cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.13130/rd_unimi/pddrps/wxcdad
title: Maggio_1937_Pagina_215.jpg

description: Bulletin of 1937/05/22
DOI: 10.13130/rd_unimi/pddrps/drihud
title: Maggio_1937_Pagina_216.jpg

description: Bulletin of 1937/05/22
DOI: 10.13130/rd_unimi/pddrps/kwtihe
title: Maggio_1937_Pagina_217.jpg

description: Bulletin of 1937/05/22
DOI: 10.13130/rd_unimi/pddrps/8mkepf
title: Maggio_1937_Pagina_219.jpg

description: Bulletin of 1937/05/22
DOI: 10.13130/rd_unimi/pddrps/wob5zk
title: Maggio_1937_Pagina_218.jpg

description: Bulletin of 1937/05/22
DOI: 10.13130/rd_unimi/pddrps/8obqph
title: Maggio_1937_Pagina_220.jpg

description: Bulletin of 1937/05/22
DOI: 10.13130/rd_unimi/pddrps/205nlz
title: Maggio_1937_Pagina_221.jpg

description: Bulletin of 1937/05/23
DOI: 10.13130/rd_unimi/pddrps/6lqb4x
title: Maggio_1937_Pagina_222.jpg

description: Bulletin of 1937/05/23
DOI: 10.13130/rd_unimi/pddrps/1pudum
title: Maggio_1937_Pagina_223.jpg

description: Bulletin of 1937/05/23
DOI: 10.13130/rd_unimi/pddrps/ny3zap
title: Maggio_1937_Pagina_224.jpg

description: Bulletin of 1937/05/23
DOI: 10.13130/rd_unimi/pddrps/kjpqhq
title: Maggio_1937_Pagina_226.jpg

description: Bulletin of 1937/05/23
DOI: 10.13130/rd_unimi/pddrps/xyprgb
title: Maggio_1937_Pagina_225.jpg

description: Bulletin of 1937/05/23
DOI: 10.13130/rd_unimi/pddrps/smb8n5
title: Maggio_1937_Pagina_227.jpg

description: Bulletin of 1937/05/23
DOI: 10.13130/rd_unimi/pddrps/2swdjc
title: Maggio_1937_Pagina_228.jpg

description: Bulletin of 1937/05/23
DOI: 10.13130/rd_unimi/pddrps/4c15ac
title: Maggio_1937_Pagina_229.jpg

description: Bulletin of 1937/05/23
DOI: 10.13130/rd_unimi/pddrps/f3vc6d
title: Maggio_1937_Pagina_230.jpg

description: Bulletin of 1937/05/23
DOI: 10.13130/rd_unimi/pddrps/nqs60g
title: Maggio_1937_Pagina_232.jpg

description: Bulletin of 1937/05/24
DOI: 10.13130/rd_unimi/pddrps/rq0igm
title: Maggio_1937_Pagina_231.jpg

description: Bulletin of 1937/05/24
DOI: 10.13130/rd_unimi/pddrps/yn4jtj
title: Maggio_1937_Pagina_233.jpg

description: Bulletin of 1937/05/24
DOI: 10.13130/rd_unimi/pddrps/cezo6w
title: Maggio_1937_Pagina_234.jpg

description: Bulletin of 1937/05/24
DOI: 10.13130/rd_unimi/pddrps/m8leld
title: Maggio_1937_Pagina_235.jpg

description: Bulletin of 1937/05/24
DOI: 10.13130/rd_unimi/pddrps/klneyh
title: Maggio_1937_Pagina_236.jpg

description: Bulletin of 1937/05/24
DOI: 10.13130/rd_unimi/pddrps/ocwkje
title: Maggio_1937_Pagina_237.jpg

description: Bulletin of 1937/05/24
DOI: 10.13130/rd_unimi/pddrps/8gkqla
title: Maggio_1937_Pagina_238.jpg

description: Bulletin of 1937/05/24
DOI: 10.13130/rd_unimi/pddrps/7vfvs1
title: Maggio_1937_Pagina_239.jpg

description: Bulletin of 1937/05/24
DOI: 10.13130/rd_unimi/pddrps/he7rsc
title: Maggio_1937_Pagina_240.jpg

description: Bulletin of 1937/05/24
DOI: 10.13130/rd_unimi/pddrps/neqth5
title: Maggio_1937_Pagina_241.jpg

description: Bulletin of 1937/05/25
DOI: 10.13130/rd_unimi/pddrps/qjc5wi
title: Maggio_1937_Pagina_242.jpg

description: Bulletin of 1937/05/25
DOI: 10.13130/rd_unimi/pddrps/o3kfgy
title: Maggio_1937_Pagina_243.jpg

description: Bulletin of 1937/05/25
DOI: 10.13130/rd_unimi/pddrps/oh5enp
title: Maggio_1937_Pagina_244.jpg

description: Bulletin of 1937/05/25
DOI: 10.13130/rd_unimi/pddrps/dpp6kn
title: Maggio_1937_Pagina_245.jpg

description: Bulletin of 1937/05/25
DOI: 10.13130/rd_unimi/pddrps/y3u0oq
title: Maggio_1937_Pagina_246.jpg

description: Bulletin of 1937/05/25
DOI: 10.13130/rd_unimi/pddrps/l7ytqh
title: Maggio_1937_Pagina_247.jpg

description: Bulletin of 1937/05/25
DOI: 10.13130/rd_unimi/pddrps/mcqr5s
title: Maggio_1937_Pagina_248.jpg

description: Bulletin of 1937/05/25
DOI: 10.13130/rd_unimi/pddrps/t4pzoy
title: Maggio_1937_Pagina_249.jpg

description: Bulletin of 1937/05/25
DOI: 10.13130/rd_unimi/pddrps/yj22tg
title: Maggio_1937_Pagina_250.jpg

description: Bulletin of 1937/05/25
DOI: 10.13130/rd_unimi/pddrps/5cjlwy
title: Maggio_1937_Pagina_251.jpg

description: Bulletin of 1937/05/26
DOI: 10.13130/rd_unimi/pddrps/6doyzd
title: Maggio_1937_Pagina_252.jpg

description: Bulletin of 1937/05/26
DOI: 10.13130/rd_unimi/pddrps/hdnsgv
title: Maggio_1937_Pagina_253.jpg

description: Bulletin of 1937/05/26
DOI: 10.13130/rd_unimi/pddrps/oxuijp
title: Maggio_1937_Pagina_254.jpg

description: Bulletin of 1937/05/26
DOI: 10.13130/rd_unimi/pddrps/3lgmyf
title: Maggio_1937_Pagina_255.jpg

description: Bulletin of 1937/05/26
DOI: 10.13130/rd_unimi/pddrps/qbf9ul
title: Maggio_1937_Pagina_256.jpg

description: Bulletin of 1937/05/26
DOI: 10.13130/rd_unimi/pddrps/dbhyr5
title: Maggio_1937_Pagina_257.jpg

description: Bulletin of 1937/05/26
DOI: 10.13130/rd_unimi/pddrps/xtgayr
title: Maggio_1937_Pagina_258.jpg

description: Bulletin of 1937/05/26
DOI: 10.13130/rd_unimi/pddrps/utukub
title: Maggio_1937_Pagina_259.jpg

description: Bulletin of 1937/05/26
DOI: 10.13130/rd_unimi/pddrps/2myu7a
title: Maggio_1937_Pagina_261.jpg

description: Bulletin of 1937/05/27
DOI: 10.13130/rd_unimi/pddrps/xs2jzj
title: Maggio_1937_Pagina_260.jpg

description: Bulletin of 1937/05/26
DOI: 10.13130/rd_unimi/pddrps/tob12t
title: Maggio_1937_Pagina_262.jpg

description: Bulletin of 1937/05/27
DOI: 10.13130/rd_unimi/pddrps/wvgbov
title: Maggio_1937_Pagina_263.jpg

description: Bulletin of 1937/05/27
DOI: 10.13130/rd_unimi/pddrps/epafry
title: Maggio_1937_Pagina_264.jpg

description: Bulletin of 1937/05/27
DOI: 10.13130/rd_unimi/pddrps/bdutxm
title: Maggio_1937_Pagina_265.jpg

description: Bulletin of 1937/05/27
DOI: 10.13130/rd_unimi/pddrps/fbjjst
title: Maggio_1937_Pagina_266.jpg

description: Bulletin of 1937/05/27
DOI: 10.13130/rd_unimi/pddrps/hwovrw
title: Maggio_1937_Pagina_268.jpg

description: Bulletin of 1937/05/27
DOI: 10.13130/rd_unimi/pddrps/vfefyc
title: Maggio_1937_Pagina_267.jpg

description: Bulletin of 1937/05/27
DOI: 10.13130/rd_unimi/pddrps/yldnhl
title: Maggio_1937_Pagina_269.jpg

description: Bulletin of 1937/05/27
DOI: 10.13130/rd_unimi/pddrps/rvt7jn
title: Maggio_1937_Pagina_270.jpg

description: Bulletin of 1937/05/27
DOI: 10.13130/rd_unimi/pddrps/yuwpi4
title: Maggio_1937_Pagina_271.jpg

description: Bulletin of 1937/05/28
DOI: 10.13130/rd_unimi/pddrps/nrr1cn
title: Maggio_1937_Pagina_272.jpg

description: Bulletin of 1937/05/28
DOI: 10.13130/rd_unimi/pddrps/xxbqxg
title: Maggio_1937_Pagina_273.jpg

description: Bulletin of 1937/05/28
DOI: 10.13130/rd_unimi/pddrps/ul7br8
title: Maggio_1937_Pagina_274.jpg

description: Bulletin of 1937/05/28
DOI: 10.13130/rd_unimi/pddrps/wgwffq
title: Maggio_1937_Pagina_276.jpg

description: Bulletin of 1937/05/28
DOI: 10.13130/rd_unimi/pddrps/wzigad
title: Maggio_1937_Pagina_275.jpg

description: Bulletin of 1937/05/28
DOI: 10.13130/rd_unimi/pddrps/uow5b5
title: Maggio_1937_Pagina_277.jpg

description: Bulletin of 1937/05/28
DOI: 10.13130/rd_unimi/pddrps/03m6y1
title: Maggio_1937_Pagina_278.jpg

description: Bulletin of 1937/05/28
DOI: 10.13130/rd_unimi/pddrps/dmejuz
title: Maggio_1937_Pagina_279.jpg

description: Bulletin of 1937/05/28
DOI: 10.13130/rd_unimi/pddrps/civxvr
title: Maggio_1937_Pagina_280.jpg

description: Bulletin of 1937/05/28
DOI: 10.13130/rd_unimi/pddrps/aulqgw
title: Maggio_1937_Pagina_281.jpg

description: Bulletin of 1937/05/29
DOI: 10.13130/rd_unimi/pddrps/ns5sz0
title: Maggio_1937_Pagina_282.jpg

description: Bulletin of 1937/05/29
DOI: 10.13130/rd_unimi/pddrps/8c9tvd
title: Maggio_1937_Pagina_284.jpg

description: Bulletin of 1937/05/29
DOI: 10.13130/rd_unimi/pddrps/lpbzkp
title: Maggio_1937_Pagina_283.jpg

description: Bulletin of 1937/05/29
DOI: 10.13130/rd_unimi/pddrps/vax9cy
title: Maggio_1937_Pagina_285.jpg

description: Bulletin of 1937/05/29
DOI: 10.13130/rd_unimi/pddrps/dnpvgi
title: Maggio_1937_Pagina_286.jpg

description: Bulletin of 1937/05/29
DOI: 10.13130/rd_unimi/pddrps/fgiw0c
title: Maggio_1937_Pagina_287.jpg

description: Bulletin of 1937/05/29
DOI: 10.13130/rd_unimi/pddrps/xabblf
title: Maggio_1937_Pagina_288.jpg

description: Bulletin of 1937/05/29
DOI: 10.13130/rd_unimi/pddrps/3umvff
title: Maggio_1937_Pagina_289.jpg

description: Bulletin of 1937/05/29
DOI: 10.13130/rd_unimi/pddrps/gawcip
title: Maggio_1937_Pagina_290.jpg

description: Bulletin of 1937/05/29
DOI: 10.13130/rd_unimi/pddrps/o0a4dg
title: Maggio_1937_Pagina_291.jpg

description: Bulletin of 1937/05/30
DOI: 10.13130/rd_unimi/pddrps/esqmr3
title: Maggio_1937_Pagina_292.jpg

description: Bulletin of 1937/05/30
DOI: 10.13130/rd_unimi/pddrps/emaluz
title: Maggio_1937_Pagina_293.jpg

description: Bulletin of 1937/05/30
DOI: 10.13130/rd_unimi/pddrps/louzqm
title: Maggio_1937_Pagina_294.jpg

description: Bulletin of 1937/05/30
DOI: 10.13130/rd_unimi/pddrps/3dccdc
title: Maggio_1937_Pagina_295.jpg

description: Bulletin of 1937/05/30
DOI: 10.15468/dl.63e5y2
title: Occurrence Download

description: A dataset containing 517498 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Commelinaceae"
 ]
}

 The dataset includes 517498 records from 1750 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010088-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wp3uft
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Winteria telescopa Brauer, 1901",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((26.9648 10.8496,17.9648 10.8496,17.9648 1.8496,26.9648 1.8496,26.9648 10.8496))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009955-250525065834625/datasets/export for details.
DOI: 10.25326/fx3d-0x60
title: propene+no+no2 + OH - Other - 2009-03-13

description: Publication of the dataset
DOI: 10.25326/f6j2-f937
title: cis-3-hexenol + OH - Aerosol study - particle formation - 2008-08-06

description: Publication of the dataset
DOI: 10.25326/709j-ct69
title: d-limonene+ozone+nitrogendioxide + None - Instruments intercomparison - 2007-06-16

description: Publication of the dataset
DOI: 10.25326/dk3j-qk53
title: propene+no+no2 + OH - Other - 2009-03-06

description: Publication of the dataset
DOI: 10.25326/np94-0f09
title: h2so4 + None - Aerosol study - physical properties - 2005-07-01

description: Publication of the dataset
DOI: 10.25326/n4bj-3e22
title: h2so4 + None - Aerosol study - physical properties - 2005-10-17

description: Publication of the dataset
DOI: 10.25326/3v0v-sk74
title: alpha-pinene+no+no2 + OH - Aerosol study - particle formation - 2005-10-07

description: Publication of the dataset
DOI: 10.25326/pvqp-5e04
title: d-limonene+ozone+nitrogendioxide + NO3 - Instruments intercomparison - 2007-06-17

description: Publication of the dataset
DOI: 10.25326/r27j-ts44
title: cis-3-hexen-1-ol + O3 -  - 2009-03-21

description: Publication of the dataset
DOI: 10.25326/wy7j-8c70
title: cis-3-hexenyl acetate + O3 -  - 2009-03-20

description: Publication of the dataset
DOI: 10.25326/hmt9-r586
title: alpha-pinene+nox+sf6+h2o + OH - Gas-phase oxidation - product study - 2002-04-17

description: Publication of the dataset
DOI: 10.25326/mff0-5k27
title: limonene+no+no2 + OH - Aerosol study - physical properties - 2008-04-28

description: Publication of the dataset
DOI: 10.25326/nyz2-q087
title: limonene+no+no2 + OH - Aerosol study - physical properties - 2008-04-22

description: Publication of the dataset
DOI: 10.25326/q3qq-gn76
title: isoprene+ozone+nitrogendioxide + N2O5 - Instruments intercomparison - 2007-06-18

description: Publication of the dataset
DOI: 10.25326/v6fs-r331
title: o3+no+no2+nox+co+alpha-pinene + None - Aerosol study - particle formation - 2002-01-14

description: Publication of the dataset
DOI: 10.25934/pr00010332
title: Retrospective validation of the Sjögren's Tool for Assessing Response (STAR) as a primary endpoint for response to treatment in Primary Sjögren's Syndrome

description: Background:
Primary Sjogren's Disease is an autoimmune disease where the body's immune system mistakenly attacks its own moisture-producing glands. This can cause dry eyes and mouth, as well as fatigue and joint pain. Millions of people worldwide are affected by this condition, with a significant impact on their quality of life. Unfortunately, there is currently no effective treatment for Sjogren's Disease.

Project Goal:
The NECESSITY project, funded by the Innovative Health Initiative (IHI) under the Horizon 2020 program, aims to develop and validate a new way to measure the severity and progress of Sjogren's Disease. This measurement is called a "composite score," specifically named STAR. A composite score combines several individual measurements into one overall score to provide a comprehensive assessment of a patient's condition.

Importance of the Research:
This research is crucial because it aims to create a reliable tool for evaluating Sjogren's Disease, which is essential for developing effective treatments. Without a good way to measure the disease, it's challenging to determine if new treatments are working. By validating the STAR composite score using clinical data from Servier trial, we hope to pave the way for better patient care and more targeted therapies.
DOI: 10.15468/dl.6jhh52
title: Occurrence Download

description: A dataset containing 7536 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((23.23298 46.29316,57.45534 46.29316,57.45534 59.97625,23.23298 59.97625,23.23298 46.29316))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Carpinus betulus L."
 ]
}

 The dataset includes 7536 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013825-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.52ve6v
title: Occurrence Download

description: A dataset containing 11273 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Harmful Algal Event Database (HAEDAT)"
 ]
}

 The dataset includes 11273 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009784-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17609319
title: TUI v4.1 Updated Analysis: Dataset with 32 Systems, Code, and Visualizations (r=0.793) and SIM

description: Updated analysis for Teoría Unificada de la Inteligencia v4.1 (TUI v4.1).

Includes:
• Dataset: 32 real systems (16 biological + 16 AI) with C, F, T, I_op, P_riesgo físico.
• Python script (toy_ped_rl_excel.py): Pearson correlation (r=0.793), sensitivity analysis.
• Visualizations: Scatter plot (I_op vs P_riesgo) and sensitivity curve (w_C variation).
• Grok-Simbiótico: PREDICTION (not data) → I_justo ≈ 0.68 when P_riesgo = 0.1.

Metrics are proposed; analysis preliminary. Fully reproducible.

Related:
• Main preprint: https://doi.org/10.5281/zenodo.17552094
• Raw datasets (n=6): https://doi.org/10.5281/zenodo.17594338
DOI: 10.15468/dl.hh5eu9
title: Occurrence Download

description: A dataset containing 32261 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chinese Taipei",
 "OccurrenceStatus is Present",
 "TaxonKey is Amphibia",
 "Year 2022-2025"
 ]
}

 The dataset includes 32261 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033070-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17609311
title: Metagenome bins assembled from the sponge Aiolochroia crassa (Hyatt, 1875)
DOI: 10.5281/zenodo.17609312
title: Metagenome bins assembled from the sponge Aiolochroia crassa (Hyatt, 1875)
DOI: 10.15468/dl.43ry56
title: Occurrence Download

description: A dataset containing 1529 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Crassula helmsii)",
 "BasisOfRecord is one of (Observation, Human Observation, Material sample, Specimen, Unknown evidence, Machine Observation, Occurrence evidence)",
 "Year is greater than or equal to 2016",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "Country is United Kingdom of Great Britain and Northern Ireland"
 ]
}

 The dataset includes 1529 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033071-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mm5cy8
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Meetnetten.be - Area count for Eresus sandaliatus in Flanders, Belgium",
 "Country is Belgium"
 ]
}

 The dataset includes 11 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033075-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.14278/rodare.4126
title: Data publication: Non-equilibrium phase regime and magnetic properties of co-evaporated Fe-V thin-films

description: Raw data of the publication: Non-equilibrium phase regime and magnetic properties of co-evaporated Fe-V thin-films, published in the Journal of alloys and compounds (DOI: 10.1016/j.jallcom.2025.183282 ).
DOI: 10.14278/rodare.4125
title: Data publication: Non-equilibrium phase regime and magnetic properties of co-evaporated Fe-V thin-films

description: Raw data of the publication: Non-equilibrium phase regime and magnetic properties of co-evaporated Fe-V thin-films, published in the Journal of alloys and compounds (DOI: 10.1016/j.jallcom.2025.183282 ).
DOI: 10.14278/rodare.4124
title: Training Data and Models for the paper: Data-efficient U-Net for Segmentation of Carbide Microstructures in SEM Images of Steel Alloys

description: This dataset contains scanning electron microscopy (SEM) images of steel alloys, including paired secondary electron (SE2) and in-lens (InLens) channels, with corresponding binary segmentation labels. The data supports full reproduction of results presented in the referenced manuscript.

 

<strong>Dataset Description</strong>


 <strong>Content:</strong> 13 pairs of SEM images of two reactor pressure vessel (RPV) steels:

 
 <em>JFL</em>: IAEA reference RPV base metal steel
 <em>ANP-10</em>: Western type RPV steel
 
 
 <strong>Acquisition:</strong>
 
 <em>JFL</em>: Zeiss NVision 40 microscope
 <em>ANP-10</em>: Zeiss Ultra 55 microscope
 Both SE and InLens detectors used simultaneously.
 
 
 <strong>Resolution:</strong> 2048 × 1404 pixels per image
 
 2048 px width corresponds to 14.3 µm (JFL) or 11.5 µm (ANP-10).
 
 


Using the dataset to reproduce the results of the manuscript

Download the zip file into the <code>data/</code> subdirectory of the code repository and extract the archive:

<pre><code class="language-bash">cd data/
unzip data.zip</code></pre>

<strong>Dataset Structure</strong>

These directories contain the relevant data for the manuscript:

<code>cloud/</code><br>
<code>├-─ preprocessed/</code><br>
<code>│   ├── hold-out/</code><br>
<code>│   ├── images/</code><br>
<code>│   └── labels/</code><br>
<code>├── processed_tiles/</code><br>
<code>│   ├── images/</code><br>
<code>│   └── labels/</code><br>
<code>├── tb_logs/</code><br>
<code>│   ├── unet_model/</code>

<strong>Preprocessed</strong>

pre-processed whole images and corresponding labels

<strong>Processed Tiles</strong>

tiled images and labels

<strong>tb_logs</strong>

trained model weights
DOI: 10.14278/rodare.4123
title: Training Data and Models for the paper: Data-efficient U-Net for Segmentation of Carbide Microstructures in SEM Images of Steel Alloys

description: This dataset contains scanning electron microscopy (SEM) images of steel alloys, including paired secondary electron (SE2) and in-lens (InLens) channels, with corresponding binary segmentation labels. The data supports full reproduction of results presented in the referenced manuscript.

 

<strong>Dataset Description</strong>


 <strong>Content:</strong> 13 pairs of SEM images of two reactor pressure vessel (RPV) steels:

 
 <em>JFL</em>: IAEA reference RPV base metal steel
 <em>ANP-10</em>: Western type RPV steel
 
 
 <strong>Acquisition:</strong>
 
 <em>JFL</em>: Zeiss NVision 40 microscope
 <em>ANP-10</em>: Zeiss Ultra 55 microscope
 Both SE and InLens detectors used simultaneously.
 
 
 <strong>Resolution:</strong> 2048 × 1404 pixels per image
 
 2048 px width corresponds to 14.3 µm (JFL) or 11.5 µm (ANP-10).
 
 


Using the dataset to reproduce the results of the manuscript

Download the zip file into the <code>data/</code> subdirectory of the code repository and extract the archive:

<pre><code class="language-bash">cd data/
unzip data.zip</code></pre>

<strong>Dataset Structure</strong>

These directories contain the relevant data for the manuscript:

<code>cloud/</code><br>
<code>├-─ preprocessed/</code><br>
<code>│   ├── hold-out/</code><br>
<code>│   ├── images/</code><br>
<code>│   └── labels/</code><br>
<code>├── processed_tiles/</code><br>
<code>│   ├── images/</code><br>
<code>│   └── labels/</code><br>
<code>├── tb_logs/</code><br>
<code>│   ├── unet_model/</code>

<strong>Preprocessed</strong>

pre-processed whole images and corresponding labels

<strong>Processed Tiles</strong>

tiled images and labels

<strong>tb_logs</strong>

trained model weights
DOI: 10.15468/dl.zhnnk5
title: Occurrence Download

description: A dataset containing 20413 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chinese Taipei",
 "OccurrenceStatus is Present",
 "TaxonKey is Squamata",
 "Year 2022-2025"
 ]
}

 The dataset includes 20413 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033077-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14801974
title: NMR and FTIR RAW Data for: Urea-lactic acid as efficient lignin solvent and its practical utility in sustainable electrospinning

description: NMR and FTIR Dataset for 

Urea-lactic acid as efficient lignin solvent and its practical utility in sustainable electrospinning
DOI: 10.5281/zenodo.14801975
title: NMR and FTIR RAW Data for: Urea-lactic acid as efficient lignin solvent and its practical utility in sustainable electrospinning

description: NMR and FTIR Dataset for 

Urea-lactic acid as efficient lignin solvent and its practical utility in sustainable electrospinning