cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17355581
title: НОРМАЛИЗАЦИЯ ШКАЛЫ ДОМАШНЕЙ НАГРУЗКИ В АНАЛИТИЧЕСКОМ МЕТОДЕ КОНТРОЛЯ ОБРАЗОВАНИЯ
title: NORMALIZATION OF HOMEWORK WORKLOAD SCALE IN THE ANALYTICAL METHOD OF EDUCATION CONTROL

description: Данный репозиторий представляет алгоритм нормализации времени домашней подготовки в абсолютную 20-балльную интервальную шкалу в рамках Аналитического метода контроля образования (АМКО). Метод решает проблему контекстной зависимости образовательных метрик, когда одинаковое время подготовки имеет разное дидактическое значение для различных предметов и возрастных групп.
Пакет включает:
- Полную научную статью с методологическими основаниями
- Эталонную базу данных (1995-2005 гг., n=46 631 случай преподавания)
- Реализацию алгоритма нормализации на Python
- Демонстрационные модули для сравнения моделей
- Реальные образовательные наборы данных с результатами нормализации
Алгоритм обеспечивает сопоставимый анализ учебной нагрузки across different disciplines и создает основу для доказательной образовательной аналитики и применения машинного обучения в образовании.
description: This repository presents a novel algorithm for normalizing homework time metrics into an absolute 20-point interval scale within the Analytical Method of Education Control (AMKO). The method solves the problem of contextual dependence in educational metrics, where identical preparation time has different didactic significance across subjects and age groups.

The package includes:
- Complete scientific article with methodological foundations
- Reference database (1995-2005, n=46,631 teaching cases)
- Python implementation of the normalization algorithm
- Demonstration modules for model comparison
- Real educational datasets with normalization results

The algorithm enables comparable analysis of academic workload across different disciplines and educational systems, providing a foundation for evidence-based educational analytics and machine learning applications in education.
DOI: 10.5281/zenodo.17355757
title: НОРМАЛИЗАЦИЯ ШКАЛЫ ДОМАШНЕЙ НАГРУЗКИ В АНАЛИТИЧЕСКОМ МЕТОДЕ КОНТРОЛЯ ОБРАЗОВАНИЯ
title: NORMALIZATION OF HOMEWORK WORKLOAD SCALE IN THE ANALYTICAL METHOD OF EDUCATION CONTROL

description: Данный репозиторий представляет алгоритм нормализации времени домашней подготовки в абсолютную 20-балльную интервальную шкалу в рамках Аналитического метода контроля образования (АМКО). Метод решает проблему контекстной зависимости образовательных метрик, когда одинаковое время подготовки имеет разное дидактическое значение для различных предметов и возрастных групп.
Пакет включает:
- Полную научную статью с методологическими основаниями
- Эталонную базу данных (1995-2005 гг., n=46 631 случай преподавания)
- Реализацию алгоритма нормализации на Python
- Демонстрационные модули для сравнения моделей
- Реальные образовательные наборы данных с результатами нормализации
Алгоритм обеспечивает сопоставимый анализ учебной нагрузки across different disciplines и создает основу для доказательной образовательной аналитики и применения машинного обучения в образовании.
description: This repository presents a novel algorithm for normalizing homework time metrics into an absolute 20-point interval scale within the Analytical Method of Education Control (AMKO). The method solves the problem of contextual dependence in educational metrics, where identical preparation time has different didactic significance across subjects and age groups.

The package includes:
- Complete scientific article with methodological foundations
- Reference database (1995-2005, n=46,631 teaching cases)
- Python implementation of the normalization algorithm
- Demonstration modules for model comparison
- Real educational datasets with normalization results

The algorithm enables comparable analysis of academic workload across different disciplines and educational systems, providing a foundation for evidence-based educational analytics and machine learning applications in education.
DOI: 10.5517/cc92j95
title: CCDC 270546: Experimental Crystal Structure Determination

description: Related Article: De-Wu Yin, Hong-Ping Xiao|2005|Acta Crystallogr.,Sect.E:Struct.Rep.Online|61|m708|doi:10.1107/S1600536805008007
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/cc92jb6
title: CCDC 270547: Experimental Crystal Structure Determination

description: Related Article: L.C.R.Andrade, J.A.Paixao, M.J.M.de Almeida, E.J.Tavares da Silva, F.M.F.Roleira|2005|Acta Crystallogr.,Sect.E:Struct.Rep.Online|61|o1144|doi:10.1107/S1600536805008895
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/cc92jc7
title: CCDC 270548: Experimental Crystal Structure Determination

description: Related Article: Yan-Ling Zhang, Shang Shan, Duan-Jun Xu|2005|Acta Crystallogr.,Sect.E:Struct.Rep.Online|61|o1173|doi:10.1107/S1600536805009281
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/cc7z84l
title: CCDC 237619: Experimental Crystal Structure Determination

description: Related Article: V.T.Yilmaz, S.Caglar, W.T.A.Harrison|2005|J.Coord.Chem.|58|549|doi:10.1080/00958970500043647
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/cc7z85m
title: CCDC 237620: Experimental Crystal Structure Determination

description: Related Article: V.T.Yilmaz, S.Caglar, W.T.A.Harrison|2005|J.Coord.Chem.|58|549|doi:10.1080/00958970500043647
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/cc8n2nm
title: CCDC 257630: Experimental Crystal Structure Determination

description: Related Article: Yue-Qing Zheng, Hong-Zhen Xie|2005|J.Coord.Chem.|58|539|doi:10.1080/00958970500039009
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/cc8983x
title: CCDC 247228: Experimental Crystal Structure Determination

description: Related Article: J.D.Palcic, R.G.Baughman, R.G.Peters|2005|J.Coord.Chem.|58|521|doi:10.1080/00958970500037540
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/cc8984y
title: CCDC 247229: Experimental Crystal Structure Determination

description: Related Article: J.D.Palcic, R.G.Baughman, R.G.Peters|2005|J.Coord.Chem.|58|521|doi:10.1080/00958970500037540
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/cc83jb6
title: CCDC 241717: Experimental Crystal Structure Determination

description: Related Article: M.H.Torre, S.Calvo, H.Pardo, A.W.Mombru|2005|J.Coord.Chem.|58|513|doi:10.1080/00958970500037516
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/cc7njs5
title: CCDC 228277: Experimental Crystal Structure Determination

description: Related Article: Bao-Long Li, Xia Zhu, Jun-Hui Zhou, Yong Zhang|2005|J.Coord.Chem.|58|271|doi:10.1080/0095897042000327941
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/cc7njt6
title: CCDC 228278: Experimental Crystal Structure Determination

description: Related Article: Bao-Long Li, Xia Zhu, Jun-Hui Zhou, Yong Zhang|2005|J.Coord.Chem.|58|271|doi:10.1080/0095897042000327941
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/cc7ymsk
title: CCDC 237019: Experimental Crystal Structure Determination

description: Related Article: M.A.Harvey, S.Baggio, M.T.Garland, R.Baggio|2005|J.Coord.Chem.|58|243|doi:10.1080/00958970512331334232
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/cc7ymtl
title: CCDC 237020: Experimental Crystal Structure Determination

description: Related Article: M.A.Harvey, S.Baggio, M.T.Garland, R.Baggio|2005|J.Coord.Chem.|58|243|doi:10.1080/00958970512331334232
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/cc870j0
title: CCDC 245071: Experimental Crystal Structure Determination

description: Related Article: Dong Il Kim, Eun Hee Kim, T.G.Roy, Hun Gil Na, Zun Ung Bae, Yu Chul Park|2005|J.Coord.Chem.|58|231|doi:10.1080/00958970512331331334
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/cc8mn3m
title: CCDC 257210: Experimental Crystal Structure Determination

description: Related Article: M.M.Ibrahim, Mouhai Shu, H.Vahrenkamp|2005|Eur.J.Inorg.Chem.|2005|1388|doi:10.1002/ejic.200400994
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/cc8mn4n
title: CCDC 257211: Experimental Crystal Structure Determination

description: Related Article: M.M.Ibrahim, Mouhai Shu, H.Vahrenkamp|2005|Eur.J.Inorg.Chem.|2005|1388|doi:10.1002/ejic.200400994
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/cc8mn5p
title: CCDC 257212: Experimental Crystal Structure Determination

description: Related Article: M.M.Ibrahim, Mouhai Shu, H.Vahrenkamp|2005|Eur.J.Inorg.Chem.|2005|1388|doi:10.1002/ejic.200400994
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/cc8mn6q
title: CCDC 257213: Experimental Crystal Structure Determination

description: Related Article: M.M.Ibrahim, Mouhai Shu, H.Vahrenkamp|2005|Eur.J.Inorg.Chem.|2005|1388|doi:10.1002/ejic.200400994
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/cc8mn7r
title: CCDC 257214: Experimental Crystal Structure Determination

description: Related Article: M.M.Ibrahim, Mouhai Shu, H.Vahrenkamp|2005|Eur.J.Inorg.Chem.|2005|1388|doi:10.1002/ejic.200400994
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/cc8mn8s
title: CCDC 257215: Experimental Crystal Structure Determination

description: Related Article: M.M.Ibrahim, Mouhai Shu, H.Vahrenkamp|2005|Eur.J.Inorg.Chem.|2005|1388|doi:10.1002/ejic.200400994
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/cc8mnbv
title: CCDC 257217: Experimental Crystal Structure Determination

description: Related Article: M.M.Ibrahim, Mouhai Shu, H.Vahrenkamp|2005|Eur.J.Inorg.Chem.|2005|1388|doi:10.1002/ejic.200400994
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/cc8mncw
title: CCDC 257218: Experimental Crystal Structure Determination

description: Related Article: M.M.Ibrahim, Mouhai Shu, H.Vahrenkamp|2005|Eur.J.Inorg.Chem.|2005|1388|doi:10.1002/ejic.200400994
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/cc8mndx
title: CCDC 257219: Experimental Crystal Structure Determination

description: Related Article: M.M.Ibrahim, Mouhai Shu, H.Vahrenkamp|2005|Eur.J.Inorg.Chem.|2005|1388|doi:10.1002/ejic.200400994
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/cc8hwg2
title: CCDC 253594: Experimental Crystal Structure Determination

description: Related Article: Bao-Hui Ye, Ai-Ping Sun, Tong-Fei Wu, Yan-Qin Weng, Xiao-Ming Chen|2005|Eur.J.Inorg.Chem.|2005|1230|doi:10.1002/ejic.200400956
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/cc8hwh3
title: CCDC 253595: Experimental Crystal Structure Determination

description: Related Article: Bao-Hui Ye, Ai-Ping Sun, Tong-Fei Wu, Yan-Qin Weng, Xiao-Ming Chen|2005|Eur.J.Inorg.Chem.|2005|1230|doi:10.1002/ejic.200400956
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/cc8gyj5
title: CCDC 252697: Experimental Crystal Structure Determination

description: Related Article: Ya-Bo Xie, Jian-Rong Li, Xian-He Bu|2005|J.Mol.Struct.|741|249|doi:10.1016/j.molstruc.2005.02.018
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/cc8q8qy
title: CCDC 259740: Experimental Crystal Structure Determination

description: Related Article: Chang-Yan Sun, Lin-Pei Jin|2005|J.Mol.Struct.|741|241|doi:10.1016/j.molstruc.2005.02.017
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/cc8q8px
title: CCDC 259739: Experimental Crystal Structure Determination

description: Related Article: Chang-Yan Sun, Lin-Pei Jin|2005|J.Mol.Struct.|741|241|doi:10.1016/j.molstruc.2005.02.017
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/cc8q8rz
title: CCDC 259741: Experimental Crystal Structure Determination

description: Related Article: Chang-Yan Sun, Lin-Pei Jin|2005|J.Mol.Struct.|741|241|doi:10.1016/j.molstruc.2005.02.017
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/cc8qttl
title: CCDC 260270: Experimental Crystal Structure Determination

description: Related Article: Baozong Li, Yanfen Peng, Xungao Liu, Baolong Li, Yong Zhang|2005|J.Mol.Struct.|741|235|doi:10.1016/j.molstruc.2005.02.011
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/cc8qtvm
title: CCDC 260271: Experimental Crystal Structure Determination

description: Related Article: Baozong Li, Yanfen Peng, Xungao Liu, Baolong Li, Yong Zhang|2005|J.Mol.Struct.|741|235|doi:10.1016/j.molstruc.2005.02.011
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/cc8ch47
title: CCDC 249368: Experimental Crystal Structure Determination

description: Related Article: Hong-Xu Guo, Shi-Xiong Liu|2005|J.Mol.Struct.|741|229|doi:10.1016/j.molstruc.2005.02.006
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/cc8qtwn
title: CCDC 260272: Experimental Crystal Structure Determination

description: Related Article: Baozong Li, Yanfen Peng, Xungao Liu, Baolong Li, Yong Zhang|2005|J.Mol.Struct.|741|235|doi:10.1016/j.molstruc.2005.02.011
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.