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138 results for “movingpandas”
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A new milestone for @movingpandas: 💯 repositories depend on #MovingPandas according to https://github.com/movingpandas/movingpandas/network/dependents
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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
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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:
#MovementDataAnalysis #MobilityDataAnalytics #MobilityDataScience
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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/
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🎉 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/v0.20Freshly forged packages 📦 are available now on conda-forge
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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:
#MixedIntegerProgramming #MovementDataAnalysis #MobilityDataAnalytics #MobilityDataScience #cycling #ActiveMobility #TrajectoryData
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@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
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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
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Excited to share the latest news from our @emeraldseu project:
Urban #Mobility Insights with #MovingPandas & #CARTO @carto in #Snowflake
... including #UDF code for those of you who are technically inclined 😉
https://carto.com/blog/urban-mobility-insights-with-movingpandas-carto-in-snowflake
#GISChat #MobilityDataAnalysis #MovementDataAnalytics #snowflakedb #gis #SpatialDataScience
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Our tutorials and analysis notebooks now come with plenty of usage examples for the new explore() function which provides #folium powered interactive plots
You probably already know and appreciate it from #GeoPandas and now you can also enjoy it in #MovingPandas
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#MovingPandas example notebook links to #mybinder should be back in business 🎉
https://mybinder.org/v2/gh/movingpandas/movingpandas-examples/main
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We're very excited to announce that MovingPandas is now listed on osgeo.org 🎉
https://www.osgeo.org/projects/movingpandas/
Thank you to the incubation committee for their support in the process ❤️
#osgeo @osgeo #movingpandas #GISChat #OpenSource #MovementDataScience #MobilityDataAnalysis #MobileDataManagement
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✨ We're proud to announce #Trajectools for #QGIS version 2.2 release today ✨
This release makes sure that Trajectools can be more easily installed since #MovingPandas is pip-installable on most systems and the #scikitmobility and #gtfsfunctions dependencies are now optional
https://plugins.qgis.org/plugins/processing_trajectory/#plugin-versions
#GISChat #MovementDataAnalytics #MobileDataManagement #OSGeo #TrajectoryDataAnalytics
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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
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And most recently in #Geopraphy:
Van Deursen, J., Creany, N., Smith, B., Freimund, W., Avgar, T., & Monz, C. A. (2024). Recreation specialization: Resource selection functions as a predictive tool for #ProtectedArea #RecreationManagement. Applied Geography, 167, 103276. - "#GeoPandas and #MovingPandas packages in #Python were used to analyze the GPS data collected and calculate the thirteen spatio-temporal metrics"
https://www.sciencedirect.com/science/article/abs/pii/S014362282400081X
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And most recently in #Geopraphy:
Van Deursen, J., Creany, N., Smith, B., Freimund, W., Avgar, T., & Monz, C. A. (2024). Recreation specialization: Resource selection functions as a predictive tool for #ProtectedArea #RecreationManagement. Applied Geography, 167, 103276. - "#GeoPandas and #MovingPandas packages in #Python were used to analyze the GPS data collected and calculate the thirteen spatio-temporal metrics"
https://www.sciencedirect.com/science/article/abs/pii/S014362282400081X
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And most recently in #Geopraphy:
Van Deursen, J., Creany, N., Smith, B., Freimund, W., Avgar, T., & Monz, C. A. (2024). Recreation specialization: Resource selection functions as a predictive tool for #ProtectedArea #RecreationManagement. Applied Geography, 167, 103276. - "#GeoPandas and #MovingPandas packages in #Python were used to analyze the GPS data collected and calculate the thirteen spatio-temporal metrics"
https://www.sciencedirect.com/science/article/abs/pii/S014362282400081X
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And most recently in #Geopraphy:
Van Deursen, J., Creany, N., Smith, B., Freimund, W., Avgar, T., & Monz, C. A. (2024). Recreation specialization: Resource selection functions as a predictive tool for #ProtectedArea #RecreationManagement. Applied Geography, 167, 103276. - "#GeoPandas and #MovingPandas packages in #Python were used to analyze the GPS data collected and calculate the thirteen spatio-temporal metrics"
https://www.sciencedirect.com/science/article/abs/pii/S014362282400081X
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More #transportation research using #MovingPandas 🤩
Golze, J., & Sester, M. (2024). Determining user specific #semantics of locations extracted from #TrajectoryData. Transportation Research Procedia, 78, 215-221. - "stop points are extracted from the GPS #trajectories using the #Python framework MovingPandas"
https://www.sciencedirect.com/science/article/pii/S2352146524000814
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If you like working with your data in the cloud, you may be happy to know that #MovingPandas is available in the #conda channel #Snowflake #Snowpark for #Python
https://repo.anaconda.com/pkgs/snowflake/
#MovementDataScience #MobilityDataScience #MovementDataAnalytics #CloudComputing
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Over 1,000 stars ⭐ wow!
Our community keeps growing and growing 🤩
It's great to see the sustained interest in #MovementDataScience
If you know of any tool we missed, please share:
https://github.com/anitagraser/movement-analysis-tools/blob/main/README.md
#MovingPandas #GeoPandas #GISChat #Python #SpatialDataScience #StarHistory
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Our first citation of the year 🎉
Glad to add Lei et al. (2024) "Predicting vessel arrival times on inland waterways" to the list: https://github.com/movingpandas/movingpandas/blob/main/README.md#scientific-publications-using-movingpandas
"the historical voyages are processed with the movingpandas library and stored as GeoDataFrames"
#MovingPandas #GeoPandas #GISChat #Python #MovementDataScience #AIS #ArrivalTimePrediction #VesselTracking
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Our first citation of the year 🎉
Glad to add Lei et al. (2024) "Predicting vessel arrival times on inland waterways" to the list: https://github.com/movingpandas/movingpandas/blob/main/README.md#scientific-publications-using-movingpandas
"the historical voyages are processed with the movingpandas library and stored as GeoDataFrames"
#MovingPandas #GeoPandas #GISChat #Python #MovementDataScience #AIS #ArrivalTimePrediction #VesselTracking
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Our first citation of the year 🎉
Glad to add Lei et al. (2024) "Predicting vessel arrival times on inland waterways" to the list: https://github.com/movingpandas/movingpandas/blob/main/README.md#scientific-publications-using-movingpandas
"the historical voyages are processed with the movingpandas library and stored as GeoDataFrames"
#MovingPandas #GeoPandas #GISChat #Python #MovementDataScience #AIS #ArrivalTimePrediction #VesselTracking
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Our first citation of the year 🎉
Glad to add Lei et al. (2024) "Predicting vessel arrival times on inland waterways" to the list: https://github.com/movingpandas/movingpandas/blob/main/README.md#scientific-publications-using-movingpandas
"the historical voyages are processed with the movingpandas library and stored as GeoDataFrames"
#MovingPandas #GeoPandas #GISChat #Python #MovementDataScience #AIS #ArrivalTimePrediction #VesselTracking
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Our first citation of the year 🎉
Glad to add Lei et al. (2024) "Predicting vessel arrival times on inland waterways" to the list: https://github.com/movingpandas/movingpandas/blob/main/README.md#scientific-publications-using-movingpandas
"the historical voyages are processed with the movingpandas library and stored as GeoDataFrames"
#MovingPandas #GeoPandas #GISChat #Python #MovementDataScience #AIS #ArrivalTimePrediction #VesselTracking
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#MovingPandas v0.17 released!
Over the last couple of months, I have not been posting release announcements here, so there is quite a bit to catch up.
New features (since 0.14):
1. Improved #MovingFeatures MF-JSON
2. New OutlierCleaner
3. Faster stop detection
4. New arrow markers
5. Distance, speed, and acceleration unit handling
6. New aggregation parameter for to_traj_gdf()
7. New get_segments_between()http://anitagraser.com/2023/11/15/movingpandas-v0-17-released/
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@movingpandas 0.17.2 is released, bringing you more #OGC #MovingFeatures goodness:
https://github.com/movingpandas/movingpandas/releases/tag/v0.17.2
#opensource #python #datascience #mobilitydatascience #MovementDataAnalytics
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If you had issues with #MovingPandas version 0.17.0 in your #Python 3.9 and 3.8 environments, please update to version 0.17.1 released today
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I'm so happy that we're finally in a place where we can whip up a quick trajectory data exploration app with maps and graphs from rather arbitrary inputs, be it plain old csv with x/y in any crs known to proj, or fancy gis formats in just a few minutes.
It's minimal extra effort and seems to impress most people so much more than comparable plots in a notebook 🤷♀️😀
#MovingPandas #panel #hvplot #holoviz #holoviews #geoviews #geopandas #SpatialDataScience #mobilitydatascience #dataviz