underdarkGIS, (edited ) to random
@underdarkGIS@fosstodon.org avatar

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

underdarkGIS, to python
@underdarkGIS@fosstodon.org avatar

😅 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

underdarkGIS, to random
@underdarkGIS@fosstodon.org avatar

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

underdarkGIS, to opensource
@underdarkGIS@fosstodon.org avatar

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

Looking forward to bringing to

underdarkGIS, to datascience
@underdarkGIS@fosstodon.org avatar

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

mdm, to generativeAI
@mdm@datasci.social avatar

The deadlines for #MDM2024 workshop contributions have been extended:

MAURO: 1st International Workshop on Impact of Algorithms and Services on the Urban Ecosystem --> New deadline April 26th

GenAI4MoDA: 1st Workshop on Generative AI for Mobility Data --> New deadline April 26th

#MobilityDataScience #MovementDataAnalytics #MobileData #GenerativeAI #GenAI #MobilityData #CfP
CDF4MD: 1st Cross Domain Fusion for Mobile Data Workshop 2024 --> New deadline April 19th

https://mdm2024.github.io/workshops.html

movingpandas, to python
@movingpandas@fosstodon.org avatar

If you like working with your data in the cloud, you may be happy to know that is available in the channel for

https://repo.anaconda.com/pkgs/snowflake/

underdarkGIS, to privacy
@underdarkGIS@fosstodon.org avatar
underdarkGIS, to random
@underdarkGIS@fosstodon.org avatar

Excited about our upcoming @emeraldseu #Webinar: Navigating AI's Ethical Aspects

It's a big topic to tackle.

When? 28 March 11:00 CET
Where? https://emeralds-horizon.eu/events/emeralds-webinar-navigating-ais-ethical-aspects

#emeraldseu #aiethics #xai #mobilitydatascience #geoai

underdarkGIS, to ArtificialIntelligence
@underdarkGIS@fosstodon.org avatar

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

underdarkGIS,
@underdarkGIS@fosstodon.org avatar

Just found another new preprint / review on this topic:

for Management and Mining: A Survey and Beyond

https://arxiv.org/pdf/2403.14151.pdf

@movingpandas mentioned 👍

underdarkGIS, (edited ) to random
@underdarkGIS@fosstodon.org avatar

The toolbox continues to grow.

New in: stop detection and trajectory styling

I’m continuously testing the algorithms integrated so far to see if they work as GIS users would expect and can to ensure that they can be integrated in Processing model seamlessly.

https://anitagraser.com/2024/01/27/trajectools-update-stop-detection-trajectory-styling/

mdm, to random
@mdm@datasci.social avatar

One more week to our Paper Registration and Abstract Deadline: February 2, 2024

Don't miss your chance to join us at #MDM2024 in Brussels on June 24-27, 2024.

mdm2024.github.io/index.html

#CfP #CallForPapers #MobilityData #MobilityDataScience #MovementData #MobileData #MobileDataManagement #SpatialDataScience

underdarkGIS, to random
@underdarkGIS@fosstodon.org avatar

#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

underdarkGIS, (edited )
@underdarkGIS@fosstodon.org avatar

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

underdarkGIS, (edited ) to random
@underdarkGIS@fosstodon.org avatar

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

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

underdarkGIS, to random
@underdarkGIS@fosstodon.org avatar
underdarkGIS, (edited ) to random
@underdarkGIS@fosstodon.org avatar

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

underdarkGIS, (edited ) to datascience
@underdarkGIS@fosstodon.org avatar

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

underdarkGIS, to python
@underdarkGIS@fosstodon.org avatar

It's the time of the year to look back and I thought I'd share some blog stats with you. Here're the top posts according to my email subscriber stats:

1️⃣ Comparing geographic data analysis in #R and #Python (opens: 720 | clicks: 19) https://anitagraser.com/2023/09/01/comparing-geographic-data-analysis-in-r-and-python/https://anitagraser.com/2023/09/01/comparing-geographic-data-analysis-in-r-and-python/
2️⃣ I've archived my Tweets: Goodbye Twitter, Hello Mastodon (opens: 714 | clicks: 10) https://anitagraser.com/2023/08/20/ive-archived-my-tweets-goodbye-twitter-hello-mastodon/
3️⃣ #DataEngineering for #MobilityDataScience (with Python and #DVC) (opens: 427 | clicks: 4) https://anitagraser.com/2023/09/16/data-engineering-for-mobility-data-science-with-python-and-dvc/

underdarkGIS, (edited ) to random
@underdarkGIS@fosstodon.org avatar

Mapping #Neo4j spatial nodes with #GeoPandas

In the recent post "Setting up a graph db using GTFS data & Neo4J", we noted that -- unfortunately -- Neomap is not an option to visualize spatial nodes anymore.

GeoPandas to the rescue!

http://anitagraser.com/2023/12/03/mapping-neo4j-spatial-nodes-with-geopandas/

#gischat #python #mapping #publictransport #transportplanning #mobilitydatascience

underdarkGIS, to random
@underdarkGIS@fosstodon.org avatar

Had a great time presenting the "State of #MovingPandas" at the #GISDay event at #HERE today

Glad to hear that @timlinux already covered the #QGIS introduction yesterday 👍

#HEREmaps #GISChat #SpatialDataScience #MobilityDataScience

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underdarkGIS, (edited ) to random
@underdarkGIS@fosstodon.org avatar

Exploring a hierarchical -based model for representation and analysis

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

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

underdarkGIS, to opensource
@underdarkGIS@fosstodon.org avatar
underdarkGIS, to Podcast
@underdarkGIS@fosstodon.org avatar

It was great fun recording this episode for our project together with @joanneahern_ and George Theodoropoulos

Our research within deals with -aware Learning at the and for

https://open.spotify.com/episode/6M3F1sqR1WQYPsWbRileqX

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