PostGres SQL will not accept data which is in violation of primary key. To ignore the duplicate data, I have this code:
import pandas as pd
import psycopg2
import os
import matplotlib
from sqlalchemy import create_engine
from tqdm import tqdm_notebook
from pandas_datareader import data as web
import datetime
from dateutil.relativedelta import relativedelta
db_database = os.environ.get('123')
engine = create_engine('postgresql://postgres:{}@localhost:5433/stockdata'.format(123))
def import_data(Symbol):
df = web.DataReader(Symbol, 'yahoo',start=datetime.datetime.now()-relativedelta(days=3), end= datetime.datetime.now())
insert_init = """INSERT INTO stockprices
(Symbol, Date, Volume, Open, Close, High, Low)
VALUES
"""
vals = ",".join(["""('{}','{}','{}','{}','{}','{}','{}')""".format(
Symbol,
Date,
row.High,
row.Low,
row.Open,
row.Close,
row.Volume,
) for Date, row in df.iterrows()])
insert_end ="""ON CONFLICT (Symbol, Date) DO UPDATE
SET
Volume = EXCLUDED.Volume,
Open = EXCLUDED.Open,
Close = EXCLUDED.Close,
Low = EXCLUDED.Low,
High = EXCLUDED.High
"""
query = insert_init + vals + insert_end
engine.execute(query)
import_data('aapl')
I am getting this error:
ProgrammingError: (psycopg2.errors.UndefinedColumn) column "symbol" of relation "stockprices" does not exist
LINE 2: (Symbol,Date, Volume, Open, Close, H...
^
[SQL: INSERT INTO stockprices
Could you please advise as to what does this error mean? I got rid of all the double quotes as advised in the comment.
I had used this code to create the table:
def create_price_table(symbol):
print(symbol)
df = web.DataReader(symbol, 'yahoo', start=datetime.datetime.now()-relativedelta(days=7), end= datetime.datetime.now())
df['Symbol'] = symbol
df.to_sql(name = "stockprices", con = engine, if_exists='append', index = True)
return 'daily prices table created'
create_price_table('amzn')
Also as was mentioned in the comment. I used this to check the table name:
SELECT table_name
FROM information_schema.tables
WHERE table_schema='public'
AND table_type='BASE TABLE';
Edit 1:
I changed the code as suggested in the comment, now the column name is in small case. Below is the code: import pandas as pd import psycopg2 import os import matplotlib from sqlalchemy import create_engine from tqdm import tqdm_notebook from pandas_datareader import data as web import datetime from dateutil.relativedelta import relativedelta
db_database = os.environ.get('123')
engine = create_engine('postgresql://postgres:{}@localhost:5433/stockdata'.format(123))
def create_price_table(symbol):
print(symbol)
df = web.DataReader(symbol, 'yahoo', start=datetime.datetime.now()-relativedelta(days=7), end= datetime.datetime.now())
df['symbol'] = symbol
df = df.rename(columns= {'Open':'open'})
df = df.rename(columns= {'Close':'close'})
df = df.rename(columns= {'High':'high'})
df = df.rename(columns= {'Low':'low'})
df = df.rename(columns= {'Volume':'volume'})
df = df.rename(columns= {'Adj Close':'adj_close'})
df.index.name ='date'
df.to_sql(name = "stockprices", con = engine, if_exists='append', index = True)
return 'daily prices table created'
# create_price_table('amzn')
def import_data(Symbol):
df = web.DataReader(Symbol, 'yahoo', start=datetime.datetime.now()-relativedelta(days=3), end= datetime.datetime.now())
insert_init = """INSERT INTO stockprices
(symbol, date, volume, open, close, high, low)
VALUES
"""
vals = ",".join(["""('{}','{}','{}','{}','{}','{}','{}')""".format(
Symbol,
Date,
row.High,
row.Low,
row.Open,
row.Close,
row.Volume,
) for Date, row in df.iterrows()])
insert_end ="""ON CONFLICT (Symbol, Date) DO UPDATE
SET
Volume = EXCLUDED.Volume,
Open = EXCLUDED.Open,
Close = EXCLUDED.Close,
Low = EXCLUDED.Low,
High = EXCLUDED.High
"""
query = insert_init + vals + insert_end
engine.execute(query)
import_data('aapl')
This code however is producing a new error:
DataError: (psycopg2.errors.InvalidTextRepresentation) invalid input syntax for type bigint: "166.14999389648438"
LINE 4: ('aapl','2022-02-23 00:00:00','166.14999...
^


Per my comment you have two issues:
select 166.14999389648438::bigint; 166Though as you see it gets truncated.
It will not work if entered as a string:
Which is what you are doing. This leads to the second issue below.
For the purposes of this question the important part is that using parameter passing will result in proper type adaptation.