3FRUVyMjIwOnTp1FaWorQ0FAwDIPCwkKcOXMG6enpVOM/nE7ngWjZ7KZXKy4iBD+5rhLTinX8/I3AI00JZSkDrZhYMKTibxuLxcIAoC8XDgKXnFQAwG63e93dwfQ9ueX9uIK2BwMIXEw1o1jHf1+YwYer0/EvVW8XgNHGL9xmNI3JGxsbS52izMjIgETi21C3GZsJZbPLEx0dDbFYjJCQEMTGvq1ERzNXyC2XSfM763Q66qI9d0UzV2y1bM4ViXBTXRZ+fXEO3Qu+mtG0hOI+JxqLi7YEAPBfXb5xjdDlpoPEoSAVlmUtu23v9jfzZDsE42r424YQgn//8wjChXzc9c+lO66/E8LDw6mKwhITE6mHVInFYiwtLQWMKQUilJ3AhVgIIZifn0dWFp1mkEKh8Izb4AL3jUVz0/trk7jrAyUQx0fg//3fIKwOb+s5mKZUWuuJlhiBgIFaBwkmQBMEDgWpCIVC2Vat0v0Ws6ENogL+SeLPAyton1PjjquLkRztfYHRuiaAS9ODpthJKBSCx+NRxW6EQiHS0tKwsLDg816whOLGTsQilUoRGxtLVdXLsiysVivVNsG0I/hzsSJDBbjnw+VYUJvwh3bvqYnB9GpZrVaqbYIVH9uMjXoduvLlXeBQkAohRLJVEDgYMRtad2bj2JzX3VpabrDYcc/5cRzNisPHT/g+ed1t6zTHSEhI8BEu3gkikYhaULmgoABLS0te7tluCcWNQMRis9kwNTXlNY6VC5RKJfX5qNVqakmIQC0MVxQm44rCZDzcMAOt6W3yDiYtTpvmpiUVf5kfmUwGgUDgqzC+TzgUpGKxWOZ3SyrBzEihzc5sTcc+2bYAtdGGH36oDDyefzPbPUCKKxISEoJyZzZrkHCBQCBAeXk5+vr6wLLsnhGKG1uJhRCC/v5+FBUVUT95FxcXqd0l2qFv7gBqIHfpux8ohsFix8MNb2fOgkmL08ZggnGXtn6/q6urIITQXSC7wKEgFbVaPbOysuLl6xyEXmhkZCSVuvlmucF1qwNPtMzjvcUiVGYGVrGnDaQKhUIwDENFduHh4eDz+dSD15OSkpCSkoK+vj60t7fvGaG44SaWrq4uDA4OIioqilpL12q1wmKxUJWpBzPveqdS+OLUGHzsmBi/b1/Aotp1zej1eioXy2QyUVs2tA2g/khIKpXCZDLNUR14FzgUpEIIkS4uLnrd3bQkEYxCFm0h2OYBUk+2LUBrsuPr791+1k4wgVSRSETdbJebm0s9ABxwZYJUKhXCw8Op3QUuiImJQVxcHKRSKbW1AQDz8/PIzs6m2kalUlGPplWr1TsS6u3vKwQDBk9cdI0ipR0sR0tCwN5ImK6srDg0Gg39xREkDgWpAFhdWFjwMkuCsTxotSpo57YALqtApTPgiYtzOFeUjCrx9rN24uPjodHQjbBNT0+n6vgFgJSUFOh0OqrvzGKxoLOzE8ePH0diYiI6OjqCiksFgt1uR3d3N0JDQ3H69Gn09PRQWVM2mw0ymQxisZjquO6UNQ24DH1LiQnDNdXp+GOvBCq9iXqwHC2pEEKoK3D9WTYbD2y6oNsucGhIZXl52cv9CdadoblogyGV+Ph4PN02hzUOVgrgil3w+Xzq2I3FYqHahmEYFBUVYXJyktP6m2MoSUlJOHLkCAoKCtDW1oalpaWgysPdIIRAKpWipaUFGRkZKCsrQ1xcHFWBHABMT08jLy+Pugx+bW2Nyo2jmXf92fpcmO1OPNkyQ+WSAfQxGNpMERCQVGz4OyQVhVwu9zqXYEglOjqailQ2D5DiisTERPxlSIHyjBjUZHFzF5KTk6FQKDgfA/AVgOYCkUgEi8Wyo7sVKCgrEolw5swZ6PV6NDc3Y2lpicqldDqdWFlZQUtLCxQKBU6fPo2MjAzP+zQFcnq9Hmq1GpmZmZyPD7iCkikpKdSjablOJChNj8Hp/ET8b48U8Ql0LhZX6Qw3aKVCA22ztLRE8PdGKoQQp9lstm+uS3FfFDS1KsG6MzTZmRUTD/NaO244zt0kT0tLo3Zn3BkdGsJjGAZVVVUYHh4O6AbulOURCoUoLy9HbW0tzGYzWlpa0NXVhbm5OahUKphMJg8Rm81mqNVqLCwsoKenB83NzdDpdKipqUF1dbXfLA/XArnBwUFUVVVRi3UtLi4iJyeHahu3Qj9XfK4+FyqTE70K7q52MHO4g6ki9tdEuVEDpqLa0S5wKEgFAAQCwdTUlHePRWRkJJW1EkzJOm0K94V+KYQ84P0l3J9S0dHRMJlMVE/9kJAQxMXFUVs4ERERyMrKwuiob2MpTdo4PDwcRUVFuPLKK1FSUgIej4fV1VUMDw+jq6sLRqMRQ0NDWFlZAcuyKCwsxLlz51BaWrpj8HInYpmamvKZnsgFWq0WAoGAKltCCOEUpN2MK48kIi6UwWuj3H+bYOYz0Yoz+RtTo1arwbKskhBC1/a/CxwaUjEYDI09PT1ej2Xa7Iw7DU3zdE9KSuJMKha7E3/uX8GZnChY17mTF8MwSElJoc7oFBQUYHp6mjq+kZubC5vNhsXFtytAg61DYRgG0dHRyMnJQUVFBerq6lBfX4+oqCjU1dWhsrISeXl5iImJoXoKByIWmUwGjUaDoqIizvtyY3JyEoWFhVTbqNVqJCQkUM5aWsPZ7EhcmFLCYOHWb8YlELwVtFXB/mI2fX19IIR0UB14lzg0pKLT6dpaWlq86tPj4uKoStYZhqF2Z+Li4jhbN81TSugtDtxYl0NdwSoWi71uci6IiopCeHg4lErfGcbbgWEYVFdXY3FxEWq1es8L2/YKW4lFr9djYmICx44do3Z7dDodWJalTosHU1gnlUrxoaNi2BwsGia4WSu01pDD4QDDMNSD5eLivLORnZ2d5tXV1QbOO9kDHBpSAdDX1tbmle6IjY2lFv1NSEigSuHyeDyEhoZyIqKmKSUiQ/g4V5oJo9FI5c64g2e0BWrFxcUYHx+ntlYEAgFOnDiBwcFBtLS0HDpCccNNLB0dHeju7saxY8eCaqAbHR1FSUkJ1XZWqxXr6+tUREQIgUajwT9UZCMlJhSvDO38cHE4HNQ6Kmtra9QE6c9dampqMgDopdrRLnFoSIUQolEqlY7NgdmwsDCPeDFXBFPmnpiYCJVq+zgWIQRNU0qcLkhCqJAPkUhEHe/IycmhtlYiIyORnJxMvR3gLSFxQGN0g4L73IIpYwdcLlN4eLjPU3onLC8vIysri+qYGo0GcXFxEAj4uLo8DRemlDBat3+4BBNPoR36BvhviNwoMZj2u8E+4dCQCgAIBILpzapkDMNQp5bj4+Opg7UpKSnY2iW9FXMqIyRrZlxZ6Gq/T09Pp3aBUlNToVAoqHRfAJec4/z8PFXbgtvlqaqqQn19PYaHh6lT1AcBmUyGvr4+1NXV4cSJE1R1LIArODkxMUFtpbAsi+Xl5aBS1u5Wg3NFybA5WAwsb3+9yWQypKSkUB2HJs0NuL4HHo/nVSi3trYGh8OhPsggLXDISGV9ff1Cb6+3pUbrzvD5fAgEAqobMCYmBkajcdtq3KZJV1zDTSqxsbEwGAxUBWo8Hg/Z2dmYn5/nvA3gSvOWlpZicHCQk9W2NYYSHh6O+vp6rK6uYmRkhFr/dz9ACMHk5CTm5uZw+vRpREdHU9WxuDE6OoqCggLqIrHl5WWkpqZSCSA5nU4olUqPrktNdjwYBn4FnNxwZ5domxsdDgfVZ/LnLvX19YFhmE7OO9kjHCpS0Wq1rS0tLV60n5iYSF3mnpycTBXcZBhmxwK1tlk1cpMiIU6I8GwTTHdwdnY2VlZWqPuUUlJSEBoauuPxAgVl3TGWsLAwXLx4kVpeYS+h1+vR2toKp9OJkydPesUaaIhFJpPBarVSWxssy2J+fh75+flU27kL69zB05gwIYpSotG7GPi7XFtbQ2xsLFXANRjXx18guLOz07K6usp9Tuwe4VCRCoC+1tZWn2BtMPoitPGOnfptxqQ6VGR4B8HEYjEkEgn1aBCxWExtrQBAeXk55ufnAwavd8ryMAyDgoIC1NTUYGxsDMPDw3va67MT7HY7xsfHMTAwgPLycpSWlvq92bgQi9FoxPj4OKqrq6njMBKJBMnJydQBYX+FdSdyEtC3uAaH07/1J5VKqTuzaVXuAP9xm6amJj0h5ECDtMAhIxVCiFoulzs2xxz4fJcqPU2aODY2Fnq9nsrMj4uLC7iNzmSHVGdBSZp3zUBISAiio6OpLanc3FysrKxQS00KBALU1NSgv7/fx+2iSRtHR0fj9OnTiI+PR3t7O0ZHR6nPhQY2mw2Tk5NoaWlBREQEzpw5s2NQdTticTqd6O3tDVi1ux0cDgdmZ2dx5MjOfVubYTAYwOPxfArrjufEw2hzYkLmq/BHCPFyl7jAvU0w7tLm74IQgpGREQZAYNXufcKhIhUA4PF4Fy5e9J7MKBKJqN0Z2iwQwzAQiUR+A7bjMlcBXkmabzNYMJIDfD4fhYWFmJiYoNoOcBFCcXExuru7PTGgYOpQGIZBZmYmrrjiCsTExKC7uxudnZ2QyWR7EnNhWRYKhQI9PT1ob29HSEgIrrzySmRnZ3N2BfwRC8uy6OnpQU5OTlBSDVNTU8jJyaG2Uubm5pCbm+vzutt6HV/1LdLUaDSIjY2l6jI2GAyIjIyk2sZfzGZ0dBQ8Hm+Uw9ytPcehIxWpVPrks88+6xVXCaYhLy0tjTo7k52d7Ve31X3BlKb5VjfGx8fD6XRS9xylpaXBaDRSZ6oAVxYpIyMDvb29MJvNuyps4/F4EIvFOHv2LEpKSqBSqdDc3IyOjg7Mzs5CrVZzCkbb7XZoNBrMzc2hs7MTTU1NWF1dRX5+Pq644grk5uZSF7QB3sRiMBgwNDSE+Pj4oLRZjEYjlEoldW+Q2WyGTqfzm8HJjI8AjwGWNL4ZyoWFhX3vQwL8u0svvPCCWS6X/w/VjvYIdANFDgZNr732mn1zzYJbcY1G3zMpKQkjIyNUtQ+bC9Q2d3pOrBqQGBniI2ztRmFhIaampnD8+HFOxwFclkJlZSX6+vpw9uxZ6htCVO2VAAAgAElEQVQuJycHJpMJjY2NqK2t3ZPCtpiYGJSXlwNwtdArlUpIJBKsr6/DZrOBYRgIBAIIBAIYjUa0tLR4As4CgQBRUVGIjY1FWVkZIiMj96w2JjY2FkePHkVLSwtSUlKoXRfA5Q4MDAygoqKC+rymp6dRUFDgd7sQAQ/pceFYVHuTSjCFdYCLVOrr6zmvTwiBSqXyGcz23HPPrdvt9leoDr5HOHSkQgixisXisbGxsSvLysoAvO3OaDQazr4mj8fzFLXR+LTZ2dlYXFyE+9gAINWZkZkQEfBiTExMxMTEBPXAq+joaGRkZGBycpK6zsJisUChUCAjIwNzc3PU/Ss7ISIiAtnZ2V6qa27RILvdjvb2dtTV1VGPwQgGhBAsLCxAJBJBq9VSSwgALvclLi6OugjNYrFgbW0NFRUVAdfJSojwsVSWl5chFoupRZwiIiKo0tz+3CW5XA6dTqcghNBVge4RDp37AwAKheJ/XnzxRa9fKS0tbccCta0IRpMkLS0Ncrncq2ZFabAiOWp7HzzYGEl+fj7UajVVhmtzDKWqqgpJSUno6OignsNMC7elEh4eDh6P59HT3U84HA50d3cjLCwMNTU1OHbsGHWB3Pr6OiQSCbWKP+CKweTn52/7ObMTvUmFEAKJREKtWBdMMZ5MJvNxl15++WWn0Wj8X6od7SEOJanYbLbzzz77rJdmbWJiIpRKJXXJvl6vp6pg5fF4SEtL85rgpzbakBS1fZYhOTkZLMtStwgwDIOjR49icHCQEyn4C8rm5eUhNzcXbW1t1HOGDjPMZjPa2tqQmpqK4uJiMAxDXSDncDjQ19eHqqoqquAn4LIc9Hq9l9CUP4gTIqAx2jzl+nK5HHFxcVQWB8uykMvl1JW3/qp1n3rqKY1Op/s/qh3tIQ4lqRBC1Gtra8rNwVk+n09ds8IwTFB6r3l5eZifnwfLsmBZAg0HUgGAsrIyjI6OUjf/RUZGori42N2mHnC97bI8aWlpOHr0KHp7ew9lOT4tZDIZOjo6UFZW5hOU5UosbrGn7Oxs6r4gd5NiWVnZjtZYdJiLPIxW14yn6elp6riPO9hKQ3zr6+sICQnxymSZzWZMTExYCSEHnkp241CSCgCYTKZnXn75Za90WGZm5o4zgLfCPeKTBqGhoUhOTsbKygrWTDY4WYKkHdwfwBXoTUxMpD4e4MroxMbGBnShuKSNY2NjUV9fD6VSid7e3n13h/YDDocDQ0NDWFxcxOnTp7f9rDsRy/z8PPh8PrUaP+CyNkJDQzkFWiOELiIw2Vxl/JGRkVQq+4CrsI72PFdWVnysqIaGBjAM8yrVjvYYh5ZUdDrdH5966imvqjK3oBJNHUV4eDjCwsKoq3Lz8/MxOzvrmUgXF8GtrqGwsBBzc3NBVaoWFxdDr9f7kBJNHYpQKERNTQ1SU1PR2tpKLUl5KSGTyXDx4kXExMSgtrZ2x8K27YhldXUVq6ur2wZYA8HhcGBiYsInoxIIESFvk8r09DS1UJRbRoNWaX91dRWpqalerz/zzDMamUz2FNUJ7DEOLakQQibHx8etm4d98Xg8JCUlUdes5ObmUpfFh4WFITExEfKNY3GNRwqFQpSUlGBoaIj6ZmYYBseOHcPS0pInKB2swFJGRgbOnDkDjUaDtrY26qrfg4ROp0NHRwdWVlZw6tQp5OTkcA4A+yMWjUaDqakpnDhxgjqOArgKx3Jzczk39IVvkMqqUo3Q0FDqzNTCwoLfwrrtsLa2hujoaK+4jdPpRGNjowNAO9XO9hiHllQAwOFwPPXcc895dd65U740SExMxPr6OvVY1IKCAixtHIuGH1JTU8Hn87GyskJ1PMBV71FbW4uJiQmsrq7uqrBNKBSiqqoKFRUVmJ6eRmdn56EiF51Oh56eHoyOjqKoqAjHjh2j7jYGvIlFJpNhcHAQtbW11FWzgGtus9lspiquiwhxVWZMzS1Qy2Da7XYoFAofi2MnLC0t+Zzj66+/DkLI64QQum7VPcahJhW1Wv3IL37xCy+/JSYmBjabjapXhWEY5OXlYW6ObvJjeHg4RBs1LgR0Vof7Rg6mpyYkJATV1dXo7e2FWCzedWFbTEwM6urqPK7ZxYsXIZFIqAav7RVYlsXq6ira2towMTGBnJwcTx/SbhAbG4sjR46gu7sbpaWl1ONFAdcNPjIygqqqKqpUOX9jjnZYeARVnRLwtpwlTY2Rw+HA2tqaT83WAw88oJLJZD+lOoF9wKEmFULIikajmdmqDJ+VlUVtraSnpwclkJSd4wqe2ex05C8UClFWVrZjRscfLBYLBgYGcOzYMUgkEmp3LxDi4+Nx/PhxHDt2zDPbZ2BgAAqFYl8Jxp1qHxoaQlNTE9RqNSorK1FXV0c9njQQNBoNZmZmcOLECYyNjVHLdrozRQUFBdSEpDe54mfF+XQujNPpxPLyMnWAViKRID093Yv4VldXMTExoSaEDFPtbB9wqEkFAGQy2X0PPfSQV69/RkYGpFIpVcCWx+MhJyeH2loRbPjktGlpwNUImZCQgPHxcc7bbI6hpKWl4eTJk5iYmNjTNHFERARKS0tx7tw5ZGZmegKknZ2dnn4fWr2XzXBPCZybm0N3dzeampogkUiQkpKCK6+8EuXl5dRxh+0gl8sxNDSE2tpapKamUgs9Aa6KW6FQSF2wBgAzi67fJi6KznVbWlpCeno6BALuhe2EEL8SDL/61a9MOp3uF1QnsE84dGX6W8Gy7GsvvfSS+cEHH4x1P0EEAoGno5hGqyI7OxtNTU3Izc3l7G+7/WXtuoV6DgsAFBUVobOzk1OjmL+grHsOcW9vL9bX1z1FYHsBhmGQlJTksRbW19eh0WggkUgwOjoKlmURGhqKyMhIhIaGQigUQigUgsfjwWazQSKRwG63w2azwWazwWg0wmKxeIrU4uLiUFRUhOjo6H2pvCWEYG5uDjKZDKdPn/b8pptjLCdOnNiRwNRqNaRSKU6fPk19DiaTCXK165kXFcr9dnI6nVhYWMCZM2eojqdWqxEdHe2VGXM6nXjiiSeMJpPpaaqd7RMOPakQQhxJSUn/84c//OFbX/ziFz2h7tzcXPT19SEtLY3zBcvj8ZCXl4fZ2VnOvTaJkSHg8xiExCRhcHAQZ86cofJ/GYZBTU0N2traEB0dHfAC3y7L4w7ejo2NoaenB9XV1VTVmlwRFRWFqKgoTwCQEAKr1Qqj0eghDqvVCkIICCGwWCwQCoWeizwiIgJhYWEHIrLtdDoxPOyy9E+dOuXzm3AlFrPZjKGhIZw8eZI6U+RuUoxLTgWwiEgKUllcXERGRgb17zg7O+sTDD5//jxrt9tfI4TQ+Xz7hEPv/gCAWq3+xf3336/dHJtwX8C02QyxWAy5XM45gMrjMUiKCoHWSpCamoqtUxS5ICQkBEePHkVPT4/f43JJGzMMg7KyMqSlpaG1tfVA5CAZhvGk1tPS0pCdnY2CggIcOXIEoaGhKCgoQHZ2NtLT0z1auAdBKAaDAa2trYiNjd12NOpOBXJ2ux3d3d2oqKgIKrC7sLDgssKELrcnMpQbKdntdiwuLiIvL4/qeAaDAU6n06c6+J577lHL5fJ7qHa2j7gsSIUQojSZTK2NjY1erx85cgTT03TTB3g8HoqKiqia/0TRYVAYrCgoKIBSqQxKAyU2Nhbl5eXo6uryChbT1qFkZmbixIkTGBkZCWp64eUMd7dyX18fqqurkZubuyOJBSIWp9OJ7u5uFBQUBBUsNhqNWFxcRElJCaRaM+IihAgVcCOVmZkZ5ObmUsVS3NsVFBR4vTY8PIyVlZVZQsiBjuHYDpcFqQDA6urqD+6++26v4Tzu+AbtwLHU1FQYjUbOwkqi6FAoDFbweDxUV1djcHAwqGxJUlIS8vPz0d3dDZZlgy5si4yMRH19PRwOB1paWqg//+WI9fV1tLe3Q6/Xo76+nqr6dCuxEEI8rjOtfizwtttTWVkJgUCAeZUROYncyvLNZjMUCgW1yJTJZILBYPCR8bjvvvvWVldX/4NqZ/uMy4ZUCCGDk5OT0o3hSB4EIzngdiWGh4c5PelFMaGQ611ui1sDJRiZA8CVuUpNTUVnZyfa29t3pdhWUlKCqqoqDA8PY2RkhDpdfjnA6XRicnISvb29KC4u9tzItHATS1dXF3p6ehAdHU1dxerGzMyMlzbLgsqI3CRupDIyMuIZeE+DqakpFBYWellmMpkMDQ0NOgBvUu1sn3HZkAoAyGSyr996661eQZSEhAQQQqhdkri4OERHR3NqUMxPjoLGaINq3VWPkJ+fj/X19aDSzICrZkav14PP51N3z25FTEyMZ2B6S0sLZmdnL0lR216DZVksLi6iubkZfD4fZ8+epRZY2oro6GiEh4dDrVbvKGcQCCqVCnK53BPot9idkOosnCwVd72RSCSiOqbRaITBYPCROLjzzjt1Wq32O+SQ+cCXFakQQpoGBgamuru7vV6njZG4UVxcjJmZmR27eUvTXab2qNTlLrkzOlNTU9T6JW6X5/jx48jOzkZnZ+euakLc55OTk4OzZ8/C4XCgubkZi4uLlyW5sCyLlZUVNDc3w2g0or6+HgUFBbtWtXMLZiclJeHUqVPo6emhLpAzm80YHh72GiDvlpHMSYrYblM4nU6MjY155Dpp4M9KmZmZwWuvvSazWq3PU+9wn3FZkQoAyOXyL998883qzeQcHx8PPp9PpbgPuLIyhYWF2FqxuxVl6a7YzcjK27ELoVCIo0ePoq+vjzMpbI2hZGdnQywWo6OjY0/m7wgEAhQVFaG+vh5msxnNzc2YnJw80Nk+wcJut2NmZgZNTU3QarWoq6tDaWlpUP07/vbd1dWFxMREHDlyJKhJiCzLore31ydTNKt0bb+T+zM5OYmsrCzqLJNOp4PJZPKxbm677TaNUqm8+bBZKcBlSCqEkMHl5eXON954w+vLLC0txfj4OHU2JD09HTabbdtS+NhwIcQJ4RiTegd2Y2NjkZeXh/7+/h2PGygoKxaLceTIEU8Qci8QEhKC4uJiXHHFFQgLC0NHRwd6enogl8sPxchTN9wzbvr7+9Ha2gqGYXDmzBmUlZUFleL1B5PJhLa2NojFYq+JhDTEQgjB8PAw0tLSfDJFvYtrCBXwUJQauOdHq9VCo9EEFcMZGxtDaWmpl5XS39+Pnp6eOafTeeDTB7ng0Be/+YNMJrvl1ltv7RodHU1ym6GRkZFISEig1gZ1q9p3dHQgPj4+YDFSWVosRqS+WRaxWAy9Xo+xsTEvsezN2CnLk5KSgvDwcPT19aGkpIRaUjAQ3AJFWVlZ0Gq1WF5extjYGBITE5GSkoKkpKSgpAF2A3cfkFwuh1Kp9IzbSEhI2PMaF41Gg8HBQVRVVfmNx3AtkJuZmYHT6fRbV9I1r8HRrLiA6WSn04nBwUHU1NRQfz6FQoGQkBCfZsubb75ZLZPJvkS1swPEZWepAAAhZH5tbe3V5557zitoUFhYiJmZGeosSHh4OAoLCzE0NBRwnfKMGCyqTdAYfeMvpaWlsFgsmJmZ8XmPa9o4JiYGp06dwszMzJ7XnzAMg/j4eFRWVuLKK69EamoqlEolLl68iI6ODkxPT0OlUu06tuMPTqcTGo0Gs7Oz6OrqQlNTE6RSKZKSknDFFVeguroaiYmJe0oo7nqWkZERnDx5ctsA704Wy/LyMtRqtd/xqutWB0alOtTmBN7/+Pg4xGIxdfcyy7IYGxvzqfxuaGgg8/PzvYSQPqodHiCYQ+iScQLDMKLs7OyR6enp5M3WxeLiIgwGQ1ABsd7eXqSkpPhVNO9fWsO1j7Xhv26sxjXVvpkDlmXR2dkJsVjs2T6YOhSWZTE+Pg69Xo+jR48GpS9CA6PRCI1Gg7W1NWi1WrAs65FDjIyMREREhEcHVSgUgs/ng2EYXLhwAefOnYPT6YTNZvP0AJlMJhiNRs8CuDJt7hRsVFTUvlbd2mw2DA4OIiQkBGVlZZzTzzqdDn19fV4Wi1wux/T0NE6ePOl3P01TSnzmt1146vN1OHPEt4BOoVBgdnYWJ0+eDGrWECHES0WOEIKKigr16OjoSUKI7xPskOCydH8AgBCiEIlET/7qV7/62s033+zprsrKykJLSwv0ej1VgRQAVFZWorW1FXFxcT6mcFVmHBIjQ9AwofBLKjweDydOnPCM+IyJiQmqsI3H46GsrAwKhQLt7e0oLS3dM3fIH9zk4XYZWZb1Iga5XO5FGu6MksFgwIULF8Dn8yEUCj3EEx4ejvj4eGRmZiIiIuJA3Su3vEJRURF1UdtWV8g9TP7UqVMBialrXg0Bj0FNtm9ZgMViwejoKE6dOkVNKGazGSsrKzh79qzX6y+++KJTrVa/fpgJBbiMLRUAYBgmJj09fWpycjJlMwlotVqMjIygvr6e+gfVarUYGhpCfX29zw1x+/MDaJhQoPd7/+QR5tkKq9WK9vZ22O121NTU7EpgyWq1YmBgAKGhoXuWCdkruC2VwwC3pqxOp8PRo0d9hqjTQKfToaurC3w+HydPntx2Xx96pAV8HoM/fdV7oiDLsmhvb0dhYSHVIDvAZY10dXUhLy/Pa1u73Y6ioiLV/Px8JSGEbp7vAeOyjKm4QQjRm0ymu2+77TavCKrb1KbVTnFvm5WVhcHBQZ+4xnuKRdCa7OhfCtzMRwgBy7Lg8/m7VrMPDQ1FbW0tkpOTLzsR64OCWwsmOjoap0+f3hWhAK6bl8fjeX7HQFhUGzEk0eHqcl8ZyPHxcSQlJVETCuBSyA8JCfHZ9kc/+pHRYDD86rATCnCZkwoAaLXa/37ppZcmLly44HW3FRUVYXl5GZuFs7kiOzsbPB7PRyz77JFk8HkMGif9p5/dMZSqqiqcPXsWs7OzQenUbgbDMF4i1nuZer6csb6+jq6uLo9YdnZ29q5jNQqFAqOjo6ivr8fx48e3TTefH3Ld2/9c6e1mSSQSGI1GakV9wGWZTk9P+8QDh4aG8Pjjj0tUKtX3qXd6CXDZkwohhCgUius/85nPqDZfAHw+H5WVlRgYGAhK1b6yshJSqdSroC42XIjanAS8MrTqs8+tQVmhUIi6ujosLCxQS1/6g1vEuqSkBMPDw+jt7Q2KMC93WCwWDA4Oor+/H7m5uUGLZW+FVCrFxMQETp48ibCwsB2zQi8PSnE8Ox4ZcW/X02i1WszOzuLo0aPUBOeWsywuLvYqa7Db7bjhhhvUCoXio5da0JorLntSAQBCyJJWq/3Brbfe6uUGJSQkID4+3m+qdyfweDwcP34co6OjXpbBx45nYkFtQvvc2+NNA2V53MTifgLuhesSHx+P06dPQywWo7e3F0NDQ9RTAi5HWK1WjI2NoaOjA8nJyThz5kxQ7sVWuCcKLiws4NSpU16KaoGIZUpuwITMgH+pettKMZlM6O/vx/Hjx4MS0FpeXkZISIiPOuDdd99tVKlUvySEjATx8S4N3Cpel/sCgBGJRB1vvfUWSzbB6XSSpqYmsra2RoKBXq8njY2NxGw2E0IIMdscpOL7fyW3PNPn+ttsJo2NjUSlUgXcB8uyZGxsjHR0dBC73R7UeQTar0QiIc3NzaSnpyfozxgMGhsbD+Q4er2e9Pf3kwsXLpCFhQXidDr3bN8Oh4P09vaSgYGBbfer1WpJQ0MDMRgMhBBCfvb6BMn9znki17uuCZvNRi5cuEDUanVQ57G+vk4aGxt9ro3BwUEiEokmAAjIIbjHuC6X/AT29MMA4qysLIX7x3fDTQw2m40EA6VSSZqamjzbf/8vI+TId18lUpVuR0LZjKWlJdLU1ESMRmNQ5xEILMsSlUpFOjo6SEtLC1lZWSEOh2NPj7EV+0kqTqeTrK6ukvb2dtLW1kbkcjlhWXbnDSlgsVhIS0sLmZ2d5bS+m1g0Wh05cc8b5FO/6SSEuIippaWFSKXSoM7D6XSS5uZmH0Ky2WykqKhIBaCMHIJ7i2Z5R7g/bhBClnU63X98/etf93KDoqOjkZ+f7zejwwVJSUk4cuSIp6P447VZsDlZ/NdLnVR1KGKxGOXl5ejs7IRcLqc+j0BgGAaJiYmoq6tDVVUVtFqtZ/yGWq0O6jMfNAghWFtb84zxUCqVKC0txalTpyASifa0YE6tVqOtrQ0FBQWcJR3drtAjL3dCYbDi387kgmVZdHd3IzMzc0dR80AYHR1Fenq6T9XvD37wg3WVSvUYIWT7btdDiMu6TsUfGIZhRCJR6zPPPHPyve99r9eVODAwgNjY2KDFeZaWlrCysoLKykpc83Az7LwQNH7rPeAFqFkJBKvViv7+fkRFRaGkpGRfCsQIIVCpVJBIJNBqtUhISPD0+wQjcrQVe1Gn4nQ6oVaroVAooFKpEBUVBbFYjOTk5F1LHfgDIQRTU1NQqVRB1bMQQvBPP78Ai9mMV75Wj+npacTFxflIPHKFVCrF8vIyamtrvUhzYGAAV1111bhCoagkl0lwdjPecaQCAAzDZIrF4r6hoaHkzSJITqcTra2tKC8vD1rwZ2ZmBpOTk1iLzsP3Xp3DIzcdxQcrg5MknJubw8rKCmpqavZ0Ds5WuJv4FAoFlEolQkNDkZiYiPj4eMTFxQUVWAyGVBwOB3Q6HdbW1qBWq2E2mz3NjYmJiftafWs2m9HX14fExEQUFhYGRVrusvwffqAASYYZZGdnB9UOAgB6vR59fX1eo0UAV9C/urpaPTk5eQUhZCyonV9iXLZl+tuBECKJjo6+5UMf+tAvGxsb490XK5/Px4kTJ9DR0YGTJ09St9dbLBZIJBLk5OQgTreGAlEkHnxzGleXpwWssA0EhmGQn5+PxMRE9PT0ICsri5OQczDg8XhITk72ZEtMJhM0Gg1kMhkmJibgdDoRExODyMhIREVFeUr3gx0D4nA4vPp/1tfXodfrwTCMpw+orKxsX4nUDUIIlpeXMTs7i4qKil1NRHzi4hxSYkJRGKZHZJwYSqUS6+vr1J/DZrOhr68PNTU1XoRCCMEnP/lJnUKhuPtyJRTgHWqpuCESie6/8cYbv/zQQw95tYiq1WqMjY1t29exFVvTxktLS/i/jlk83GcK2GTIFQ6HA1NTU55xoLQDy3YLlmVhMBg8BOAmg81dy+7+HvcTXi6XIyUlBSzLwm63w263e2I3fD7fqykxMjISMTExBy6zsL6+jqGhIY+buZtZSYPLWlzzaCs+XhqBz58Wo6CgwG8T4k5wN57m5OT4xGHuu+8+04MPPviiXC7/VNAnehhwqSPF+7kA4IlEojd/97vfWckWLC4uks7OTk5ZhUBpY8nKCjlzz6vkip+8ReyO3ac6dToduXjxIhkeHt7T1PNuwbIssVqtxGAwEL1eT/R6PXnzzTeJXq8nBoOBWCyWPU317hYOh4NMTEyQpqamoNO8m8GyLPnIoy2k4t9fIaNT3tmirenmnfbT399PpqamfN47f/68Izk5uReAkByCe2c3yyU/gX3/gECkSCSa7ujo8Pkhx8fHyfDwsM/rm7FTHcrzrZMk+47z5A8tvhdKMGBZlszPz5OGhgayuLi456nUvcJB1anQgGVZsrKyQhobG8n09PSeEd0fu+ZJ9h3nyX+/Puj3fa7EMjk5SQYGBnx+0/HxcZKSkrIMIIkcgntmt8s7KqXsD4QQo0Kh+MfrrrtOvrUPp6ioCFarNWDFLRc9lI+eOoLS1Cj87G/TWFiR7fp83SLW9fX1MBgMaG5uxuqqb1vAu/CGUqlES0sLlEolTp48uSdi2QAgU6rx41fGUCiKwBf+scLvOlykKZeXl6HRaFBRUeEVN1tbW8MHPvABlVwuv5oQovK78WWGdzypAAAhZFEmk33s/e9/v2ZzSTvDMDh69ChUKpVPfw5XgSWGYXDvRyqhtRLc+9KQTxNisHCLDNXW1kIul6O1tRVKpfJdctmCtbU1tLW1YWlpCTU1NaiqqtozYauVlRU88HIf1BaCH1xTsW0wfjtiWV1dxeLiIo4fP+5FdA6HAx/84AfX5HL5l8jlVIa/A/4uSAUAHA7HRYlE8oObbrrJayazW1xJIpF45vjQKrYdzYrHZ07n4M0lOzpm5BgYGNiz8Rjh4eGorq5GdXU1lpaWcPHiRUgkkkMlYH3QIIRgdXUVra2tmJ6eRllZGY4dO4bISG4Dvbjsf2xsDEPTi3h1wYmrylJwOn/nrJE/YlEqlZienkZdXZ1PUuDrX/+6fmpq6pdGo/HFPTnxQ4K/G1IBgLW1tYdbW1tfuvfee02bX+fz+aitrcXs7CyWlpaCUmz71lVFSI0Jw+9GrIiIikZbW9uedhFHRUXh2LFjOHHiBPR6PZqamjA9Pf2OnEoYCA6HA3Nzc2hqaoJKpUJ1dTVqa2v3NFtmsVjQ3t4OMAyenuGDJQTf/UDJzhtuYDOxLC8vY3R0FLW1tT6ZpyeeeML6wgsvtKtUqrv27OQPCy51UOegFwDC5OTklscff9xCtkCv15OXX36ZTE5Obn2LE94YlZHsO86TRxqmiUajIY2NjWRlZSWofe0Eu91OZmdnSWNjI+np6SFyufxAMzAHFahlWZYolUrS19dHGhoayNTUVNA9XDtBoVCQhoYGIpfLyW9b5lwB+PaFoPa1sLBAXnrpJb8B/j/+8Y/25OTkYQCR5BDcE3u9vKPrVAKBYZjw5OTk5gceeKDy05/+dAjwtstTUlKCqakp5OfnBzW8+6tP9+LNcQX+9NXTOJIUjoGBAQiFQlRUVOxJefxWEOLqmZFIJFCr1UhOToZYLEZMTMy+Ckzvt5ykwWDA8vIy5HI54uLiIBaL91x13w2n0+klNi7RO/DBh1tQX5CE33zmOPUxVSoVRkZGUFpaitHRUa86lldeecX52c9+dlqpVJ4ihNDN6r1M8HdJKgDAMExkcnJy68MPP1x6zTXXCDe7PO6JdmKxGFlZWVT7Va1b8cGHWhAi4OHlr51BTJgAy8vLmJubC3oYO1ewLAu5XA6JRKHFmTMAABeNSURBVIL19XUkJCRAJBIhOTl5zwltr0nF6XR65hRrNBqEh4cjMzMTqamp+1o0p9PpMDAwgMzMTOTl5cHuJPjwo62Q6y346zeuQHJ06M472QSZTIapqSnU1tYiLCzMq0Cuo6ODvemmm+aUSuVJQoh6571dnvi7JRXAJZwtEok6vva1rxV/5StfYTbf8A6HAz09PUhOTvaabMcFvYsa3PB4B84VifCrTx0Dj8fAaDRicHBwT6o7uYBlWaytrXmGdgmFQk+/z3ZD07hit6Rit9uh1Wqh1WqhUqlgtVqRlJQEkUi0731AgIvE3M2FVVVVnskL9706jseb5/DrTx/HP5XSTTFYXl7G4uIi6urqvL5fnU6H3/3ud/jxj3+8qFAoagkhgcdhvgPwd00qAMAwTJxIJGp/6KGH8m+44QavO41lWfT39yMsLMxn9ORO+G3LPO4+P4Y73l+Mr5xzkRIhBEtLS5ibm0NxcTFSU1P31UXZDLPZ7DXfx+FwIDo62jOOxD3jh2ttB1dSYVkWZrPZ0wKg0+mg0+nA5/M9fUCJiYm7FqymgVKpxOjoKMRiMfLy8jy/wZ/7V/CN5wZwU10Wfnyt/5oUfyCEYGZmBmq1GsePH/exCt988032k5/85LJcLj9FLgPh6t3i755UAJfFshFjKXHHWNwghGB8fBxGoxE1NTWcn6CEENzyv/14bXgVT/1bnVdK0mKxYGxsDDabDeXl5QfSWLcV7n4frVbr6fUxmUxgWRahoaEIDQ31DBBz/7v56Ts8PIyKCteN53A4vGYD2e12WK1WWK1WMAyD8PBwT7NiTEwMYmNj90XaYCeYzWaMjo6CZVmUl5d7EVn3ggaf+HUnarLj8PvP1SFEwO38WJbF8PAwAKCiosLnc73yyivOz33uc/MKhaL+nW6huPEuqWxgI8bSdO+995Z94Qtf8KmeWlxcxPLyMo4fP865uGrd6sA1j7RgzWTH8186hQKRN3mo1WqMjo4iISEBhYWFh2KuDyEENpsNVqvVQxJuotjcYLiwsICcnBwAgEAg8JCOe6hYSEgIQkNDD8wS2w4OhwMzMzOQyWR+Z1Uvqo249rE2xIYL8aevnkZcBLffwWazobe3F0lJSSgoKPD5rC+++KLjy1/+8qxSqax/J8dQfHCp00+HaQEQnpyc3HrfffeZ/PXcuFOOGo3G571AmFeuk2M/eoOc/PGbZFnjKyPJsixZWloiDQ0NZHp6+lA1Em6Hw9j7sxVOp5PMzc2RhoYGMjc35zflrjXayHseaCRVP3ydzCnXOe9bp3NJiQaSkXziiSesG2njOHIIru2DXC75CRy2BUBIcnLys9dff73WYvEpZSFGo5E0NTWRhYUFn/cCYUyqIxXf/yu58v4GotD77pMQV2ft9PQ0aWhoIDMzM/uuMbtbHGZScTqdZGFhgTQ0NJCJiYmAdS0mq4Pc+Hg7KfjuK6RjlpvOMCGESKVS0tjYSHQ6nc97drudfPWrX9UnJyf/De/QOpSdlnfdHz9gGIZJSEi4PTMz87uvv/56Qmqq9xQ6h8OBoaEhAK75y1zStb2La/jkE53ITozAc188hdgI/9kXh8OB+fl5SCQSZGRkIDc3d98zRcHgMI09dcPhcGBxcRFLS0tITU1Ffn5+QJfSaHXg8092o3Neg59fX4Vrj2buuH+WZTE2Ngaj0YijR4/67Fur1eKDH/zg2tTU1K+USuWd5O/15rrUrEa7ABADaAQwDmAUwK0br/8UwASAIQB/wobZCSAHgBnAwMbyy037OgegB8D9/o4lFArfm5mZKe/p6SFbwbIsWVhYIBcuXPD7xPKH5ikFKfjuK+TaR1uI3rx9VajD4fCY7kNDQ5z0Og4Sh8lSMZlMZHR01ONC7lRxqzfbyHWPtZLc75wnf+qTcDqG0Wgkzc3NZHp62q8cxcTEBMnNzVVGRUV9jPhes2EAugAMblyzP9x4/WMbf7MAjm9aP+hr9jAsl/wEqE8YSANQs/H/aABTAEoBvA8b81EA/ATATzb9QCMB9vUcgHAAPwNQHGCdPJFINPv000/7vVJ1Oh25cOECmZ2d5aR98uqQlOTd+Qq5+sFmIteZd1yfZVkilUpJa2sraW9vJ1Kp9FAIIl1qUmFZlsjlctLZ2UkuXrxIlpeXOX0vWpONXPNIC8m78xVyfnDnsRosy5LFxUXS2NgYUPDplVdecWzooVQQ/9cQAyBq4/9CAJ0ATgIoAVAE4IIfUgn6mr3Uy2WnUUtcef7Vjf8bGIYZB5BBCPnbptU6AHyUw+54AAhcTwq/aQpCyBzDMNXf+MY3Xu7r6zt2//33R21OG8bExODMmTMYHx9HR0cHqqurt9W+vboiDb8J4eOrT/fh2sfa8OTnTqBAFB1wfYZhkJaWhrS0NOj1eiwtLWF8fBwpKSnIzMzc93L8wwaDwQCJRAKZTObJmm0WN98Oa0YbPv3bLkzI9HjsEzW4qsx3uPpm2Gw2DA4OQiAQoL6+3scNJYTgJz/5iennP//5pFKpfB8JoIdCXGzg1kMQbiyEEDIOgPb32/GaveS41Ky2mwUuRl8CELPl9ZcBfHLTOkYA/QCaAJzdtN5VAPoA/IzDsXgikejB97znPWuB3B13dmhhYWFHq2VoWUuO/egNUvmD10n3PJ3kodPpJCsrK6Srq4s0NjaSiYkJotPpDlQl7iAtFYPBQKampsiFCxdIR0cHWV5epg5kj6/qyNmfNJAjd71K3hqXbbuue/JjQ0NDwIZQs9lMrrvuOq1IJHoaHCQgAfDhcmXWsWFFb3rvAnwtlV1fs5dqueQnEPSJA1EAegF8ZMvrd8EVU3EHoUMBJG78/xiA5a0kRLPExMR8KicnR9nW1kb8wW63k6GhIdLa2krW17dPUS6pjeQfftpIjtz1Knl1KLgJdzabjSwtLZGuri5P/EUul1/WEwodDgdRKpVkZGSENDY2ko6ODrKwsECsVh+pYU54dUhKSv79NXLinjdI7+L25QAmk4l0dHSQ3t7egMcbHBwkxcXFqoSEhNsJ/XUbB1dMsHzTa1tJZU+v2YNeLvkJBHXSLvPxdQC3b3n9MwDaAURss63XDxjk8fNEIlH/LbfcojeZTMQf1Go1uXDhAhkfH9/2BlevW8m1j7aQ7DvOk3tfGSNWe/DxEofDQWQyGRkeHiYXLlwgLS0tZGJigigUij2vf9lLUnE4HESlUpHJyUnS1tZGGhsbyeDgIJFKpbs6b6eTJQ+8PkGy7zhPPvxoC5FtE8NyOp1kenqaNDY2Erlc7ncdm81Gvve9762LRKLJzaRAuwD4PoBvEY7X5F5cswe5XHYpZcblgD4JQEMI+cam198P4OcAriSEKDe9nryxrpNhmDwAF+EKqGl2eR68+Pj42+Pj4+94+umnk06ePOmzDsuymJ+fx/LyMoqKigL2+ljsTtzzyhie6lhCVWYsHvr4UWQn7l7FzGKxQK1We3p+CCGeMvnY2FhERUUhNJSuC9eNYFPKdrsdBoMBer0eWq0Wer0ehBDExcUhISFhz/qAdGY7bn9uAG9NKHD98Uz86MPlCBX4b7FQKpUYGxtDamoqCgoK/LZiDA8P44YbblArlcrHVSrVDwghnNWxNq5BOyFEyzBMOIC/weUCnd94/wJcJNOzaf09v2YPCpcjqZyB60sehitYBQDfBfAQXGajuxy6gxDyZYZhrgNwNwAHACeA7xNCXt7D88kXiUQv3HDDDXn3339/tL8SfovFgvHxcZhMJpSWliI+Pt7vvv46sopv/3EILAHuvbZ8V7OE/MHpdHr6ffR6PQwGA2w2GwQCASIiIhAeHo6IiAhP709oaCiEQiEEAoFPT8tWUmFZFg6Hw9P34y71N5lMMJlMMJvNsNvtEAqFiI6O9pBbTEzMnssyNE4ocOeLw1CtW/Ef/1KKT53M9kvmer0eY2NjEAgEKC0t9UtmDocDP/rRj4y//OUvVxQKxUcJIcO058MwTCVcD0I+XIHW5wkhdzMMcy2AhwEkA9ACGCCEXLXf1+x+47IjlcOIDavlm/Hx8d9+5plnkurq6vyup9PpMDY2BqFQiOLiYr+NhJI1E259dgC9i2v42LFMfO+DpYgN39/iN4fD4bnxTSaTpxlwc8/PVk1cg8GA6Oi3s1YMw3h6gDY3JEZERHgIa7+L+HQmO+4+P4YX+iQoTInCTz9ahSqxb2bIZDJhamoK6+vrKC0tDTgCd2RkBNdff71aqVT+SqVSfZ/GOvl7xruksodgGKZAJBK9cOONN+b+5Cc/8Wu1AC5ze3JyEhERESgqKvIRbHY4WTz45jQevTCDxMgQ3PH+YlxXk0k9CH4/cdgqat8ck+O7fxqG2mjDV67Mx9feW+Dj7pjNZkxNTUGn0+HIkSMB3VGHw4F7773X9Nhjj7mtk6GD+hzvBLxLKnsMhmF4CQkJ/y8yMvKbP/7xj+Nvuukmgb82f0IIlEolpqamEB4ejiNHjniEgtwYWdHhP/4ygr4lLWqy4nD3NeUozzjYkaiBcFhIZVljwv2vT+LlQSmKU6Px049WoSLT+ztaX1/HzMyMh0zS0tL8kgkhBC+99BL7zW9+U6PT6X6rUqm+9651Qo93SWWfwDBMskgk+s+4uLgP/eIXv0i4+uqreYEuZLVa7Rlolp+fj6SkJM9Fz7IEL/RJ8J+vTWDNZMMn6rLxzfcVcm7P3y9calJRrVvxSMMMnu5cBI9h8OUr83HzPxR4dFAIcWn3zs7OwmazoaCgACKRKGCh2cWLF3HLLbeoFApFo0wmu50QIjnIz/NOwrukss9gGCY7NTX1v9LT0888+uijif6yRG7odDrMzc1Bp9MhOzsbYrHYE8TUme34xRtT+H37AiJDBPjUqWx87kwukqKCy97sFpeKVNatDjxxcQ6/bp6DxcHi+uOZuPW9hUiNdbmaTqcTKysrWFhYQEREBPLy8gLGTABXVufmm29WT09PD8lksq8SQiYO6rO8U/EuqRwQGIYpT01N/e/S0tLSRx55JKGkJPAsGZvNhsXFRUgkEsTFxSE7Oxvx8fFgGAYTMj0ebpjBq8OrCOHz8PHaLHzhijxkxAVuDdgPHDSpaIw2PNu9hN9cnIfaaMPV5an45vuKPMJXWq0WS0tLUKvVSEtLQ05OzrZiWgsLC7j99tvX2traFjcmBHYd1Gd5p+NdUjlgMAxzJiUl5b/PnTuX8dOf/jReLBYHXNftGi0tLUGv1yMtLQ0ZGRmIiorCrHIdjzfN4sU+13zoDx/NwOfqc1GaHhNwf3uJgyKVwWUtft++iJeHpLA5WJwpSMK3ripCtTgOJpMJKysrkEqliIiIQFZW1rYuDuAKkt911126v/zlL0qVSnULy7J/I+/eBHuKd0nlEoBhGEYgEPxLYmLiz8+cOZNw1113/f/27i22ifSKA/j/jGdsYufiOHHGF0i4ZpeLlpItpCtEg0qrSovEIqgKi9iKvlH1oZWWl25FH5Y+oJb2oU88LA+olLIrtaj7gJLupm1YbS8BNhcUyALtJuTiSXyJ7Th2xuOZrw8xwaUsCWVSks35SZ9kf75NpPivGX8z51Rv27btia8xDAOapmFkZAT5fB6BQACBQABpU8Y7H32GS9fuY9qwsDFYiQPbwnjtSyHUVdrTU/hxFjJUpg0TV25GcP5vg+gZSsLjdOBA00p855UGBD0ETdOgaRokSUI4HEYwGJyzFGd/fz9Onz6dbG1tTafT6R/ncrmLQojl2zt2AXGoPEfFs4NbQqHQ236/f+PJkyd9+/fvl+Yqrp3P5zE2NgZN0zA1NYWamho4K6rx8bCOP/Ro6BlKQiJg1wY/DjSF8Y1NKtzOxd33J5U10N4/hj/2jaHjThQ5w8RavwdvNNdj92o3sqk4otEoysrKEAgEoKrqnLWCLctCa2urOHXqVHxwcHBwbGzsJ5ZltXKYLCwOlUWCiNaoqvqWoij7jh075jl+/LgnHJ77jFrTNBGPz3zhYrEYZFlG1lGBj0cLaPt0ApHUNJwOCU0NXuxcV4udG2rxUrgKsuPZqtk/a6gIITCUyOEvd8bR1qfh7/9KwLQE6ipc+OraKmwPyFjpzMIwDNTU1MDv96O2tnZeZ99Go1GcO3du+uzZs5O6rrdrmva2KJYZYAuPQ2WRISJ3WVnZYa/Xe2LdunX+EydO1Ozdu5fmeyq7ruuz1/vE4nH0xwu4nXKgL1bAvbgOAKhwyWheW4OvrPVhY7ASG+rK4a94usr3TxsqqayBnuEkuodmRs9QEvGpPABgldeJHUEXtlSbWF1JqCleA+Tz+Z5Ym6aUZVlob2/HmTNnYr29vclMJvOrTCZzXgiRnvdGMltwqCxiRLQ5EAi8SUR7d+/eLR85csS3Z8+eeX/RgJk9mXQ6jVQqhUEtjmuDKdyMGridsDCefXgUULlCxvo6DxrVSmxQKxCqWoEqtwJvmRNetwKvW0GZ4pgNngehYlkChmXBMAUmpvIYSeYwWhzDEzmMTGQxGJ/C/Ynp2c8Kl0tYU0lYXy2jqb4SW1bVwuv1PvV1QPl8Hh0dHbh06dJEW1tbwbKsP0UikZ8LIW7M+02Y7ThUlgAicgB4RVXVo0T0amNj44qjR49W79u3T360h818CDHT22dAS+DWyATujk3in7EsBpN5DKcLyHzOOaSyBLgVCaYAjIIFUwDmE/59KpxAbZkDarmCF+rceGllJZoafAjWVv/PPYHi8TiuXLliXbhwId7T02NIkvRBJBL5NYCPhBD5p35DZjsOlSWIiBq9Xu+33G7361VVVeqhQ4fKDx48WLZ582ZbSkvGMjrG09NIZHTEMzlMZHRMZPNI5QxkdBMOApKJGMJBFYpDguKQ4FIc8LpdWFXjwSqfB+FqN1Yo9vRDvnPnDi5fvjx98eLFdDQaTeq6/m4ikXgPQB8vBy8+HCpLHBHVKIryqqqq3xVCbNm6dStaWloqt2/f7mpqakJV1cJcK7RQS8qZTAbd3d3o7Ow0Ojo6kl1dXbAs624sFjuv6/r7QgjN9g9ltuJQ+QIpHia96HA4vqyq6teEEDtkWfZt2rSJWlpaKpubm11NTU3zLhT9JHaEyuTkJLq6utDZ2Zm/evVqqre3F/l8PulwOG5omvZhoVC4DuAWX9S3tHCofMEVg+YFIno5GAzuEUI0y7Lsq6+vR319vdTQ0LCioaHBHQqFpGAwiFAoBFVV5/zBdK5QMU0T4+PjiEQiGB0dxejoqLh///7UwMDA9NDQkDkwMCAZhpGUJOmapmntpmleB3CbA2Tp41BZhopBE3wwZFkO+Xy+9S6Xa40QYmWhUKhzOBwup9Mp+/1+y+PxQFEUKhZhIkVRKJvNliuKMlkoFIRhGDAMQ+RyOYyPj0u6rpumaeqyLEeJaCSfzw8kEom7hmGMYKa9SgTAqBCi8KTtZEsThwr7XMXwqcVM8yr5kSEBMIqjUBw6gCiHxfLGocIYs9WznavNGGOP4FBhjNmKQ4UxZisOFcaYrThUGGO24lBhjNmKQ4UxZisOFcaYrThU2CwiWkVEfyai20TUR0Q/KM6/S0TdxTFARN0lr/kREd0jok+J6Jsl87uJ6DoR/ex5/C3s+bG3GjJb6goA3hRCfEJEFQBuENEHQohDD55ARL8AkCre3gTgMIDNAEIAPiSiRiGECeB7AHYB+CkRvchNupYP3lNhs4QQESHEJ8XbkwBuA5itvl2s/v9tAL8tTr0G4JIQQhdCfAbgHoAdxcckAAKABWDxdJZnC45DhT0WEa0GsA3AP0qmdwEYE0LcLd4PAxgqeXwYD0PoHQB/BSBxJfvlhQ9/2H8honIAvwPww0eq0b+Oh3spwOP3QAQACCHaALQt2EayRYtDhf0HIlIwEyi/EUL8vmReBnAAwMslTx8GUNq3dSWA0f/HdrLFiw9/2KzibybnMFOB7ZePPPx1AP1CiOGSufcBHCYiFxGtAbABADc6X+Z4T4WV2gngDQA3S5aN3xJCXMHMKk/poQ+EEH1E9B6AW5hZOfp+ceWHLWNcpIkxZis+/GGM2YpDhTFmKw4VxpitOFQYY7biUGGM2YpDhTFmKw4Vxpit/g2ppgkRQycf8wAAAABJRU5ErkJggg==\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", "# 或者传入:dict(polar=True)\n", "fig, ax = plt.subplots(subplot_kw=dict(projection='polar'))\n", "ax.plot(x, y)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "其他可以参考[官方文档 Polar Axes](https://matplotlib.org/3.1.1/api/projections_api.html?highlight=set_rticks#matplotlib.projections.polar.PolarAxes.set_rlabel_position),这里介绍几个可能用到的:\n", "\n", "- 角度(xaxis)\n", " - `set_thetalim/set_thetamax/set_thetamin`:设置角度范围。\n", " - `set_theta_direction`:设置角旋转方式。1 (或 `clockwise`)是逆时针,-1 (或 `counterclockwise`)是顺时针。\n", " - `set_theta_zero_location`:设置零角度的位置,参数 `loc='N'` 表示在正上方、`offset=` 表示相对于 `loc` 的逆时针角度值。\n", "- 半径(yaxis)\n", " - `set_rlabel_position`:设置半径标签的位置,传入角度值。\n", " - `set_rlim/set_rmax/set_rmin`:设置半径范围。\n", " - `set_rticks`:设置半径标签。" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "r = np.linspace(0, 2, 100)\n", "theta = 2 * np.pi * r\n", "\n", "fig, ax = plt.subplots(subplot_kw=dict(projection='polar'))\n", "ax.plot(theta, r, 'red')\n", "\n", "ax.set_xticks(np.linspace(0, 2*np.pi, 12, endpoint=False))\n", "ax.set_theta_zero_location(loc='N', offset=30)\n", "\n", "ax.set_rmax(2)\n", "ax.yaxis.set_major_locator(MultipleLocator(0.5))\n", "ax.set_rlabel_position(-45)\n", "\n", "plt.show()" ] } ], "metadata": { "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": "3.7.5" } }, "nbformat": 4, "nbformat_minor": 2 }