Python Pandas - 将 CategoricalIndex 的类别设置为无序
要将 CategoricalIndex 的类别设置为无序,请在 Pandas 中使用 as_unordered() 方法。
首先,导入所需的库 −
import pandas as pd
使用 "categories" 参数为分类设置类别。使用值 True 的 "ordered" 参数将分类视为有序 −
catIndex = pd.CategoricalIndex(["p", "q", "r", "s","p", "q", "r", "s"], ordered=True, categories=["p", "q", "r", "s"])
设置类别为无序 −
print("\nCategoricalIndex unordered...\n", catIndex.as_unordered())
例子
以下是代码 −
import pandas as pd
# Set the categories for the categorical using the "categories" parameter
# Treat the categorical as ordered using the "ordered" parameter with value True
catIndex = pd.CategoricalIndex(["p", "q", "r", "s","p", "q", "r", "s"], ordered=True, categories=["p", "q", "r", "s"])
# Display the CategoricalIndex
print("CategoricalIndex...\n",catIndex)
# Get the categories
print("\nDisplaying Categories from CategoricalIndex...\n",catIndex.categories)
# Set the categories to be unordered
print("\nCategoricalIndex unordered...\n", catIndex.as_unordered())输出
这将产生以下输出 −
CategoricalIndex... CategoricalIndex(['p', 'q', 'r', 's', 'p', 'q', 'r', 's'], categories=['p', 'q', 'r', 's'], ordered=True, dtype='category') Displaying Categories from CategoricalIndex... Index(['p', 'q', 'r', 's'], dtype='object') CategoricalIndex unordered... CategoricalIndex(['p', 'q', 'r', 's', 'p', 'q', 'r', 's'], categories=['p', 'q', 'r', 's'], ordered=False, dtype='category')
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