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Using executemany to Insert a List of Dictionaries into MySQL from Python
In Python, executemany is a valuable tool for efficiently inserting multiple rows into a MySQL database. Consider the following scenario: You have a list of dictionaries named itemBank, with each dictionary representing data from a row in a table. To insert this data into the TABLE1 table, you're currently using a laborious method that involves executing separate SQL queries for each row.
To optimize this process, let's explore how to use executemany. The first step is to restructure itemBank into a list of tuples. Each tuple will contain the values you want to insert into the database, extracted from the corresponding dictionaries.
itemBank = [] for row in rows: itemBank.append(( tempRow2['Item_Name'], tempRow1['Item_Price'], tempRow3['Item_In_Stock'], tempRow4['Item_Max'], getTimeExtra ))
Next, construct an SQL query template (q) that defines the table columns and placeholders for the values to be inserted.
q = """ insert ignore into TABLE1 ( Item_Name, Item_Price, Item_In_Stock, Item_Max, Observation_Date ) values (%s,%s,%s,%s,%s) """
Finally, use the executemany method to execute the query with the list of tuples (itemBank) as the parameter.
try: x.executemany(q, itemBank) conn.commit() except: conn.rollback()
This approach significantly reduces the number of SQL queries executed, thereby improving the efficiency of the data insertion process.
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