From 15bcacb98c53c31ef87187bf98b35f81231ee0e8 Mon Sep 17 00:00:00 2001 From: skywateryang Date: Tue, 8 Dec 2020 13:57:29 +0800 Subject: [PATCH] =?UTF-8?q?Update=20=E7=AC=AC=E4=B8=89=E5=9B=9E=EF=BC=9A?= =?UTF-8?q?=E5=B8=83=E5=B1=80=E6=A0=BC=E5=BC=8F=E5=AE=9A=E6=96=B9=E5=9C=86?= =?UTF-8?q?.ipynb?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- 第三回:布局格式定方圆.ipynb | 49 +++++++++++++++++++++++++++++++++++- 1 file changed, 48 insertions(+), 1 deletion(-) diff --git a/第三回:布局格式定方圆.ipynb b/第三回:布局格式定方圆.ipynb index 3d553b9..eeaccda 100644 --- a/第三回:布局格式定方圆.ipynb +++ b/第三回:布局格式定方圆.ipynb @@ -79,6 +79,53 @@ "fig.tight_layout()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "除了常规的直角坐标系,也可以通过`projection`方法创建极坐标系下的图表" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "N = 150\n", + "r = 2 * np.random.rand(N)\n", + "theta = 2 * np.pi * np.random.rand(N)\n", + "area = 200 * r**2\n", + "colors = theta\n", + "\n", + "\n", + "plt.subplot(projection='polar')\n", + "plt.scatter(theta, r, c=colors, s=area, cmap='hsv', alpha=0.75)" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -648,7 +695,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.0" + "version": "3.7.9" }, "toc": { "base_numbering": 1,