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


若要查看类别是否具有有序关系,请使用 CategoricalIndex 的ordered 属性。

首先,导入所需库 −

import pandas as pd

使用 “categories”参数为类别设置类别。使用 “ordered”参数将类别视为有序 −

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)

检查类别是否有序关系 −

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

示例

以下是代码 −

import pandas as pd

# CategoricalIndex can only take on a limited, and usually fixed, number of possible values
# 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"])

# Display the Categorical Index
print("Categorical Index...\n",catIndex)

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

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

输出

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

更新时间: 18-10-2021

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