cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.26910811.v3
title: <b></b>Estimating the effect of increased contraceptive use on women's empowerment: using longitudinal PMA data, fixed effects modeling and fictive cohorts

description: Historically, family planning (FP) programs in low-income countries have been valued for their benefits to child and maternal health. Today, there is a focus on integrating contraceptive access into women's rights. However, measuring the impact of FP on women’s empowerment remains challenging due to a lack of experiments or longitudinal survey data. This paper aims to model the causal impact of increased contraceptive use on women's empowerment. Using longitudinal PMA data collected in 2019, 2020 and 2021 in Burkina Faso and fixed effects modeling, we estimate the effect of increases in contraceptive duration (number of months using modern or traditional methods over the past year) among women in union aged 20 to 44 on their labor force participation (LFP) and household decision-making power, controlling for age and fertility intentions. Results show that increases in contraceptive use attributable to improved access (controlling for fertility intentions) have a small yet positive and significative effect on women’s labor force participation; they are not linked to women’s decision-making power. A fictive cohort approach helps illustrate the magnitude of the effects. A woman, experiencing at every age the LFP rates observed for women in union between 20-44 in 2019-2021 in Burkina Faso PMA data, would work 11.95 years out of 25. Assuming an average increase in contraceptive duration of six months linked to improved access to contraceptive services in this population at every age, women’s number of years worked would increase from 11.95 to 12.48 (+4.4%). Several improvements in data collection are needed to strengthen the model. First, placing the waves two years apart or sustaining data collection for more years would be beneficial. Second, calendar data on occupation and fertility intentions and on the various events susceptible to modify them are needed to better estimate the causal impact of FP programs on women’s empowerment.<br>
DOI: 10.5281/zenodo.5242915
title: RP-Mod & RP-Crowd: Moderator- and Crowd-Annotated German News Comment Datasets

description: Abuse and hate are penetrating social media and many comment sections of news media companies. These platform providers invest considerable efforts to moderate user-generated contributions to prevent losing readers who get appalled by inappropriate texts. This is further enforced by legislative actions, which make non-clearance of these comments a punishable action. While (semi-)automated solutions using Natural Language Processing and advanced Machine Learning techniques are getting increasingly sophisticated, the domain of abusive language detection still struggles as large non-English and well-curated datasets are scarce or not publicly available.


With this work, we publish and analyse the largest annotated German abusive language comment datasets to date. In contrast to existing datasets, we achieve a high labelling standard by conducting a thorough crowd-based annotation study that complements professional moderators' decisions, which are also included in the dataset. We compare and cross-evaluate the performance of baseline algorithms and state-of-the-art transformer-based language models, which are fine-tuned on our datasets and an existing alternative, showing the usefulness for the community.
description: The research leading to these results received funding from the federal state of North Rhine-Westphalia and the European Regional Development Fund (EFRE.NRW 2014-2020), Project: MODERAT! (No. CM-2-2-036a).
DOI: 10.5281/zenodo.5242916
title: RP-Mod & RP-Crowd: Moderator- and Crowd-Annotated German News Comment Datasets

description: Abuse and hate are penetrating social media and many comment sections of news media companies. These platform providers invest considerable efforts to moderate user-generated contributions to prevent losing readers who get appalled by inappropriate texts. This is further enforced by legislative actions, which make non-clearance of these comments a punishable action. While (semi-)automated solutions using Natural Language Processing and advanced Machine Learning techniques are getting increasingly sophisticated, the domain of abusive language detection still struggles as large non-English and well-curated datasets are scarce or not publicly available. With this work, we publish and analyse the largest annotated German abusive language comment datasets to date. In contrast to existing datasets, we achieve a high labelling standard by conducting a thorough crowd-based annotation study that complements professional moderators' decisions, which are also included in the dataset. We compare and cross-evaluate the performance of baseline algorithms and state-of-the-art transformer-based language models, which are fine-tuned on our datasets and an existing alternative, showing the usefulness for the community.
description: The research leading to these results received funding from the federal state of North Rhine-Westphalia and the European Regional Development Fund (EFRE.NRW 2014-2020), Project: MODERAT! (No. CM-2-2-036a).
DOI: 10.5281/zenodo.5291339
title: RP-Mod & RP-Crowd: Moderator- and Crowd-Annotated German News Comment Datasets

description: Abuse and hate are penetrating social media and many comment sections of news media companies. These platform providers invest considerable efforts to moderate user-generated contributions to prevent losing readers who get appalled by inappropriate texts. This is further enforced by legislative actions, which make non-clearance of these comments a punishable action. While (semi-)automated solutions using Natural Language Processing and advanced Machine Learning techniques are getting increasingly sophisticated, the domain of abusive language detection still struggles as large non-English and well-curated datasets are scarce or not publicly available.


With this work, we publish and analyse the largest annotated German abusive language comment datasets to date. In contrast to existing datasets, we achieve a high labelling standard by conducting a thorough crowd-based annotation study that complements professional moderators' decisions, which are also included in the dataset. We compare and cross-evaluate the performance of baseline algorithms and state-of-the-art transformer-based language models, which are fine-tuned on our datasets and an existing alternative, showing the usefulness for the community.
description: The research leading to these results received funding from the federal state of North Rhine-Westphalia and the European Regional Development Fund (EFRE.NRW 2014-2020), Project: MODERAT! (No. CM-2-2-036a).
DOI: 10.34740/kaggle/dsv/11195425
title: Specific Heat Capacity Data
DOI: 10.23729/fd-f3740af5-1952-3b41-b344-ab9220ec26e2
title: Drone image dataset: Sjölax 19.2.2025

description: A dataset of images from a drone imaging mission in Sjölax, Kemiönsaari, Finland by Turku University of Applied Sciences in 2025.

The dataset consists of a drone data table, aerial survey images, an orthomosaic image and ODM Quality Report.

The drone data table includes information about the flight: shooting location, municipality, date, drone, shooting height, shooting direction, front overlap ratio, side overlap ratio, operator, processing in OpenDroneMap (yes/no), orthomosaic (yes/no), surface model (yes/no), 3D model (yes/no), GPS error (RMS), coordinate system, project, file location of aerial survey images, file location of the orthomosaic image and the ODM Quality Report and information whether the orthomosaic image has been clipped (yes/no).

The orthomosaic image is based on aerial survey images and made with WebODM Drone Software.

The ODM Quality Report is a report on the processing of the aerial survey images.
DOI: 10.5281/zenodo.4980754
title: Prayers and Charms [IO Bijapur 432]

description: Prayers and charms.

This manuscript is now IO Bijapur 432 in the India Office collections.

[metadata: Otto Loth, A Catalogue of the Arabic Manuscripts in the Library of the India Office, (volume 1), no. 360 here with further notations and hyperlinks].


360.

B 432. Size 83/4 in. by 5 in.; foll. 202. Thirteen lines in a page.

A fragment of a treatise on pious charms and remedies, arranged in 100 paragraphs (فائدة), and probably entitled کتاب مائة الفوائد.

The author is not mentioned. He frequently quotes Bûnî (d. A.H. 622), the “Imâm” Aḥmad b. Mûsa عجیل, Majd al-dîn Shîrâzî (i.e. Fîrûzâbâdî, d. A.H. 817), and various old authorities. One of his Shaikhs was Sulaimân b. Ibrâhîm ‘Alawî. He also mentions (fol. 4) that he wrote at an earlier period a treatise with the title الطریقة الواضحة الی اسرار الفاتحة.

This MS. is imperfect at the beginning. The first words are: تعالی ان لا یدانس اسمه, from the first فائدة, which treats of the magic powers of the Basmalah. The second فائدة (fol. 4) is inscribed: فی فضل سورة الفاتحة.

The latter portion, from the sixty-second paragraph. Is wanting. Only the last fol. is preserved, which concludes as follows: تمت تمام شد فوائد القران.

The last three pages contain an amulet for horses, with directions in Turkish.

Cat. 233, v.
DOI: 10.5281/zenodo.4980755
title: Prayers and Charms [IO Bijapur 432]

description: Prayers and charms.

This manuscript is now IO Bijapur 432 in the India Office collections.

[metadata: Otto Loth, A Catalogue of the Arabic Manuscripts in the Library of the India Office, (volume 1), no. 360 here with further notations and hyperlinks].


360.

B 432. Size 83/4 in. by 5 in.; foll. 202. Thirteen lines in a page.

A fragment of a treatise on pious charms and remedies, arranged in 100 paragraphs (فائدة), and probably entitled کتاب مائة الفوائد.

The author is not mentioned. He frequently quotes Bûnî (d. A.H. 622), the “Imâm” Aḥmad b. Mûsa عجیل, Majd al-dîn Shîrâzî (i.e. Fîrûzâbâdî, d. A.H. 817), and various old authorities. One of his Shaikhs was Sulaimân b. Ibrâhîm ‘Alawî. He also mentions (fol. 4) that he wrote at an earlier period a treatise with the title الطریقة الواضحة الی اسرار الفاتحة.

This MS. is imperfect at the beginning. The first words are: تعالی ان لا یدانس اسمه, from the first فائدة, which treats of the magic powers of the Basmalah. The second فائدة (fol. 4) is inscribed: فی فضل سورة الفاتحة.

The latter portion, from the sixty-second paragraph. Is wanting. Only the last fol. is preserved, which concludes as follows: تمت تمام شد فوائد القران.

The last three pages contain an amulet for horses, with directions in Turkish.

Cat. 233, v.
DOI: 10.5281/zenodo.15077430
title: OpenFE 2024 Industry Benchmarking Project, Results from GSK Private Dataset A

description: OpenFE 2024 Industry Benchmarking Project, OpenFE version v1.0.1.

Simulation details can be found in the GitHub repository https://github.com/OpenFreeEnergy/IndustryBenchmarks2024
DOI: 10.5281/zenodo.15077431
title: OpenFE 2024 Industry Benchmarking Project, Results from GSK Private Dataset A

description: OpenFE 2024 Industry Benchmarking Project, OpenFE version v1.0.1.

Simulation details can be found in the GitHub repository https://github.com/OpenFreeEnergy/IndustryBenchmarks2024
DOI: 10.5281/zenodo.4980703
title: Prayers and Charms [IO Islamic 1860]

description: Prayers and charms.
	
This manuscript is now IO Islamic 1860 in the India Office collections.
	
[metadata: Otto Loth, A Catalogue of the Arabic Manuscripts in the Library of the India Office, (volume 1), no. 359 here with further notations and hyperlinks].



359.


1860. Size 91/2 in. by 43/4 in.; foll. 248. Twenty-one and ten lines in a page.



	

	
Foll. 9-200. A Commentary (ممزوج) on the preceding work, by Ibrâhîm b. Muḥammad b. Ibrâhîm ḤALABÎ (d. A.H. 956). This is the abridgement which the author made from his larger commentary, called غنیمة المتملّی. It is simply named شرح منیة المصلّی. See Ḥ. Kh. vi. 228; Aumer, Hdss. Münch. 50 sq.; and Flügel, Hdss, Wien, iii. 118 sq.
	



Neatly written. Dated Tuesday, 17th Ṣafar, 1096. Numerous marginal notes, extracted from the larger commentary, and from various other works. A small ornament on the first page, and coloured lines round the others.


The vacant leaves at the beginning and end of this piece are filled with various extracts, traditions, Fatwas, etc., written in the same hand. Amongst them is a list of the sections of the present work (foll. 3v.-4r.).


Foll. 205v.-208. Short Rules of Inheritance, written like the preceding.


Foll. 209-210. Various extracts, amongst them (fol. 210v.) one from ریاض الصالحین, and, on the margin of the same page, another from تفسیر زاهدی, both of some length.


Foll. 211-223. A Persian treatise on Dress. It is imperfect at the beginning, but it is described at the end as an extract from کتاب جیبی.


Foll. 224-227 are vacant, but enclosed with coloured lines like the rest.



	

	
Foll. 229-248: الجزء الاول من نسخة ..1 فی علم الفرائض والله اعلم بالصواب. An anonymous treatise on the Law of Inheritance.
	



Begins: اعلم ان الرجل اذا مات. Imperfect at the end. Plainly written in a large hand, with numerous notes. This part of the volume being of a smaller size, the single sheets of it have been bound higher and lower alternately, so as to fit the size of the rest. Part of the margin of it has been cut off.


Both parts of this volume bear the seal of Nuṣrat Jang, the first also a note stating that it had been bought of Saiyid Ḥusainî ‘Aidarûs, at Mailâpûr. Cf. Stewart’s Catal. 151, liii.


[Tippu.]


 


1Cut off.
DOI: 10.5281/zenodo.4980704
title: Prayers and Charms [IO Islamic 1860]

description: Prayers and charms.
	
This manuscript is now IO Islamic 1860 in the India Office collections.
	
[metadata: Otto Loth, A Catalogue of the Arabic Manuscripts in the Library of the India Office, (volume 1), no. 359 here with further notations and hyperlinks].



359.


1860. Size 91/2 in. by 43/4 in.; foll. 248. Twenty-one and ten lines in a page.



	

	
Foll. 9-200. A Commentary (ممزوج) on the preceding work, by Ibrâhîm b. Muḥammad b. Ibrâhîm ḤALABÎ (d. A.H. 956). This is the abridgement which the author made from his larger commentary, called غنیمة المتملّی. It is simply named شرح منیة المصلّی. See Ḥ. Kh. vi. 228; Aumer, Hdss. Münch. 50 sq.; and Flügel, Hdss, Wien, iii. 118 sq.
	



Neatly written. Dated Tuesday, 17th Ṣafar, 1096. Numerous marginal notes, extracted from the larger commentary, and from various other works. A small ornament on the first page, and coloured lines round the others.


The vacant leaves at the beginning and end of this piece are filled with various extracts, traditions, Fatwas, etc., written in the same hand. Amongst them is a list of the sections of the present work (foll. 3v.-4r.).


Foll. 205v.-208. Short Rules of Inheritance, written like the preceding.


Foll. 209-210. Various extracts, amongst them (fol. 210v.) one from ریاض الصالحین, and, on the margin of the same page, another from تفسیر زاهدی, both of some length.


Foll. 211-223. A Persian treatise on Dress. It is imperfect at the beginning, but it is described at the end as an extract from کتاب جیبی.


Foll. 224-227 are vacant, but enclosed with coloured lines like the rest.



	

	
Foll. 229-248: الجزء الاول من نسخة ..1 فی علم الفرائض والله اعلم بالصواب. An anonymous treatise on the Law of Inheritance.
	



Begins: اعلم ان الرجل اذا مات. Imperfect at the end. Plainly written in a large hand, with numerous notes. This part of the volume being of a smaller size, the single sheets of it have been bound higher and lower alternately, so as to fit the size of the rest. Part of the margin of it has been cut off.


Both parts of this volume bear the seal of Nuṣrat Jang, the first also a note stating that it had been bought of Saiyid Ḥusainî ‘Aidarûs, at Mailâpûr. Cf. Stewart’s Catal. 151, liii.


[Tippu.]


 


1Cut off.
DOI: 10.5281/zenodo.4980667
title: Prayers and Charms [IO Islamic 1162]

description: Prayers and charms.
	
This manuscript is now IO Islamic 1162 in the India Office collections.
	
[metadata: Otto Loth, A Catalogue of the Arabic Manuscripts in the Library of the India Office, (volume 1), no. 358 here with further notations and hyperlinks].



358.


1162. Size 91/2 in. by 61/4 in.; foll. 71. Twelve, afterwards up to eighteen lines in a page.


Another copy of the preceding work.


Ill written in two hands, Nasta’liḳ and Naskh. The former ends confusedly on fol. 68v., and has the date, A.H. 1169. The remaining portion has been added by the Naskh hand. The colophon mentions ‘Alî Muḥammad as the transcriber, and a note below, Molla Fâḍil Âkhûn as the owner of this copy.


Coloured lines round the pages of the earlier portion.


Fol. 7 should be placed after fol. 9.


A few lines in Pushtû are on the fly-leaf.
DOI: 10.5281/zenodo.4980668
title: Prayers and Charms [IO Islamic 1162]

description: Prayers and charms.
	
This manuscript is now IO Islamic 1162 in the India Office collections.
	
[metadata: Otto Loth, A Catalogue of the Arabic Manuscripts in the Library of the India Office, (volume 1), no. 358 here with further notations and hyperlinks].



358.


1162. Size 91/2 in. by 61/4 in.; foll. 71. Twelve, afterwards up to eighteen lines in a page.


Another copy of the preceding work.


Ill written in two hands, Nasta’liḳ and Naskh. The former ends confusedly on fol. 68v., and has the date, A.H. 1169. The remaining portion has been added by the Naskh hand. The colophon mentions ‘Alî Muḥammad as the transcriber, and a note below, Molla Fâḍil Âkhûn as the owner of this copy.


Coloured lines round the pages of the earlier portion.


Fol. 7 should be placed after fol. 9.


A few lines in Pushtû are on the fly-leaf.
DOI: 10.6084/m9.figshare.28683380
title: LBA001_inaquosorum_stats.txt

description: Statistic file for B.inaquosorum LBA001
DOI: 10.5281/zenodo.4980616
title: Prayers and Charms [IO Islamic 2168]

description: Prayers and charms.
	
This manuscript is now IO Islamic 2168 in the India Office collections.
	
[metadata: Otto Loth, A Catalogue of the Arabic Manuscripts in the Library of the India Office, (volume 1), no. 357 here with further notations and hyperlinks].



357.


2168. Size 91/2 in. by 6 in.; foll. 88. Eleven and thirteen lines in a page.


SADÎD AL-DÎN KÂSHGHARÎ’S instruction in Prayer and Purification, according to the Ḥanafite rite, entitled مُنْیة المصلّی و غنیة المبتدی. Cf. Ḥ. Kh. vi. 227; Fleischer, Cat. Lips. 467; Aumer, Hdss. Münch. 50, etc.


Plainly written in two large hands, partly with Persian interlineation and notes.


Fol. 88. A funeral prayer, with directions in Persian.


[College of Fort William, 1825.]
DOI: 10.5281/zenodo.4980617
title: Prayers and Charms [IO Islamic 2168]

description: Prayers and charms.
	
This manuscript is now IO Islamic 2168 in the India Office collections.
	
[metadata: Otto Loth, A Catalogue of the Arabic Manuscripts in the Library of the India Office, (volume 1), no. 357 here with further notations and hyperlinks].



357.


2168. Size 91/2 in. by 6 in.; foll. 88. Eleven and thirteen lines in a page.


SADÎD AL-DÎN KÂSHGHARÎ’S instruction in Prayer and Purification, according to the Ḥanafite rite, entitled مُنْیة المصلّی و غنیة المبتدی. Cf. Ḥ. Kh. vi. 227; Fleischer, Cat. Lips. 467; Aumer, Hdss. Münch. 50, etc.


Plainly written in two large hands, partly with Persian interlineation and notes.


Fol. 88. A funeral prayer, with directions in Persian.


[College of Fort William, 1825.]
DOI: 10.6084/m9.figshare.5146834
title: Intraoperative left atrium inversion after implantation of HeartMate III ventricular assist device

description: We report here a case of left atrium inversion after implanting HeartMate III LVAD, which is known to be the first in literature. LVAD can be functional only if there is adequate inflow to the device. Parameters and filling of left ventricle can be assessed by TEE. In our case, initial examination with TEE showed thrombus like images. HeartMate III has a reliable algorithm that automatically reduces pump speed if ‘suction effect’ is detected. HeartMate III demonstrates clean flow properties and good surface wash. Despite these positive features of the HeartMate III, left atrium inversion can still be seen with it, so users should be alert in this regard.
DOI: 10.6084/m9.figshare.5146834.v1
title: Intraoperative left atrium inversion after implantation of HeartMate III ventricular assist device

description: We report here a case of left atrium inversion after implanting HeartMate III LVAD, which is known to be the first in literature. LVAD can be functional only if there is adequate inflow to the device. Parameters and filling of left ventricle can be assessed by TEE. In our case, initial examination with TEE showed thrombus like images. HeartMate III has a reliable algorithm that automatically reduces pump speed if ‘suction effect’ is detected. HeartMate III demonstrates clean flow properties and good surface wash. Despite these positive features of the HeartMate III, left atrium inversion can still be seen with it, so users should be alert in this regard.
DOI: 10.5281/zenodo.15100856
title: Processed data for "Local drivers of Antarctic spring sea ice retreat"

description: Processed data used to reproduce all figures in the manuscript "Local drivers of Antarctic spring sea ice retreat"
DOI: 10.5281/zenodo.15100857
title: Processed data for "Local drivers of Antarctic spring sea ice retreat"

description: Processed data used to reproduce all figures in the manuscript "Local drivers of Antarctic spring sea ice retreat"
DOI: 10.5281/zenodo.4976241
title: Prayers and Charms [IO Islamic 2131]

description: Prayers and charms.
	
This manuscript is now IO Islamic 2131 in the India Office collections.
	
[metadata: Otto Loth, A Catalogue of the Arabic Manuscripts in the Library of the India Office, (volume 1), no. 355 here with further notations and hyperlinks].



355.


2131. Size 8 in. by 43/4 in.; foll. 109. Nine and thirteen lines in a page.



	

	
Foll. 1-89. The دلائل الخیرات of JAZÛLÎ, without the introduction.
	



Beginning: اللهم صل علی محمد و ازواجه و ذ[رّیّته]1 کما صلیت علی ابراهیم الخ.


Plainly written; vowel-points occasionally added.



	

	
Foll. 91v.-101. A prayer for Muḥammad, styled درود اکبر.
	



It begins: و اشهد بانّا نشهد ان لا اله الاّ الله وحده, and is preceded by a Persian introduction, اسناد درود اکبر.


Plainly written, with all the vowels. It was transcribed by Shaikh Muḥammad عرب, in Rajab, 1084, for Malik Yâḳût Ṣalâbat Khân.


The vacant pages between these two pieces are filled with a prayer for Muḥammad, written in a very large hand, and at the foot of the second is a charm, ascribed to ‘Alî, in Persian, written in Shikastah.



	

	
Foll. 102-109. A morning prayer.
	



Beginning: بسم الله علی نفسی و اهلی و مالی اللهم انت ربّی.


Well written in a large hand.


For the rest of the volume, see Urdû and Persian MSS.


[College of Fort William, 1825.]


 


1 Effaced.