#movementdataanalytics — Public Fediverse posts

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

🎉 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

🥳 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

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

#PartyLikeAScientist #GISChat #MovementDataAnalytics

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/

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 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

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

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