cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.7910/dvn/uelsu3
title: Replication Data for: Assessing Campus Sustainability in Saudi Universities: Faculty Perspectives and Institutional Challenges – A Case Study of Three Leading Universities

description: The study data consists of four main components:

The Questionnaire in Arabic and English

Includes a set of questions designed to collect information related to the study topic.
Aims to measure participants' opinions and attitudes based on specific variables.
Statistical Analysis Results of Means, Frequencies, and Percentages

Present the overall distribution of the sample responses.
Provide a quantitative overview of prevailing trends and tendencies among participants.
Statistical Analysis Results of ANOVA and T-Test

Used to test statistically significant differences between different groups.
Determine whether there are substantial differences among the study variables according to the proposed hypotheses.
Excel File Containing the Sample Data Entry

Includes the raw data extracted from the sample responses.
Used for statistical analysis and ensuring the accuracy of results.
Significance of These Data
These data form the scientific foundation of the study, enabling an accurate understanding of the studied phenomenon by analyzing responses and drawing relevant statistical inferences.
DOI: 10.15468/dl.243mph
title: Occurrence Download

description: A dataset containing 55678 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oxyura leucocephala",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-26.542322 25.637500, 53.987701 25.637500, 53.987701 73.184014, -26.542322 73.184014, -26.542322 25.637500))",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Material sample)"
 ]
}

 The dataset includes 55678 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000631-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17282389
title: Sequence-fitness dataset of O-methyltransferase activity for isovanillic acid production

description: Corresponding dataset to the following publication: https://doi.org/10.1101/2025.10.24.684421This dataset is composed of two files



data_seq_to_fitness_t_0_x_no_vif.csv: each row is a unique DNA sequence

OMT.csv: each row is a unique amino acid sequence


Thus, OMT.csv is a processed and aggregated version of data_seq_to_fitness_t_0_x_no_vif.csv. For more details on each, see below.

1. data_seq_to_fitness_t_0_x_no_vif.csv

This dataset contains 572,013 unique datapoints obtained through MillionFull for sequence-fitness relationship for the enzyme activity protocatechuic acid + SAM -> isovanillic acid + SAH. For each variant we report



precision‑weighted growth‑rate estimates,

promoter, coding  and translated protein sequences,

exhaustive mutation annotations relative to a reference parent sequence, and

quality‑control metrics derived from the underlying read clusters provided by DiMSum.


For more details, see 1_readme.md

2. OMT.csv

First, the following variants were removed from (1):



variants with a stop codon

variants with frameshift mutations (indels) in the DNA coding region

variants with any mutations (substitution or indel) in the promoter region

variants with indels in the protein sequence


Then, for every unique protein sequence, growthrates from all degenerate nucleotide sequences were averaged to obtain the column growthrate_total. If multiple nucleotide sequences were present, growthrate_sigma_total was set to the standard deviation of each growthrate_total value per nucleotide sequnce. If only one nucleotide sequence was present for the protein sequence, then the nucleotide growthrate_sigma_total was used. 

Columns




protein seq
Protein sequence


growthrate_total
Growthrate total


growthrate_sigma_total
Growthrate sigma total


mutations
Mutations relative to parent, in list format. For example, ['S_28_T, E_50_K']


n mutations
Number of mutations


Parent
Boolean, True/False


normalized growthrate
Growthrates normalized by parent growthrate. 


log normalized growthrate
Log of normalized growthrate. Given a floor of -1.5
DOI: 10.5281/zenodo.17282388
title: Sequence-fitness dataset of O-methyltransferase activity for isovanillic acid production

description: Corresponding dataset to the following publication: https://doi.org/10.1101/2025.10.24.684421This dataset is composed of two files



data_seq_to_fitness_t_0_x_no_vif.csv: each row is a unique DNA sequence

OMT.csv: each row is a unique amino acid sequence


Thus, OMT.csv is a processed and aggregated version of data_seq_to_fitness_t_0_x_no_vif.csv. For more details on each, see below.

1. data_seq_to_fitness_t_0_x_no_vif.csv

This dataset contains 572,013 unique datapoints obtained through MillionFull for sequence-fitness relationship for the enzyme activity protocatechuic acid + SAM -> isovanillic acid + SAH. For each variant we report



precision‑weighted growth‑rate estimates,

promoter, coding  and translated protein sequences,

exhaustive mutation annotations relative to a reference parent sequence, and

quality‑control metrics derived from the underlying read clusters provided by DiMSum.


For more details, see 1_readme.md

2. OMT.csv

First, the following variants were removed from (1):



variants with a stop codon

variants with frameshift mutations (indels) in the DNA coding region

variants with any mutations (substitution or indel) in the promoter region

variants with indels in the protein sequence


Then, for every unique protein sequence, growthrates from all degenerate nucleotide sequences were averaged to obtain the column growthrate_total. If multiple nucleotide sequences were present, growthrate_sigma_total was set to the standard deviation of each growthrate_total value per nucleotide sequnce. If only one nucleotide sequence was present for the protein sequence, then the nucleotide growthrate_sigma_total was used. 

Columns




protein seq
Protein sequence


growthrate_total
Growthrate total


growthrate_sigma_total
Growthrate sigma total


mutations
Mutations relative to parent, in list format. For example, ['S_28_T, E_50_K']


n mutations
Number of mutations


Parent
Boolean, True/False


normalized growthrate
Growthrates normalized by parent growthrate. 


log normalized growthrate
Log of normalized growthrate. Given a floor of -1.5
DOI: 10.15468/dl.k8xu4f
title: Occurrence Download

description: A dataset containing 363 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Metroxylon sagu"
 ]
}

 The dataset includes 363 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000688-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jskav5
title: Occurrence Download

description: A dataset containing 1936 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Geometry POLYGON((119.77079 30.04498,120.43113 30.04535,120.42989 30.5084,119.77079 30.51195,119.77079 30.04498))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Alcedo atthis",
 "Year 2020-2025"
 ]
}

 The dataset includes 1936 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000689-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g8h6uk
title: Occurrence Download

description: A dataset containing 505 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Coleção de Mamíferos da UNISINOS"
 ]
}

 The dataset includes 505 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000690-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30447146
title: Paper3_Research Data

description: Math Teachers AI Use in the classrooms
DOI: 10.6084/m9.figshare.30447146.v1
title: Paper3_Research Data

description: Math Teachers AI Use in the classrooms
DOI: 10.5517/ccdc.csd.cc2m4lv7
title: CCDC 2417499: Experimental Crystal Structure Determination

description: Related Article: Stanislava Majerová, Tomáš Chlupatý, Maksim A. Samsonov, Josef Cvačka, Eliška Procházková, Aleš Růžička|2025|Inorg.Chem.|64|7592|doi:10.1021/acs.inorgchem.5c00573
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.cc2m4lw8
title: CCDC 2417500: Experimental Crystal Structure Determination

description: Related Article: Stanislava Majerová, Tomáš Chlupatý, Maksim A. Samsonov, Josef Cvačka, Eliška Procházková, Aleš Růžička|2025|Inorg.Chem.|64|7592|doi:10.1021/acs.inorgchem.5c00573
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.cc2m4lyb
title: CCDC 2417502: Experimental Crystal Structure Determination

description: Related Article: Stanislava Majerová, Tomáš Chlupatý, Maksim A. Samsonov, Josef Cvačka, Eliška Procházková, Aleš Růžička|2025|Inorg.Chem.|64|7592|doi:10.1021/acs.inorgchem.5c00573
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.cc2m4lzc
title: CCDC 2417503: Experimental Crystal Structure Determination

description: Related Article: Stanislava Majerová, Tomáš Chlupatý, Maksim A. Samsonov, Josef Cvačka, Eliška Procházková, Aleš Růžička|2025|Inorg.Chem.|64|7592|doi:10.1021/acs.inorgchem.5c00573
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.cc2m4m0f
title: CCDC 2417504: Experimental Crystal Structure Determination

description: Related Article: Stanislava Majerová, Tomáš Chlupatý, Maksim A. Samsonov, Josef Cvačka, Eliška Procházková, Aleš Růžička|2025|Inorg.Chem.|64|7592|doi:10.1021/acs.inorgchem.5c00573
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.cc2m4m1g
title: CCDC 2417505: Experimental Crystal Structure Determination

description: Related Article: Stanislava Majerová, Tomáš Chlupatý, Maksim A. Samsonov, Josef Cvačka, Eliška Procházková, Aleš Růžička|2025|Inorg.Chem.|64|7592|doi:10.1021/acs.inorgchem.5c00573
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.cc2m4m2h
title: CCDC 2417506: Experimental Crystal Structure Determination

description: Related Article: Stanislava Majerová, Tomáš Chlupatý, Maksim A. Samsonov, Josef Cvačka, Eliška Procházková, Aleš Růžička|2025|Inorg.Chem.|64|7592|doi:10.1021/acs.inorgchem.5c00573
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.cc2m4m5l
title: CCDC 2417509: Experimental Crystal Structure Determination

description: Related Article: Stanislava Majerová, Tomáš Chlupatý, Maksim A. Samsonov, Josef Cvačka, Eliška Procházková, Aleš Růžička|2025|Inorg.Chem.|64|7592|doi:10.1021/acs.inorgchem.5c00573
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.cc2m4m6m
title: CCDC 2417510: Experimental Crystal Structure Determination

description: Related Article: Stanislava Majerová, Tomáš Chlupatý, Maksim A. Samsonov, Josef Cvačka, Eliška Procházková, Aleš Růžička|2025|Inorg.Chem.|64|7592|doi:10.1021/acs.inorgchem.5c00573
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.cc2m4m7n
title: CCDC 2417511: Experimental Crystal Structure Determination

description: Related Article: Stanislava Majerová, Tomáš Chlupatý, Maksim A. Samsonov, Josef Cvačka, Eliška Procházková, Aleš Růžička|2025|Inorg.Chem.|64|7592|doi:10.1021/acs.inorgchem.5c00573
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.cc2m4mbr
title: CCDC 2417514: Experimental Crystal Structure Determination

description: Related Article: Stanislava Majerová, Tomáš Chlupatý, Maksim A. Samsonov, Josef Cvačka, Eliška Procházková, Aleš Růžička|2025|Inorg.Chem.|64|7592|doi:10.1021/acs.inorgchem.5c00573
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.cc2m4mcs
title: CCDC 2417515: Experimental Crystal Structure Determination

description: Related Article: Stanislava Majerová, Tomáš Chlupatý, Maksim A. Samsonov, Josef Cvačka, Eliška Procházková, Aleš Růžička|2025|Inorg.Chem.|64|7592|doi:10.1021/acs.inorgchem.5c00573
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.cc2m4mdt
title: CCDC 2417516: Experimental Crystal Structure Determination

description: Related Article: Stanislava Majerová, Tomáš Chlupatý, Maksim A. Samsonov, Josef Cvačka, Eliška Procházková, Aleš Růžička|2025|Inorg.Chem.|64|7592|doi:10.1021/acs.inorgchem.5c00573
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.cc2m4mfv
title: CCDC 2417517: Experimental Crystal Structure Determination

description: Related Article: Stanislava Majerová, Tomáš Chlupatý, Maksim A. Samsonov, Josef Cvačka, Eliška Procházková, Aleš Růžička|2025|Inorg.Chem.|64|7592|doi:10.1021/acs.inorgchem.5c00573
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.cc2m4mgw
title: CCDC 2417518: Experimental Crystal Structure Determination

description: Related Article: Stanislava Majerová, Tomáš Chlupatý, Maksim A. Samsonov, Josef Cvačka, Eliška Procházková, Aleš Růžička|2025|Inorg.Chem.|64|7592|doi:10.1021/acs.inorgchem.5c00573
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.cc2m4mhx
title: CCDC 2417519: Experimental Crystal Structure Determination

description: Related Article: Stanislava Majerová, Tomáš Chlupatý, Maksim A. Samsonov, Josef Cvačka, Eliška Procházková, Aleš Růžička|2025|Inorg.Chem.|64|7592|doi:10.1021/acs.inorgchem.5c00573
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.cc2m4mjy
title: CCDC 2417520: Experimental Crystal Structure Determination

description: Related Article: Stanislava Majerová, Tomáš Chlupatý, Maksim A. Samsonov, Josef Cvačka, Eliška Procházková, Aleš Růžička|2025|Inorg.Chem.|64|7592|doi:10.1021/acs.inorgchem.5c00573
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.cc2m4mzd
title: CCDC 2417534: Experimental Crystal Structure Determination

description: Related Article: Fule Wu, Hongkai Wang, Zhenwei Wu, Yangbin Liu, Xiaoming Feng|2025|J.Am.Chem.Soc.|147|16237|doi:10.1021/jacs.5c01228
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.cc2m1kt2
title: CCDC 2414584: Experimental Crystal Structure Determination

description: Related Article: Hao xiaofang|2025|CSD Communication|||
description: Related Article: Xiaofang Hao, Yu-Xia Wang, Yue Yang, Zhenjun Song, Xiaofang Dong, Shen Wang, Yulu Liang, Licun Li, Peng Cheng|2025|Cryst.Growth Des.|25|2792|doi:10.1021/acs.cgd.5c00088
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.cc2m1kgq
title: CCDC 2414573: Experimental Crystal Structure Determination

description: Related Article: Hao xiaofang|2025|CSD Communication|||
description: Related Article: Xiaofang Hao, Yu-Xia Wang, Yue Yang, Zhenjun Song, Xiaofang Dong, Shen Wang, Yulu Liang, Licun Li, Peng Cheng|2025|Cryst.Growth Des.|25|2792|doi:10.1021/acs.cgd.5c00088
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.cc2m1kv3
title: CCDC 2414585: Experimental Crystal Structure Determination

description: Related Article: Hao xiaofang|2025|CSD Communication|||
description: Related Article: Xiaofang Hao, Yu-Xia Wang, Yue Yang, Zhenjun Song, Xiaofang Dong, Shen Wang, Yulu Liang, Licun Li, Peng Cheng|2025|Cryst.Growth Des.|25|2792|doi:10.1021/acs.cgd.5c00088
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.cc2m1ky6
title: CCDC 2414588: Experimental Crystal Structure Determination

description: Related Article: Hao xiaofang|2025|CSD Communication|||
description: Related Article: Xiaofang Hao, Yu-Xia Wang, Yue Yang, Zhenjun Song, Xiaofang Dong, Shen Wang, Yulu Liang, Licun Li, Peng Cheng|2025|Cryst.Growth Des.|25|2792|doi:10.1021/acs.cgd.5c00088
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.cc2m38pq
title: CCDC 2416223: Experimental Crystal Structure Determination

description: Related Article: Hao xiaofang|2025|CSD Communication|||
description: Related Article: Xiaofang Hao, Yu-Xia Wang, Yue Yang, Zhenjun Song, Xiaofang Dong, Shen Wang, Yulu Liang, Licun Li, Peng Cheng|2025|Cryst.Growth Des.|25|2792|doi:10.1021/acs.cgd.5c00088
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.