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Copy pathpush_data.py
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52 lines (47 loc) · 1.72 KB
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import os
import sys
import json
from dotenv import load_dotenv
import certifi
load_dotenv()
MONGO_DB_URL = os.getenv("MONGO_DB_URL")
ca = certifi.where()
import pymongo
import pandas as pd
import numpy as np
from networksecurity.exception.exception import NetworkSecurityException
from networksecurity.logging.logger import logging
class NetworkDataExtract():
def __init__(self):
try:
pass
except Exception as e:
raise NetworkSecurityException(e, sys)
def csv_to_json(self, file_path):
try:
data = pd.read_csv(file_path)
data.reset_index(drop=True, inplace=True)
records = data.to_dict('records')
return records
except Exception as e:
raise NetworkSecurityException(e, sys)
def push_data_to_mongodb(self, records, database, collection):
try:
self.database = database
self.records = records
self.collection = collection
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 = r"Network_Data\\phisingData.csv"
DATABASE = "ArnabAI"
collection = "networkData"
networkObject = NetworkDataExtract()
records = networkObject.csv_to_json(FILE_PATH)
no_of_records = networkObject.push_data_to_mongodb(records, DATABASE, collection)
print(f"Number of records inserted to Mongodb Atlas: {no_of_records}")