PTRAIL: A Parallel TRajectory dAta preprocessIng Library

Introduction

PTRAIL is a state-of-the art Mobility Data Preprocessing Library that mainly deals with filtering data, generating features and interpolation of Trajectory Data.

The main features of PTRAIL are:

1. PTRAIL use primarily parallel computation based on python Pandas and numpy which makes it very fast as compared to other comparable libraries available.

2. PTRAIL harnesses the full power of the machine that it is running on by using all the cores available in the computer.

3. Four different kinds of Trajectory Interpolation techniques are offered by PTRAIL which is a first in the community.

References

Contents:

• ptrail
  • ptrail.core package
    • Submodules
    • ptrail.core.Datasets module
      • Datasets
    • ptrail.core.TrajectoryDF module
      • PTRAILDataFrame
    • Module contents
  • ptrail.features package
    • Submodules
    • ptrail.features.contextual_features module
      • ContextualFeatures
    • ptrail.features.helper_functions module
      • Helpers
    • ptrail.features.kinematic_features module
      • KinematicFeatures
    • ptrail.features.temporal_features module
      • TemporalFeatures
    • Module contents
  • ptrail.GUI package
    • Submodules
    • ptrail.GUI.GUI_driver module
      • run_app()
    • ptrail.GUI.InputDialog module
      • InputDialog
    • ptrail.GUI.Table module
      • TableModel
    • ptrail.GUI.gui module
      • Ui_MainWindow
    • ptrail.GUI.handler module
      • GuiHandler
    • Module contents
  • ptrail.preprocessing package
    • Submodules
    • ptrail.preprocessing.filters module
      • Filters
    • ptrail.preprocessing.helpers module
      • Helpers
    • ptrail.preprocessing.interpolation module
      • Interpolation
    • ptrail.preprocessing.statistics module
      • Statistics
    • Module contents
  • ptrail.utilities package
    • Submodules
    • ptrail.utilities.DistanceCalculator module
      • FormulaLog
    • ptrail.utilities.constants module
    • ptrail.utilities.conversions module
      • Conversions
    • ptrail.utilities.exceptions module
      • DataTypeMismatchException
      • DateTimeFormatInvalid
      • MandatoryColumnException
      • MissingColumnsException
      • MissingTrajIDException
      • NoHeadersException
      • NotAllowedError
    • Module contents
  • ptrail.visualization package
    • Submodules
    • ptrail.visualization.HydrationTrends module
      • HydrationTrends
    • ptrail.visualization.InteractiveDonut module
      • InteractiveDonut
    • ptrail.visualization.TrajPlotter module
      • TrajectoryPlotter
    • ptrail.visualization.statViz module
      • StatViz
    • Module contents

Indices and tables

• Index

• Module Index

• Search Page