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Loading_task_v2.py
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Loading_task_v2.py
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# Task 1
# For first 1000 companies
# Load company_dim, security_dim and then clean_financial_fact
import snowflake.connector as sf
import mysql.connector as sq
import getpass
import pandas as pd
from datetime import datetime
from snowflake.connector.pandas_tools import write_pandas
from snowflake.sqlalchemy import URL
from sqlalchemy import create_engine
def mysqlConnector (
sqPswd = '',
sqUser = 'root',
sqHost = 'localhost',
sqPort = '1983'
):
# <--------------------MySQL connection setup-------------------->
if sqPswd == '' :
import getpass
sqPswd = getpass.getpass('MySQL Password:')
# Test the connection to MySQL
try:
sqConnection = sq.connect(
user=sqUser,
password=sqPswd,
host=sqHost,
port=sqPort
)
sqq = sqConnection.cursor(buffered=True)
print("Connected to MySQL")
return (sqConnection, sqq)
except:
print('Connection to MySQL failed. Check credentials')
# Open connection to MySQL
def snowflakeConnector (
sfPswd = '',
sfUser = 'my_user',
sfDatabase = 'DEMO_DB',
sfSchema = 'DEMO_SCHEMA',
sfAccount = ''
):
# <--------------------Snowflake connection setup-------------------->
# Request user password if not provided already
if sfPswd == '' :
sfPswd = getpass.getpass('Snowflake Password:')
try:
# Open connection to Snowflake
sfConnection = sf.connect(
user=sfUser,
password=sfPswd,
account=sfAccount
)
sfq = sfConnection.cursor()
sfq = sfConnection.cursor()
print("Connected to Snowflake")
return (sfConnection, sfq)
except:
print('Connection to Snowflake failed. Check credentials')
def dataLoadFromMySQLtoSnowflake (
sfPswd = '',
sqPswd = '',
sfAccount = 'myAccount.my-region',
sfUser = 'my_user',
sfDatabase = 'DEMO_DB',
sfSchema = 'DEMO_SCHEMA',
sfwarehouse='COMPUTE_WH',
sfrole = 'DEMO_ACCESS',
sqUser = 'root',
sqHost = 'localhost',
sqPort = '1983'
):
# Connect to MySQL
sqConnection, sqq = mysqlConnector (
sqPswd = sqPswd,
sqUser = sqUser,
sqHost = sqHost,
sqPort = sqPort
)
# Connect to Snowflake
sfConnection, sfq = snowflakeConnector (
sfPswd = sfPswd,
sfUser = sfUser,
sfDatabase = sfDatabase,
sfSchema = sfSchema,
sfAccount = sfAccount
)
# Setting up Snowflake to load into
sfq.execute("USE ROLE DEMO_ACCESS")
sfq.execute("USE WAREHOUSE COMPUTE_WH")
sfq.execute("USE DATABASE DEMO_DB")
sfq.execute("USE SCHEMA DEMO_DB.TESTANALYTICS")
engine = create_engine(URL(
account = sfAccount,
user = sfUser,
password = sfPswd,
database = sfDatabase,
schema = sfSchema,
warehouse = sfwarehouse,
role=sfrole,
))
engineConnection = engine.connect()
# Getting data from MySQL and loading into Snowflake
sqq.execute("USE qm_score_prod")
table_name = ""
print("Enter table to be loaded (enter 'stop' to exit)")
while True:
table_name = input("Table Name: ")
if (table_name=='stop'):
break
try:
query = input("query: ")
sqq.execute(query)
except sq.Error as err:
print(f"Error in fetching data from {table_name}")
print(err)
table_rows = sqq.fetchall()
table_headers = list(sqq.column_names)
for i in range(len(table_headers)):
table_headers[i]=table_headers[i].upper()
df = pd.DataFrame(table_rows,columns=table_headers)
try:
#loading data using to_sql method when new table is to be created
begin_time = datetime.now()
df.to_sql(table_name, con=engine, index=False)
end_time = datetime.now()
print(f"{table_name} loaded into Snowflake in {end_time-begin_time} using to_sql method")
except:
# loading data into an existing table using write_pandas function
begin_time = datetime.now()
table_name=table_name.upper()
try:
write_pandas(sfConnection,df,table_name,database=sfDatabase,schema=sfSchema)
except sf.Error as err:
print("error in loading data to snowflake")
print(err)
end_time = datetime.now()
print(f"{table_name} loaded into Snowflake in {end_time-begin_time} using write_pandas method")
engineConnection.close()
engine.dispose()
print('Steps complete')
sqq.close()
sqConnection.close()
sfq.close()
sfConnection.close()
if __name__=="__main__":
#function to load data from MySQL server to Snowflake
dataLoadFromMySQLtoSnowflake (
#enter data here
sfPswd = '',
sqPswd = '',
sfAccount = '',
sfUser = '',
sfDatabase = '',
sfSchema = '',
sfwarehouse='',
sfrole = '',
sqUser = '',
sqHost = ''
)