modelhub.ModelHub.map

property map​

Access map methods from the model hub.

class Map​

(mh)

Methods in this class can be used to map data in a DataFrame with Objectiv data to series values.

Always returns Series with same index as the DataFrame the method is applied to, so the result can be set as columns to that DataFrame.

conversions_counter​

(data, name, partition='session_id')

Counts the total number of conversions given a partition (ie session_id or user_id).

Parameters​

  • name – the name of the conversion to label as set in ModelHub.conversion_events.
  • partition – the partition over which the number of conversions are counted. Can be any column of the ObjectivFrame

Returns​

bach.SeriesBoolean with the same index as data.

conversions_in_time​

(data, name, partition='session_id')

Counts the number of time a user is converted at a moment in time given a partition (ie ‘session_id’ or ‘user_id’).

Parameters​

  • data – bach.DataFrame to apply the method on.
  • name – the name of the conversion to label as set in ModelHub.conversion_events.
  • partition – the partition over which the number of conversions are counted. Can be any column in data.

Returns​

bach.SeriesInt64 with the same index as data.

is_conversion_event​

(data, name)

Labels a hit True if it is a conversion event, all other hits are labeled False.

Parameters​

Returns​

bach.SeriesBoolean with the same index as data.

is_first_session​

(data)

Labels all hits in a session True if that session is the first session of that user in the data.

Parameters​

data – bach.DataFrame to apply the method on.

Returns​

bach.SeriesBoolean with the same index as data.

is_new_user​

(data, time_aggregation=None)

Labels all hits True if the user is first seen in the period given time_aggregation.

Parameters​

Returns​

bach.SeriesBoolean with the same index as data.

pre_conversion_hit_number​

(data, name, partition='session_id')

Returns a count backwards from the first conversion, given the partition. I.e. first hit before converting is 1, second hit before converting 2, etc. Returns None if there are no conversions in the partition or after the first conversion.

Parameters​

  • data – bach.DataFrame to apply the method on.
  • name – the name of the conversion to label as set in ModelHub.conversion_events.
  • partition – the partition over which the number of conversions are counted. Can be any column in data.

Returns​

bach.SeriesInt64 with the same index as data.