#movementdata — Public Fediverse posts

Excellent video tutorial on creating animated traces in #QGIS over on #reddit:

https://www.reddit.com/r/QGIS/comments/1rde0fm/comment/o7c29l7/

This is just a sneak peak of the results:

#GISChat #MovementDataAnalysis #MovementData #Mobility

Excellent video tutorial on creating animated traces in #QGIS over on #reddit:

https://www.reddit.com/r/QGIS/comments/1rde0fm/comment/o7c29l7/

This is just a sneak peak of the results:

#GISChat #MovementDataAnalysis #MovementData #Mobility

The #MobilityDB team just announced v1.3.0-alpha featuring

New temporal types:
🆕 tgeometry & tgeography that can represent the temporal evolution of any geometry type (polygon, multipoint, etc.)
🆕 temporal circular buffer (tcbuffer)
🆕 temporal pose (tpose) type, storing the evolution of a pose
(point position + orientation)

and more ...

https://github.com/MobilityDB/MobilityDB/releases/tag/v1.3.0-alpha

#MobilityDataScience #MovementData #GISChat #OSGeo

The #MobilityDB team just announced v1.3.0-alpha featuring

New temporal types:
🆕 tgeometry & tgeography that can represent the temporal evolution of any geometry type (polygon, multipoint, etc.)
🆕 temporal circular buffer (tcbuffer)
🆕 temporal pose (tpose) type, storing the evolution of a pose
(point position + orientation)

and more ...

https://github.com/MobilityDB/MobilityDB/releases/tag/v1.3.0-alpha

#MobilityDataScience #MovementData #GISChat #OSGeo

And most recently in #Geopraphy:

Van Deursen, J., Creany, N., Smith, B., Freimund, W., Avgar, T., & Monz, C. A. (2024). Recreation specialization: Resource selection functions as a predictive tool for #ProtectedArea #RecreationManagement. Applied Geography, 167, 103276. - "#GeoPandas and #MovingPandas packages in #Python were used to analyze the GPS data collected and calculate the thirteen spatio-temporal metrics"

https://www.sciencedirect.com/science/article/abs/pii/S014362282400081X

#GIScience #GISChat #MobilityAnalytics #MovementData

And most recently in #Geopraphy:

Van Deursen, J., Creany, N., Smith, B., Freimund, W., Avgar, T., & Monz, C. A. (2024). Recreation specialization: Resource selection functions as a predictive tool for #ProtectedArea #RecreationManagement. Applied Geography, 167, 103276. - "#GeoPandas and #MovingPandas packages in #Python were used to analyze the GPS data collected and calculate the thirteen spatio-temporal metrics"

https://www.sciencedirect.com/science/article/abs/pii/S014362282400081X

#GIScience #GISChat #MobilityAnalytics #MovementData

So glad our #Dagstuhl seminar paper on #MobilityDataScience is finally published and open access 🎉

Mobility Data Science: Perspectives and Challenges

https://doi.org/10.1145/3652158

Kudos to the leading author team for distilling all the inputs

#Mobility #MovementData #MobilityAnalytics

So glad our #Dagstuhl seminar paper on #MobilityDataScience is finally published and open access 🎉

Mobility Data Science: Perspectives and Challenges

https://doi.org/10.1145/3652158

Kudos to the leading author team for distilling all the inputs

#Mobility #MovementData #MobilityAnalytics

Woa, just in time 😅

@movingpandas v0.18.0 just landed on pypi and conda-forge

For an overview of all new features and improvements, see
https://github.com/movingpandas/movingpandas/releases/tag/v0.18

Example notebooks will be updated later. Now it's time for #esc2024

#MobilityDataScience #MovementDataAnalytics #Mobility #GeoPandas #DataScience #GIScience #GISChat #OSGeo #MovementData #VisualAnalytics

Woa, just in time 😅

@movingpandas v0.18.0 just landed on pypi and conda-forge

For an overview of all new features and improvements, see
https://github.com/movingpandas/movingpandas/releases/tag/v0.18

Example notebooks will be updated later. Now it's time for #esc2024

#MobilityDataScience #MovementDataAnalytics #Mobility #GeoPandas #DataScience #GIScience #GISChat #OSGeo #MovementData #VisualAnalytics

TIL that #MoveApps https://www.moveapps.org have adopted @movingpandas TrajectoryCollections as their #Python default IO 😍 https://docs.moveapps.org/#/create_py_app

It's kind of similar to #QGIS Model Designer but in the browser and specializing in #MovementEcology

#MoveBank #MovementDataScience #MovementData #Ecology #AnimalBehavior

TIL that #MoveApps https://www.moveapps.org have adopted @movingpandas TrajectoryCollections as their #Python default IO 😍 https://docs.moveapps.org/#/create_py_app

It's kind of similar to #QGIS Model Designer but in the browser and specializing in #MovementEcology

#MoveBank #MovementDataScience #MovementData #Ecology #AnimalBehavior

If you liked our last year's short paper on #DeepLearning from #TrajectoryData, you'll love our new #preprint even more:

📝 "MobilityDL: A Review of Deep Learning From Trajectory Data"
https://arxiv.org/abs/2402.00732

#MobilityDataScience #SpatialDataScience #MovementData #Mobility #MachineLearning #arxiv #GISChat #OpenScience

If you liked our last year's short paper on #DeepLearning from #TrajectoryData, you'll love our new #preprint even more:

📝 "MobilityDL: A Review of Deep Learning From Trajectory Data"
https://arxiv.org/abs/2402.00732

#MobilityDataScience #SpatialDataScience #MovementData #Mobility #MachineLearning #arxiv #GISChat #OpenScience

Today, we've had our first successful #Trajectools mini workshop with colleagues from the EMERALDS project, working on #PublicTransport #TrajectoryAnalysis

If everything goes to plan, Trajectools will be at #MDM2024
@mdm

There are still a few days left to submit your own work and join us: https://mdm2024.github.io/calls.html

#QGIS #SpatialDataScience #MovementData #MobilityDataAnalytics #GISChat #EMERALDSeu #movingpandas #MovementDataInGIS

Today, we've had our first successful #Trajectools mini workshop with colleagues from the EMERALDS project, working on #PublicTransport #TrajectoryAnalysis

If everything goes to plan, Trajectools will be at #MDM2024
@mdm

There are still a few days left to submit your own work and join us: https://mdm2024.github.io/calls.html

#QGIS #SpatialDataScience #MovementData #MobilityDataAnalytics #GISChat #EMERALDSeu #movingpandas #MovementDataInGIS

Also added some more #trajectory statistics to the default output: start and end time, duration, length, and average speed, ready for further analysis directly from the #QGISProcessing toolbox or in the #QGIS model designer

#MobilityData #Trajectools #MovementData #MobilityDataScience #MovingPandas #MovementDataInGIS

Also added some more #trajectory statistics to the default output: start and end time, duration, length, and average speed, ready for further analysis directly from the #QGISProcessing toolbox or in the #QGIS model designer

#MobilityData #Trajectools #MovementData #MobilityDataScience #MovingPandas #MovementDataInGIS

#Trajectools development version now features out-of-the-box Interpolated Line styling for trajectories 🌈

Additionally, we can now clip a trajectory layer by a polygon layer (as well as to an extent)

https://github.com/movingpandas/qgis-processing-trajectory/tree/main

#GISChat #MovementData #MobilityDataScience #QGIS #MovingPandas #QGISProcessing #MovementDataInGIS

#Trajectools development version now features out-of-the-box Interpolated Line styling for trajectories 🌈

Additionally, we can now clip a trajectory layer by a polygon layer (as well as to an extent)

https://github.com/movingpandas/qgis-processing-trajectory/tree/main

#GISChat #MovementData #MobilityDataScience #QGIS #MovingPandas #QGISProcessing #MovementDataInGIS

#QGIS Interpolated Line styles are really growing on me. Very helpful to visualize #Trajectools results

I've been testing the #MovingPandas integration in the Model Designer, in combination with other #QGISProcessing toolbox algorithms
https://anitagraser.com/2024/01/12/trajectools-v2-in-the-works/

#GISChat #MovementData #MobilityDataScience #MovementDataInGIS

#QGIS Interpolated Line styles are really growing on me. Very helpful to visualize #Trajectools results

I've been testing the #MovingPandas integration in the Model Designer, in combination with other #QGISProcessing toolbox algorithms
https://anitagraser.com/2024/01/12/trajectools-v2-in-the-works/

#GISChat #MovementData #MobilityDataScience #MovementDataInGIS

New year, new start: I'm rebooting the #QGIS Processing Trajectools plugin development. Trajectools v2 builds on #MovingPandas and exposes its trajectory analysis algorithms in the #QGISProcessing Toolbox. More:

http://anitagraser.com/2024/01/12/trajectools-v2-in-the-works/

#Mobility #MobilityData #MovementData #SpatialAnalysis #SpatialDataScience #GISChat

New year, new start: I'm rebooting the #QGIS Processing Trajectools plugin development. Trajectools v2 builds on #MovingPandas and exposes its trajectory analysis algorithms in the #QGISProcessing Toolbox. More:

http://anitagraser.com/2024/01/12/trajectools-v2-in-the-works/

#Mobility #MobilityData #MovementData #SpatialAnalysis #SpatialDataScience #GISChat

And so the #QGIS #Trajectools quest continues: Merging tools that logically belong together and applying default styles to better show the computed speed and direction values

Also switched to the @movingpandas logo as a plugin icon

https://github.com/movingpandas/qgis-processing-trajectory

#movingpandas #gischat #movementdata #mobilitydatascience #datascience #spatialdatascience

And so the #QGIS #Trajectools quest continues: Merging tools that logically belong together and applying default styles to better show the computed speed and direction values

Also switched to the @movingpandas logo as a plugin icon

https://github.com/movingpandas/qgis-processing-trajectory

#movingpandas #gischat #movementdata #mobilitydatascience #datascience #spatialdatascience

@stevefaeembra That's incredibly beautiful. Thank you for sharing

#gischat #cartgraphy #mapping #maps #ais #maritime #movementdata #mobility

@stevefaeembra That's incredibly beautiful. Thank you for sharing

#gischat #cartgraphy #mapping #maps #ais #maritime #movementdata #mobility

Great to having @underdarkGIS again in #salzburg. She‘s a true driving force in our field and a constant source of inspiration.

https://github.com/anitagraser/movement-analysis-tools

#Mobility #GIS #DataScience #MovementData #analytics

Great to having @underdarkGIS again in #salzburg. She‘s a true driving force in our field and a constant source of inspiration.

https://github.com/anitagraser/movement-analysis-tools

#Mobility #GIS #DataScience #MovementData #analytics

The live stream recording of my #MovementData engineering workshop with #DVC and #MovingPandas is up now at 🎬 https://www.youtube.com/live/roPF1oth2Pk?si=qKcWpJU96VWc9vZZ 🎬

Thanks to @opengeohub!

There will also be an edited version on TIB.eu in the future, if you prefer an add free platform. Stay tuned

#OGH2023 #MLOps #GISChat #MobilityDataScience

The live stream recording of my #MovementData engineering workshop with #DVC and #MovingPandas is up now at 🎬 https://www.youtube.com/live/roPF1oth2Pk?si=qKcWpJU96VWc9vZZ 🎬

Thanks to @opengeohub!

There will also be an edited version on TIB.eu in the future, if you prefer an add free platform. Stay tuned

#OGH2023 #MLOps #GISChat #MobilityDataScience

Enjoy the latest convenience features for #MovementData exploration:
✅ Support for tons of different units for distance, time, speed, and acceleration https://movingpandas.org/units
✅ Interactive plots visualizing values along the trajectory as well as movement direction

For example: visualizing #OSM Traces
https://movingpandas.org/examples

Today, I've been revisiting our 2021 book chapter on #Exploratory #DataAnalysis for large #MovementData

Crazy that it has been only 2 years, well 3 since most of the writing happened. Too bad the figures are only b/w, but I still like them

#EDA #MovementDataAnalytics #ais

Today, I've been revisiting our 2021 book chapter on #Exploratory #DataAnalysis for large #MovementData

Crazy that it has been only 2 years, well 3 since most of the writing happened. Too bad the figures are only b/w, but I still like them

#EDA #MovementDataAnalytics #ais

@kkavee

Thanks. @movingpandas is a #Python library for analyzing #movementdata

https://movingpandas.org/

@kkavee

Thanks. @movingpandas is a #Python library for analyzing #movementdata

https://movingpandas.org/

📣 #MobilityDB 1.1 alpha is out now

This version provides a much more powerful and optimized backend with many enhanced possibilities for doing #mobilityanalytics.

Note that the binary format has changed from 1.0 to 1.1, so it is necessary to reload the databases containing columns using MobilityDB types.

Packaging for #Debian and #YUM is in progress.

Please report any issues on the
https://github.com/MobilityDB/MobilityDB/issues tracker

#mobility #MovementData

📣 #MobilityDB 1.1 alpha is out now

This version provides a much more powerful and optimized backend with many enhanced possibilities for doing #mobilityanalytics.

Note that the binary format has changed from 1.0 to 1.1, so it is necessary to reload the databases containing columns using MobilityDB types.

Packaging for #Debian and #YUM is in progress.

Please report any issues on the
https://github.com/MobilityDB/MobilityDB/issues tracker

#mobility #MovementData

Exciting to see yet another report using @movingpandas

Using data from #BatterySwapping #eMotorcycles in #Nairobi to assess impacts and plan infrastructure

https://p4gpartnerships.org/sites/default/files/2023-06/341%20IMP%20Energy%20futures%20ChargeUp_Data%20Swap_White%20paper_AC2.pdf

#mobility #MobilityAnalytics #ev #electric #movementdata #gischat #greenmobility #SustainableMobility

Exciting discovery of the day: the environment file of the @movebankteam #python :python: SDK listing yours truly 👍

https://github.com/movestore/python-sdk/blob/main/environment.yml

#movementecology #movementdata #MovementDataAnalytics

A new @movingpandas #tutorial 👩‍💻 has just landed:

How to use Kaggle’s Taxi Trajectory Data in MovingPandas

https://anitagraser.com/2023/05/12/how-to-use-kaggles-taxi-trajectory-data-in-movingpandas/

#Kaggle #DataScience #MovingPandas #Howto #Python #mobilität #MobilityAnalytics #MovementData #MobilityDataScience