#movementdataanalysis — Public Fediverse posts

@EgorKotov That looks awesome 🤩
#GISChat #DataViz #MovementDataAnalysis

@EgorKotov That looks awesome 🤩
#GISChat #DataViz #MovementDataAnalysis

Will we finally get nice html representations of @movingpandas Trajectories and TrajectoryCollections?

Inspired by #pydata #xarray 🤩

WIP 👩‍💻 : https://github.com/movingpandas/movingpandas/issues/293

Any feedback / ideas welcome!

#GISChat #MovementDataAnalysis

Will we finally get nice html representations of @movingpandas Trajectories and TrajectoryCollections?

Inspired by #pydata #xarray 🤩

WIP 👩‍💻 : https://github.com/movingpandas/movingpandas/issues/293

Any feedback / ideas welcome!

#GISChat #MovementDataAnalysis

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

From a bunch of csv files to a neat #SpatialAnalytics dataset:

Step-by-step GeoLife #GPS track collection processing with #DuckDB, #QGIS & #Trajectools

http://anitagraser.com/2025/10/12/geolife-gps-track-collection-processing-with-duckdb-qgis-trajectools/

#MovementDataAnalysis #MobilityDataAnalytics

From a bunch of csv files to a neat #SpatialAnalytics dataset:

Step-by-step GeoLife #GPS track collection processing with #DuckDB, #QGIS & #Trajectools

http://anitagraser.com/2025/10/12/geolife-gps-track-collection-processing-with-duckdb-qgis-trajectools/

#MovementDataAnalysis #MobilityDataAnalytics

Finally finished my #Trajectools presentation for #QGISUC2025 on Monday

May still have to cut here and there to stay within the time limit 😅

#GISChat #QGIS #MovementDataAnalysis

Finally finished my #Trajectools presentation for #QGISUC2025 on Monday

May still have to cut here and there to stay within the time limit 😅

#GISChat #QGIS #MovementDataAnalysis

Love the visual summary of #SDSC25

No pandas were harmed in the process 😉

@movingpandas #MovementDataAnalysis

Love the visual summary of #SDSC25

No pandas were harmed in the process 😉

@movingpandas #MovementDataAnalysis

Even more human #MovementBehavior research:

Elkin-Frankston et al. (2025). Beyond boundaries: a location-based toolkit for quantifying group dynamics in diverse contexts. Cogn. Research 10, 10 (2025).
https://doi.org/10.1186/s41235-025-00617-6

"We first segmented time periods when the group was in motion by identifying break periods using the stop detection feature from the MovingPandas Python package"

#MovementDataAnalysis #MobilityDataAnalytics #MobilityDataScience #HumanMobility

Even more human #MovementBehavior research:

Elkin-Frankston et al. (2025). Beyond boundaries: a location-based toolkit for quantifying group dynamics in diverse contexts. Cogn. Research 10, 10 (2025).
https://doi.org/10.1186/s41235-025-00617-6

"We first segmented time periods when the group was in motion by identifying break periods using the stop detection feature from the MovingPandas Python package"

#MovementDataAnalysis #MobilityDataAnalytics #MobilityDataScience #HumanMobility

New #IOT research using yours truely:

Koszewski et al. (2025). Utilizing IoT Sensors and Spatial Data Mining for Analysis of Urban Space Actors’ Behavior in University Campus Space Design.
https://doi.org/10.3390/s25051393

"Trajectories were processed by the MovingPandas Python library, which offers several valuable processing algorithms"

For the full list of publications we're aware of, check out:

https://github.com/movingpandas/movingpandas/blob/main/README.md#scientific-publications-using-movingpandas

#MovementDataAnalysis #MobilityDataAnalytics #MobilityDataScience

New #IOT research using yours truely:

Koszewski et al. (2025). Utilizing IoT Sensors and Spatial Data Mining for Analysis of Urban Space Actors’ Behavior in University Campus Space Design.
https://doi.org/10.3390/s25051393

"Trajectories were processed by the MovingPandas Python library, which offers several valuable processing algorithms"

For the full list of publications we're aware of, check out:

https://github.com/movingpandas/movingpandas/blob/main/README.md#scientific-publications-using-movingpandas

#MovementDataAnalysis #MobilityDataAnalytics #MobilityDataScience

🎉 We're happy to announce the release of #MovingPandas 0.20, now without fiona dependency

For the full changelog see:
https://github.com/movingpandas/movingpandas/releases/tag/v0.20

Freshly forged packages 📦  are available now on conda-forge

#python #datascience #mobility #movementdataanalysis

🎉 We're happy to announce the release of #MovingPandas 0.20, now without fiona dependency

For the full changelog see:
https://github.com/movingpandas/movingpandas/releases/tag/v0.20

Freshly forged packages 📦  are available now on conda-forge

#python #datascience #mobility #movementdataanalysis

New #bicycle 🚲 research #preprint using yours truly:

Skåntorp et al. (2024). Data-driven bicycle driving cycles via mixed-integer programming

"we utilized the #KalmanFilter from the #MovingPandas library"

http://dx.doi.org/10.13140/RG.2.2.19928.10240

For the full list of publications we're aware of, check out:

https://github.com/movingpandas/movingpandas/blob/main/README.md#scientific-publications-using-movingpandas

#MixedIntegerProgramming #MovementDataAnalysis #MobilityDataAnalytics #MobilityDataScience #cycling #ActiveMobility #TrajectoryData

New #bicycle 🚲 research #preprint using yours truly:

Skåntorp et al. (2024). Data-driven bicycle driving cycles via mixed-integer programming

"we utilized the #KalmanFilter from the #MovingPandas library"

http://dx.doi.org/10.13140/RG.2.2.19928.10240

For the full list of publications we're aware of, check out:

https://github.com/movingpandas/movingpandas/blob/main/README.md#scientific-publications-using-movingpandas

#MixedIntegerProgramming #MovementDataAnalysis #MobilityDataAnalytics #MobilityDataScience #cycling #ActiveMobility #TrajectoryData

@underdarkGIS if you prefer working directly in #Python, have a look at the #MovingPandas example notebook at https://movingpandas.github.io/movingpandas-website/1-tutorials/10-smoothing-trajectories.html

#GISChat #SDSL2024 #MovementDataAnalysis #MobilityDataAnalytics

@underdarkGIS if you prefer working directly in #Python, have a look at the #MovingPandas example notebook at https://movingpandas.github.io/movingpandas-website/1-tutorials/10-smoothing-trajectories.html

#GISChat #SDSL2024 #MovementDataAnalysis #MobilityDataAnalytics

New release 🎉

#Trajectools 2.3 brings trajectory generalization, cleaning, and smoothing algorithms to #QGIS

Inspired by #SDSL2024, I've written up the first Trajectools tutorial on #trajectory data preprocessing

http://anitagraser.com/2024/09/21/trajectools-tutorial-trajectory-preprocessing/

#MovementDataAnalysis #MobiltyDataAnalytics #GISChat #MovingPandas

New release 🎉

#Trajectools 2.3 brings trajectory generalization, cleaning, and smoothing algorithms to #QGIS

Inspired by #SDSL2024, I've written up the first Trajectools tutorial on #trajectory data preprocessing

http://anitagraser.com/2024/09/21/trajectools-tutorial-trajectory-preprocessing/

#MovementDataAnalysis #MobiltyDataAnalytics #GISChat #MovingPandas

#ChatGPT Data Analyst vs movement data

Today, I took ChatGPT's Data Analyst for a spin. You've probably seen the fancy advertising videos: just drop in a dataset and AI does all the analysis for you?! Let's see ...

http://anitagraser.com/2024/05/30/chatgpt-data-analyst-vs-movement-data/

#AI #MovementDataAnalysis #LLMs #MobilityData #GISChat

#ChatGPT Data Analyst vs movement data

Today, I took ChatGPT's Data Analyst for a spin. You've probably seen the fancy advertising videos: just drop in a dataset and AI does all the analysis for you?! Let's see ...

http://anitagraser.com/2024/05/30/chatgpt-data-analyst-vs-movement-data/

#AI #MovementDataAnalysis #LLMs #MobilityData #GISChat

😅 I should probably leave logo design to the professionals, but this will have to do for now.

At least there is a small #Trajectools page besides the github repo now:

https://anitagraser.com/trajectools/

#QGIS #GISChat #MovementDataAnalysis #MobilityDataAnalytics #MobilityDataScience #Python

😅 I should probably leave logo design to the professionals, but this will have to do for now.

At least there is a small #Trajectools page besides the github repo now:

https://anitagraser.com/trajectools/

#QGIS #GISChat #MovementDataAnalysis #MobilityDataAnalytics #MobilityDataScience #Python

More work on #QGIS #Trajectools today: #MovingPandas TemporalSplitter and ObservationGapSplitter are integrated now. SpeedSplitter and StopSplitter are still on the todo list

I wonder if it's better to have all splitters in one processing algorithm or if I should implement four independent algorithms instead 🤔

#MobilityDataScience #MovementDataAnalysis #GISChat #DataScience

More work on #QGIS #Trajectools today: #MovingPandas TemporalSplitter and ObservationGapSplitter are integrated now. SpeedSplitter and StopSplitter are still on the todo list

I wonder if it's better to have all splitters in one processing algorithm or if I should implement four independent algorithms instead 🤔

#MobilityDataScience #MovementDataAnalysis #GISChat #DataScience

Cool to see more users from #MovementEcology 🐮 😎

Gu, C., Liu, L., Zhang, Y. et al. Understanding the spatial heterogeneity of #Grazing pressure in the Three-River-Source Region on the #TibetanPlateau. J. Geogr. Sci. 33, 1660–1680 (2023). https://doi.org/10.1007/s11442-023-2147-1

"The #GPScollar’s velocity transducer collected the moving speed information, and we used #MovingPandas (...) a #Python package for #MovementDataAnalysis, to obtain the daily #MovingDistance and #HomeRange

Cool to see more users from #MovementEcology 🐮 😎

Gu, C., Liu, L., Zhang, Y. et al. Understanding the spatial heterogeneity of #Grazing pressure in the Three-River-Source Region on the #TibetanPlateau. J. Geogr. Sci. 33, 1660–1680 (2023). https://doi.org/10.1007/s11442-023-2147-1

"The #GPScollar’s velocity transducer collected the moving speed information, and we used #MovingPandas (...) a #Python package for #MovementDataAnalysis, to obtain the daily #MovingDistance and #HomeRange

🎉 We're happy to announce the release of #MovingPandas 0.17, featuring

✅️ Improved #MFJSON support
✅️ New OutlierCleaner
✅️ Improved #hvplot interactive plots
and more, see:
https://github.com/movingpandas/movingpandas/releases/tag/v0.17

Freshly forged packages 📦 are available now on conda-forge

#python #datascience #mobility #movementdataanalysis

🎉 We're happy to announce the release of #MovingPandas 0.17, featuring

✅️ Improved #MFJSON support
✅️ New OutlierCleaner
✅️ Improved #hvplot interactive plots
and more, see:
https://github.com/movingpandas/movingpandas/releases/tag/v0.17

Freshly forged packages 📦 are available now on conda-forge

#python #datascience #mobility #movementdataanalysis

If you are using @movingpandas for #StopDetection, this minor release is for you: we've improved the stop detection performance as well as the time zone handling

https://github.com/movingpandas/movingpandas/releases

#SpatialDataScience #MobilityAnalytics #MovementDataAnalysis #GISChat

If you are using @movingpandas for #StopDetection, this minor release is for you: we've improved the stop detection performance as well as the time zone handling

https://github.com/movingpandas/movingpandas/releases

#SpatialDataScience #MobilityAnalytics #MovementDataAnalysis #GISChat

Did you know that @movingpandas supports plotting using custom #projections?

This #HiddenGem feature of #GeoViews is really neat and it's now featured on the update #MovingPandas homepage

https://movingpandas.org

#MobilityAnalytics #MovementDataAnalysis #DataScience #DataViz #Holoviews #hvplot

Did you know that @movingpandas supports plotting using custom #projections?

This #HiddenGem feature of #GeoViews is really neat and it's now featured on the update #MovingPandas homepage

https://movingpandas.org

#MobilityAnalytics #MovementDataAnalysis #DataScience #DataViz #Holoviews #hvplot

@evopma I'm excited to see what you come up with.

I would be delighted to have some more examples for https://github.com/anitagraser/movingpandas-examples

#MovingPandas #DataScience #MovementDataAnalysis #Mobility #GISChat

@evopma I'm excited to see what you come up with.

I would be delighted to have some more examples for https://github.com/anitagraser/movingpandas-examples

#MovingPandas #DataScience #MovementDataAnalysis #Mobility #GISChat

Are you interested in where #MovingPandas is heading? Join the discussion at https://github.com/anitagraser/movingpandas/discussions/258

#Python #GISChat #GeoPandas #MovementDataAnalysis
#ScientificSoftware #OSGeo

Are you interested in where #MovingPandas is heading? Join the discussion at https://github.com/anitagraser/movingpandas/discussions/258

#Python #GISChat #GeoPandas #MovementDataAnalysis
#ScientificSoftware #OSGeo

Nice speed boost here 👍

https://github.com/anitagraser/PyMEOS/blob/develop/pymeos_examples/MovingPandas/mpd-to-pymeos.ipynb

Thanks again, @martinfleis

#GISChat #MovingPandas #PyMEOS #Python #MovementDataAnalysis

Nice speed boost here 👍

https://github.com/anitagraser/PyMEOS/blob/develop/pymeos_examples/MovingPandas/mpd-to-pymeos.ipynb

Thanks again, @martinfleis

#GISChat #MovingPandas #PyMEOS #Python #MovementDataAnalysis

Sneak peek at the #AIS data
animation: I think what we see is a pilot boat guiding another vessel to a pier and then returning to its station:

#QGIS #GISChat #MobilityDB #MovementDataAnalysis

Sneak peek at the #AIS data
animation: I think what we see is a pilot boat guiding another vessel to a pier and then returning to its station:

#QGIS #GISChat #MobilityDB #MovementDataAnalysis

Hello Fosstodon,

Greetings from #Vienna, #Austria.

I'm a #DataScientist working on #SpatialDataScience at the #AIT. I serve on the #QGIS and #MobilityDB PSCs and am the lead developer of @movingpandas, a #Python library for #MovementDataAnalysis.

Hello Fosstodon,

Greetings from #Vienna, #Austria.

I'm a #DataScientist working on #SpatialDataScience at the #AIT. I serve on the #QGIS and #MobilityDB PSCs and am the lead developer of @movingpandas, a #Python library for #MovementDataAnalysis.

First #MovingPandas demo with #Mars rover #Perseverance and its buddy #Ingenuity:

https://anitagraser.github.io/movingpandas-website/2-analysis-examples/mars-rover.html

There's still lots to figure out, top of the list are: Mars background maps and CRS

ht @65dBnoise for pointing me to this #trajectory data

#geospatial #gischat #opensource #space #MovementDataAnalysis

Great to see movement data featured on the cover of the new @[email protected] offline issue
https://t.co/gUDIYKAGFH

Thanks for the opportunity to spread the word about #MovementDataAnalysis

#ais #maritime #MaritimeTransport #spatialanalysis #gischat #datascience

Greetings from #Vienna #Austria!

I am interested in #Spatial #DataScience & #MovementDataAnalysis & #OpenSource Geospatial

I'm a #QGIS PSC Member and creator of the #Python library #MovingPandas

#introduction

Greetings from #Vienna #Austria!

I am interested in #Spatial #DataScience & #MovementDataAnalysis & #OpenSource Geospatial

I'm a #QGIS PSC Member and creator of the #Python library #MovingPandas

#introduction