{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 探索Jupyter notebook" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Jupyter notebook是什么?\n", "\n", "Jupyther notebook 是一个可以把代码、图像、注释、公式和作图集于一处,从而实现可读性分析的一种灵活的工具。 **它的核心在于展示与快速迭代。**\n", "\n", "![Jupyter notebook界面](https://www.dataquest.io/blog/images/jupyter/interface-screenshot.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 为什么要使用 Jupyter notebook?\n", "\n", "看看各路大神,都用Jupyter notebook干了什么,自然就回答了这个问题。\n", "\n", "* 先来个有趣的,三体问题模拟器\n", " * [Three-Body Problem](http://nbviewer.jupyter.org/github/pjpmarques/Julia-Modeling-the-World/blob/master/Three-Body%20Problem.ipynb)\n", "* 各路大神写的Python教程\n", " * [Introduction to Python](http://nbviewer.jupyter.org/github/ehmatthes/intro_programming/blob/master/notebooks/index.ipynb)\n", " * [Exploratory computing with Python by Mark Bakker](http://mbakker7.github.io/exploratory_computing_with_python/)\n", " * [Exploratory computing with Python by Mark Bakker](http://nbviewer.jupyter.org/github/yoavram/CS1001.py/tree/master/)\n", "* 机器学习人工神经网络模型\n", " * [Neural Networks](http://nbviewer.jupyter.org/github/masinoa/machine_learning/blob/master/04_Neural_Networks.ipynb)\n", "* 表格数据处理库Pandas教程\n", " * [.Analysing structured data using pandas](http://nbviewer.jupyter.org/github/phelps-sg/python-bigdata/blob/master/src/main/ipynb/pandas.ipynb)\n", "* 大规模并行计算框架Spark教程\n", " * [Map-Reduce and Apache Spark](http://nbviewer.jupyter.org/github/phelps-sg/python-bigdata/blob/master/src/main/ipynb/spark-mapreduce.ipynb)\n", "* Microsoft Office+Python自动化\n", " * [Automating Microsoft Office with Python](http://nbviewer.jupyter.org/github/sanand0/ipython-notebooks/blob/master/Office.ipynb)\n", "* Twitter数据挖掘入门\n", " * [Datamining Twitter with tweepy](http://nbviewer.jupyter.org/github/hugadams/twitter_play/blob/master/tweepy_tutorial.ipynb)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 如何安装Jupyter notebook?\n", "\n", "* 直接安装[Anaconda](https://www.continuum.io/downloads)(强烈推荐)\n", "* 使用pip安装Jupyter notebook\n", " * 在命令行输入:`pip3 install jupyter`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 如何在Jupyter notebook内,实现Python2 and 3 共存?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 安装Python 3.6\n", "\n", "从官网下载Python 3.6对应的的Anaconda For macOS安装包——[Download](https://www.continuum.io/downloads#macos)。安装过程不赘述。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 安装Python 2.7\n", "\n", "打开terminal,输入\n", "\n", "```conda create --name python36 python=2.7```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 进入进入名为 env_name 的环境\n", "\n", "`source activate env_name`\n", "\n", "### 退出当前环境\n", "\n", "`source deactivate`\n", "\n", "### 显示所有环境\n", "\n", "`conda env list`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Jupyter notebook常用快捷键\n", "\n", "使用快捷键可以大幅提高效率,让你欲罢不能。使用Cmd + Shift + P 调出命令面板。\n", "\n", "Jupyter Notebook 有两种键盘输入模式。编辑模式,允许你往单元中键入代码或文本;这时的单元框线是绿色的。命令模式,键盘输入运行程序命令;这时的单元框线是灰色\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 命令模式 (按键 Esc 开启)\n", "\n", "* Enter : 转入编辑模式\n", "* Shift-Enter : 运行本单元,选中下个单元\n", "* command-Enter : 运行本单元\n", "* Alt-Enter : 运行本单元,在其下插入新单元\n", "* Y : 单元转入代码状态\n", "* M :单元转入markdown状态\n", "* Up : 选中上方单元\n", "* K : 选中上方单元\n", "* Down : 选中下方单元\n", "* J : 选中下方单元\n", "* Shift-K : 扩大选中上方单元\n", "* Shift-J : 扩大选中下方单元\n", "* A : 在上方插入新单元\n", "* B : 在下方插入新单元\n", "* X : 剪切选中的单元\n", "* C : 复制选中的单元\n", "* F 在代码中查找、替换\n", "* Shift-V : 粘贴到上方单元\n", "* V : 粘贴到下方单元\n", "* Z : 恢复删除的最后一个单元\n", "* D,D : 删除选中的单元\n", "* Shift-M : 合并选中的单元\n", "* command-S : 文件存盘\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 编辑模式 ( Enter 键启动)\n", "* Tab : 代码补全或缩进\n", "* command-A : 全选\n", "* command-Z : 复原\n", "* command-Up : 跳到单元开头\n", "* command-End : 跳到单元末尾\n", "* command-Left : 跳到左边一个字首\n", "* command-Right : 跳到右边一个字首\n", "* Shift-Enter : 运行本单元,选中下一单元\n", "* command-Enter : 运行本单元\n", "* Alt-Enter : 运行本单元,在下面插入一单元" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 轻松链接到文档\n", "\n", "在库、方法或变量的前面打上?,即可打开相关语法的帮助文档。" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": true }, "outputs": [], "source": [ "?str.replace" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Docstring: L.append(object) -> None -- append object to end\n", "Type: method_descriptor" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": true }, "outputs": [], "source": [ "?list.pop" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Docstring:\n", "L.pop([index]) -> item -- remove and return item at index (default last).\n", "Raises IndexError if list is empty or index is out of range.\n", "Type: method_descriptor" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": true }, "outputs": [], "source": [ "?dict.get" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Docstring: D.get(k[,d]) -> D[k] if k in D, else d. d defaults to None.\n", "Type: method_descriptor" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 在Jupyter notebook里面作图" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "推荐使用matplotlib,可通过%matplotlib inline 激活" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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QrlS8LjjNv4PKHVy/1PBcxElUnDCIjWGM0ZgBWm9RloGLqAcDiXq/p7z3kEMI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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pylab import *\n", "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "fig = figure()\n", "ax = Axes3D(fig)\n", "X = np.arange(-4, 4, 0.25)\n", "Y = np.arange(-4, 4, 0.25)\n", "X, Y = np.meshgrid(X, Y)\n", "R = np.sqrt(X**2 + Y**2)\n", "Z = np.sin(R)\n", "\n", "ax.plot_surface(X, Y, Z, rstride=1, cstride=1, cmap='hot')\n", "\n", "show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Jupyter Magic命令\n", "\n", "Jupyter notebook提供了许多魔法命令,使得在Jupyter notebook环境中的操作更加得心应手。魔法命令都以%或者%%开头,以%开头的成为行命令,%%开头的称为单元命令。行命令只对命令所在的行有效,而单元命令则必须出现在单元的第一行,对整个单元的代码进行处理。\n", "\n", "执行%magic可以查看关于各个命令的说明,而在命令之后添加?可以查看该命令的详细说明。\n", "\n", "推荐阅读Jupyter magic命令的[相关文档](http://ipython.readthedocs.io/en/stable/interactive/magics.html),它一定会对你很有帮助。\n", "\n", "下面是我最爱的几个:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Jupyter Magic - %run: 运行python代码\n", "\n", "%run 可以运行.py格式的python代码——这是众所周知的。不那么为人知晓的事实是它也可以运行其它的jupyter notebook文件,这一点很有用。 " ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Hello World!\n", "Hello Again\n", "I like typing this.\n", "This is fun.\n", "Yay! Printing.\n", "I`d much rather you 'not'.\n", "I \"said\" do not touch this.\n" ] } ], "source": [ "%run ./ex1.py" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Jupyter Magic - %who: 列出所有的全局变量" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "one\t three\t two\t \n" ] } ], "source": [ "one = \"for the money\"\n", "two = \"for the show\"\n", "three = \"to get ready now go cat go\" \n", "%who str" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Jupyter Magic – 计时\n", "\n", "有两种用于计时的jupyter magic命令: %%time 和 %timeit.当你有一些很耗时的代码,想要查清楚问题出在哪时,这两个命令非常给力。 \n", "\n", "%%time 会告诉你cell内代码的单次运行时间信息。" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 1.34 s, sys: 161 ms, total: 1.5 s\n", "Wall time: 1.52 s\n" ] } ], "source": [ "%%time\n", "a = []\n", "for i in range(10000000):\n", " a.append(i)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "%%timeit 使用了Python的 timeit 模块,该模块运行某语句100,000次(默认值),然后提供最快的3次的平均值作为结果。" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1000000 loops, best of 3: 1.26 µs per loop\n" ] } ], "source": [ "%%timeit\n", "a = []\n", "for i in range(10):\n", " a.append(i)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 在notebook内用不同的内核运行代码" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "如果你想要,其实可以把不同内核的代码结合到一个notebook里运行。\n", "\n", "只需在每个单元格的起始,用Jupyter magics调用kernal的名称:\n", "\n", "* %%bash\n", "* %%HTML\n", "* %%python2\n", "* %%python3\n", "* %%ruby\n", "* %%perl" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "i is 1\n", "i is 2\n", "i is 3\n", "i is 4\n", "i is 5\n" ] } ], "source": [ "%%bash\n", " for i in {1..5}\n", " do\n", " echo \"i is $i\"\n", " done" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 展示你的Jupyter notebook" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* GitHub 天然支持 Jupyter Notebook —— 上传笔记后,你可以直接在仓库中看到渲染效果,管理版本。[展示文档](https://github.com/Hugo1030/learnpython/blob/master/jupyter-notebook-turials.ipynb)\n", "* 可以使用官方的[nbviewer](https://nbviewer.jupyter.org/),也非常容易展示和分享,比如[展示文档](http://nbviewer.jupyter.org/github/Hugo1030/learnpython/blob/master/jupyter-notebook-turials.ipynb)" ] } ], "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": "3.6.1" } }, "nbformat": 4, "nbformat_minor": 2 }