OC_P5 / database /insert_data.py
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feat/setup SQL database and GET predict
d2a2a12
import pandas as pd
from sqlalchemy import create_engine, Column, Integer, String, Float, DateTime
from sqlalchemy.sql import text
import os
from dotenv import load_dotenv
# Connection string
load_dotenv()
DATABASE_URL = os.getenv("DATABASE_URL")
engine = create_engine(DATABASE_URL)
with engine.connect() as conn:
conn.execute(text("DROP VIEW IF EXISTS employees_full CASCADE"))
conn.commit()
# Load CSVs
df_sirh = pd.read_csv(r'C:\Users\Kevin\projects\OC P4\Projet 4\extrait_sirh.csv')
df_eval = pd.read_csv(r'C:\Users\Kevin\projects\OC P4\Projet 4\extrait_eval.csv')
df_eval['eval_number'] = pd.to_numeric(df_eval['eval_number'].str[2:], errors='raise')
df_sondage = pd.read_csv(r'C:\Users\Kevin\projects\OC P4\Projet 4\extrait_sondage.csv')
# Insert into DB
df_sirh.to_sql('employees_sirh', engine, if_exists='replace', index=False)
df_eval.to_sql('employees_eval', engine, if_exists='replace', index=False)
df_sondage.to_sql('employees_sondage', engine, if_exists='replace', index=False)
print("Data inserted successfully!")
with engine.connect() as conn:
conn.execute(text("""
CREATE OR REPLACE VIEW employees_full AS
SELECT * FROM employees_sirh s
INNER JOIN employees_sondage so ON s.id_employee = CAST(so.code_sondage AS INTEGER)
INNER JOIN employees_eval e ON s.id_employee = CAST(e.eval_number AS INTEGER)
"""))
conn.commit()
print("View created successfully!")