Jupyter Notebook 是干嘛的就不再过多介绍了，这篇文章收集了一些顶级的 Jupyter Notebook 技巧，可以让你迅速成为一个 Jupyter 超级使用者！
作为一款完全免费的产品，它的身上有太多值得探索的内容了，这里整理了28个，希望能够对你有所帮助。
1、快捷键
任何重度用户应该都知道，键盘快捷键的有效使用可以节省大量时间。Jupyter 在顶部的菜单下存储了一个 keybord 快捷键列表：Help>Keyboard shortcuts，或者在命令模式下按H键也可以调出。我们每次更新 Jupyter 时都需要检查一下快捷键的情况，因为很多时候总是会添加更多的快捷方式。
另一种访问快捷键的方法，也是学习快捷键的一种简便方法，就是使用命令面板：Cmd+Shift+P（在Linux和Windows上是Ctrl+Shift+P）。这个对话框可帮助我们按名称运行任何命令—如果我们不知道某个操作的键盘快捷键，或者想要执行的操作没有键盘快捷键，那么该对话框将是非常有用。它的功能类似于 Mac 上的 Spotlight 搜索，一旦我们开始使用它，你就会依赖它，以至于会想没有它你会怎么生活！
下面是一些我个人比较喜欢的快捷键：
Esc 进入命令模式
在命令模式下：
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A要在当前单元格上方插入新单元格，B将在下面插入新单元格。
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M要将当前单元格更改为标记，Y将其更改为代码
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D+D（按两次键）删除当前单元格
Enter将使我们从命令模式返回到给定单元格的编辑模式。
Shift+Tab将显示刚输入代码单元的对象的Docstring（文档）——可以继续按此键切换以循环使用几种文档模式。
Ctrl+Shift+-将当前单元格从光标所在的位置拆分为两个。
Esc+F查找并替换代码，但不是输出。
Esc+O切换单元格输出。
选择多个单元格：
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Shift+J或Shift+Down选择下一个单元格，也可以使用Shift+K或Shift+Up选择向上一个单元格。
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一旦我们选择了多个单元格，就可以对它们进行批量的删除/复制/剪切/粘贴/运行，这个功能在需要修改部分脚本是是很有帮助的。
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可以使用Shift+M合并多个单元格。
2、漂亮的显示变量
我们都知道，通过使用变量名或语句的未赋值输出完成Jupyter单元格，Jupyter将显示该变量，而不需要print语句。这在处理数据帧时特别有用，因为输出被整齐地格式化为一个表。
但是鲜为人知的是，我们可以修改一个 ast_note_interactivity 选项，使Jupyter对自己行中的任何变量或语句执行此操作，这样我们就可以一次看到多个语句的值。
如果要为所有Jupyter实例（笔记本和控制台）设置这个行为，只需创建一个文件~/.ipython/profile_default/ipython_config.py，通过下面的代码实现
3、文档的简单链接
在“帮助”菜单中，可以找到指向常用库（包括NumPy、Pandas、SciPy和Matplotlib）的联机文档链接。
但是我们也应该知道，在库、方法或变量前面加上？，也可以访问Docstring以快速参考语法。
4、绘图
有许多方法可以在notebook中绘制图片
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matplotlib，用%matplotlib inline激活–大部分情况下，使用matplotlib绘图是实际上的标准
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%matplotlib notebook提供了交互性，但是速度可能有点慢，因为所有的渲染都是在服务器端完成的。
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Seaborn是建立在Matplotlib之上的，它使得建造更具吸引力的图片变得更加容易。只需导入Seaborn，matplotlib绘图就变得“更漂亮”，无需任何代码修改。
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mpld3为matplotlib代码提供了可选的呈现器（使用d3）。很好，可以选择尝试下。
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bokeh是一个更好的选择，可以建立互动的场景。
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ploy.ly可以绘制一些很棒的动态图表-虽然曾经是一个付费服务，但是现在已经开源了。
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Altair是一个相对较新的Python可视化库。很容易使用，并且可以生成非常好看的绘图，但是定制这些绘图的功能远不如Matplotlib强大。
5、IPython 魔法命令行
上面看到的%matplotlib就是IPython魔术命令的一个示例，基于IPython内核，Jupyter可以访问IPython内核中的所有魔法，它们可以让我们更轻松的使用 Jupyter！
6、IPython 魔法-%env 设置环境变量
我们可以管理notebook的环境变量，而无需重新启动jupyter服务器进程。有些库是（比如theano）使用环境变量来控制行为的，%env 就是最方便的方法。
7、IPython 魔法-%run 执行Python代码
%run可以从.py文件执行python代码——这是一个有很好方法，但是却很少有人知道，它还可以执行其他jupyter notebook，这也非常有用。
需要注意的是，使用%run与导入python模块不同。
8、IPython 魔法-%load 从外部脚本插入代码
这个魔法语言，可以用外部脚本替换单元格的内容，可以使用计算机上的文件作为源，也可以使用URL。
9、IPython 魔法-%store 在notebook之间传递变
%store命令允许我们在两个不同的notebook之间传递变量。
然后在一个新的notebook中
10、IPython 魔法-%who 列出全局范围的所有变量
不带任何参数的%who命令将列出全局范围中存在的所有变量，传递类似str的参数将只列出该类型的变量。
11、IPython 魔法-计时功能
有两个IPython魔术命令对计时很有用–%%time和%timeit，当我们有一些慢代码需要执行并且试图找出问题所在的时候，这就特别方便了。
%%time会给你关于代码里一次代码运行的信息。
%%timeit使用Python timeit模块，该模块运行一条语句100000次（默认情况下），然后提供最快三次的平均值。
12、IPython 魔法-%%writefile和%pycat 导出单元格的内容/显示外部脚本的内容
使用%%writefile将该单元格的内容保存到外部文件中，%pycat的作用正好相反，它（在弹出窗口中）可以显示外部文件的内容。
%%writefile
%%pycat
13、IPython 魔法-%prun 显示程序在每个函数中花费的时间
使用%prun statement_name将生产一个有序表，显示在语句中调用每个内部函数的次数、每次调用所占用的时间以及函数的所有运行的累计时间。
14、IPython 魔法-使用%pdb进行调试
Jupyter有自己的Python调试器（pdb）接口，这样就可以进入函数内部并调查那里发生了什么。
15、执行Shell命令
从notebook内部执行shell命令很容易，可以使用此选项检查工作文件夹中的可用数据集
检查安装的库
16、使用LaTeX格式化
在markdown单元格中写入LaTeX时，将使用MathJax将其呈现为公式。
我们要时刻谨记，MarkDown 是 Jupyter 的非常重要的一部分，一定要好好利用
17、在一个notebook中使用不同的kernel运行代码
如果需要，可以将多个内核中的代码合并到一个notebook中。
只需在每个要使用内核的单元格的开头使用ipython magics和内核名称：
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%%bash
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%%HTML
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%%python2
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%%python3
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%%ruby
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%%perl
18、在同一个notebook上运行R和Python
最好的解决方案是安装rpy2，这可以通过pip轻松完成：
接下来就是同时使用两种语言了
好了，今天的分享就到这里，还不给个“在看”吗
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AI: 会做诗的机器人 | 给图片上色 | 预测收入 | 碟中谍这么火，我用机器学习做个迷你推荐系统电影
小工具: Pdf转Word，轻松搞定表格和水印！ | 一键把html网页保存为pdf！| 再见PDF提取收费！ | 用90行代码打造最强PDF转换器，word、PPT、excel、markdown、html一键转换 | 制作一款钉钉低价机票提示器！ ｜60行代码做了一个语音壁纸切换器天天看小姐姐！｜
年度爆款文案
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1).卧槽！Pdf转Word用Python轻松搞定！
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2).学Python真香！我用100行代码做了个网站，帮人PS旅行图片，赚个鸡腿吃
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3).首播过亿，火爆全网，我分析了《乘风破浪的姐姐》，发现了这些秘密
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4).80行代码！用Python做一个哆来A梦分身
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5).你必须掌握的20个python代码，短小精悍，用处无穷
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6).30个Python奇淫技巧集
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7).我总结的80页《菜鸟学Python精选干货.pdf》,都是干货
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8).再见Python！我要学Go了！2500字深度分析！
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9).发现一个舔狗福利！这个Python爬虫神器太爽了，自动下载妹子图片
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data-darkmode-bgcolor-15882396318564="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15882396318564="rgb(255, 255, 255)" data-darkmode-color-15882396318564="rgb(230, 230, 230)" data-darkmode-original-color-15882396318564="rgb(0, 0, 0)" data-darkmode-bgimage-15882396318564="1" data-darkmode-bgcolor-15900529136199="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15900529136199="rgb(255, 255, 255)" data-darkmode-color-15900529136199="rgb(230, 230, 230)" data-darkmode-original-color-15900529136199="rgb(0, 0, 0)" data-darkmode-bgimage-15900529136199="1" style="margin-left: 2px;max-width: 100%;width: 20px;box-sizing: border-box !important;overflow-wrap: break-word !important;"></section><section data-brushtype="text" data-darkmode-bgcolor-15860613985508="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15860613985508="rgb(255, 255, 255)" data-darkmode-color-15860613985508="rgb(51, 51, 51)" data-darkmode-original-color-15860613985508="rgb(51, 51, 51)" data-darkmode-bgimage-15860613985508="1" data-darkmode-bgcolor-15870356070738="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15870356070738="rgb(255, 255, 255)" data-darkmode-color-15870356070738="rgb(51, 51, 51)" data-darkmode-original-color-15870356070738="rgb(51, 51, 51)" data-darkmode-bgimage-15870356070738="1" data-darkmode-bgcolor-15870356071023="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15870356071023="rgb(255, 255, 255)" data-darkmode-color-15870356071023="rgb(51, 51, 51)" data-darkmode-original-color-15870356071023="rgb(51, 51, 51)" data-darkmode-bgimage-15870356071023="1" data-darkmode-bgcolor-15882384789136="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15882384789136="rgb(255, 255, 255)" data-darkmode-color-15882384789136="rgb(51, 51, 51)" data-darkmode-original-color-15882384789136="rgb(51, 51, 51)" data-darkmode-bgimage-15882384789136="1" data-darkmode-bgcolor-15882396318564="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15882396318564="rgb(255, 255, 255)" data-darkmode-color-15882396318564="rgb(51, 51, 51)" data-darkmode-original-color-15882396318564="rgb(51, 51, 51)" data-darkmode-bgimage-15882396318564="1" data-darkmode-bgcolor-15900529136199="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15900529136199="rgb(255, 255, 255)" data-darkmode-color-15900529136199="rgb(51, 51, 51)" data-darkmode-original-color-15900529136199="rgb(51, 51, 51)" data-darkmode-bgimage-15900529136199="1" style="max-width: 100%;font-size: 14px;color: rgb(51, 51, 51);text-align: left;box-sizing: border-box !important;overflow-wrap: break-word !important;"><span style="max-width: 100%;font-family: 楷体, 楷体_GB2312, SimKai;white-space: pre-wrap;font-size: 12px;box-sizing: border-box !important;overflow-wrap: break-word !important;">点阅读原文,领AI全套资料！</span></section></section></section></section></section></section></section>本篇文章来源于: 菜鸟学Python
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