NetworkSecurity / push_data.py
Inder-26
ETL pipeline done
a9100d6
import os
import sys
import json
from dotenv import load_dotenv
load_dotenv()
MONGO_DB_URL=os.getenv("MONGO_DB_URL")
#print(MONGO_DB_URL)
import certifi
ca=certifi.where()
import pandas as pd
import numpy as np
import pymongo
from networksecurity.exception.exception import NetworkSecurityException
from networksecurity.logging.logger import logging
class NeworkDataExtract():
def __init__(self):
try:
pass
except Exception as e:
raise NetworkSecurityException(e,sys)
def csv_to_json_converter(self,file_path):
try:
data=pd.read_csv(file_path)
data.reset_index(drop=True,inplace=True)
records=list(json.loads(data.T.to_json()).values())
return records
except Exception as e:
raise NetworkSecurityException(e,sys)
def inser_data_mongodb(self, records, database, collection):
try:
self.database = database
self.collection = collection
self.records = records
self.mongo_client = pymongo.MongoClient(MONGO_DB_URL)
self.database = self.mongo_client[self.database]
self.collection = self.database[self.collection]
self.collection.insert_many(self.records)
return (len(self.records))
except Exception as e:
raise NetworkSecurityException(e, sys)
if __name__ == "__main__":
FILE_PATH = "Network_data\phisingData.csv"
DATABASE = "Inderjeet"
Collection = "NetworkData"
networkobj = NeworkDataExtract()
records = networkobj.csv_to_json_converter(file_path=FILE_PATH)
print("Hogaye records load")
#print(records)
no_of_records = networkobj.inser_data_mongodb(records, DATABASE, Collection)
print(no_of_records)