Python Pandas CategoricalIndex - 检查类别是否具有有序关系

要检查类别是否具有有序关系，请使用CategoricalIndex的ordered属性。

首先，导入所需的库-

import pandas as pd

使用“categories”参数设置分类的类别。使用“ordered”参数按顺序处理分类-

catIndex = pd.CategoricalIndex(["p", "q", "r", "s","p", "q", "r", "s"], ordered=True, categories=["p", "q", "r", "s"])

显示分类索引-

print("Categorical Index...\n",catIndex)

获取类别-

print("\nDisplayingCategories from CategoricalIndex...\n",catIndex.categories)

检查有序关系的类别-

print("\nDoes categories have ordered relationship...\n",catIndex.ordered)

示例

以下是代码-

import pandas as pd #CategoricalIndex只能采用有限且通常是固定数量的可能值 # Set the categories for the categorical using the "categories" parameter # Treat the categorical as ordered using the "ordered" parameter catIndex = pd.CategoricalIndex(["p", "q", "r", "s","p", "q", "r", "s"], ordered=True, categories=["p", "q", "r", "s"]) #显示分类索引 print("Categorical Index...\n",catIndex) #获取类别 print("\nDisplayingCategories from CategoricalIndex...\n",catIndex.categories) #检查有序关系的类别 print("\nDoes categories have ordered relationship...\n",catIndex.ordered)输出结果

这将产生以下输出-

Categorical Index... CategoricalIndex([p, q, r, s, p, q, r, s], categories=[p, q, r, s], ordered=True, dtype=category) DisplayingCategories from CategoricalIndex... Index([p, q, r, s], dtype=object) Does categories have ordered relationship... True