Python - 查找 Pandas DataFrame 的统计信息摘要
要查找DataFrame的统计信息摘要,请使用describe()方法。首先,我们导入了以下带有别名的pandas库
import pandas as pd
以下是我们的CSV文件,我们正在创建一个PandasDataFrame-
dataFrame = pd.read_csv("C:\\Users\\amit_\\Desktop\\CarRecords.csv")
现在,获取我们的PandasDataFrame的统计摘要-
dataFrame.describe()
示例
以下是完整代码
import pandas as pd #读取csv文件 dataFrame = pd.read_csv("C:\\Users\\amit_\\Desktop\\CarRecords.csv") print("DataFrame...\n",dataFrame) #计算DataFrame中的行和列 print("\nNumber of rows and column in our DataFrame = ",dataFrame.shape) #数据框摘要 print("\nGet the summary of statistics of a DataFrame = \n",dataFrame.describe()) #返回前7行记录 print("\nDataFrame with specific number of rows...\n",dataFrame.head(7))输出结果
这将产生以下输出
DataFrame... Car Place UnitsSold 0 Audi Bangalore 80 1 Porsche Mumbai 110 2 RollsRoyce Pune 100 3 BMW Delhi 95 4 Mercedes Hyderabad 80 5 Lamborghini Chandigarh 80 6 Audi Mumbai 100 7 Mercedes Pune 120 8 Lamborghini Delhi 100 Number of rows and colums in our DataFrame = (9, 3) Get the summarry of statistics of a DataFrame = UnitsSold count 9.000000 mean 96.111111 std 14.092945 min 80.000000 25% 80.000000 50% 100.000000 75% 100.000000 max 120.000000 DataFrame with specific number of rows ... Car Place UnitsSold 0 Audi Bangalore 80 1 Porsche Mumbai 110 2 RollsRoyce Pune 100 3 BMW Delhi 95 4 Mercedes Hyderabad 80 5 Lamborghini Chandigarh 80 6 Audi Mumbai 100