如何使用 executemany 将 Python 中的字典列表插入 MySQL

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时间:2020-08-19 10:17:05  来源:igfitidea点击:

How can I use executemany to insert into MySQL a list of dictionaries in Python

pythonmysqlmysql-python

提问by Alex Ketay

I'm currently using MySQL and Python to scrape data from the web. Specifically, I am scraping table data and inserting it into my database. My current solution works, but I feel it is extremely inefficient and will most likely lock up my database if I don't rewrite the code. Here is what I currently use (partial code):

我目前正在使用 MySQL 和 Python 从网络上抓取数据。具体来说,我正在抓取表数据并将其插入到我的数据库中。我当前的解决方案有效,但我觉得它效率极低,如果我不重写代码,很可能会锁定我的数据库。这是我目前使用的(部分代码):

itemBank = []
for row in rows:
    itemBank.append((tempRow2,tempRow1,tempRow3,tempRow4)) #append data

#itemBank List of dictionaries representing data from each 
row of the table. i.e. 
('Item_Name':"Tomatoes",'Item_Price':"10",'Item_In_Stock':"10",'Item_Max':"30")

for item in itemBank:
    tempDict1 = item[0]
    tempDict2 = item[1]
    tempDict3 = item[2]
    tempDict4 = item[3]

    q = """ INSERT IGNORE INTO
         TABLE1   
        (
           Item_Name,
           Item_Price,
           Item_In_Stock,
           Item_Max,
           Observation_Date
         ) VALUES (
           "{0}",
           "{1}",
           "{2}",
           "{3}",
           "{4}"
           )
        """.format(tempDict1['Item_Name'],tempDict2['Item_Price'],tempDict3['Item_In_Stock'],
                   tempDict4['Item_Max'],getTimeExtra)

    try:
        x.execute(q)
        conn.commit()
    except:
        conn.rollback()

Executing each row of the table is cumbersome. I've tried using executemany, but I can't seem to figure out how to access the values of the dictionaries correctly. So, how can I use executemanyhere to insert into the database given the structure of my data?

执行表的每一行都很麻烦。我试过使用executemany,但我似乎无法弄清楚如何正确访问字典的值。那么,executemany鉴于我的数据结构,我如何使用此处插入到数据库中?

采纳答案by David.Zheng

itemBank = [] 
for row in rows:
    itemBank.append((
        tempRow2['Item_Name'],
        tempRow1['Item_Price'],
        tempRow3['Item_In_Stock'],
        tempRow4['Item_Max'], 
        getTimeExtra
        )) #append data


q = """ insert ignore into TABLE1 (
        Item_Name, Item_Price, Item_In_Stock, Item_Max, Observation_Date ) 
        values (%s,%s,%s,%s,%s)           
    """

try:
    x.executemany(q, itemBank)
    conn.commit()
except:
    conn.rollback()

Hope it will help you

希望它会帮助你

回答by shamila

For anyone who needs to use "insert or update" instead of "insert ignore" below query can be used

对于需要使用“插入或更新”而不是“插入忽略”的任何人,可以使用下面的查询

q = """ INSERT INTO TABLE1 (Item_Name, Item_Price, Item_In_Stock, Item_Max, Observation_Date ) 
        values (%s,%s,%s,%s,%s) ON DUPLICATE KEY UPDATE Item_Name = VALUES(Item_Name), 
        Item_Price = VALUES(Item_Price), Item_In_Stock = VALUES(Item_In_Stock), Item_Max = VALUES(Item_Max), 
        Observation_Date = VALUES(Observation_Date)       
    """ 

If Item_Name is the primary key of the TABLE1, then remove it from update part as below, since in update, primary key need not be updated

如果 Item_Name 是 TABLE1 的主键,则将其从更新部分中删除,如下所示,因为在更新中,不需要更新主键

q = """ INSERT INTO TABLE1 (Item_Name, Item_Price, Item_In_Stock, Item_Max, Observation_Date ) 
        values (%s,%s,%s,%s,%s) ON DUPLICATE KEY UPDATE Item_Price = VALUES(Item_Price), Item_In_Stock = VALUES(Item_In_Stock), Item_Max = VALUES(Item_Max), 
        Observation_Date = VALUES(Observation_Date)       
    """