cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5517/cc7hj5d
title: CCDC 223453: Experimental Crystal Structure Determination

description: Related Article: M.I.Bruce, B.G.Ellis, M.Gaudio, C.Lapinte, G.Melino, F.Paul, B.W.Skelton, M.E.Smith, L.Toupet, A.H.White|2004|Dalton Trans.||1601|doi:10.1039/b316297b
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/cc7r6x2
title: CCDC 230854: Experimental Crystal Structure Determination

description: Related Article: U.V.Monkowius, S.Nogai, H.Schmidbaur|2004|Dalton Trans.||1610|doi:10.1039/b401988a
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/cc7r6y3
title: CCDC 230855: Experimental Crystal Structure Determination

description: Related Article: U.V.Monkowius, S.Nogai, H.Schmidbaur|2004|Dalton Trans.||1610|doi:10.1039/b401988a
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/cc7r6z4
title: CCDC 230856: Experimental Crystal Structure Determination

description: Related Article: U.V.Monkowius, S.Nogai, H.Schmidbaur|2004|Dalton Trans.||1610|doi:10.1039/b401988a
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/cc7r706
title: CCDC 230857: Experimental Crystal Structure Determination

description: Related Article: U.V.Monkowius, S.Nogai, H.Schmidbaur|2004|Dalton Trans.||1610|doi:10.1039/b401988a
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/cc7r717
title: CCDC 230858: Experimental Crystal Structure Determination

description: Related Article: U.V.Monkowius, S.Nogai, H.Schmidbaur|2004|Dalton Trans.||1610|doi:10.1039/b401988a
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/cc7r728
title: CCDC 230859: Experimental Crystal Structure Determination

description: Related Article: U.V.Monkowius, S.Nogai, H.Schmidbaur|2004|Dalton Trans.||1610|doi:10.1039/b401988a
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/cc7r739
title: CCDC 230860: Experimental Crystal Structure Determination

description: Related Article: U.V.Monkowius, S.Nogai, H.Schmidbaur|2004|Dalton Trans.||1610|doi:10.1039/b401988a
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/cc7r74b
title: CCDC 230861: Experimental Crystal Structure Determination

description: Related Article: U.V.Monkowius, S.Nogai, H.Schmidbaur|2004|Dalton Trans.||1610|doi:10.1039/b401988a
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/cc7tqb2
title: CCDC 233254: Experimental Crystal Structure Determination

description: Related Article: Y.Tatsumi, T.Naga, H.Nakashima, T.Murahashi, H.Kurosawa|2004|Chem.Commun.||1430|doi:10.1039/b403098b
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/cc7tqc3
title: CCDC 233255: Experimental Crystal Structure Determination

description: Related Article: Y.Tatsumi, T.Naga, H.Nakashima, T.Murahashi, H.Kurosawa|2004|Chem.Commun.||1430|doi:10.1039/b403098b
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/cc7rj4m
title: CCDC 231140: Experimental Crystal Structure Determination

description: Related Article: S.M.Humphrey, R.A.Mole, J.M.Rawson, P.T.Wood|2004|Dalton Trans.||1670|doi:10.1039/b401887g
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/cc7tq91
title: CCDC 233253: Experimental Crystal Structure Determination

description: Related Article: Y.Tatsumi, T.Naga, H.Nakashima, T.Murahashi, H.Kurosawa|2004|Chem.Commun.||1430|doi:10.1039/b403098b
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/cc7rj5n
title: CCDC 231141: Experimental Crystal Structure Determination

description: Related Article: S.M.Humphrey, R.A.Mole, J.M.Rawson, P.T.Wood|2004|Dalton Trans.||1670|doi:10.1039/b401887g
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/cc7szb9
title: CCDC 232541: Experimental Crystal Structure Determination

description: Related Article: M.Haumann, R.Meijboom, J.R.Moss, A.Roodt|2004|Dalton Trans.||1679|doi:10.1039/b403033h
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/cc76mfg
title: CCDC 214905: Experimental Crystal Structure Determination

description: Related Article: R.C.J.Atkinson, V.C.Gibson, N.J.Long, A.J.P.White, D.J.Williams|2004|Dalton Trans.||1823|doi:10.1039/b403862b
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/cc79kgj
title: CCDC 217727: Experimental Crystal Structure Determination

description: Related Article: K.K.Kamar, L.R.Falvello, P.E.Fanwick, Jinkwon Kim, S.Goswami|2004|Dalton Trans.||1827|doi:10.1039/b404222k
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/cc76mgh
title: CCDC 214906: Experimental Crystal Structure Determination

description: Related Article: R.C.J.Atkinson, V.C.Gibson, N.J.Long, A.J.P.White, D.J.Williams|2004|Dalton Trans.||1823|doi:10.1039/b403862b
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/cc7wg8t
title: CCDC 234926: Experimental Crystal Structure Determination

description: Related Article: E.J.Fernandez, A.Laguna, J.M.Lopez-de-Luzuriaga, M.E.Olmos, J.Perez|2004|Dalton Trans.||1801|doi:10.1039/b404703f
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/cc7wg9v
title: CCDC 234927: Experimental Crystal Structure Determination

description: Related Article: E.J.Fernandez, A.Laguna, J.M.Lopez-de-Luzuriaga, M.E.Olmos, J.Perez|2004|Dalton Trans.||1801|doi:10.1039/b404703f
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/cc7wgbw
title: CCDC 234928: Experimental Crystal Structure Determination

description: Related Article: E.J.Fernandez, A.Laguna, J.M.Lopez-de-Luzuriaga, M.E.Olmos, J.Perez|2004|Dalton Trans.||1801|doi:10.1039/b404703f
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/cc7wgcx
title: CCDC 234929: Experimental Crystal Structure Determination

description: Related Article: E.J.Fernandez, A.Laguna, J.M.Lopez-de-Luzuriaga, M.E.Olmos, J.Perez|2004|Dalton Trans.||1801|doi:10.1039/b404703f
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/cc7v057
title: CCDC 233528: Experimental Crystal Structure Determination

description: Related Article: Xiaoping Yang, R.A.Jones, M.J.Wiester|2004|Dalton Trans.||1787|doi:10.1039/b405981f
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/cc7v068
title: CCDC 233529: Experimental Crystal Structure Determination

description: Related Article: Xiaoping Yang, R.A.Jones, M.J.Wiester|2004|Dalton Trans.||1787|doi:10.1039/b405981f
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/cc7s91b
title: CCDC 231881: Experimental Crystal Structure Determination

description: Related Article: A.Escuer, M.S.El Fallah, R.Vicente, N.Sanz, M.Font-Bardia, X.Solans, F.A.Mautner|2004|Dalton Trans.||1867|doi:10.1039/b402629b
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/cc7s92c
title: CCDC 231882: Experimental Crystal Structure Determination

description: Related Article: A.Escuer, M.S.El Fallah, R.Vicente, N.Sanz, M.Font-Bardia, X.Solans, F.A.Mautner|2004|Dalton Trans.||1867|doi:10.1039/b402629b
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/cc6y149
title: CCDC 206650: Experimental Crystal Structure Determination

description: Related Article: P.C.B.Page, D.C.Leach, C.M.Hayman, A.S.Hamzah, S.M.Allin, V.McKee|2003|Synlett||1025|doi:10.1055/s-2003-39290
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/cc7s93d
title: CCDC 231883: Experimental Crystal Structure Determination

description: Related Article: A.Escuer, M.S.El Fallah, R.Vicente, N.Sanz, M.Font-Bardia, X.Solans, F.A.Mautner|2004|Dalton Trans.||1867|doi:10.1039/b402629b
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/cc7rj6p
title: CCDC 231142: Experimental Crystal Structure Determination

description: Related Article: S.M.Humphrey, R.A.Mole, J.M.Rawson, P.T.Wood|2004|Dalton Trans.||1670|doi:10.1039/b401887g
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/cc7sz98
title: CCDC 232540: Experimental Crystal Structure Determination

description: Related Article: M.Haumann, R.Meijboom, J.R.Moss, A.Roodt|2004|Dalton Trans.||1679|doi:10.1039/b403033h
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/cc7ggbg
title: CCDC 222435: Experimental Crystal Structure Determination

description: Related Article: Ping Lin, W.Clegg, R.W.Harrington, R.A.Henderson|2005|Dalton Trans.||2388|doi:10.1039/b505077d
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/cc7v079
title: CCDC 233530: Experimental Crystal Structure Determination

description: Related Article: Xiaoping Yang, R.A.Jones, M.J.Wiester|2004|Dalton Trans.||1787|doi:10.1039/b405981f
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/cc7gg8d
title: CCDC 222433: Experimental Crystal Structure Determination

description: Related Article: Ping Lin, W.Clegg, R.W.Harrington, R.A.Henderson|2005|Dalton Trans.||2388|doi:10.1039/b505077d
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/cc7gg9f
title: CCDC 222434: Experimental Crystal Structure Determination

description: Related Article: Ping Lin, W.Clegg, R.W.Harrington, R.A.Henderson|2005|Dalton Trans.||2388|doi:10.1039/b505077d
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/cc7vsqk
title: CCDC 234289: Experimental Crystal Structure Determination

description: Related Article: Il Yoon, M.Goto, T.Shimizu, Shim Sung Lee, M.Asakawa|2004|Dalton Trans.||1513|doi:10.1039/b402507e
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.c2cdmt
title: Occurrence Download

description: A dataset containing 5937 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Leptonycteris yerbabuenae"
 ]
}

 The dataset includes 5937 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004268-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15558519
title: LeafMachine2 Data: Casuarinaceae Leaf Outlines and ECT

description: Casuarinaceae - 50 leaves - 6.9 MB: This repository contains HDF5 (.h5) files with leaf morphological data for species in the Casuarinaceae family. Each file represents a single leaf specimen and contains leaf shape outlines, the 128x128 ECT matrix, and associated metadata.

File Contents

This dataset contains 50 leaves from taxa in the family Casuarinaceae. Some leaves may be partial, predated, broken, or incomplete. 

Each .h5 file contains the following datasets:



ECT_matrices/ - Euler Characteristic Transform (ECT) matrices capturing topological features of leaf shapes

shapes/shape_0 - Coordinate array (x,y) defining the leaf outline boundary. 

component_names - Original filename identifier (without extension)

group_labels - Taxonomic classification dictionary containing:



family: Taxonomic family name

genus: Genus classification

genus_species: Binomial species name

fullname: Complete taxonomic identifier




Data Format

Files are organized with standardized naming: [Herbarium]_[ID]_[Family]_[Genus]_[Species]__[LeafID].h5

Shape coordinates are normalized to a unit circle centered at the origin (-0.5 to 0.5 range), vertically oriented.

Uncompressed Size:

6.9 MB

Usage

Code for reading, processing, and analyzing these files is available at: https://github.com/Gene-Weaver/LM2-Data-Tools

The repository includes functions for extracting data and generating visualizations.

Citation: Please cite the LeafMachine2 paper and this dataset.



Weaver, W. N., & Smith, S. A. (2023). From leaves to labels: Building modular machine learning networks for rapid herbarium specimen analysis with LeafMachine2. Applications in Plant Sciences, 11(5), e11548. https://doi.org/10.1002/aps3.11548