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Copy pathdata.py
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42 lines (35 loc) · 1.34 KB
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from us_visa_approval_prediction.configuration.db_connection import MongoDBClient
from us_visa_approval_prediction.constants import DB_NAME
from us_visa_approval_prediction.exception import USvisaException
import pandas as pd
import sys
from typing import Optional
import numpy as np
class USvisaData:
"""
This class help to export entire mongo db record as pandas dataframe
"""
def __init__(self):
"""
"""
try:
self.mongo_client = MongoDBClient(database_name=DB_NAME)
except Exception as e:
raise USvisaException(e,sys)
def export_collection_as_dataframe(self,collection_name:str,database_name:Optional[str]=None)->pd.DataFrame:
try:
"""
export entire collectin as dataframe:
return pd.DataFrame of collection
"""
if database_name is None:
collection = self.mongo_client.database[collection_name]
else:
collection = self.mongo_client[database_name][collection_name]
df = pd.DataFrame(list(collection.find()))
if "_id" in df.columns.to_list():
df = df.drop(columns=["_id"], axis=1)
df.replace({"na":np.nan},inplace=True)
return df
except Exception as e:
raise USvisaException(e,sys)