From 666c81661fdc0d73ca76c522a961e9c59186e449 Mon Sep 17 00:00:00 2001 From: psjyva5l8 <1523334128@qq.com> Date: Tue, 5 Apr 2022 23:39:56 +0800 Subject: [PATCH] ADD file via upload --- ...202014050202王如瑾(可视化).ipynb | 74 +++++++++++++++++++ 1 file changed, 74 insertions(+) create mode 100644 网工2班202014050202王如瑾(可视化).ipynb diff --git a/网工2班202014050202王如瑾(可视化).ipynb b/网工2班202014050202王如瑾(可视化).ipynb new file mode 100644 index 0000000..48eff06 --- /dev/null +++ b/网工2班202014050202王如瑾(可视化).ipynb @@ -0,0 +1,74 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWQAAADuCAYAAAAOR30qAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt #导入matplotlib.pyplot\n", + "import numpy as np #导入Axes3D类\n", + "from mpl_toolkits.mplot3d import Axes3D #fig.gca是获取图中的当前极轴。如果不存在,或者不是极轴,则将创建相应的轴,然后返回。此时得到的ax对象的类型是Axes3D的子类,这个对象将是绘制3D图形的入口\n", + " \n", + "fig = plt.figure()\n", + "ax = fig.gca(projection='3d')\n", + " \n", + "count = 100\n", + "range = 100\n", + "\n", + "xs = np.random.rand(count) * range\n", + "ys = np.random.rand(count) * range\n", + "zs = np.random.rand(count) * range #点的x,y,z轴都是随机的,范围都在100以内\n", + " \n", + "ax.scatter(xs, ys, zs, s=zs, c=zs)\n", + "\n", + "ax.set_xlabel('X Label')\n", + "ax.set_ylabel('Y Label')\n", + "ax.set_zlabel('Z Label') #在显示这些点的时候,根据z值的大小设置了点的颜色和尺寸以示区分\n", + " \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "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": "3.6.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}