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establish2019H1BDatabas.py
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establish2019H1BDatabas.py
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import csv
import sys
import sqlalchemy
from sqlalchemy import create_engine
from sqlalchemy.exc import SQLAlchemyError
def createRawTable(fileName="H-1B_Disclosure_Data_FY2019.csv", dbName='h1b_data.db'):
with open(fileName) as file:
csvReader = csv.DictReader(file)
headers = csvReader.fieldnames
createTableSQL = "CREATE TABLE h1bdata_2019("
for i, header in enumerate(headers):
if header == "PREVAILING_WAGE":
createTableSQL += header + " REAL"
else:
createTableSQL += header + " TEXT"
if i != len(headers) - 1:
createTableSQL += ", "
else:
createTableSQL += ");"
db_connect = create_engine('sqlite:///{}'.format(dbName))
conn = db_connect.connect()
try:
query = conn.execute(createTableSQL)
print("created table: h1bdata_2019")
except SQLAlchemyError as e:
print("SQL error: {}".format(e))
raise SQLAlchemyError
def insertDataIntoRawTabe(fileName="H-1B_Disclosure_Data_FY2019.csv", dbName='h1b_data.db'):
db_connect = create_engine('sqlite:///{}'.format(dbName))
conn = db_connect.connect()
with open(fileName) as file:
csvReader = csv.DictReader(file)
headers = csvReader.fieldnames
rowNo = 0
for row in csvReader:
if rowNo % 1000 == 0:
print("insert {} rows".format(rowNo))
rowNo += 1
insertSQL = "INSERT INTO h1bdata_2019 "
valueSQL = "("
for i, key in enumerate(headers):
if i != len(headers) - 1:
if key == "PREVAILING_WAGE":
valueSQL += moneyParser(row[key]) + ","
else:
valueSQL += "'" + escapeHelper(row[key]) + "'" + ","
else:
valueSQL += "'" + escapeHelper(row[key]) + "'" + ");"
insertSQL += "VALUES " + valueSQL
try:
query = conn.execute(insertSQL)
except SQLAlchemyError as e:
print("SQL error: {}".format(e))
def escapeHelper(string):
return string.replace("'", "`")
def moneyParser(moneyString):
moneyString = moneyString.replace('$', '')
moneyString = moneyString.replace(',', '')
return moneyString
def showHeader(dbName='h1b_data.db'):
engine = create_engine('sqlite:///{}'.format(dbName))
connection = engine.connect()
metadata = sqlalchemy.MetaData()
jobs = sqlalchemy.Table('h1bdata_2019', metadata, autoload=True, autoload_with=engine)
print(jobs.columns.keys())
def displayCSV(fileName="H-1B_Disclosure_Data_FY2019.csv"):
with open(fileName)as file:
csvReader = csv.DictReader(file)
i = 0
for row in csvReader:
print(moneyParser(row["PREVAILING_WAGE"]))
i += 1
if i > 10:
break
if __name__ == '__main__':
if len(sys.argv) >= 3:
fileName = sys.argv[1]
dbName = sys.argv[2]
else:
fileName = 'H-1B_Disclosure_Data_FY2019.csv'
dbName = 'h1b_data.db'
print(fileName, dbName)
try:
createRawTable(fileName, dbName)
insertDataIntoRawTabe(fileName, dbName)
except SQLAlchemyError as e:
print("Error: {}".format(e))