User class that defines a user based on clickstream data.
Project description
vaknl-user
Defines the vaknl User
dataclass. A user (here identified by a dmp_user_id
) is an object
that is defined by website clickstream data as a basis. The User class contains functions
that can transform raw Firestore website clickstream data to well defined Event
dataclasses and update the statistics of the User
accordingly. These Event dataclasses are
read and translated into user information. The User
dataclass also includes methods to
read from and write to Firestore.
Authors
Date | Name |
---|---|
2020-08-06 | Merijn van Es |
Prerequisites
Firestore read and write permissions within the Google Cloud Platform (GCP), if one wants to make use of the Firestore functionality.
Project structure
vaknl-user
|__ data
|__ ... # Data used for testing.
|__ tests
|__ event
|__ __init__.py # Empty, but required for package.
|__ test_create_event.py # Unit testing on create_event() function.
|__ test_event.py # Unit testing on Event and Events dataclasses.
|__ test_search_page_search_query.py # Unit testing on SearchPageSearchQuery (Event) dataclass.
|__ user
|__ __init__.py # Empty, but required for package.
|__ test_email.py # Unit testing on Email dataclass.
|__ test_statistics.py # Unit testing on Statistics dataclass.
|__ test_user.py # Unit testing on User dataclass.
|__ test_update_firestore_user.py # Unit testing on update_firestore_user() function.
|__ __init__.py
|__ README.md # Explanation on testing.
|__ utils.py # Utility functions for testing.
|__ vaknl_NBC # Package that creates a NBC API on local data.
|__ __init__.py # Includes NBC class.
|__ (NBC.pkl) # NBC data; should not be included in distributed versions.
|__ vaknl_user
|__ event
|__ __init__.py # Imports all package modules and contains create_event function.
|__ event.py # Contains Event and Events dataclasses.
|__ filter.py # Contains all filter event dataclasses.
|__ other.py # Contains all other event dataclasses.
|__ pageview.py # Contains all pageview event dataclasses.
|__ reservation.py # Contains all reservation event dataclasses.
|__ utils.py # Utility functions for testing.
|__ user
|__ __init__.py # Imports all package modules.
|__ email.py # Contains Email dataclass.
|__ statistics.py # Contains all statistic dataclasses and subsidiaries.
|__ user.py # Contains User dataclass.
|__ utils.py # Utility functions for testing.
|__ __init__.py # Empty, but required for package.
|__ LICENSE # Licensing information.
|__ MANIFEST.in # Adds and removes files from distribution.
|__ README.md # Project explanation.
|__ setup.py # Package build script.
User
dataclass
Can be found under vaknl_user.user.user.User
and has the following useful methods:
update(self, client: utils.firestore.Client, nbc_api: NBC = None)
Gets all raw clickstream events that has occurred after the latest event tracked in the statistics
and
updates the user with it.
@classmethod
from_firestore_clickstream(cls, client: utils.firestore.Client, dmp_user_id: str, nbc_api: NBC = None)
Creates user with all raw clickstream events available.
@classmethod
from_firestore_user(cls, client: utils.firestore.Client, dmp_user_id: str)
Create User
dataclass from a Firestore user.
to_firestore(self, client: utils.firestore.Client)
Exports user to Firestore user collection, overwriting it.
update_firestore_user(client: utils.firestore.Client, dmp_user_id: str, nbc_api: NBC = None)
The update_firestore_user()
function is used to update the document in the dmp_user
Firestore collection for a user
with given dmp_user_id
.
Event
dataclass
This dataclass has many children (can be found in the same package directory under
filer.py
, other.py
, pageview.py
or reservation.py
, which represent the individual
clickstream events of interest. The Event
dataclass can be found under
vaknl_user.event.event.Event
and should, in practice, only be called through the methods
of the User
dataclass.
Events
dataclass
This dataclass contains a list of Event
instances, but has some useful methods that make
it more desirable than a plain list. The Events
dataclass can be found under
vaknl_user.event.event.Events
and should, in practice, only be called through the methods
of the User
dataclass.
create_event(data: dict)
The create_event()
function is used to transform single raw clickstream event
dictionaries to a instance of Event
(and one of it child dataclasses). The
create_event()
function can be found under vaknl_user.event.event.Event
and should, in
practice, only be called through the methods of the User
dataclass.
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