#movementdataanalytics — Public Fediverse posts

Automatisierte Videoanalyse im Sport: Wie KI Bewegungen messbar macht und neue Analysen ermöglicht

Digitaler Wissensstammtisch mit Prof. Dr. Mirco Fuchs (HTWK Leipzig) am 28. Mai 2026 von 18:00 - 19:30 Uhr via Zoom.

Die Teilnahme an der Veranstaltung ist kostenlos.

Link zur Veranstaltung:
https://us06web.zoom.us/j/82345402575?pwd=vhKseFsXT8KxaEixyvihGGkLXkcdmb.1

Inhalt:
Die Analyse von Bewegungen ist eine zentrale Fragestellung in vielen Anwendungsfeldern des Sports. Sie reicht von der Technik- #Diagnostik im Training über die Wettkampfanalyse bis hin zum Monitoring der langfristigen Leistungsentwicklung. Auf Grundlage #KI basierter Verfahren lassen sich heute nahezu vollautomatische Analyseprozesse umsetzen, die bisher aufgrund des hohen manuellen Aufwands nicht praktikabel, nicht regelmäßig einsetzbar oder nur ausgewählten Kontexten vorbehalten waren. Anhand von Beispielen aus dem #Kanu Rennsport wird vorgestellt, wie aus konkreten Fragestellungen des Spitzenbereichs schrittweise praxistaugliche Lösungen entwickelt wurden und wie diese Perspektiven auch für den Nachwuchsbereich nutzbar gemacht werden können. Ergänzend werden weitere Impulse und Anregungen anhand von Beispielen aus dem #Kite-Segeln und dem #Handball präsentiert.

https://www.wvl-wm.de/

#sciencenews #wissenschaft #wissenschaftskommunikation #movementdataanalytics #kitesurfing #canoe

Automatisierte Videoanalyse im Sport: Wie KI Bewegungen messbar macht und neue Analysen ermöglicht

Digitaler Wissensstammtisch mit Prof. Dr. Mirco Fuchs (HTWK Leipzig) am 28. Mai 2026 von 18:00 - 19:30 Uhr via Zoom.

Die Teilnahme an der Veranstaltung ist kostenlos.

Link zur Veranstaltung:
https://us06web.zoom.us/j/82345402575?pwd=vhKseFsXT8KxaEixyvihGGkLXkcdmb.1

Inhalt:
Die Analyse von Bewegungen ist eine zentrale Fragestellung in vielen Anwendungsfeldern des Sports. Sie reicht von der Technik- #Diagnostik im Training über die Wettkampfanalyse bis hin zum Monitoring der langfristigen Leistungsentwicklung. Auf Grundlage #KI basierter Verfahren lassen sich heute nahezu vollautomatische Analyseprozesse umsetzen, die bisher aufgrund des hohen manuellen Aufwands nicht praktikabel, nicht regelmäßig einsetzbar oder nur ausgewählten Kontexten vorbehalten waren. Anhand von Beispielen aus dem #Kanu Rennsport wird vorgestellt, wie aus konkreten Fragestellungen des Spitzenbereichs schrittweise praxistaugliche Lösungen entwickelt wurden und wie diese Perspektiven auch für den Nachwuchsbereich nutzbar gemacht werden können. Ergänzend werden weitere Impulse und Anregungen anhand von Beispielen aus dem #Kite-Segeln und dem #Handball präsentiert.

https://www.wvl-wm.de/

#sciencenews #wissenschaft #wissenschaftskommunikation #movementdataanalytics #kitesurfing #canoe

Automatisierte Videoanalyse im Sport: Wie KI Bewegungen messbar macht und neue Analysen ermöglicht

Digitaler Wissensstammtisch mit Prof. Dr. Mirco Fuchs (HTWK Leipzig) am 28. Mai 2026 von 18:00 - 19:30 Uhr via Zoom.

Die Teilnahme an der Veranstaltung ist kostenlos.

Link zur Veranstaltung:
https://us06web.zoom.us/j/82345402575?pwd=vhKseFsXT8KxaEixyvihGGkLXkcdmb.1

Inhalt:
Die Analyse von Bewegungen ist eine zentrale Fragestellung in vielen Anwendungsfeldern des Sports. Sie reicht von der Technik- #Diagnostik im Training über die Wettkampfanalyse bis hin zum Monitoring der langfristigen Leistungsentwicklung. Auf Grundlage #KI basierter Verfahren lassen sich heute nahezu vollautomatische Analyseprozesse umsetzen, die bisher aufgrund des hohen manuellen Aufwands nicht praktikabel, nicht regelmäßig einsetzbar oder nur ausgewählten Kontexten vorbehalten waren. Anhand von Beispielen aus dem #Kanu Rennsport wird vorgestellt, wie aus konkreten Fragestellungen des Spitzenbereichs schrittweise praxistaugliche Lösungen entwickelt wurden und wie diese Perspektiven auch für den Nachwuchsbereich nutzbar gemacht werden können. Ergänzend werden weitere Impulse und Anregungen anhand von Beispielen aus dem #Kite-Segeln und dem #Handball präsentiert.

https://www.wvl-wm.de/

#sciencenews #wissenschaft #wissenschaftskommunikation #movementdataanalytics #kitesurfing #canoe

Glad to see that #Trajectools passed the new #QGIS plugin security checks right out of the gate https://plugins.qgis.org/plugins/processing_trajectory/version/2.7.1/#security-tab

#GISChat #MovementDataAnalytics

Do I have any followers here who used scikit-mobility's human mobility metrics?

Since #skmob isn't maintained anymore, we're considering porting the essential functionality to @movingpandas and would love to have more feedback, especially if it's first-hand experience with the functionality:

https://github.com/movingpandas/movingpandas/issues/496

#GIScience #MobilityDataScience #MovementDataAnalytics

Do I have any followers here who used scikit-mobility's human mobility metrics?

Since #skmob isn't maintained anymore, we're considering porting the essential functionality to @movingpandas and would love to have more feedback, especially if it's first-hand experience with the functionality:

https://github.com/movingpandas/movingpandas/issues/496

#GIScience #MobilityDataScience #MovementDataAnalytics

Do I have any followers here who used scikit-mobility's human mobility metrics?

Since #skmob isn't maintained anymore, we're considering porting the essential functionality to @movingpandas and would love to have more feedback, especially if it's first-hand experience with the functionality:

https://github.com/movingpandas/movingpandas/issues/496

#GIScience #MobilityDataScience #MovementDataAnalytics

Do I have any followers here who used scikit-mobility's human mobility metrics?

Since #skmob isn't maintained anymore, we're considering porting the essential functionality to @movingpandas and would love to have more feedback, especially if it's first-hand experience with the functionality:

https://github.com/movingpandas/movingpandas/issues/496

#GIScience #MobilityDataScience #MovementDataAnalytics

Do I have any followers here who used scikit-mobility's human mobility metrics?

Since #skmob isn't maintained anymore, we're considering porting the essential functionality to @movingpandas and would love to have more feedback, especially if it's first-hand experience with the functionality:

https://github.com/movingpandas/movingpandas/issues/496

#GIScience #MobilityDataScience #MovementDataAnalytics

If you're at #AGIT2025, I'd love to see you at our #MobilityDataScience workshop focused on #PublicTransport tomorrow morning 🌄

09:00-10:15 Session 1A: WS: Mobility Data Science & KI – Potenziale für den öffentlichen Verkehr

#AI4PT #MovementDataAnalytics

If you're at #AGIT2025, I'd love to see you at our #MobilityDataScience workshop focused on #PublicTransport tomorrow morning 🌄

09:00-10:15 Session 1A: WS: Mobility Data Science & KI – Potenziale für den öffentlichen Verkehr

#AI4PT #MovementDataAnalytics

If you're at #AGIT2025, I'd love to see you at our #MobilityDataScience workshop focused on #PublicTransport tomorrow morning 🌄

09:00-10:15 Session 1A: WS: Mobility Data Science & KI – Potenziale für den öffentlichen Verkehr

#AI4PT #MovementDataAnalytics

If you're at #AGIT2025, I'd love to see you at our #MobilityDataScience workshop focused on #PublicTransport tomorrow morning 🌄

09:00-10:15 Session 1A: WS: Mobility Data Science & KI – Potenziale für den öffentlichen Verkehr

#AI4PT #MovementDataAnalytics

If you're at #AGIT2025, I'd love to see you at our #MobilityDataScience workshop focused on #PublicTransport tomorrow morning 🌄

09:00-10:15 Session 1A: WS: Mobility Data Science & KI – Potenziale für den öffentlichen Verkehr

#AI4PT #MovementDataAnalytics

🎉 New @movingpandas 0.22 and #Trajectools 2.6 just landed

Over 50% runtime reduction for many #MovementDataAnalytics tasks 📉

http://anitagraser.com/2025/05/17/speed-up-your-analytics-with-the-new-movingpandas-0-22-and-trajectools-2-6/

#GISchat #Mobility #MobilityDataScience

Lots of #MovementDataAnalytics on stage at #SDSC25 today 🤩
Including yours truly with @movingpandas and @qgis #Trajectools

#osgeo #qgis #movingpandas #gischat

A new milestone for @movingpandas: 💯 repositories depend on #MovingPandas according to https://github.com/movingpandas/movingpandas/network/dependents

#MovementDataAnalytics #GISChat #OpenSource

Struggling to resist the urge to put more stuff on my demo poster for @mdm

What do you think?
1. Put more! ✨
2. Enough! 👌
3. Too crowded already 😖

#ScientificPoster #GISChat #Trajectools #MDM2024 #MovementDataAnalytics #QGIS #MovingPandas #QGISProcessing

🥳 New versions of @movingpandas and #Trajectools have just landed:

🚢🚚🚲🦅 #MovingPandas 0.21.3 https://github.com/movingpandas/movingpandas/releases/tag/v0.21.3

:qgis: Trajectools 2.5 https://codeberg.org/movingpandas/trajectools/releases/tag/v2.5

🙏 Please update your MovingPandas install to get all the improvements in #QGIS Trajectools https://plugins.qgis.org/plugins/processing_trajectory/#plugin-versions

#GISChat #MovementDataAnalytics #MobilityDataScience #Python

#Moveapps is looking for a Technical Assistant (m/f/d) proficient in #RStats and/or #Python to improve their #MovementDataAnalytics plattform

https://www.mpg.de/24092603/technical-assistant-moveapps

#MobilityDataScience #MovementEcology

I've had smoother releases 🙃

But hey, #MovingPandas 0.21 is here https://github.com/movingpandas/movingpandas/releases

Make sure to update if you want to use the new #QGIS #Trajectools plugin version which will be released soon 🆙

#MovementDataAnalytics #MobilityDataScience #Python #DataScience #GISChat

Updated my collection of open source projects in the #MobilityDataScience / #MovementDataAnalytics with new findings from #SDSL2024

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

Any more suggestions welcome

#GISChat #DataScience #SpatialDataScience

Leaving Prague with tons of new ideas and impressions.

Thanks @martinfleis and team for organizing and hosting this 2nd edition of SDSL. Looking forward to many more to come

#GISChat #SpatialDataScience #MovingPandas #MovementDataAnalytics #MobilityDataScience #GeoPandas #Opensource

Pleasure to see more and more use from students:

"we utilize the stop detection tools provided by MovingPandas"

Wicaksono, S. B. (2024). From Data Cleaning to Predictive Models: A Strategic Approach to Analyzing Bus and Ship Trajectories. Master Thesis in Data Science, Department of Mathemetics, University of Padova.

https://thesis.unipd.it/handle/20.500.12608/69505

#DataScience #MovingPandas #MovementDataAnalytics #MobilityDataScience #GISChat

New #MovingPandas tutorial: taking #OGC #MovingFeatures full circle with MF-JSON

Read #MFJSON to TrajectoryCollection and write it out again in the standard MovingPoint JSON encoding

#MobileDataManagement #MobilityDataScience #MovementDataAnalytics

http://anitagraser.com/2024/07/08/new-movingpandas-tutorial-taking-ogc-moving-features-full-circle-with-mf-json/

New Trajectools 2.1 and MovingPandas 0.18 releases

Today marks the 2.1 release of #Trajectools for #QGIS. This release adds multiple new algorithms and improvements. Since some improvements involve upstream #MovingPandas functionality, I recommend to also update MovingPandas while you're at it.

http://anitagraser.com/2024/05/20/new-trajectools-2-1-and-movingpandas-0-18-releases/

#MovementDataAnalytics #MobilityDataScience #MovementDataInGIS #GISChat

🎉 Our #QGIS #Trajectools demo has been accepted to the 24th #IEEE International Conference on Mobile Data Management @mdm

Looking forward to bringing #Opensource #MovementDataAnalytics to #MDM2024

#MobilityDataScience #MovingPandas #GISChat

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

Trajectools 2.0 released 🎉

It's my pleasure to share with you that #Trajectools 2.0 just landed in the official #QGIS Plugin Repository. This is the first version without the "experimental" flag. If you look at the plugin release history, you will see that the previous release was from 2020. That's quite a while ago, and a lot has happened since…

http://anitagraser.com/2024/02/24/trajectools-2-0-released

#MovingPandas #GISChat #MovementDataAnalytics #MobilityAnalytics

Very interesting ✈️ patterns here:

Visualisation of all civil flights over #Ireland on 22th of May 2018 from 00-24h by #Flickr user neboysh

- Data source:
#ARTAS (Air traffic management surveillance tracker and server), 4002 unique #flights extracted from 3 million #GPS tracking points

- Software: #QGIS 3.2.1

https://flickr.com/photos/10169636@N07/42565210515/in/pool-qgis/

#Dataviz #mapping #gischat #aviation #MobilityAnalytics #MovementDataAnalytics

New #bicycle 🚴 track analytics demo key topics are:

1️⃣ Using @movingpandas with local image coordinates
2️⃣ Georeferencing video-based trajectories using @qgis VectorBender plugin

https://anitagraser.com/2023/05/21/analyzing-video-based-bicycle-trajectories/

#bicycle tracks extracted from #video footage 🎥 courtesy of @mszll

#QGIS #GISChat #MobilityAnalytics #mobility #datascience #MovementDataAnalytics

@mszll did some vector georeferencing with the #QGIS Vector Bender plugin https://plugins.qgis.org/plugins/VectorBender/ for fun to see where that would lead us

With enough ground control points, this could work to some degree. It won't be perfect but should improve speed estimates

#qgis #gischat #mobility #datascience #MovementDataAnalytics #cycling #MobilityAnalytics

We're happy to announce that the new version 0.16 has just been released 🎉

This is the first release to support #Pandas 2.0

In addition, new features include:
🎈 New custom unit support for distance, speed, and acceleration functions
🎈 Improved plots with arrow markers to indicate direction

More details:
https://github.com/movingpandas/movingpandas/releases/tag/v0.16

#MobilityAnalytics #MovementDataAnalytics #MovementData #MovingPandas #Python #DataScience #sportsanalytics #soccer

And arrows! 🏹 😉

#MobilityAnalytics #MovementDataAnalytics #MovementData #MovingPandas #Python #DataScience #GeoViews #Bokeh

Getting ready for @movingpandas 0.16 release featuring: all the distance, speed, and acceleration units

#MobilityAnalytics #MovementDataAnalytics #MovementData #MovingPandas #Python #DataScience

If all goes as planned, the next version of @movingpandas will ship with improved #Trajectory plotting capabilities, including, finally: #arrow markers that show the direction of the movement

https://github.com/movingpandas/movingpandas/commit/fb1174b51f0ef31ce95ffc1403b78c7eff3642b7

#MovementDataAnalytics #MovementData #MobilityAnalytics #VisualAnalytics #Bokeh #GeoViews #Holoviews #GISChat

What a curious flight path ✈️
Houston - Houston in 4.5 hours

https://www.flightradar24.com/N927NA/2fee0056

Wonder what they've been observing, and why the track quality is so wacky #HighlyScientificTerms

#MovementDataAnalytics #flightradar24 #MobilityAnalytics #FlightTracking

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

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

TIL how to combine Mesa #AgentBasedModelling for generating trajectories with @movingpandas for visualization 🥳

#PartyLikeAScientist #GISChat #MovementDataAnalytics

Earlier this year, I tested the #QGIS #GTFS plugins with limited success: https://fosstodon.org/@underdarkGIS/111779309699966134

After relaunching #Trajectools, I've finally gotten around to integrating the first GTFS algorithms into it.

Currently testing with GTFS datasets from #Vorarlberg https://www.mobilitydata.gv.at/daten/soll-fahrplandaten-gtfs

Not sure why there is a gap in the network at Lorüns 🤔

#GISChat #MobilityData #PublicTransport #Transit #MovementDataAnalytics

Exploring a hierarchical #graph-based model for #mobilitydata representation and analysis

Today's post is a first quick dive into #Neo4J (really just getting my toes wet). It's based on a publicly available Neo4J dump containing #mobility data, ship trajectories to be specific.

#MobilityDataScience #MovementDataAnalytics #GraphAnalytics

http://anitagraser.com/2023/11/05/exploring-a-hierarchical-graph-based-model-for-mobility-data-representation-and-analysis/

🆕 #Trajectory splitting in #QGIS by time and at stops using the development version of #Trajectools

#MovementDataAnalytics #MovementDataInGIS #MobilityDataScience #GISChat #MovingPandas #MobilityDataAnalytics

#Trajectools 2.4 release

In this new release, you will find new algorithms, default output styles, and other usability improvements, in particular for working with public transport schedules in #GTFS format

http://anitagraser.com/2025/01/11/trajectools-2-4-release/

#QGIS #GISChat #MovementDataAnalytics #PublicTransport #Transit

Yay or nay?

I'm contemplating changing the behavior of the TemporalSplitter in @movingpandas because I think that there should be no gaps in the results 🤔

Details: https://github.com/movingpandas/movingpandas/issues/446

#FollowerPower #GISChat #MovingPandas #MovementDataAnalytics

Urban Mobility Insights with #MovingPandas & #CARTO in #Snowflake

Today, I want to point out a blog post over at written together with my fellow co-authors and @emeraldseu project team member Argyrios Kyrgiazos.

For the technically inclined, the highlight are the presented UDFs in Snowflake to process and transform the trajectory data.

http://anitagraser.com/2024/12/17/urban-mobility-insights-with-movingpandas-carto-in-snowflake/

#GISChat #MovementDataAnalytics

The MobilityDB team is proud to announce the first release candidate of #MobilityDB and #MEOS 1.2
https://github.com/MobilityDB/MobilityDB/releases/tag/v1.2.0rc1

MobilityDB 1.2 supports #PostgreSQL v13-17

Major changes:
* Update embedded #PostGIS code from 3.2 to 3.5
* QoL changes to the build & test processes
* Bug fixes & performance improvements
* #SQL & C API changes
* Fix memory leaks in MEOS
* Add support for pkg-config to the MEOS shared library

Full Changelog:
https://github.com/MobilityDB/MobilityDB/compare/v1.1.1...v1.2.0rc1

#osgeo #gischat #MovementDataAnalytics

Good morning Prague. Ready for #SDSL2024 to begin.

Yesterday's trip to Prague was luckily uneventful after our train left Vienna with a one hour delay due to the flood situation

#GISChat #SpatialDataScience #MovementDataAnalytics