Mobile Banking Clickstream Faker Provider for Python
Purpose
This is a custom Faker provider for Python that generates clickstream session data from a mobile banking app.
Installation
The Clickstream Faker Provider for Python is available to install from PyPi using pip.
pip install faker_mobile_bank_clickstreamUsage
Sample code of Clickstream Provider usage.
from faker import Faker
from faker_mobile_bank_clickstream import ClickstreamProvider
fake = Faker()
fake.add_provider(ClickstreamProvider)
fake.session_clickstream()
# or...
fake.session_clickstream(rand_session_max_size=50) # random number of events from 1 to 50The session_clickstream() method returns an array of JSON objects that represents a unique web session. By default, is
configured to return a random number of session events from the range of 1 through 25.
An example response object is the below:
[
{
"ip": "85.59.39.221",
"user_id": 777198,
"user_agent": "Mozilla/5.0 (iPad; CPU OS 7_1_2 like Mac OS X) AppleWebKit/537.51.2 (KHTML, like Gecko) CriOS/45.0.2454.68 Mobile/11D257 Safari/9537.53",
"session_id": "d5cba274f7724780d1ed2b60650101892260748df21b0e2fb8b2b2fd88cedf23",
"event_time": "28/03/2022 23:09:48.360212",
"event_name": "Login"
},
{
"ip": "85.59.39.221",
"user_id": 777198,
"user_agent": "Mozilla/5.0 (iPad; CPU OS 7_1_2 like Mac OS X) AppleWebKit/537.51.2 (KHTML, like Gecko) CriOS/45.0.2454.68 Mobile/11D257 Safari/9537.53",
"session_id": "d5cba274f7724780d1ed2b60650101892260748df21b0e2fb8b2b2fd88cedf23",
"event_time": "28/03/2022 23:14:13.360227",
"event_name": "SelectTransfer"
},
{
"ip": "85.59.39.221",
"user_id": 777198,
"user_agent": "Mozilla/5.0 (iPad; CPU OS 7_1_2 like Mac OS X) AppleWebKit/537.51.2 (KHTML, like Gecko) CriOS/45.0.2454.68 Mobile/11D257 Safari/9537.53",
"session_id": "d5cba274f7724780d1ed2b60650101892260748df21b0e2fb8b2b2fd88cedf23",
"event_time": "28/03/2022 23:17:49.360241",
"event_name": "FillTransferDetails"
},
{
"ip": "85.59.39.221",
"user_id": 777198,
"user_agent": "Mozilla/5.0 (iPad; CPU OS 7_1_2 like Mac OS X) AppleWebKit/537.51.2 (KHTML, like Gecko) CriOS/45.0.2454.68 Mobile/11D257 Safari/9537.53",
"session_id": "d5cba274f7724780d1ed2b60650101892260748df21b0e2fb8b2b2fd88cedf23",
"event_time": "28/03/2022 23:22:15.360252",
"event_name": "CompleteTransfer"
}
]Features
Each user session includes some static data that are randomly calculated only once, such as the ip, user_agent, etc.
The events that are available on this clickstream are the following ones, and an event dependency has been configured to provide a more real representation of a web session flow:
LoginLogoutViewHomeViewAccountsViewProductsSelectTransferViewTransactionsViewCreditCardViewLoanApplyCreditCardApplyLoanFillCreditCardApplicationFillLoanApplicationSubmitCreditCardApplicationSubmitLoanApplicationFillTransferDetailsCompleteTransfer
