diff --git a/README.md b/README.md index f0b43ac..eae1e64 100644 --- a/README.md +++ b/README.md @@ -26,7 +26,7 @@ Matplotlib可以说是python数据可视化最重要且常见的工具之一, ## 使用说明 -使用前请将matplotlib升级到最新版本V3.3.3(2020年12月),否则会出现报错现象。 +使用前请将matplotlib升级到最新版本V3.3.3(2020年12月),否则会出现报错! ## 目录 diff --git a/第二回:艺术画笔见乾坤.ipynb b/第二回:艺术画笔见乾坤.ipynb index 8663235..99f544f 100644 --- a/第二回:艺术画笔见乾坤.ipynb +++ b/第二回:艺术画笔见乾坤.ipynb @@ -1087,7 +1087,7 @@ "metadata": {}, "source": [ "### 3. collections\n", - "collections类是根据点的集合绘制的图形 ,pathcollection是创建路径的集合,其中比较常见的就是散点图scatter,根据x与y绘制不同大小或颜色标记的散点图。 它的构造方法:\n", + "collections类是用来绘制一组对象的集合,collections有许多不同的子类,如RegularPolyCollection, CircleCollection, Pathcollection, 分别对应不同的集合子类型。其中比较常用的就是散点图,它是属于PathCollection子类,scatter方法提供了该类的封装,根据x与y绘制不同大小或颜色标记的散点图。 它的构造方法:\n", " \n", ">Axes.scatter(self, x, y, s=None, c=None, marker=None, cmap=None, norm=None, vmin=None, vmax=None, alpha=None, linewidths=None, verts=, edgecolors=None, *, plotnonfinite=False, data=None, **kwargs)\n", " \n", @@ -1095,8 +1095,8 @@ "其中最主要的参数是前5个: \n", "+ **x**:数据点x轴的位置 \n", "+ **y**:数据点y轴的位置 \n", - "+ **s**:可以是单个颜色格式的字符串,也可以是一系列颜色 \n", - "+ **c**:颜色 \n", + "+ **s**:尺寸大小 \n", + "+ **c**:可以是单个颜色格式的字符串,也可以是一系列颜色 \n", "+ **marker**: 标记的类型 \n" ] }, @@ -1146,14 +1146,15 @@ "images是matplotlib中绘制image图像的类,其中最常用的imshow可以根据数组绘制成图像,它的构造函数:\n", ">class matplotlib.image.AxesImage(ax, cmap=None, norm=None, interpolation=None, origin=None, extent=None, filternorm=True, filterrad=4.0, resample=False, **kwargs)\n", " \n", - "imshow根据数组绘制图像 \n", + "imshow根据数组绘制图像\n", ">matplotlib.pyplot.imshow(X, cmap=None, norm=None, aspect=None, interpolation=None, alpha=None, vmin=None, vmax=None, origin=None, extent=None, shape=, filternorm=1, filterrad=4.0, imlim=, resample=None, url=None, *, data=None, **kwargs)\n", - " " + "\n", + "使用imshow画图时首先需要传入一个数组,数组对应的是空间内的像素位置和像素点的值,interpolation参数可以设置不同的差值方法,具体效果如下。" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2020-11-22T19:03:19.356889Z", @@ -1163,32 +1164,34 @@ "outputs": [ { "data": { + "image/png": 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\n", 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" ] }, - "execution_count": 18, "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, "output_type": "display_data" } ], "source": [ - "import matplotlib.pyplot as plt \n", - "import matplotlib.image as mpimg\n", - "X = [[1, 2], [3, 4], [5, 6]]\n", - "plt.imshow(X)" + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "methods = [None, 'none', 'nearest', 'bilinear', 'bicubic', 'spline16',\n", + " 'spline36', 'hanning', 'hamming', 'hermite', 'kaiser', 'quadric',\n", + " 'catrom', 'gaussian', 'bessel', 'mitchell', 'sinc', 'lanczos']\n", + "\n", + "\n", + "grid = np.random.rand(4, 4)\n", + "\n", + "fig, axs = plt.subplots(nrows=3, ncols=6, figsize=(9, 6),\n", + " subplot_kw={'xticks': [], 'yticks': []})\n", + "\n", + "for ax, interp_method in zip(axs.flat, methods):\n", + " ax.imshow(grid, interpolation=interp_method, cmap='viridis')\n", + " ax.set_title(str(interp_method))\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" ] }, {