cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.5523033
title: Philosophy and Theology [IO Islamic 2310]

description: Philosophy and Theology.
	
This manuscript is now IO Islamic 2310 in the India Office collections.
	
[metadata: Otto Loth, A Catalogue of the Arabic Manuscripts in the Library of the India Office, (volume 1), no. 594 here with further notations and hyperlinks].



594.


2310. Size 8 in. by 43/4 in.; foll. 108. Seventeen and nineteen lines in a page.


I. Foll. 1-81. Glosses to the beginning of Dawwânî’s الحاشية القديمة . The author appears to be a younger contemporary of Dawwânî, and of Mîr Ṣadr al-dîn (السيد السند) , to whose second Ḥâshiyah he makes frequent reference.


Imperfect at the end. The right corner of fol. 1, with the first words of the text, is torn away.


Begins: ن سيد المحققين س الشريف لما راى ان المتعارف فى الخطب .


II. Foll. 82-108. The first portion of MÎRAK’S شرح حكمة العين , ending in the fourth بحث of the first مقالة . Marginal notes.


Written in a minute but clear Nasta’liḳ. Much injured by insects and by damp.


Both pieces bear the seal of ‘Abd al-raḥmân b. Muḥammad Akram, dated A.H. 1101 and A.H. 1120 respectively.


[College of Fort William, 1825.]
DOI: 10.5281/zenodo.5523002
title: Philosophy and Theology [IO Bijapur 222]

description: Philosophy and Theology.

This manuscript is now IO Bijapur 222 in the India Office collections.

[metadata: Otto Loth, A Catalogue of the Arabic Manuscripts in the Library of the India Office, (volume 1), no. 593 here with further notations and hyperlinks].


593.

B 222. Size 71/2 in. by 5 in.; foll. 121. Twenty-one, twenty-four, and twenty lines in a page.

I.Two fragments of the Glosses of MÎRZÂ JÂN (Ḥabîb Allah Shîrâzî, d. A. H. 994) to Mîrak’s Commentary on the حكمة العين (see no. 498), as well as to Saiyid Sharîf’s Glosses to this commentary. See Ḥ. Kh. iii. 103.

a.Foll. 1-55. The first portion, comprising the greater part of the first مقالة ; imperfect at the end.

Begins:قال الشارح اى الشاملة للمجرد و المبادى و مقابلاتها اقول يحتمل مقابلاتها معطوفا على قوله الشاملة.

Additions by the author on the margin.

b.Foll.56-81. Another fragment, extending from the end of the first to the commencement of the fourth مقالة of Part I., but defective after foll. 63, 71, 72, and 73.

Begins:الوجود لاضافته الى الشئ

The text of foll. 64-69 is in a state of confusion.

II.Foll. 82-121. A fragment of the Glosses of MÎRZÂ JÂN on Dawwânî’s الحاشية القديمة (see no. 421).

Begins with مبحث الماهية. Some additions by the author on the margin. A defect after fol. 83.

Written in three small Nasta’liḳ hands.

Cat. 226, xvi. 1.
DOI: 10.5281/zenodo.5523003
title: Philosophy and Theology [IO Bijapur 222]

description: Philosophy and Theology.

This manuscript is now IO Bijapur 222 in the India Office collections.

[metadata: Otto Loth, A Catalogue of the Arabic Manuscripts in the Library of the India Office, (volume 1), no. 593 here with further notations and hyperlinks].


593.

B 222. Size 71/2 in. by 5 in.; foll. 121. Twenty-one, twenty-four, and twenty lines in a page.

I.Two fragments of the Glosses of MÎRZÂ JÂN (Ḥabîb Allah Shîrâzî, d. A. H. 994) to Mîrak’s Commentary on the حكمة العين (see no. 498), as well as to Saiyid Sharîf’s Glosses to this commentary. See Ḥ. Kh. iii. 103.

a.Foll. 1-55. The first portion, comprising the greater part of the first مقالة ; imperfect at the end.

Begins:قال الشارح اى الشاملة للمجرد و المبادى و مقابلاتها اقول يحتمل مقابلاتها معطوفا على قوله الشاملة.

Additions by the author on the margin.

b.Foll.56-81. Another fragment, extending from the end of the first to the commencement of the fourth مقالة of Part I., but defective after foll. 63, 71, 72, and 73.

Begins:الوجود لاضافته الى الشئ

The text of foll. 64-69 is in a state of confusion.

II.Foll. 82-121. A fragment of the Glosses of MÎRZÂ JÂN on Dawwânî’s الحاشية القديمة (see no. 421).

Begins with مبحث الماهية. Some additions by the author on the margin. A defect after fol. 83.

Written in three small Nasta’liḳ hands.

Cat. 226, xvi. 1.
DOI: 10.5281/zenodo.15075650
title: Dataset Tabulasi Social Media for Political Education: How X Account @BijakMemilih Engages Generation Z in Politics
DOI: 10.5281/zenodo.15075651
title: Dataset Tabulasi Social Media for Political Education: How X Account @BijakMemilih Engages Generation Z in Politics
DOI: 10.5281/zenodo.5522963
title: Philosophy and Theology [IO Bijapur 217]

description: Philosophy and Theology.

This manuscript is now IO Bijapur 217 in the India Office collections.

[metadata: Otto Loth, A Catalogue of the Arabic Manuscripts in the Library of the India Office, (volume 1), no. 592 here with further notations and hyperlinks].


APPENDIX.

PHILOSOPHY AND THEOLOGY MIXED.

592.

B 217. Size 93/4 in. by 51/2 in.; foll.67. Twenty-nine and twenty-seven lines in a page.

I.Foll. 1-36. TAFTÂZÂNÎ’S شرح العقائد النسفية (see no. 385).

Written by two hands. The margin covered with notes. Worm-eaten.

Fol. 37. Some prayers and notes in Arabic and Persian.

II.Foll.38-67. The Commentary of MÎRAK JANKÎ (Muḥammad b. Mubârak Shâh Bukhârî) on the Physics and Metaphysics of Athîr al-dÎn Abharî’s الهداية (see no. 493).

Neatly written in Nasta’liḳ. Dated A.H. 982.

Marginal notes in the earlier portion.

In very bad condition. Worm-eaten. The paper dark-brown and crumbling.
DOI: 10.5281/zenodo.5522964
title: Philosophy and Theology [IO Bijapur 217]

description: Philosophy and Theology.

This manuscript is now IO Bijapur 217 in the India Office collections.

[metadata: Otto Loth, A Catalogue of the Arabic Manuscripts in the Library of the India Office, (volume 1), no. 592 here with further notations and hyperlinks].


APPENDIX.

PHILOSOPHY AND THEOLOGY MIXED.

592.

B 217. Size 93/4 in. by 51/2 in.; foll.67. Twenty-nine and twenty-seven lines in a page.

I.Foll. 1-36. TAFTÂZÂNÎ’S شرح العقائد النسفية (see no. 385).

Written by two hands. The margin covered with notes. Worm-eaten.

Fol. 37. Some prayers and notes in Arabic and Persian.

II.Foll.38-67. The Commentary of MÎRAK JANKÎ (Muḥammad b. Mubârak Shâh Bukhârî) on the Physics and Metaphysics of Athîr al-dÎn Abharî’s الهداية (see no. 493).

Neatly written in Nasta’liḳ. Dated A.H. 982.

Marginal notes in the earlier portion.

In very bad condition. Worm-eaten. The paper dark-brown and crumbling.
DOI: 10.5281/zenodo.5522896
title: Philosophy [IO Bijapur 1b] Glosses and spiritual pedigree

description: Philosophy.

This manuscript is now IO Bijapur 1B in the India Office collections.

[metadata: Otto Loth, A Catalogue of the Arabic Manuscripts in the Library of the India Office, (volume 1), no. 591 here with further notations and hyperlinks].


591.

B 1b. Size 91/2 in. by 6 in.; foll. 56. Seventeen lines in a page.

I. Foll. 1-51. A fragment of Glosses on logical treatise, imperfect at the beginning.

II. Foll. 53-56. A spiritual pedigree, inscribed طريقه مصافحه سعيديه , Persian. Dated 13th Jum. II., 959.

[Bijapur Collection]
DOI: 10.5281/zenodo.5522897
title: Philosophy [IO Bijapur 1b] Glosses and spiritual pedigree

description: Philosophy.

This manuscript is now IO Bijapur 1B in the India Office collections.

[metadata: Otto Loth, A Catalogue of the Arabic Manuscripts in the Library of the India Office, (volume 1), no. 591 here with further notations and hyperlinks].


591.

B 1b. Size 91/2 in. by 6 in.; foll. 56. Seventeen lines in a page.

I. Foll. 1-51. A fragment of Glosses on logical treatise, imperfect at the beginning.

II. Foll. 53-56. A spiritual pedigree, inscribed طريقه مصافحه سعيديه , Persian. Dated 13th Jum. II., 959.

[Bijapur Collection]
DOI: 10.5281/zenodo.5522889
title: Philosophy [IO Islamic 3104] Anthology of four works

description: Philosophy.
	
This manuscript is now IO Islamic 3104 in the India Office collections.
	
[metadata: Otto Loth, A Catalogue of the Arabic Manuscripts in the Library of the India Office, (volume 1), no. 590 here with further notations and hyperlinks].



590.


3104. Size 7 in. by 43/4 in.; foll.168. Nineteen and seventeen lines in a page.


I. Foll.1-110. A Persian Commentary (ممزوج) on Taftâzânî’s تهذيب المنطق (see no. 534).


Begins:


الحمد حمد در لغت وصفيست


Ends:


تمت الرسالة الموسومة بشرح الفارسى التهذيب فى ليلة الاثنين من شهر محرم الحرام سنة ٩٨٩ من الهجرة الخ.


Well written in Nasta’liḳ.


II. Foll. 113-159. Glosses on the Commentary of Sa’d al-dîn1 Mas’ûd Rûmî (Sharwânî, who flourished in the ninth century) on Shams al-dîn Samarḳandî’s (d. about A. H. 600) treatise on Dialectics آداب البحث (see no. 486). Cf. Aumer, Hdss. Münch. 298. The author of these glosses is not ascertained.


The preface begins:الحمدلله مفيض الوجود .


The author says subsequently:


و بعد فهذه رسالة من خواطر خاطری ... على شرح الرسالة المشهورة فيما بينهم فى الآداب للفاضل .... مولانا سعد الملة والدين مسعود الرومى تغمده الله بغفرانه .. علقتها عليه حين اشتغال جمع من الاذكياء باستكشافه عنى الخ


He dedicates his work to Jalâl al-din Maḥmûd.


Clearly written. The colophon runs as follows:


تمت الحاشية المسعودية على يد العبد ... حسين على الاسى (!) .. فى يوم الاثنين سابع شهر ربيع الاول سنة احدى و ثلثين و تسعمائة


III. Foll. 160-163v. The same Glosses as described under no. 585, ii.


Closely written in Nasta’liḳ. Conclusion:


تمت الرسالة .. تاريخه سنة احدى و ثلثين و تسعمائة


IV. Foll. 163v.168. A short logical treatise.


Begins:


اعلم ان العلم الذى قسموه الى التصور و التصديق عرفه بعضهم 1 بالصورة الحاصلة من الشىء عند الذات المجردة


The author of this treatise is not named. There are additional notes of his on the margin, marked with منه سلمه الله. He was, therefore, alive when this MS. was written, i.e. about A. H. 930.


Written like II. The colophon runs as follows:


وقد تم فى ربيع الاول المنتظم فى شهور سنة .. 2 ثلثين و تسعمائة 


Partly injured by insects.


Signature of Chas. Boddam, Calcutta, May 1st, 1787.


 


1 So in the preface, alias Kamâl al-dîn.


1 According to a gloss of the author’s, the authority alluded to is Râzî, in his شرح المطالع.


2 A blank.
DOI: 10.5281/zenodo.5522890
title: Philosophy [IO Islamic 3104] Anthology of four works

description: Philosophy.
	
This manuscript is now IO Islamic 3104 in the India Office collections.
	
[metadata: Otto Loth, A Catalogue of the Arabic Manuscripts in the Library of the India Office, (volume 1), no. 590 here with further notations and hyperlinks].



590.


3104. Size 7 in. by 43/4 in.; foll.168. Nineteen and seventeen lines in a page.


I. Foll.1-110. A Persian Commentary (ممزوج) on Taftâzânî’s تهذيب المنطق (see no. 534).


Begins:


الحمد حمد در لغت وصفيست


Ends:


تمت الرسالة الموسومة بشرح الفارسى التهذيب فى ليلة الاثنين من شهر محرم الحرام سنة ٩٨٩ من الهجرة الخ.


Well written in Nasta’liḳ.


II. Foll. 113-159. Glosses on the Commentary of Sa’d al-dîn1 Mas’ûd Rûmî (Sharwânî, who flourished in the ninth century) on Shams al-dîn Samarḳandî’s (d. about A. H. 600) treatise on Dialectics آداب البحث (see no. 486). Cf. Aumer, Hdss. Münch. 298. The author of these glosses is not ascertained.


The preface begins:الحمدلله مفيض الوجود .


The author says subsequently:


و بعد فهذه رسالة من خواطر خاطری ... على شرح الرسالة المشهورة فيما بينهم فى الآداب للفاضل .... مولانا سعد الملة والدين مسعود الرومى تغمده الله بغفرانه .. علقتها عليه حين اشتغال جمع من الاذكياء باستكشافه عنى الخ


He dedicates his work to Jalâl al-din Maḥmûd.


Clearly written. The colophon runs as follows:


تمت الحاشية المسعودية على يد العبد ... حسين على الاسى (!) .. فى يوم الاثنين سابع شهر ربيع الاول سنة احدى و ثلثين و تسعمائة


III. Foll. 160-163v. The same Glosses as described under no. 585, ii.


Closely written in Nasta’liḳ. Conclusion:


تمت الرسالة .. تاريخه سنة احدى و ثلثين و تسعمائة


IV. Foll. 163v.168. A short logical treatise.


Begins:


اعلم ان العلم الذى قسموه الى التصور و التصديق عرفه بعضهم 1 بالصورة الحاصلة من الشىء عند الذات المجردة


The author of this treatise is not named. There are additional notes of his on the margin, marked with منه سلمه الله. He was, therefore, alive when this MS. was written, i.e. about A. H. 930.


Written like II. The colophon runs as follows:


وقد تم فى ربيع الاول المنتظم فى شهور سنة .. 2 ثلثين و تسعمائة 


Partly injured by insects.


Signature of Chas. Boddam, Calcutta, May 1st, 1787.


 


1 So in the preface, alias Kamâl al-dîn.


1 According to a gloss of the author’s, the authority alluded to is Râzî, in his شرح المطالع.


2 A blank.
DOI: 10.5281/zenodo.15077173
title: INSON XO'JALIK FAOLIYATINING RIVOJLANISHI VA HUDUDLARDA TABIIY RESURSLARDAN FOYDALANISHNING KUCHAYISHI

description: Inson hayoti mobaynida o‘z ehtiyojlari uchun zarur bo‘lgan moddiy neʼmatlarning barchasini tabiatdan oladi, yaʼni u tabiat bilan maʼlum darajada munosabatda o‘zaro taʼsirda bo‘ladi. Tabiat bilan jamiyat o‘rtasidagi o‘zaro taʼsirni tarixiy jihatdan o‘rganish ularning mazmunini to‘g‘ri tushunishga va kelajakdagi o‘zgarishlarni aniqroq, bashoratlashga imkon beradi. Tarixiy manbalarga ko‘ra, ular o‘rtasidagi o‘zaro taʼsir qariyb 3,5 mln yildan beri davom etib kelmoqda.
DOI: 10.5281/zenodo.15077174
title: INSON XO'JALIK FAOLIYATINING RIVOJLANISHI VA HUDUDLARDA TABIIY RESURSLARDAN FOYDALANISHNING KUCHAYISHI

description: Inson hayoti mobaynida o‘z ehtiyojlari uchun zarur bo‘lgan moddiy neʼmatlarning barchasini tabiatdan oladi, yaʼni u tabiat bilan maʼlum darajada munosabatda o‘zaro taʼsirda bo‘ladi. Tabiat bilan jamiyat o‘rtasidagi o‘zaro taʼsirni tarixiy jihatdan o‘rganish ularning mazmunini to‘g‘ri tushunishga va kelajakdagi o‘zgarishlarni aniqroq, bashoratlashga imkon beradi. Tarixiy manbalarga ko‘ra, ular o‘rtasidagi o‘zaro taʼsir qariyb 3,5 mln yildan beri davom etib kelmoqda.
DOI: 10.15468/dl.cb9pqr
title: Occurrence Download

description: A dataset containing 773 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acacia collinsii Saff.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 773 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024978-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uhzqjc
title: Occurrence Download

description: A dataset containing 731043 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is FishBase Database"
 ]
}

 The dataset includes 731043 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024968-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fky4ge
title: Occurrence Download

description: A dataset containing 845313 species occurrences available in GBIF matching the query:
{
 "StateProvince" : [
 "is Île-de-France"
 ]
}

 The dataset includes 845313 records from 139 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024953-250310093411724/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.27186936
title: Methane emissions of the oil and gas systems from 1990 to 2022 in China

description: This dataset covers annual CH<sub>4</sub> emission data for China's oil and gas industry from 1990 to 2022, including total emission gridded products (nc files) and infrastructure emission products (shapefile files).
DOI: 10.15468/dl.v3njwb
title: Occurrence Download

description: A dataset containing 1126 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acacia constricta A.Gray, Acacia constricta Benth.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1126 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024982-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5zzjd8
title: Occurrence Download

description: A dataset containing 278 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material sample, Specimen)",
 "TaxonKey is Leopardus tigrinus (Schreber, 1775)",
 "Year 1970-2025"
 ]
}

 The dataset includes 278 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024981-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xmf9qq
title: Occurrence Download

description: A dataset containing 1184 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Canada",
 "Country is Canada"
 ]
 },
 "TaxonKey is one of (Huperzia selago (L.) Bernh. ex Schrank & Mart.)"
 ]
}

 The dataset includes 1184 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024983-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pbka4c
title: Occurrence Download

description: A dataset containing 165 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "VerbatimScientificName is Phyllostachys"
 ]
}

 The dataset includes 165 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024985-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r7vtf5
title: Occurrence Download

description: A dataset containing 718 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acacia cornigera (L.) L., Acacia cornigera (L.) Willd.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 718 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024986-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15076825
title: Genome wide analyses reveal the role of mutator phenotypes in Mycobacterium tuberculosis drug resistance emergence

description: This dataset is presented as part of the article titled "Genome-wide analyses reveal the role of mutator phenotypes in Mycobacterium tuberculosis drug resistance emergence." It includes all the Sequence Read Archive (SRA) data of Mycobacterium tuberculosis isolates analyzed in this study (54,619 SRA). The dataset provides the drug resistance profiles of each isolate, specifying the antibiotics to which they are resistant. Additionally, it includes lineage and sublineage classifications. Furthermore, the dataset contains all identified mutations in 55 genes associated with the DNA repair system, detailing their genomic positions, gene locations, and corresponding amino acid changes.
DOI: 10.5281/zenodo.15076826
title: Genome wide analyses reveal the role of mutator phenotypes in Mycobacterium tuberculosis drug resistance emergence

description: This dataset is presented as part of the article titled "Genome-wide analyses reveal the role of mutator phenotypes in Mycobacterium tuberculosis drug resistance emergence." It includes all the Sequence Read Archive (SRA) data of Mycobacterium tuberculosis isolates analyzed in this study (54,619 SRA). The dataset provides the drug resistance profiles of each isolate, specifying the antibiotics to which they are resistant. Additionally, it includes lineage and sublineage classifications. Furthermore, the dataset contains all identified mutations in 55 genes associated with the DNA repair system, detailing their genomic positions, gene locations, and corresponding amino acid changes.
DOI: 10.5281/zenodo.15056918
title: HEAPO – An Open Dataset for Heat Pump Optimization with Smart Electricity Meter Data and On-Site Inspection Protocols

description: Abstract

Heat pumps are essential for decarbonizing residential heating but consume substantial electrical energy, impacting operational costs and grid demand. Many systems run inefficiently due to planning flaws, operational faults, or misconfigurations. While optimizing performance requires skilled professionals, labor shortages hinder large-scale interventions. However, digital tools and improved data availability create new service opportunities for energy efficiency, predictive maintenance, and demand-side management. To support research and practical solutions, we present an open-source dataset of electricity consumption from 1,408 households with heat pumps and smart electricity meters in the canton of Zurich, Switzerland, recorded at 15-minute and daily resolutions between 2018-11-03 and 2024-03-21. The dataset includes household metadata, weather data from 8 stations, and ground truth data from 410 field visit protocols collected by energy consultants during system optimizations. Additionally, the dataset includes a Python-based data loader to facilitate seamless data processing and exploration.

Data Description Paper

To use the dataset, please refer to the description provided in the current preprint. Note that this manuscript on arXiv is a preprint and is currently under peer review. The dataset and dataloader are available in their initial version, but future updates may occur. If you use the dataset in its current form, please cite the following arXiv paper: https://arxiv.org/abs/2503.16993

Code Availability

A Python-based dataloader and data usage instructions can be found on GitHub: https://github.com/tbrumue/heapo
DOI: 10.5281/zenodo.15056919
title: HEAPO – An Open Dataset for Heat Pump Optimization with Smart Electricity Meter Data and On-Site Inspection Protocols

description: Abstract

Heat pumps are essential for decarbonizing residential heating but consume substantial electrical energy, impacting operational costs and grid demand. Many systems run inefficiently due to planning flaws, operational faults, or misconfigurations. While optimizing performance requires skilled professionals, labor shortages hinder large-scale interventions. However, digital tools and improved data availability create new service opportunities for energy efficiency, predictive maintenance, and demand-side management. To support research and practical solutions, we present an open-source dataset of electricity consumption from 1,408 households with heat pumps and smart electricity meters in the canton of Zurich, Switzerland, recorded at 15-minute and daily resolutions between 2018-11-03 and 2024-03-21. The dataset includes household metadata, weather data from 8 stations, and ground truth data from 410 field visit protocols collected by energy consultants during system optimizations. Additionally, the dataset includes a Python-based data loader to facilitate seamless data processing and exploration.

Data Description Paper

To use the dataset, please refer to the description provided in the current preprint. Note that this manuscript on arXiv is a preprint and is currently under peer review. The dataset and dataloader are available in their initial version, but future updates may occur. If you use the dataset in its current form, please cite the following arXiv paper: https://arxiv.org/abs/2503.16993

Code Availability

A Python-based dataloader and data usage instructions can be found on GitHub: https://github.com/tbrumue/heapo
DOI: 10.15468/dl.csbjam
title: Occurrence Download

description: A dataset containing 1876 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is AUS.9_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tachyglossus aculeatus setosus (É.Geoffroy Saint-Hilaire, 1803)"
 ]
}

 The dataset includes 1876 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024987-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.