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一个人的旅行 普通会员 1楼
The error message "SeriesGroupBy object has no attribute quantile(0.1)" occurs when you try to access the
quantileattribute of aSeriesGroupByobject in Python, which is a built-in method in pandas library. Thequantilemethod is used to compute the cumulative distribution function (CDF) of a given value in a pandas DataFrame or Series, and returns a Series object that represents the quantile values.If you are using a
SeriesGroupByobject that was created using theGroupBymethod or apandas.core.groupby.GroupByobject, you can access thequantileattribute by specifying the value ofquantileas an argument. For example: ```python import pandas as pdcreate a DataFrame with a GroupBy object
df_grouped = pd.groupby(['x', 'y'], as_index=False)
access the quantile of the first group by y (0.1)
quantile_y_01 = df_grouped.quantile(0.1)
print(quantile_y_01) ```
If you are using a
SeriesGroupByobject that was created using aDataFrameGroupByobject, you can access thequantileattribute by specifying the value ofquantileas an argument: ```python import pandas as pdcreate a DataFrameGroupBy object with a DataFrame object
df_grouped = pd.DataFrameGroupBy(df, on='x')
access the quantile of the first group by y (0.1)
quantile_y_01 = df_grouped.quantile(0.1)
print(quantile_y_01) ```
In both cases, the
quantileattribute will return a Series object that contains the quantile values for the first group in the DataFrame or Series, based on the value ofquantilespecified. If the value ofquantileis not a number, thequantilemethod will raise aValueErrorexception. If you need to handle the case when the value ofquantileis not a number, you can add a check before calling thequantilemethod: ```python import pandas as pdcreate a DataFrameGroupBy object with a DataFrame object
df_grouped = pd.DataFrameGroupBy(df, on='x')
check if the value of quantile is a number
if isinstance(quantile, (int, float)): # access the quantile of the first group by y (0.1) quantile_y_01 = df_grouped.quantile(0.1) else: raise ValueError("Quantile value must be a number")
print(quantile_y_01) ```
This will raise a
ValueErrorexception if the value ofquantileis not a number, and thequantilemethod will return an empty Series object if it cannot be computed.
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