cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25549/crbm-ouc112737381
title: 春秋左傳 : 十五卷 / 孫月峯批點. [volume 17]

description: Spring and Autumn Annals (Chunqiu 春秋), one of the Five Classics (Wujing 五經) of Confucianism, is the first Chinese chronological history which covers the years from 722 BC to 479 BC. The Commentary of Zuo (Zuozhuan 左傳), a commentary to the Chunqiu, contains more complete and rich accounts and thus has been regarded as the prime source of the ancient history of China. The Chunqiu and Zuozhuan were often edited together during the later years of the Ming dynasty. This USC's edition includes annotations by the Ming official and scholar Sun Kuang 孫鑛 (1543-1613; courtesy name 字 Yuefeng 月峰) and is an excellent example of two-color printing in black and red (朱墨套印) in the late Ming dynasty.
DOI: 10.25549/crbm-ouc112737131
title: 春秋左傳 : 十五卷 / 孫月峯批點. [volume 19]

description: Spring and Autumn Annals (Chunqiu 春秋), one of the Five Classics (Wujing 五經) of Confucianism, is the first Chinese chronological history which covers the years from 722 BC to 479 BC. The Commentary of Zuo (Zuozhuan 左傳), a commentary to the Chunqiu, contains more complete and rich accounts and thus has been regarded as the prime source of the ancient history of China. The Chunqiu and Zuozhuan were often edited together during the later years of the Ming dynasty. This USC's edition includes annotations by the Ming official and scholar Sun Kuang 孫鑛 (1543-1613; courtesy name 字 Yuefeng 月峰) and is an excellent example of two-color printing in black and red (朱墨套印) in the late Ming dynasty.
DOI: 10.25549/crbm-ouc113707360
title: 張儀列傳

description: Biography of Zhang Yi 張儀列傳 is the earliest dated Chinese rare book at USC libraries. It is a chapter from the rare 1515 edition of Records of the Grand Historian 史記 of the Ming Dynasty (明正德十年白鹿洞書院刊本). This book is bound in butterfly binding 蝴蝶裝, which is the earliest known form of binding for printed books in China, developed during the Northern Song Dynasty (960-1127). In butterfly binding, printed sheets are folded inwards and pasted together at the fold, so that pairs of printed and blank pages alternate throughout the book. The Records of the Grand Historian, also known in English by the Chinese name in pinyin Shiji 史記, written from 109 BC to 91 BC, was the Magnum opus of Sima Qian 司馬遷 (145?-86? BCE), in which he recounted Chinese history from the time of the Yellow Emperor until his own time. As the first systematic Chinese historical text, the Records profoundly influenced Chinese historiography and prose.
DOI: 10.25549/crbm-ouc112759805
title: 西遊眞詮 : [一百回 / 陳士斌詮解] [1-10]

description: The Journey to the West (Xi you ji 西遊記), one of the Four Great Classical Novels of Chinese literature, is a supernatural novel adapted from a travel account entitled The Great Tang Records on the Western Regions (Datang xiyu ji 大唐西域記) and composed by the renowned Buddhist master Xuanzang 玄奘 (c. 602-664) of the Tang dynasty. Xuanzang took a historical trip from China to India from 629 to 645, intending to obtain Buddhist scriptures written in the original Sanskrit language. Wu Cheng'en 吳承恩 (c. 1500-c.1582), a Ming novelist and poet, is generally acknowledged as the author of The Journey to the West, who added mythical and legendary figures, such as Monkey King (孫悟空), Xuanzang's first and most artful and powerful disciple. USC's copy is a popular commentary edition from the early Qing dynasty, annotated and abridged by the critic Chen Shibing 陳士斌 (active 17th century; literary name 號 Wuyizi 悟一子), along with an additional commentary by Jin Shengtan 金聖歎 (1608-1661), a prominent literary critic and writer of the late Ming and early Qing periods. Title from container. Double leaves, oriental style, wrire-bound. Kangxi bing zi (35 nian) [1696] zhong qiu Xi tang lao ren you tong zhuan "Xi you zhen quan xu". "Mingzhi gong yi nian qiu tie zhi xiu bu"--Cover page.
DOI: 10.25549/crbm-ouc113007301
title: 西遊眞詮 : [一百回 / 陳士斌詮解] [volume 5]

description: The Journey to the West (Xi you ji 西遊記), one of the Four Great Classical Novels of Chinese literature, is a supernatural novel adapted from a travel account entitled The Great Tang Records on the Western Regions (Datang xiyu ji 大唐西域記) and composed by the renowned Buddhist master Xuanzang 玄奘 (c. 602-664) of the Tang dynasty. Xuanzang took a historical trip from China to India from 629 to 645, intending to obtain Buddhist scriptures written in the original Sanskrit language. Wu Cheng'en 吳承恩 (c. 1500-c.1582), a Ming novelist and poet, is generally acknowledged as the author of The Journey to the West, who added mythical and legendary figures, such as Monkey King (孫悟空), Xuanzang's first and most artful and powerful disciple. USC's copy is a popular commentary edition from the early Qing dynasty, annotated and abridged by the critic Chen Shibing 陳士斌 (active 17th century; literary name 號 Wuyizi 悟一子), along with an additional commentary by Jin Shengtan 金聖歎 (1608-1661), a prominent literary critic and writer of the late Ming and early Qing periods. Title from container. Double leaves, oriental style, wrire-bound. Kangxi bing zi (35 nian) [1696] zhong qiu Xi tang lao ren you tong zhuan "Xi you zhen quan xu". "Mingzhi gong yi nian qiu tie zhi xiu bu"--Cover page.
DOI: 10.5281/zenodo.17525612
title: Online Resource —Prospective life cycle assessment of circular energy-waste systems in university buildings: a scalable workflow  using openLCA and Brightway2

description: This deposit contains the numeric exports that accompany the Electronic Supplementary Material (Online Resource 1, OR1). It includes high‑precision per‑scenario statistics exported from openLCA 2.5 (AusLCI v1.42; IPCC 2013 GWP100) and diagnostic outputs from a lightweight Brightway2 algebraic metamodel used for paired contrasts and sensitivity screening. All symbols, units, scenario labels, and settings match OR1 Tables S0–S4 and Figures S1–S3. Reported values are anchored to GUI unit factors; optional alignment constants are provided for consistency checks only.

 

Directory layout

 





ESM_openLCA_exports/ — per‑scenario Monte Carlo statistics (CSV). Columns: mean, std, p5, p50, p95, n (n = 2,000 per scenario). Reporting basis: GUI unit factors CF_grid = 0.851 / 0.445, CF_landfill = 0.833, CF_compost = 0.046; baseline treats rooftop PV as subtract‑only (CF_PV = 0), with a side‑by‑side PV‑included sensitivity (CF_PV = 0.045).  




ESM_Brightway2_exports/ — diagnostic outputs from the algebraic metamodel: paired scenario contrasts (with CRN), SRC/SRRC sensitivity, and a check‑only alignment to reproduce openLCA means within ±0.5 % (n = 3,000, SEED = 2025). Do not mix alignment constants with GUI‑factor reporting.  



 

 

Scenario labels (consistent with OR1 Table S0)

 





Current–64%, Current–77%, QLD‑2050–64%, QLD‑2050–77% 



 

Supplementary figures / tables referenced

 





Figs. S1–S3: Foreground network (S1); GUI evidence for QLD current LV (S2, 0.851 kg CO₂‑eq·kWh⁻¹) and for QLD‑2050 mix (S3, 0.445 kg CO₂‑eq·kWh⁻¹).




Tables S0–S4: scenario matrix(S0), parameters/distributions(S1), unit factors(S2), MC settings(S3), and consistency check (S4) for cross‑tool agreement (±0.5 %). 



 

 

 

 

 

Licence & availability

All materials are released under CC BY 4.0. Upon upload, Zenodo will assign a DOI; please cite this dataset alongside the main article/ESM.
DOI: 10.5281/zenodo.17525611
title: Online Resource —Prospective life cycle assessment of circular energy-waste systems in university buildings: a scalable workflow  using openLCA and Brightway2

description: This deposit contains the numeric exports that accompany the Electronic Supplementary Material (Online Resource 1, OR1). It includes high‑precision per‑scenario statistics exported from openLCA 2.5 (AusLCI v1.42; IPCC 2013 GWP100) and diagnostic outputs from a lightweight Brightway2 algebraic metamodel used for paired contrasts and sensitivity screening. All symbols, units, scenario labels, and settings match OR1 Tables S0–S4 and Figures S1–S3. Reported values are anchored to GUI unit factors; optional alignment constants are provided for consistency checks only.

 

Directory layout

 





ESM_openLCA_exports/ — per‑scenario Monte Carlo statistics (CSV). Columns: mean, std, p5, p50, p95, n (n = 2,000 per scenario). Reporting basis: GUI unit factors CF_grid = 0.851 / 0.445, CF_landfill = 0.833, CF_compost = 0.046; baseline treats rooftop PV as subtract‑only (CF_PV = 0), with a side‑by‑side PV‑included sensitivity (CF_PV = 0.045).  




ESM_Brightway2_exports/ — diagnostic outputs from the algebraic metamodel: paired scenario contrasts (with CRN), SRC/SRRC sensitivity, and a check‑only alignment to reproduce openLCA means within ±0.5 % (n = 3,000, SEED = 2025). Do not mix alignment constants with GUI‑factor reporting.  



 

 

Scenario labels (consistent with OR1 Table S0)

 





Current–64%, Current–77%, QLD‑2050–64%, QLD‑2050–77% 



 

Supplementary figures / tables referenced

 





Figs. S1–S3: Foreground network (S1); GUI evidence for QLD current LV (S2, 0.851 kg CO₂‑eq·kWh⁻¹) and for QLD‑2050 mix (S3, 0.445 kg CO₂‑eq·kWh⁻¹).




Tables S0–S4: scenario matrix(S0), parameters/distributions(S1), unit factors(S2), MC settings(S3), and consistency check (S4) for cross‑tool agreement (±0.5 %). 



 

 

 

 

 

Licence & availability

All materials are released under CC BY 4.0. Upon upload, Zenodo will assign a DOI; please cite this dataset alongside the main article/ESM.
DOI: 10.25549/crbm-ouc112735063
title: 左傳 [1-5]

description: Spring and Autumn Annals (Chunqiu 春秋), one of the Five Classics (Wujing 五經) of Confucianism, is the first Chinese chronological history which covers the years from 722 BC to 479 BC. The Commentary of Zuo (Zuozhuan 左傳), a commentary to the Chunqiu, contains more complete and rich accounts and thus has been regarded as the prime source of the ancient history of China. The Chunqiu and Zuozhuan were often edited together during the later years of the Ming dynasty. This USC's edition includes annotations by the Ming official and scholar Sun Kuang 孫鑛 (1543-1613; courtesy name 字 Yuefeng 月峰) and is an excellent example of two-color printing in black and red (朱墨套印) in the late Ming dynasty.
DOI: 10.15468/dl.pmu37h
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is New Zealand",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Clematis marmoraria"
 ]
}

 The dataset includes 13 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020149-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/crbm-ouc112737352
title: 春秋左傳 : 十五卷 / 孫月峯批點. [volume 5]

description: Spring and Autumn Annals (Chunqiu 春秋), one of the Five Classics (Wujing 五經) of Confucianism, is the first Chinese chronological history which covers the years from 722 BC to 479 BC. The Commentary of Zuo (Zuozhuan 左傳), a commentary to the Chunqiu, contains more complete and rich accounts and thus has been regarded as the prime source of the ancient history of China. The Chunqiu and Zuozhuan were often edited together during the later years of the Ming dynasty. This USC's edition includes annotations by the Ming official and scholar Sun Kuang 孫鑛 (1543-1613; courtesy name 字 Yuefeng 月峰) and is an excellent example of two-color printing in black and red (朱墨套印) in the late Ming dynasty.
DOI: 10.25549/crbm-ouc112735864
title: 左傳 [6-10]

description: Spring and Autumn Annals (Chunqiu 春秋), one of the Five Classics (Wujing 五經) of Confucianism, is the first Chinese chronological history which covers the years from 722 BC to 479 BC. The Commentary of Zuo (Zuozhuan 左傳), a commentary to the Chunqiu, contains more complete and rich accounts and thus has been regarded as the prime source of the ancient history of China. The Chunqiu and Zuozhuan were often edited together during the later years of the Ming dynasty. This USC's edition includes annotations by the Ming official and scholar Sun Kuang 孫鑛 (1543-1613; courtesy name 字 Yuefeng 月峰) and is an excellent example of two-color printing in black and red (朱墨套印) in the late Ming dynasty.
DOI: 10.25549/crbm-ouc112735742
title: 左傳 [6-10]

description: Spring and Autumn Annals (Chunqiu 春秋), one of the Five Classics (Wujing 五經) of Confucianism, is the first Chinese chronological history which covers the years from 722 BC to 479 BC. The Commentary of Zuo (Zuozhuan 左傳), a commentary to the Chunqiu, contains more complete and rich accounts and thus has been regarded as the prime source of the ancient history of China. The Chunqiu and Zuozhuan were often edited together during the later years of the Ming dynasty. This USC's edition includes annotations by the Ming official and scholar Sun Kuang 孫鑛 (1543-1613; courtesy name 字 Yuefeng 月峰) and is an excellent example of two-color printing in black and red (朱墨套印) in the late Ming dynasty.
DOI: 10.25549/crbm-ouc112736692
title: 左傳 [11-15]

description: Spring and Autumn Annals (Chunqiu 春秋), one of the Five Classics (Wujing 五經) of Confucianism, is the first Chinese chronological history which covers the years from 722 BC to 479 BC. The Commentary of Zuo (Zuozhuan 左傳), a commentary to the Chunqiu, contains more complete and rich accounts and thus has been regarded as the prime source of the ancient history of China. The Chunqiu and Zuozhuan were often edited together during the later years of the Ming dynasty. This USC's edition includes annotations by the Ming official and scholar Sun Kuang 孫鑛 (1543-1613; courtesy name 字 Yuefeng 月峰) and is an excellent example of two-color printing in black and red (朱墨套印) in the late Ming dynasty.
DOI: 10.25549/crbm-ouc112735034
title: 左傳 [1-5]

description: Spring and Autumn Annals (Chunqiu 春秋), one of the Five Classics (Wujing 五經) of Confucianism, is the first Chinese chronological history which covers the years from 722 BC to 479 BC. The Commentary of Zuo (Zuozhuan 左傳), a commentary to the Chunqiu, contains more complete and rich accounts and thus has been regarded as the prime source of the ancient history of China. The Chunqiu and Zuozhuan were often edited together during the later years of the Ming dynasty. This USC's edition includes annotations by the Ming official and scholar Sun Kuang 孫鑛 (1543-1613; courtesy name 字 Yuefeng 月峰) and is an excellent example of two-color printing in black and red (朱墨套印) in the late Ming dynasty.
DOI: 10.15468/dl.mc33ea
title: Occurrence Download

description: A dataset containing 16825728 species occurrences available in GBIF matching the query:
(Query is too complex. Can be viewed on the landing page)

 The dataset includes 16825728 records from 9300 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020092-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4j8rhk
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phyllodytes tuberculosus Bokermann, 1966"
 ]
}

 The dataset includes 22 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003279-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14900198
title: Single-Cell RNA Data Portal for Alzheimer's Disease

description: Single-Cell RNA Data Portal for Alzheimer's Disease

The single cell Alzheimer's Disease Data Portal is an aggregated data portal created as part of the Enfield EU Funded program for the single-cell Generative Pretrained Transformer (scGPT-AD) model research. The data portal contains data from the ssREAD data portal, along with single-cell AD data from latest studies (dharsini et al, pan et al, rexach et al). The data from the individual studies where accessed through the cellXgene data portal, a vast portal for single cell data. The data have been uploaded in two seperate .zip files (part1, part2).

The single cell data follow the Annotated Data format. The core data for each sample is the gene-expression matrix, which refers to the level of expression of each gene in a single cell. Additionally, the dataset contains the `.obs` attributed which includes core cell metadata for each of the sample (cell type, brain region, braak stage, donor age, disease condition, donor gender, etc.), along with the gene names accessed via `.var` attribute.

The source data have been processed to create a unified data portal ready to be used as training dataset for a Transformer model. The main processing steps were:



convert ssREAD data from `.qsave` format to `.h5ad` format that aligns with the AnnData framework

discard some unprocessable data samples

standardize metadata column names

process categorical data to create a unified namespace (e.g.: merge `microglia` and `microgrial` cell type names into one)

discard dimensionality reduction and clustering attributes, to make a lightweight version of the data portal, since they are not meant to be used in Transformer model training


Aggregated Data Statistics










Total Cells 









2.3M 











AD Cells 









1.2M 











Control Cells 









1.1M 











Unique Genes 









107k 











Donors 









166 







Characteristics of Dataset grouped by Data Source










Data Source 









Unique Genes 









Total Cells 









AD Cells 









Control Cells 









Donors 









Cell Type Label 









Brain Region 









Tissue Type 









Braak Stage 









Donors Id 









Donor Gender 









Donor Age 











rexach et al 









30k 









217k 









118k 









99k 









20 









✅ 









✘ 


 








✅ 









✘ 









✅ 









✅ 









✅ 











pan et al 









61k 









43k 









11k 









32k 









7 









✅ 









✅ 









✅ 









✅ 









✅ 









✅ 









✅ 











dharsini et al 









61k 









425k 









311k 









114k 









46 









✅ 









✅ 









✅ 









✅ 









✅ 









✅ 









✅ 











ssREAD 









62k 









2.42M 









1.14M 









1.28M 









135 









✅ 









✅ 









✘ 









✅ 









✅ 









✅ 









✅
DOI: 10.3535/9fl-hmv-s39
title: Allium vineale L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/dph-7ay-3k5
title: Carex distans L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fa9-j0l-w9t
title: Bellidiastrum michelii Cass.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mt1-c6m-r9f
title: Dryopteris dilatata (Hoffm.) A. Gray

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.y8ewch
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stellaria pallida",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069060-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/xjt-jrw-bj0
title: Corispermum pallasii Steven

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/c83-dj2-257
title: Centaurea atlantis Maire & Weiller

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ys0-jck-7na
title: Eragrostis pilosa (L.) P.Beauv.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/84w-0mr-x1v
title: Centaurea mariana Nyman

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zne-k47-fmf
title: Rhamnus oleoides L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mrw-qzy-328
title: Jurinea humilis (Desf.) DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/pn9-ztz-l1r
title: Armeria maritima subsp. elongata (Hoffm.) Bonnier

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/la4-235-5e1
title: Dactylorhiza incarnata (L.) Soó

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/paz-d66-sxe
title: Plantago monosperma Pourr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1vd-vkn-303
title: Orobanche L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/s5t-vqt-gjg
title: Condalia buxifolia Reissek

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.rmyu94
title: Occurrence Download

description: A dataset containing 178 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ischaemum timorense",
 "Country is Costa Rica",
 "HasCoordinate is true"
 ]
}

 The dataset includes 178 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069062-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/q67-9bw-c17
title: Casearia lasiophylla Eichler

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/xgy-66c-6md
title: Leersia oryzoides (L.) Sw.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1rn-c6d-ngw
title: Cestrum parqui (Lam.) L'Hér.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gwl-xry-try
title: Danthonia decumbens (L.) DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.6075/j0tt4r4k
title: Data from: Seasonal hypoxia and temperature inversions in a tropical bay
DOI: 10.3535/015-r54-zd6
title: Lycopus exaltatus L.f.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/lwt-mem-m5z
title: Athamanta cretensis L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/c5s-28b-c2f
title: Botrychium lunaria (L.) Sw.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/pa9-8yc-yza
title: Guatteria scytophylla Diels

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ba0-ny5-gn9
title: Piper aduncum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wl4-wr2-fnw
title: Symphyotrichum ericoides (L.) G. L. Nesom

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jb5-zqj-1w1
title: Kernera saxatilis (L.) Sweet

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/q32-z9x-npm
title: Passiflora coactilis (Mast.) Killip

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/pz6-d8m-xcp
title: Hydrocotyle vulgaris L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/w0d-xvw-1tx
title: Chenopodiastrum murale (L.) S. Fuentes, Uotila & Borsch

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2z4-j3x-1wt
title: Peucedanum officinale L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/8ya-msl-0wt
title: Armeria alpina Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.