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再见 CSV，速度提升 150 倍！

图片来源@unsplash.com

来源：Python数据科学

作者：东哥起飞


为什么要和CSV再见？

好了说了那么久，来介绍下为什么要和CSV再见。其实也谈不上彻底再见吧，日常还是要用的，这里再介绍一个更加高效的数据格式。
用Python处理数据时保存和加载文件属于日常操作了，尤其面对大数据量时我们一般都会保存成CSV格式，而不是Excel。一是因为Excel有最大行数1048576的限制，二是文件占用空间更大，保存和加载速度很慢。
虽然用CSV没有行数限制，相对轻便，但是面对大数据量时还是略显拉夸，百万数据量储存加载时也要等好久。。不过很多同学都借此机会抻抻懒腰、摸摸鱼，充分利用时间也不错再见 CSV，速度提升 150 倍！。
其实，CSV 并不是唯一的数据存储格式。今天和大家介绍一个速度超快、更加轻量级的二进制格式保存格式：feather。

Feather是什么？

Feather 是一种用于存储数据帧的数据格式。它最初是为了 Python 和 R 之间快速交互而设计的，初衷很简单，就是尽可能高效地完成数据在内存中转换的效率。
现在 Feather 也不仅限于 Python 和 R 了，基本每种主流的编程语言中都可以用 Feather 文件。不过，要说明下，它的数据格式并不是为长期存储而设计的，一般的短期存储。

如何在Python中操作Feather？

在 Python 中，可以通过 pandas 或 Feather 两种方式操作。首先需要安装feather-format。
只需要上面一行安装即可，很简单。
我们通过一个较大的数据集举例，需要 Feather、Numpy 和 pandas 来一起配合。数据集有 5 列和 1000 万行随机数。
再见 CSV，速度提升 150 倍！
它的用法和之前csv的操作难度一个水平线，非常简单。
保存
两种方式，一是 DataFrame 直接to_feather 的 Feather 格式：
二是用 Feather 库执行相同操作的方法：
加载
加载也是一样的，同样还是两种方式。一是通过pandas加载：
二是用 Feather 加载：
操作习惯一样，难度完全没有。

和CSV的区别

对比产生美。下面来看下feather和csv的差距有多大。下图显示了上面本地保存 DataFrame 所需的时间：
再见 CSV，速度提升 150 倍！
差距巨大，有木有！原生 Feather(图中的Native Feather)比 CSV 快了将近 150 倍左右。如果使用 pandas 处理 Feather 文件并没有太大关系，但与 CSV 相比，速度的提高是非常显著的。
然后再看下读取不同格式的相同数据集需要多长时间。
再见 CSV，速度提升 150 倍！
同样，差异也很明显。CSV 的读取速度要慢得多。并且CSV占用的磁盘空间也更大。
再见 CSV，速度提升 150 倍！
CSV 文件占用的空间是 Feather 文件占用的空间的两倍多。假如我们每天存储千兆字节的数据，那么选择正确的文件格式至关重要。Feather 在这方面完全碾压了 CSV。
当然，如果追求更多的压缩空间，也可以试试Parquet，也是一个可以替代CSV 的格式。

结语

说了这么多，可能很多同学还是甩出一句话：谢谢，我选CSV再见 CSV，速度提升 150 倍！。这个东西怎么说呢再见 CSV，速度提升 150 倍！，当你需要它时，它就有用，如果日常没有速度和空间的强烈需求，还是老老实实CSV吧。CSV已经用惯了，改变使用习惯还是挺难的。


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趣味:弹球游戏  | 九宫格  | 漂亮的花 | 两百行Python《天天酷跑》游戏!


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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

  • 1).卧槽！Pdf转Word用Python轻松搞定！

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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 

  • 4).80行代码！用Python做一个哆来A梦分身 

  • 5).你必须掌握的20个python代码，短小精悍，用处无穷 

  • 6).30个Python奇淫技巧集 

  • 7).我总结的80页《菜鸟学Python精选干货.pdf》,都是干货 

  • 8).再见Python！我要学Go了！2500字深度分析！

  • 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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