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好习惯！pandas 8 个常用的 index 设置

在数据处理时，经常会因为index报错而发愁。不要紧，本次来和大家聊聊pandas中处理索引的几种常用方法。

1.读取时指定索引列

很多情况下，我们的数据源是 CSV 文件。假设有一个名为的文件data.csv，包含以下数据。

默认情况下，pandas将会创建一个从0开始的索引行，如下：

但是，我们可以在导入过程中通过将index_col参数设置为某一列可以直接指定索引列。

2. 使用现有的 DataFrame 设置索引

当然，如果已经读取数据或做完一些数据处理步骤后，我们可以通过set_index手动设置索引。

这里有两点需要注意下。

  1. set_index方法默认将创建一个新的 DataFrame。如果要就地更改df的索引，需要设置inplace=True。
  1. 如果要保留将要被设置为索引的列，可以设置drop=False。

3. 一些操作后重置索引

在处理 DataFrame 时，某些操作（例如删除行、索引选择等）将会生成原始索引的子集，这样默认的数字索引排序就乱了。如要重新生成连续索引，可以使用reset_index方法。

通常，我们是不需要保留旧索引的，因此可将drop参数设置为True。同样，如果要就地重置索引，可设置inplace参数为True，否则将创建一个新的 DataFrame。

4. 将索引从 groupby 操作转换为列

groupby分组方法是经常用的。比如下面通过添加一个分组列team来进行分组。

默认情况下，分组会将分组列编程index索引。但是很多情况下，我们不希望分组列变成索引，因为可能有些计算或者判断逻辑还是需要用到该列的。因此，我们需要设置一下让分组列不成为索引，同时也能完成分组的功能。

有两种方法可以完成所需的操作，第一种是用reset_index，第二种是在groupby方法里设置as_index=False。个人更喜欢第二种方法，它只涉及两个步骤，更简洁。

5.排序后重置索引

当用sort_value排序方法时也会遇到这个问题，因为默认情况下，索引index跟着排序顺序而变动，所以是乱雪。如果我们希望索引不跟着排序变动，同样需要在sort_values方法中设置一下参数ignore_index即可。

6.删除重复后重置索引

删除重复项和排序一样，默认执行后也会打乱排序顺序。同理，可以在drop_duplicates方法中设置ignore_index参数True即可。

7. 索引的直接赋值

当我们有了一个 DataFrame 时，想要使用不同的数据源或单独的操作来分配索引。在这种情况下，可以直接将索引分配给现有的 df.index。

8.写入CSV文件时忽略索引

数据导出到 CSV 文件时，默认 DataFrame 具有从 0 开始的索引。如果我们不想在导出的 CSV 文件中包含它，可以在to_csv方法中设置index参数。

如下所示，导出的 CSV 文件中，索引列未包含在文件中。

好习惯！pandas 8 个常用的 index 设置

其实，很多方法中都有关于索引的设置，只不过大家一般比较关心数据，而经常忽略了索引，才导致继续运行时可能会报错。以上几个高频的操作都是有索引设置的，建议大家平时用的时候养成设置索引的习惯，这样会节省不少时间。

原创不易，欢迎点赞、留言、分享，支持我继续写下去。

参考：https://towardsdatascience.com/8-quick-tips-on-manipulating-index-with-pandas-c10ef9d1b44f


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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><span style="color: rgb(89, 89, 89);font-family: Optima-Regular, Optima, PingFangTC-Light, PingFangSC-light, PingFangTC-light;font-size: 16px;letter-spacing: 2px;"></span></section></section></section></section></section></section></section>

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