from pymongo import MongoClient, errors mongo_uri = "mongodb://localhost:27017/" database_name = "twitter_database" source_collection_name = "tweets" target_collection_name = "tweet_cleaned" fields_to_extract = [ "json_data.id", "json_data.user.id", "json_data.created_at", "json_data.text", "json_data.user.created_at", "json_data.in_reply_to_status_id", "json_data.in_reply_to_user_id", "json_data.user.description", "json_data.quoted_status_id", "json_data.extended_tweet.full_text", "json_data.entities.user_mentions.0.id", "json_data.entities.user_mentions.1.id", "json_data.entities.user_mentions.2.id", "json_data.lang", "json_data.entities.hashtags", "json_data.user.location", "json_data.is_quote_status", ] def get_nested_field(data, field_path): keys = field_path.split('.') for key in keys: if isinstance(data, list): try: key = int(key) data = data[key] except (ValueError, IndexError): return None elif isinstance(data, dict): data = data.get(key) else: return None if data is None: return None return data try: client = MongoClient(mongo_uri, serverSelectionTimeoutMS=5000) db = client[database_name] source_collection = db[source_collection_name] target_collection = db[target_collection_name] cursor = source_collection.find() for doc in cursor: lang = get_nested_field(doc, "json_data.lang") if lang in ["en", "nl", "es"]: new_doc = {field: get_nested_field(doc, field) for field in fields_to_extract} new_doc["_id"] = doc["_id"] # Insert the new document into the target collection target_collection.insert_one(new_doc) print("Data successfully transferred to new collections.") except errors.ServerSelectionTimeoutError as err: print("Failed to connect to MongoDB server:", err) except errors.PyMongoError as err: print("An error occurred while working with MongoDB:", err) finally: client.close()