Data Processing - livef1.data_processing

Data Models

Classes

BasicResult(data)

Encapsulates a basic result dataset, typically in JSON format.

class livef1.data_processing.data_models.BasicResult(data: dict)

Encapsulates a basic result dataset, typically in JSON format.

Parameters:

datadict

The JSON-like data to be encapsulated within the result.

Attributes:

valuedict

The data associated with the result, stored as a dictionary (JSON-like structure).

Data Preprocessing

Classes

livef1SessionETL(session)

A class that handles Extract-Transform-Load (ETL) operations for F1 session data.

class livef1.data_processing.etl.livef1SessionETL(session)

A class that handles Extract-Transform-Load (ETL) operations for F1 session data.

Parameters:

sessionSession

The session object.

Attributes:

sessionSession

The session object containing session-related information.

function_map :class:`dict`

A dictionary mapping various session data titles to their corresponding parsing functions.

Methods

aggregate_data(data)	Aggregate the cleaned data to produce gold level data.
clean_data(data)	Clean the raw data to produce silver level data.
process_bronze_level()	Process raw data to produce bronze level data.
process_gold_level()	Process silver level data to produce gold level data.
process_silver_level()	Process bronze level data to produce silver level data.
unified_parse(title, data)	Unified parsing function that selects the appropriate parser function based on the title.

aggregate_data(data)

Aggregate the cleaned data to produce gold level data.

Parameters:

datalist

The cleaned data to be aggregated.

Returns:

list

The aggregated data.

clean_data(data)

Clean the raw data to produce silver level data.

Parameters:

datalist

The raw data to be cleaned.

Returns:

list

The cleaned data.

process_bronze_level()

Process raw data to produce bronze level data.

Returns:

BronzeResult

An object containing the bronze level data.

process_gold_level()

Process silver level data to produce gold level data.

Returns:

GoldResult

An object containing the gold level data.

process_silver_level()

Process bronze level data to produce silver level data.

Returns:

SilverResult

An object containing the silver level data.

unified_parse(title, data)

Unified parsing function that selects the appropriate parser function based on the title.

Parameters:

titlestr

The title of the data to be parsed.

datadict

The session data to be parsed.

Returns:

Parsed data from the respective function in the function map.

Functions

parse_car_data_z(data, sessionKey)	Parses car data (z-axis) for each driver.
parse_current_tyres(data, sessionKey)	Parses current tyre data for each driver.
parse_driver_list(data, sessionKey)	Parses the driver list data.
parse_driver_race_info(data, sessionKey)	Parses driver race info data.
parse_extrapolated_clock(data, sessionKey)	Parses extrapolated clock data.
parse_hearthbeat(data, sessionKey)	Parses the heartbeat data.
parse_lap_series(data, sessionKey)	Parses lap series data for each driver.
parse_position_z(data, sessionKey)	Parses driver position (z-axis) data.
parse_race_control_messages(data, sessionKey)	Parses race control messages.
parse_session_data(data, sessionKey)	Parses session data for each driver.
parse_session_info(data, sessionKey)	Parses general session information.
parse_session_status(data, sessionKey)	Parses the session status data.
parse_team_radio(data, sessionKey)	Parses team radio data.
parse_timing_data(data, sessionKey)	Parses timing data for each driver.
parse_tlarcm(data, sessionKey)	Parses TLA RCM (Track Location Allocation Race Control Messages) data.
parse_top_three(data, sessionKey)	Parses the top three drivers' data.
parse_tyre_stint_series(data, sessionKey)	Parses the tyre stint series data, generating records for each stint.
parse_weather_data(data, sessionKey)	Parses weather data for the session.

livef1.data_processing.parse_functions.parse_basic(data, sessionKey)

livef1.data_processing.parse_functions.parse_car_data_z(data, sessionKey)

Parses car data (z-axis) for each driver.

Parameters:

datadict

The car data.

sessionKeyint

The key of the current session.

Yields:

dict

A record containing the session key, timestamp, UTC time, driver number, and channel data.

livef1.data_processing.parse_functions.parse_current_tyres(data, sessionKey)

Parses current tyre data for each driver.

Parameters:

datadict

The current tyre data.

sessionKeyint

The key of the current session.

Yields:

dict

A record containing the session key, timestamp, driver number, and tyre-related info.

livef1.data_processing.parse_functions.parse_driver_list(data, sessionKey)

Parses the driver list data.

Parameters:

datadict

The driver list data.

sessionKeyint

The key of the current session.

Yields:

dict

A record containing the session key, driver number, and driver-related info.

livef1.data_processing.parse_functions.parse_driver_race_info(data, sessionKey)

Parses driver race info data.

Parameters:

datadict

The driver race info data.

sessionKeyint

The key of the current session.

Yields:

dict

A record containing the session key, timestamp, driver number, and other race-related info.

livef1.data_processing.parse_functions.parse_extrapolated_clock(data, sessionKey)

Parses extrapolated clock data.

Parameters:

datadict

The extrapolated clock data.

sessionKeyint

The key of the current session.

Yields:

dict

A record containing the session key, timestamp, and other clock-related info.

livef1.data_processing.parse_functions.parse_hearthbeat(data, sessionKey)

Parses the heartbeat data.

Parameters:

datadict

The heartbeat data.

sessionKeyint

The key of the current session.

Yields:

dict

A record containing the session key, timestamp, and UTC time.

livef1.data_processing.parse_functions.parse_lap_series(data, sessionKey)

Parses lap series data for each driver.

Parameters:

datadict

The lap series data.

sessionKeyint

The key of the current session.

Yields:

dict

A record containing the session key, timestamp, driver number, lap number, and lap position.

livef1.data_processing.parse_functions.parse_pit_lane_time(data, sessionKey)

livef1.data_processing.parse_functions.parse_position_z(data, sessionKey)

Parses driver position (z-axis) data.

Parameters:

datadict

The driver position data.

sessionKeyint

The key of the current session.

Yields:

dict

A record containing the session key, timestamp, UTC time, driver number, and z-axis position data.

livef1.data_processing.parse_functions.parse_race_control_messages(data, sessionKey)

Parses race control messages.

Parameters:

datadict

The race control messages data.

sessionKeyint

The key of the current session.

Yields:

dict

A record containing the session key, timestamp, and message details.

livef1.data_processing.parse_functions.parse_session_data(data, sessionKey)

Parses session data for each driver.

Parameters:

datadict

The session data.

sessionKeyint

The key of the current session.

Yields:

dict

A record containing the session key and session-related info.

livef1.data_processing.parse_functions.parse_session_info(data, sessionKey)

Parses general session information.

Parameters:

datadict

The session information data.

sessionKeyint

The key of the current session.

Yields:

dict

A record containing the session key, timestamp, and session-related information.

livef1.data_processing.parse_functions.parse_session_status(data, sessionKey)

Parses the session status data.

Parameters:

datadict

The session status data.

sessionKeyint

The key of the current session.

Yields:

dict

A record containing the session key, timestamp, and session status.

livef1.data_processing.parse_functions.parse_team_radio(data, sessionKey)

Parses team radio data.

Parameters:

datadict

The team radio data.

sessionKeyint

The key of the current session.

Yields:

dict

A record containing the session key, timestamp, and captured radio messages.

livef1.data_processing.parse_functions.parse_timing_data(data, sessionKey)

Parses timing data for each driver.

Parameters:

datadict

The timing data.

sessionKeyint

The key of the current session.

Yields:

dict

A record containing the session key, timestamp, driver number, and various timing metrics.

livef1.data_processing.parse_functions.parse_tlarcm(data, sessionKey)

Parses TLA RCM (Track Location Allocation Race Control Messages) data.

Parameters:

datadict

The TLA RCM data.

sessionKeyint

The key of the current session.

Yields:

dict

A record containing the session key, timestamp, and the message content.

livef1.data_processing.parse_functions.parse_top_three(data, sessionKey)

Parses the top three drivers’ data.

Parameters:

datadict

The top three data.

sessionKeyint

The key of the current session.

Yields:

dict

A record containing the session key, timestamp, driver position, and related info.

livef1.data_processing.parse_functions.parse_tyre_stint_series(data, sessionKey)

Parses the tyre stint series data, generating records for each stint.

Parameters:

datadict

The tyre stint series data.

sessionKeyint

The key of the current session.

Yields:

dict

A record containing the session key, timestamp, driver number, pit count, and other stint-related info.

livef1.data_processing.parse_functions.parse_weather_data(data, sessionKey)

Parses weather data for the session.

Parameters:

datadict

The weather data.

sessionKeyint

The key of the current session.

Yields:

dict

A record containing the session key, timestamp, and weather-related information.