copy data from csv to postgresql using python

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遥遥无期
遥遥无期 2021-02-04 03:32

I am on windows 7 64 bit. I have a csv file \'data.csv\'. I want to import data to a postgresql table \'temp_unicommerce_status\' via a python script.

My Script is:

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  • 2021-02-04 03:41

    Here is an extract from relevant PostgreSQL documentation : COPY with a file name instructs the PostgreSQL server to directly read from or write to a file. The file must be accessible to the server and the name must be specified from the viewpoint of the server. When STDIN or STDOUT is specified, data is transmitted via the connection between the client and the server

    That's the reason why the copy command to or from a file a restricted to a PostgreSQL superuser : the file must be present on server and is loaded directly by the server process.

    You should instead use :

    cur.copy_from(r'C:\Users\n\Desktop\data.csv', temp_unicommerce_status)
    

    as suggested by this other answer, because internally it uses COPY from stdin.

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  • 2021-02-04 03:44

    You can use d6tstack which makes this simple

    import d6tstack
    import glob
    
    c = d6tstack.combine_csv.CombinerCSV([r'C:\Users\n\Desktop\data.csv']) # single-file
    c = d6tstack.combine_csv.CombinerCSV(glob.glob('*.csv')) # multi-file
    c.to_psql_combine('postgresql+psycopg2://psqlusr:psqlpwdpsqlpwd@localhost/psqltest', 'tablename')
    

    It also deals with data schema changes, create/append/replace table and allows you to preprocess data with pandas.

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  • 2021-02-04 03:44

    Try to do the same as the root user - postgres. If it were linux system, you could change file's permissions or move the file to /tmp. The problem results from missing credentials to read from the filesystem.

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  • 2021-02-04 03:45

    I am going to post some of the errors I ran into trying to copy a csv file to a database on a linux based system....

    here is an example csv file:

    Name Age Height
    bob  23   59
    tom  56   67
    
    1. You must install the library psycopg2 (i.e. pip install psycopg2 or sudo apt install python3-psycopg2 )

    2. You must have postgres installed on your system before you can use psycopg2 (sudo apt install postgresql-server postgresql-contrib )

    3. Now you must create a database to store the csv unless you already have postgres setup with a pre-existing database

    COPY CSV USING POSTGRES COMMANDS

    • After installing postgres it creates a default user account which gives you access to postgres commands

    • To switch to the postgres account issue: sudo -u postgres psql

    • Acess the prompt by issuing: psql

      #command to create a database create database mytestdb; #connect to the database to create a table \connect mytestdb; #create a table with same csv column names create table test(name char(50), age char(50), height char(50)); #copy csv file to table copy mytestdb 'path/to/csv' with csv header;

    COPY CSV USING PYTHON The main issue I ran into with copying the CSV file to a database was I didn't have the database created yet, however this can be done with python still.

    import psycopg2 #import the Postgres library
    
    #connect to the database
    conn = psycopg2.connect(host='localhost',
                           dbname='mytestdb',
                           user='postgres',
                           password='')  
    #create a cursor object 
    #cursor object is used to interact with the database
    cur = conn.cursor()
    
    #create table with same headers as csv file
    cur.execute('''create table test(name char(50), age char(50), height char(50));''')
    
    #open the csv file using python standard file I/O
    #copy file into the table just created 
    f = open('file.csv','r')
    cursor.copy_from(f, 'test', sep=',')
    f.close()
    
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  • 2021-02-04 03:56

    The way I solved this problem particular to use psychopg2 cursor class function copy_expert (Docs: http://initd.org/psycopg/docs/cursor.html). copy_expert allows you to use STDIN therefore bypassing the need to issue a superuser privilege for the postgres user. Your access to the file then depends on the client (linux/windows/mac) user's access to the file

    From Postgres COPY Docs (https://www.postgresql.org/docs/current/static/sql-copy.html):

    Do not confuse COPY with the psql instruction \copy. \copy invokes COPY FROM STDIN or COPY TO STDOUT, and then fetches/stores the data in a file accessible to the psql client. Thus, file accessibility and access rights depend on the client rather than the server when \copy is used.

    You can also leave the permissions set strictly for access to the development_user home folder and the App folder.

    csv_file_name = '/home/user/some_file.csv'
    sql = "COPY table_name FROM STDIN DELIMITER '|' CSV HEADER"
    cursor.copy_expert(sql, open(csv_file_name, "r"))
    
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  • 2021-02-04 03:56
    #sample of code that worked for me
    
    import psycopg2 #import the postgres library
    
    #connect to the database
    conn = psycopg2.connect(host='localhost',
                           dbname='database1',
                           user='postgres',
                           password='****',
                           port='****')  
    #create a cursor object 
    #cursor object is used to interact with the database
    cur = conn.cursor()
    
    #create table with same headers as csv file
    cur.execute("CREATE TABLE IF NOT EXISTS test(**** text, **** float, **** float, **** 
    text)")
    
    #open the csv file using python standard file I/O
    #copy file into the table just created 
    with open('******.csv', 'r') as f:
    next(f) # Skip the header row.
        #f , <database name>, Comma-Seperated
        cur.copy_from(f, '****', sep=',')
        #Commit Changes
        conn.commit()
        #Close connection
        conn.close()
    
    
    f.close()
    
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