pip install pandas pip install xlrd
大量记录的时候,用EXCEL排序处理比较费劲,EXCEL程序动不动就无响应了,用pands完美解决。
# We will use data structures and data analysis tools provided in Pandas library import pandas as pd # Import retail sales data from an Excel Workbook into a data frame # path = ‘/Documents/analysis/python/examples/2015sales.xlsx‘ path = ‘F:/python/an.xlsx‘ xlsx = pd.ExcelFile(path) df = pd.read_excel(xlsx, ‘Sheet1‘) # Let‘s add a new boolean column to our dataframe that will identify a duplicated order line item (False=Not a duplicate; True=Duplicate) df[‘is_duplicated‘] = df.duplicated([‘ip‘]) # We can sum on a boolean column to get a count of duplicate order line items # df[‘is_duplicated‘].sum() # Get the records of duplicated, If you need non-dup just use False instead df_dup = df.loc[df[‘is_duplicated‘] == True] # Finally let‘s save our cleaned up data to a csv file df_dup.to_csv(‘dup.csv‘, encoding=‘utf-8‘)
ref:https://33sticks.com/python-for-business-identifying-duplicate-data/