cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16417683
title: Protests Ukraine 2013 – 2014: Video Database – Euromaidan 2013 – 2014

description: The collection "Protests Ukraine 2013 – 2014: Video Database" is part of a larger and ongoing collection of videos on protest events in the post-Soviet region. It contains a database describing 763 videos (mp4) of protests in late 2013 and 2014 (mainly Kyiv area) triggered by the governmental denial to sign the association agreement with the EU. We compiled the material in 2016 and 2017. All data is processed in an MS Excel database with metadata.
For this kind of collections on protest events we take into account all videos that 1) are event related AND show actions of this event, 2) are fully accessible, 3) we can find with our search words during a particular period. We strictly aim at a systematic and unbiased selection and organized processing of protest-related videos. We identify particular event-related search words or phrases after intense research on the event. According to the snowball principle, we then start the search of videos and try to describe as much relevant content as possible. However, we cannot guarantee the completeness of protest videos on the particular event. We search the videos and include them into the collection until a particular degree of saturation has been reached.
The videos have been posted mainly by the participants of the events. Therefore, the material is only an extract and biased by the perspective of the single creator.
Due to data privacy regulations and copyright restrictions, we are only allowed to give access to the database of the collected video files including the hyperlinks with its metadata and not to the videos themselves. YouTube's user guidelines do not allow us to store copies of the video collection described above.
description: Published on Discuss Data, https://discuss-data.net/dataset/e6523d6b-1d92-42d2-8ee9-24a02a4f562e/
description: Method(s) of data collection: Keyword Search, Snow Ball Search, Systematic Collection Of VideosMethod(s) of data analysis: Raw Data, Raw Data For Analysis
DOI: 10.5281/zenodo.16417684
title: Protests Ukraine 2013 – 2014: Video Database – Euromaidan 2013 – 2014

description: The collection "Protests Ukraine 2013 – 2014: Video Database" is part of a larger and ongoing collection of videos on protest events in the post-Soviet region. It contains a database describing 763 videos (mp4) of protests in late 2013 and 2014 (mainly Kyiv area) triggered by the governmental denial to sign the association agreement with the EU. We compiled the material in 2016 and 2017. All data is processed in an MS Excel database with metadata.
For this kind of collections on protest events we take into account all videos that 1) are event related AND show actions of this event, 2) are fully accessible, 3) we can find with our search words during a particular period. We strictly aim at a systematic and unbiased selection and organized processing of protest-related videos. We identify particular event-related search words or phrases after intense research on the event. According to the snowball principle, we then start the search of videos and try to describe as much relevant content as possible. However, we cannot guarantee the completeness of protest videos on the particular event. We search the videos and include them into the collection until a particular degree of saturation has been reached.
The videos have been posted mainly by the participants of the events. Therefore, the material is only an extract and biased by the perspective of the single creator.
Due to data privacy regulations and copyright restrictions, we are only allowed to give access to the database of the collected video files including the hyperlinks with its metadata and not to the videos themselves. YouTube's user guidelines do not allow us to store copies of the video collection described above.
description: Published on Discuss Data, https://discuss-data.net/dataset/e6523d6b-1d92-42d2-8ee9-24a02a4f562e/
description: Method(s) of data collection: Keyword Search, Snow Ball Search, Systematic Collection Of VideosMethod(s) of data analysis: Raw Data, Raw Data For Analysis
DOI: 10.48668/vfb9lp/4z3r9v
title: atm_hist_2008_10.nc4

description: :unav
DOI: 10.48668/vfb9lp/bdbylh
title: atm_hist_2009_01.nc4

description: :unav
DOI: 10.48668/vfb9lp/m1oawo
title: atm_hist_2008_02.nc4

description: :unav
DOI: 10.48668/vfb9lp/ng5ogv
title: atm_hist_2009_07.nc4

description: :unav
DOI: 10.48668/vfb9lp/orndsl
title: atm_hist_2009_05.nc4

description: :unav
DOI: 10.48668/vfb9lp/8nfaav
title: atm_hist_2010_11.nc4

description: :unav
DOI: 10.48668/vfb9lp/udiifh
title: atm_hist_2008_04.nc4

description: :unav
DOI: 10.15468/dl.rrrj72
title: Occurrence Download

description: A dataset containing 24295 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Emberiza calandra",
 "MediaType is Image"
 ]
}

 The dataset includes 24295 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043929-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16417676
title: GeoInstructNet-TCN-GIS-Simulation

description: # Research on Virtual Simulation System for GIS Practical Teaching

## OverviewThis repository provides resources and code related to the research paper:  **"Research on the Development of a Virtual Simulation System for GIS Practical Teaching in Vocational Colleges"**.

The goal of this project is to enhance practical GIS education using a **virtual simulation platform** that leverages:- **GeoInstructNet**: A neuro-symbolic instructional agent integrating geospatial graph encoding with adaptive feedback mechanisms.- **Topographic Curriculum Navigation (TCN)**: An intelligent curriculum strategy for personalized learning.

## Features- **Graph-Structured Spatial Representation**: Models spatial primitives and their topological relations.- **Concept-Guided Feedback**: Generates real-time, human-readable instructional hints based on learner performance.- **Adaptive Curriculum Planning**: Uses a deficiency-guided task sampling and complexity-controlled rejection sampling strategy.- **Multi-Scene Simulation**: Supports real-world GIS use cases like urban planning, environmental monitoring, and logistics.

## Performance- Outperforms baseline models on multiple benchmarks (NSVA, Video-MME, MODIS, Aesthetic Visual Analysis datasets).- Demonstrated improvements in student skill acquisition, engagement, and knowledge retention during GIS training.

## System ArchitectureThe core framework is built with:- **GeoInstructNet** (dual-stream encoder with graph attention + semantic embeddings)- **Topographic Curriculum Navigation** for personalized task sequencing

## Installation```bashgit clone https://github.com/your-username/your-repo-name.gitcd your-repo-namepip install -r requirements.txt
DOI: 10.5281/zenodo.16417677
title: GeoInstructNet-TCN-GIS-Simulation

description: # Research on Virtual Simulation System for GIS Practical Teaching

## OverviewThis repository provides resources and code related to the research paper:  **"Research on the Development of a Virtual Simulation System for GIS Practical Teaching in Vocational Colleges"**.

The goal of this project is to enhance practical GIS education using a **virtual simulation platform** that leverages:- **GeoInstructNet**: A neuro-symbolic instructional agent integrating geospatial graph encoding with adaptive feedback mechanisms.- **Topographic Curriculum Navigation (TCN)**: An intelligent curriculum strategy for personalized learning.

## Features- **Graph-Structured Spatial Representation**: Models spatial primitives and their topological relations.- **Concept-Guided Feedback**: Generates real-time, human-readable instructional hints based on learner performance.- **Adaptive Curriculum Planning**: Uses a deficiency-guided task sampling and complexity-controlled rejection sampling strategy.- **Multi-Scene Simulation**: Supports real-world GIS use cases like urban planning, environmental monitoring, and logistics.

## Performance- Outperforms baseline models on multiple benchmarks (NSVA, Video-MME, MODIS, Aesthetic Visual Analysis datasets).- Demonstrated improvements in student skill acquisition, engagement, and knowledge retention during GIS training.

## System ArchitectureThe core framework is built with:- **GeoInstructNet** (dual-stream encoder with graph attention + semantic embeddings)- **Topographic Curriculum Navigation** for personalized task sequencing

## Installation```bashgit clone https://github.com/your-username/your-repo-name.gitcd your-repo-namepip install -r requirements.txt
DOI: 10.48668/vfb9lp/9ucf8s
title: atm_hist_2010_03.nc4

description: :unav
DOI: 10.48668/vfb9lp/x1vx2o
title: atm_hist_2010_09.nc4

description: :unav
DOI: 10.48668/vfb9lp/i2gb4h
title: atm_hist_2008_09.nc4

description: :unav
DOI: 10.48668/vfb9lp/vztuc8
title: atm_hist_2009_08.nc4

description: :unav
DOI: 10.48668/vfb9lp/pfdp89
title: atm_hist_2008_11.nc4

description: :unav
DOI: 10.48668/vfb9lp/u1s5gp
title: atm_hist_2012_12.nc4

description: :unav
DOI: 10.48668/vfb9lp/nwvhzy
title: atm_hist_2011_09.nc4

description: :unav
DOI: 10.48668/vfb9lp/rfwwkx
title: atm_hist_2012_11.nc4

description: :unav
DOI: 10.48668/vfb9lp/y6snf9
title: atm_hist_2011_05.nc4

description: :unav
DOI: 10.48668/vfb9lp/zghff3
title: atm_hist_2011_01.nc4

description: :unav
DOI: 10.48668/vfb9lp/7losak
title: atm_hist_2011_12.nc4

description: :unav
DOI: 10.48668/vfb9lp/mnnaxf
title: atm_hist_2012_06.nc4

description: :unav
DOI: 10.48668/vfb9lp/xfojky
title: atm_hist_2011_04.nc4

description: :unav
DOI: 10.48668/vfb9lp/fnfktw
title: atm_hist_2012_02.nc4

description: :unav
DOI: 10.48668/vfb9lp/kxe03u
title: atm_hist_2012_07.nc4

description: :unav
DOI: 10.5517/ccdc.csd.cc2k5g07
title: CCDC 2358728: Experimental Crystal Structure Determination

description: Related Article: Naveena S. Veeranagaiah, Biplob Borah, Raghavaiah Pallepogu, L. Raju Chowhan|2025|J.Mol.Struct.|1347|143249|doi:10.1016/j.molstruc.2025.143249
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.48668/vfb9lp/koq7hv
title: atm_hist_2012_08.nc4

description: :unav
DOI: 10.5517/ccdc.csd.cc2k5g18
title: CCDC 2358729: Experimental Crystal Structure Determination

description: Related Article: Naveena S. Veeranagaiah, Biplob Borah, Raghavaiah Pallepogu, L. Raju Chowhan|2025|J.Mol.Struct.|1347|143249|doi:10.1016/j.molstruc.2025.143249
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.48668/vfb9lp/a6p1hv
title: atm_hist_2012_05.nc4

description: :unav
DOI: 10.20375/0000-0016-da8c-5
title: DiscussData_Protests Ukraine YTV data doc.pdf
DOI: 10.48668/vfb9lp/rbpkbk
title: atm_hist_2012_10.nc4

description: :unav
DOI: 10.20375/0000-0016-da8d-4
title: DiscussData_YTV Protests Ukraine 2004 Metadata.pdf
DOI: 10.48668/vfb9lp/l2jo1j
title: atm_hist_2011_02.nc4

description: :unav
DOI: 10.20375/0000-0016-da8e-3
title: YTV Protests Ukraine 2004.xlsx
DOI: 10.48668/vfb9lp/jptwvz
title: atm_hist_2011_11.nc4

description: :unav
DOI: 10.48668/vfb9lp/cub1rm
title: atm_hist_2011_08.nc4

description: :unav
DOI: 10.5517/ccdc.csd.cc2kqfj8
title: CCDC 2375050: Experimental Crystal Structure Determination

description: Related Article: Eman Al-Masri, Basem F. Ali, Mahmoud Al-Refai, Lubna Salah, Carlito S. Ponseca Jr, Iman A. Mansi, Bashaer Abu-Irmaileh, Nayyef Aljaar, Armin Geyer, Ali Shuaib|2025|J.Mol.Struct.|1347|143250|doi:10.1016/j.molstruc.2025.143250
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.48668/vfb9lp/fw32ft
title: atm_hist_2011_10.nc4

description: :unav
DOI: 10.5517/ccdc.csd.cc2ln0pz
title: CCDC 2402521: Experimental Crystal Structure Determination

description: Related Article: Yi-Feng Yuan, Yi-Nuo Wu, Yuan-Qing Xu, Zhong-Yan Cao, Jun-Xia Liu, Meng-Hua Li|2025|J.Mol.Struct.|1346|143215|doi:10.1016/j.molstruc.2025.143215
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2ln0q0
title: CCDC 2402522: Experimental Crystal Structure Determination

description: Related Article: Yi-Feng Yuan, Yi-Nuo Wu, Yuan-Qing Xu, Zhong-Yan Cao, Jun-Xia Liu, Meng-Hua Li|2025|J.Mol.Struct.|1346|143215|doi:10.1016/j.molstruc.2025.143215
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2ln0r1
title: CCDC 2402523: Experimental Crystal Structure Determination

description: Related Article: Yi-Feng Yuan, Yi-Nuo Wu, Yuan-Qing Xu, Zhong-Yan Cao, Jun-Xia Liu, Meng-Hua Li|2025|J.Mol.Struct.|1346|143215|doi:10.1016/j.molstruc.2025.143215
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2ln0s2
title: CCDC 2402524: Experimental Crystal Structure Determination

description: Related Article: Yi-Feng Yuan, Yi-Nuo Wu, Yuan-Qing Xu, Zhong-Yan Cao, Jun-Xia Liu, Meng-Hua Li|2025|J.Mol.Struct.|1346|143215|doi:10.1016/j.molstruc.2025.143215
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.48320/43a70191-cada-4ff7-8031-1a0af7ba19cf
title: Protests Ukraine 2004: Video Database
DOI: 10.48668/vfb9lp/buniry
title: atm_hist_2012_01.nc4

description: :unav
DOI: 10.5517/ccdc.csd.cc2k0z2n
title: CCDC 2354421: Experimental Crystal Structure Determination

description: Related Article: Yu Song, Ming-Qing Wang, Li-Na Yu, Yuan Gao, Jie Bi, Lu-Hui Wang, Fan-Zhi Bu, Zhi-Yong Wu, Yan-Tuan Li|2025|J.Mol.Struct.|1346|143252|doi:10.1016/j.molstruc.2025.143252
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2mq34m
title: CCDC 2434310: Experimental Crystal Structure Determination

description: Related Article: Juan Song, Yun-Long Zhou, Liang Zhang, Jia-Yao Bai, Yu-Lin Wang, Bo-Feng Duan|2025|J.Mol.Struct.|1346|143245|doi:10.1016/j.molstruc.2025.143245
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.48668/vfb9lp/0xeucq
title: atm_hist_2012_09.nc4

description: :unav
DOI: 10.5517/ccdc.csd.cc2mq35n
title: CCDC 2434311: Experimental Crystal Structure Determination

description: Related Article: Juan Song, Yun-Long Zhou, Liang Zhang, Jia-Yao Bai, Yu-Lin Wang, Bo-Feng Duan|2025|J.Mol.Struct.|1346|143245|doi:10.1016/j.molstruc.2025.143245
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2mq36p
title: CCDC 2434312: Experimental Crystal Structure Determination

description: Related Article: Juan Song, Yun-Long Zhou, Liang Zhang, Jia-Yao Bai, Yu-Lin Wang, Bo-Feng Duan|2025|J.Mol.Struct.|1346|143245|doi:10.1016/j.molstruc.2025.143245
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2n6b7g
title: CCDC 2448945: Experimental Crystal Structure Determination

description: Related Article: Ting Tang, Shao-Cong Zhan, Jing Sun, Ying Han, Chao-Guo Yan|2025|J.Mol.Struct.|1347|143070|doi:10.1016/j.molstruc.2025.143070
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2n6b8h
title: CCDC 2448946: Experimental Crystal Structure Determination

description: Related Article: Ting Tang, Shao-Cong Zhan, Jing Sun, Ying Han, Chao-Guo Yan|2025|J.Mol.Struct.|1347|143070|doi:10.1016/j.molstruc.2025.143070
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.2v9fmn
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amaranthus retroflexus",
 "Country is Morocco",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043932-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48668/vfb9lp/ywgjic
title: atm_hist_2012_04.nc4

description: :unav
DOI: 10.5517/ccdc.csd.cc2k5dcj
title: CCDC 2358677: Experimental Crystal Structure Determination

description: Related Article: Kaimin Wang, Xianzhi Yang, Zixin Liu, Xuling Bai, Yulu Ma|2025|J.Mol.Struct.|1346|143177|doi:10.1016/j.molstruc.2025.143177
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2n6b9j
title: CCDC 2448947: Experimental Crystal Structure Determination

description: Related Article: Ting Tang, Shao-Cong Zhan, Jing Sun, Ying Han, Chao-Guo Yan|2025|J.Mol.Struct.|1347|143070|doi:10.1016/j.molstruc.2025.143070
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.48668/vfb9lp/b9nh77
title: atm_hist_2011_07.nc4

description: :unav
DOI: 10.48668/vfb9lp/mwwnla
title: atm_hist_2012_03.nc4

description: :unav
DOI: 10.5281/zenodo.16417695
title: Protests Ukraine 2004: Video Database – Orange Revolution

description: The collection "Protests Ukraine 2004: Video Database" is part of a larger and ongoing collection of videos on protest events in the post-Soviet region. It contains a database describing 71 videos of protests in late 2004 (mainly Kyiv area) triggered by the presidential elections. We compiled the material in April 2016. All data is processed in an MS Excel database with metadata.
For this kind of collections on protest events we take into account all videos that 1) are event related AND show actions of this event, 2) are fully accessible, 3) we can find with our search words during a particular period. We strictly aim at a systematic and unbiased selection and organized processing of protest-related videos. We identify particular event-related search words or phrases after intense research on the event. According to the snowball principle, we then start the search of videos and try to describe as much relevant content as possible. However, we cannot guarantee the completeness of protest videos on the particular event. We search the videos and include them into the collection until a particular degree of saturation has been reached.
The videos have been posted mainly by the participants of the events. Therefore, the material is only an extract and biased by the perspective of the single creator.
Due to data privacy regulations and copyright restrictions, we are only allowed to give access to the database of the collected video files including the hyperlinks with its metadata and not to the videos themselves. YouTube's user guidelines do not allow us to store copies of the video collection described above.
description: Published on Discuss Data, https://discuss-data.net/dataset/43a70191-cada-4ff7-8031-1a0af7ba19cf/
description: Method(s) of data collection: Keyword Search, Snow Ball Search, Systematic Collection Of VideosMethod(s) of data analysis: Raw Data, Raw Data For Analysis