cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25919/r7ps-ce37
title: Birchip 2024 Long Coleoptile Wheat Trial: Genotype, Sowing Depth, Presswheel Pressure Effects on Emergence, Growth, and Yield

description: This dataset originates from a comprehensive field trial conducted in Birchip, Victoria, during the 2024 winter cropping season. The trial, identified as 24_Nulla_0124_Long Coleoptile, involved 108 plots across six ranges and 26 rows, with GPS-referenced layout and border plots included. Treatments combined three factors: wheat genotype (including Mace18, Magenta13, Scepter, Calibre), sowing depth (shallow or deep), and presswheel pressure (light, standard, heavy). 

The dataset comprises multiple Excel sheets detailing agronomic measurements, environmental conditions, and sensor data. Soil water content was assessed gravimetrically and via matric potential across 12 plots at six depth increments (0–12 cm), both pre- and post-sowing. Soil strength was measured using a penetrometer, with readings taken in 2 cm increments and converted to kg/cm². Soil temperature was monitored using sensors placed at the surface, 3–4 cm, and 8–10 cm depths in two plots, with high-frequency time-series data recorded over several days. Emergence was tracked biweekly and then weekly from sowing through six weeks, with counts taken from 1 m sections of seeding rows. Coleoptile length and sowing depth were measured from 20 seedlings per tyne per plot, with values ranging from approximately 1.3 to 8.6 cm and 2.8 to 10.8 cm respectively. NDVI readings were collected using a handheld Greenseeker across 10 dates, showing progressive canopy development with values ranging from 0.09 to 0.79 and CV% from 0.5 to 29.5. Zadoks scores were recorded weekly from early September to October, capturing phenological stages from stem elongation to anthesis (Z43–Z71).

Rabbit damage was assessed on 06/07/2024, with severity scores (1–5) and percent chewed recorded per plot. Final harvest data includes grain yield (raw and corrected), moisture content, protein percentage, test weight, screenings, and emergence rates. The dataset is structured for analytical modeling, enabling genotype, depth, pressure comparisons and supporting time-series analysis of emergence, growth, and yield. It includes both raw and processed data, with consistent formatting and minimal missing values. Some metadata corruption is present but does not affect core data usability.
DOI: 10.25346/s6eecgix/6fupc7
title: msXV_128r_47_33.jpg
DOI: 10.25346/s6eecgix/njxhlt
title: msXV_128r_47_32.jpg
DOI: 10.25346/s6eecgix/boufpj
title: msXV_128r_47_31.jpg
DOI: 10.25346/s6eecgix/5ihufb
title: msXV_128r_47_30.jpg
DOI: 10.25346/s6eecgix/bl5vlw
title: msXV_128r_47_29.jpg
DOI: 10.25346/s6eecgix/33fjba
title: msXV_128r_47_28.jpg
DOI: 10.25346/s6eecgix/mi7hkl
title: msXV_128r_47_27.jpg
DOI: 10.25346/s6eecgix/ofes2w
title: msXV_128r_47_26.jpg
DOI: 10.25346/s6eecgix/pt42vr
title: msXV_128r_47_25.jpg
DOI: 10.25346/s6eecgix/a8scfh
title: msXV_128r_31_24.jpg
DOI: 10.25346/s6eecgix/h3dqet
title: msXV_128r_31_23.jpg
DOI: 10.25346/s6eecgix/eadqnk
title: msXV_128r_31_22.jpg
DOI: 10.25346/s6eecgix/edkwwd
title: msXV_128r_31_21.jpg
DOI: 10.25346/s6eecgix/mrbabn
title: msXV_128r_31_20.jpg
DOI: 10.25346/s6eecgix/c48t43
title: msXV_128r_31_19.jpg
DOI: 10.25346/s6eecgix/zwuimu
title: msXV_128r_31_18.jpg
DOI: 10.25346/s6eecgix/lsffsm
title: msXV_128r_31_17.jpg
DOI: 10.25346/s6eecgix/xv2awm
title: msXV_128r_31_16.jpg
DOI: 10.25346/s6eecgix/a2roi5
title: msXV_128r_31_15.jpg
DOI: 10.5281/zenodo.17308707
title: Snakemake for Lattice Quantum Field Theory

description: Being able to reliably run a range of tools, across multiple inputs, and in the right order, is a very common problem in computing, including in scientific data analysis. If you develop scripts for data analysis from scratch, you will usually end up running up against these challenges. Rather than reinventing the wheel,we can lean on existing tools to do this for us, letting us focus on the aspects unique to our own work. Such tools are called workflow managers.

In this lesson, we introduce Snakemake, a workflow manager originally developed for bioinformatics applications, but that maps well onto the needs of data analysis in lattice quantum field theory.

By defining rules, each of which specify how to translate one or more input files into one or more output files, we can build up a workflow that takes our raw data as input, and produces plots, tables, and other definitions that we can include in our publications.
description: Acknowledgments

The development of this lesson was supported by the STFC Research Software Engineer Fellowship EP/V052489/1. The data presented were generated using the Supercomputing Wales SUNBIRD system. Supercomputing Wales is supported by the European Regional Development Fund via Welsh Government.
DOI: 10.25346/s6eecgix/41fo41
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DOI: 10.34740/kaggle/dsv/13316427
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.25346/s6eecgix/eptncx
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title: msXV_108v.tif
DOI: 10.25346/s6eecgix/i3fkxg
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title: skin.css
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DOI: 10.25346/s6eecgix/xoovmn
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DOI: 10.25346/s6eecgix/po0i9p
title: info.json
DOI: 10.25346/s6eecgix/mmytce
title: index.html
DOI: 10.25346/s6eecgix/yenyex
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DOI: 10.25346/s6eecgix/dvhswe
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title: msXV_078r_31_23.jpg
DOI: 10.25346/s6eecgix/1ckrwr
title: msXV_078r_31_22.jpg
DOI: 10.25346/s6eecgix/duyrqu
title: msXV_078r_31_21.jpg
DOI: 10.25346/s6eecgix/xcnvvl
title: msXV_078r_31_20.jpg
DOI: 10.25346/s6eecgix/8j8zfw
title: msXV_078r_31_19.jpg
DOI: 10.25346/s6eecgix/ouwehz
title: msXV_078r_31_18.jpg
DOI: 10.25346/s6eecgix/ispkv1
title: msXV_078r_31_17.jpg
DOI: 10.25346/s6eecgix/sqewrr
title: msXV_078r_31_16.jpg
DOI: 10.5517/ccnddxb
title: CCDC 607752: Experimental Crystal Structure Determination

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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: 10.25346/s6eecgix/cgsvkf
title: msXV_078r_31_15.jpg
DOI: 10.5517/ccrg59n
title: CCDC 698811: Experimental Crystal Structure Determination

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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: 10.25346/s6eecgix/oxo8qu
title: msXV_078r_31_14.jpg
DOI: 10.5517/ccrg58m
title: CCDC 698810: Experimental Crystal Structure Determination

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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: 10.25346/s6eecgix/op91sq
title: msXV_078r_31_13.jpg
DOI: 10.5517/ccqdtvr
title: CCDC 667735: Experimental Crystal Structure Determination

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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.
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title: CCDC 667736: Experimental Crystal Structure Determination

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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/ccrwmt1
title: CCDC 711754: Experimental Crystal Structure Determination

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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: 10.25346/s6eecgix/r8sq5p
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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.
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title: CCDC 712882: Experimental Crystal Structure Determination

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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.
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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.
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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.
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title: CCDC 732707: Experimental Crystal Structure Determination

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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.
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title: CCDC 735378: Experimental Crystal Structure Determination

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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.