Anita Graser 🇪🇺🇺🇦 · @underdarkGIS
2677 followers · 2195 posts · Server fosstodon.orgThe 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
#MovementData #DVC #movingpandas #ogh2023 #oghsummerschool2023 #MLops #gischat
MovingPandas · @movingpandas
173 followers · 54 posts · Server fosstodon.org
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
Anita Graser 🇪🇺🇺🇦 · @underdarkGIS
2533 followers · 2017 posts · Server fosstodon.org
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
#exploratory #dataanalysis #MovementData #eda #movementdataanalytics #ais
Anita Graser 🇪🇺🇺🇦 · @underdarkGIS
2533 followers · 2017 posts · Server fosstodon.org
Anita Graser 🇪🇺🇺🇦 · @underdarkGIS
2461 followers · 1881 posts · Server fosstodon.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
#mobilitydb #mobilityanalytics #debian #yum #mobility #MovementData
Anita Graser 🇪🇺🇺🇦 · @underdarkGIS
2348 followers · 1676 posts · Server fosstodon.orgExciting to see yet another report using @movingpandas
Using data from #BatterySwapping #eMotorcycles in #Nairobi to assess impacts and plan infrastructure
#mobility #MobilityAnalytics #ev #electric #movementdata #gischat
#batteryswapping #emotorcycles #nairobi #mobility #mobilityanalytics #ev #electric #MovementData #gischat
MovingPandas · @movingpandas
145 followers · 38 posts · Server fosstodon.org
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
#python #movementecology #MovementData #movementdataanalytics
MovingPandas · @movingpandas
114 followers · 31 posts · Server fosstodon.org
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
#pandas #mobilityanalytics #movementdataanalytics #MovementData #movingpandas #python #datascience
Anita Graser 🇪🇺🇺🇦 · @underdarkGIS
2164 followers · 1145 posts · Server fosstodon.org
And arrows! 🏹 😉
#MobilityAnalytics #MovementDataAnalytics #MovementData #MovingPandas #Python #DataScience #GeoViews #Bokeh
#mobilityanalytics #movementdataanalytics #MovementData #movingpandas #python #datascience #geoviews #bokeh
Anita Graser 🇪🇺🇺🇦 · @underdarkGIS
2164 followers · 1144 posts · Server fosstodon.org
Getting ready for @movingpandas 0.16 release featuring: all the distance, speed, and acceleration units
#MobilityAnalytics #MovementDataAnalytics #MovementData #MovingPandas #Python #DataScience
#mobilityanalytics #movementdataanalytics #MovementData #movingpandas #python #datascience
Anita Graser 🇪🇺🇺🇦 · @underdarkGIS
2144 followers · 1051 posts · Server fosstodon.org
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
#trajectory #arrow #movementdataanalytics #MovementData #mobilityanalytics #visualanalytics #bokeh #geoviews #holoviews #gischat
MovingPandas · @movingpandas
103 followers · 27 posts · Server fosstodon.org
🎈 So happy to report that #MovingPandas main is now running on the shiny new #Pandas 2.0 release 🎈
Thank you, @pandas_dev for all your work!
#Python #MobilityAnalytics #DataScience #GISChat #MovementData #OpenSource
#movingpandas #pandas #partylikeascientist #python #mobilityanalytics #datascience #gischat #MovementData #opensource
Anita Graser 🇪🇺🇺🇦 · @underdarkGIS
2099 followers · 901 posts · Server fosstodon.org
New post 👩💻 📢
Part 42 of #MovementData in GIS: "Deep learning from trajectory data" introduces our most recent review of the state of the art in #DeepLearning from trajectory data
https://anitagraser.com/2023/03/30/deep-learning-from-trajectory-data/
#deeplearning #gischat #gis #SpatialDataScience #MovementData #mobilityanalytics
MovingPandas · @movingpandas
98 followers · 22 posts · Server fosstodon.org
We've updated our website, making it more convenient to browse our #tutorials and #movementdata analysis examples
https://movingpandas.github.io/movingpandas/examples
And we've also updated our socials to list :mastodon:
#tutorials #MovementData #datascience #mobility #mobilitydatascience #gischat
Anita Graser 🇪🇺🇺🇦 · @underdarkGIS
2018 followers · 570 posts · Server fosstodon.org
First impression of https://www.moveapps.org (currently in public beta):
Really nice #MovementData processing workflow builder. It's pretty intuitive to start with one of the existing public workflows and apply it to #MoveBank datasets.
A bit like #QGIS model builder in the cloud with some nice extra features.
#MovementDataScience #MobilityAnalytics #GISChat #MovementEcology
#MovementData #movebank #qgis #movementdatascience #mobilityanalytics #gischat #movementecology
Anita Graser 🇪🇺🇺🇦 · @underdarkGIS
1840 followers · 374 posts · Server fosstodon.org@abi digging through a pile of papers on DL for #MovementData to get a better grasp of the commonly used #DataEngineering approaches
#MovementData #dataengineering
Anita Graser 🇪🇺🇺🇦 · @underdarkGIS
1570 followers · 283 posts · Server fosstodon.org@movingpandas next step: check if all dependencies are available via #OSGeo4W. That would be a huge step towards a #MovementData analysis plugin for #QGIS
#OSGeo4W #MovementData #qgis #gischat
certified bird lover · @BabblingKrista
174 followers · 124 posts · Server ecoevo.social
Still a long way to go, but here is the “cleaned” data from five tags representing five groups of #babblers! 💪
There are so many more tags to add, and to figure out how to analyze the movement, and oh so many other things, but it’s an exciting first step!
#babblers #ornithology #science #MovementData #trackingdata
Anita Graser 🇪🇺🇺🇦 · @underdarkGIS
1531 followers · 258 posts · Server fosstodon.orgI'm trying to get an overview of what people do to get #MovementData into #NeuralNetworks. Main classes seem to be:
1. #CNN: Rasterize and treat as images
2. #NLP: Location sequence as sentences
3. #GCN: graphs everywhere 🫣
to build #AI tools for classification (mover, maneuvers), prediction (travel time, next location, destination, path, ...), anomaly detection (speed, maneuvers, ...), synthetic trajectory generation, crowd/traffic flow forecasting, recommendations ...
What's you favorite?
#MovementData #neuralnetworks #cnn #nlp #gcn #ai
Devin de Zwaan, PhD · @DevindeZwaan
113 followers · 48 posts · Server ecoevo.socialFinal update for today. The marine radar is out and working. Already picked up a few birds flying over the #windfarm nearby.
The idea will be to use this, paired with some other methods, to understand #waterfowl #movement through the area and risk factors associated with #windfarms and transmission lines.
#migration #radar #MovementData #birds #ecology #ornithology #conservation
#windfarm #waterfowl #movement #windfarms #migration #radar #MovementData #birds #ecology #ornithology #conservation