risk_propagation.bank module¶

Configuration of a bank

class risk_propagation.bank.Bank(name, transactions=None)[source]¶

Bases: object

Class containing the configuration of a single bank

__init__(name, transactions=None)[source]¶

Initializes a bank instance

Parameters:

name (str) – name of the bank
transactions (Optional[DataFrame]) – optional dataframe with transactions to process

__str__()[source]¶

Return type:: str
Returns:: string representation of the bank

property accounts: Set[str]¶

The collection of account labels of this bank

Returns:: set of account labels of this bank

property accounts_dict: Accounts¶

The collection of accounts of this bank

Returns:: the accounts of this bank

encrypt(public_key)[source]¶

Encrypts risk scores of all accounts of this bank

Parameters:: public_key (Union[DistributedPaillier, Paillier]) – the public key used in the encryption
Return type:: None

property external_accounts: Set[str]¶

The collection of external accounts

Returns:: set of external accounts of this bank

get_imported_risk_scores(account_keys=None)[source]¶

Gets the imported accounts risk scores

Parameters:: account_keys (Optional[Set[str]]) – the scores to retrieve
Return type:: Dict[str, PaillierCiphertext]
Returns:: dict of risk scores

get_risk_scores(account_keys=None)[source]¶

Gets the accounts risk scores

Parameters:: account_keys (Optional[Set[str]]) – the scores to retrieve
Return type:: Dict[str, PaillierCiphertext]
Returns:: dict of risk scores

property name: str¶

The name of the bank

Returns:: the name of the bank instance

process_accounts(dataframe, delta=0.5)[source]¶

Initialises the accounts belonging to this bank

Parameters:

dataframe (DataFrame) – dataframe containing the accounts with risk scores
delta (float) – the delta to be used

Return type:

None

process_transactions(dataframe)[source]¶

Processes the transaction dataframe

Parameters:: dataframe (DataFrame) – dataframe with the following columns; “id_source”, “id_destination”, “amount”, “bank_source”, “bank_destination”
Raises:: ValueError – raised when provided dataframe does not contain the correct columns
Return type:: None

property risk_scores: Dict[str, PaillierCiphertext]¶

A dictionary of risk scores per account of this bank

Returns:: a dictionary of all risk scores of this bank

set_risk_score(account, risk_score, external=False)[source]¶

Sets the risk score of an account in this bank

Parameters:

account (str) – the name of the account
risk_score (PaillierCiphertext) – the new risk score
external (bool) – optional boolean, set to true for imported scores

Return type:

None