cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.18131/ft2vx-bw849
title: Evaluating the interplay between estrous cyclicity and  induced seizure susceptibility in Scn2aK1422E mice - Supplementary Table S1

description: Evaluating the interplay between estrous cyclicity and induced seizure susceptibility in Scn2a K1422E mice
Supplementary Table S1: Estrous cycle monitoring data
Contents:
Sheet 1: Estrous cycle - OVX, sham
- Detailed estrous cycle monitoring data for all subjects that underwent OVX or sham surgery
- Subjects are identified by study number in column A
- Genotype information (WT, E/+) is given in column B
- Surgical condition (OVX, sham) is given in column C
- Estrous cycle stage calls (see legend, column W) are given in columns D-R
- Cycle regularity call (regular, irregular) is given in column S
- Blinded call of surgical condition (OVX, Sham) is given in column T
- Latency to flurothyl-induced GTCS is given in column U
***rows in red indicate subjects where blinded call of surgical condition did not match actual condition***
 
Sheet 2: Estrous cycle - untreated
- Detailed estrous cycle monitoring data for all non-surgerized subjects 
- Subjects are identified by study number in column A
- Genotype information (WT, E/+) is given in column B
- Estrous cycle stage calls (see legend, column R) are given in columns C-N
- Cycle regularity call (regular, irregular) is given in column O
- Latency to flurothyl-induced GTCS is given in column P
DOI: 10.5281/zenodo.7874899
title: Measurements of type 3 non-uniqueness between 660 °C and 960 °C for 18SIB02 EMPIR project "Real-K"

description: Dataset coming from type 3 non uniqueness investigation at INRiM, for project Real-K. The dataset has been collected by 5 test HT-SPRTs, inserted into a sodium heat pipe, calibrated at the fixed points of water, tin, zinc, silver and aluminium. The measurements have been performed at 760, 780, 800, 820, 840 and 860 °C. RPTW_Polito.xlsx are measurements taken on 6 probes at the triple point of water. MAP-HP-SODIO.txt contains measurements performed with 2 reference sensors in order to evaluate the uniformity among the HP wells. note-durante.xlsx contains notes taken during the "MAP-HP-SODIO" measurements 760-SODI-2.txt contains the actual measurements of the 5 probes + 1 control probe (in channel 4). calibrations_2023.xlsx contains the calibration measurements and calculations of the test HT-SPRTs
DOI: 10.5281/zenodo.7874900
title: Measurements of type 3 non-uniqueness between 660 °C and 960 °C for 18SIB02 EMPIR project "Real-K"

description: Dataset coming from type 3 non uniqueness investigation at INRiM, for project Real-K. The dataset has been collected by 5 test HT-SPRTs, inserted into a sodium heat pipe, calibrated at the fixed points of water, tin, zinc, silver and aluminium. The measurements have been performed at 760, 780, 800, 820, 840 and 860 °C. RPTW_Polito.xlsx are measurements taken on 6 probes at the triple point of water. MAP-HP-SODIO.txt contains measurements performed with 2 reference sensors in order to evaluate the uniformity among the HP wells. note-durante.xlsx contains notes taken during the "MAP-HP-SODIO" measurements 760-SODI-2.txt contains the actual measurements of the 5 probes + 1 control probe (in channel 4). calibrations_2023.xlsx contains the calibration measurements and calculations of the test HT-SPRTs
DOI: 10.5281/zenodo.7876018
title: Data from: Nonlinear decoding models enable music reconstruction from human auditory cortex activity

description: This dataset is associated with the manuscript "Nonlinear decoding models enable music reconstruction from human auditory cortex activity", and provides all preprocessed files necessary to replicate the results. In this study, we recorded intracranial EEG data (specifically, ECoG) in 29 patients with pharmacoresistant epilepsy while they were passively listening to a Pink Floyd song. The present dataset consists of preprocessed neural activity (High-Frequency Activity, 70-150 Hz), electrode coordinates (in MNI template space) and auditory stimulus (raw wave file, and 32- and 128-frequency-bin auditory spectrogram). HFA and both auditory spectrograms have a sampling rate of 100 Hz, and are temporally aligned (duration of 190.72 s). The code we used to preprocess and analyze the data is hosted on GitHub, here for the manuscript and there for the predictive modeling functions.
DOI: 10.5281/zenodo.7876019
title: Data from: Nonlinear decoding models enable music reconstruction from human auditory cortex activity

description: This dataset is associated with the manuscript "Nonlinear decoding models enable music reconstruction from human auditory cortex activity", and provides all preprocessed files necessary to replicate the results. In this study, we recorded intracranial EEG data (specifically, ECoG) in 29 patients with pharmacoresistant epilepsy while they were passively listening to a Pink Floyd song. The present dataset consists of preprocessed neural activity (High-Frequency Activity, 70-150 Hz), electrode coordinates (in MNI template space) and auditory stimulus (raw wave file, and 32- and 128-frequency-bin auditory spectrogram). HFA and both auditory spectrograms have a sampling rate of 100 Hz, and are temporally aligned (duration of 190.72 s). The code we used to preprocess and analyze the data is hosted on GitHub, here for the manuscript and there for the predictive modeling functions.
DOI: 10.5281/zenodo.7876080
title: Household survey on water-related ecosystem services in the South West Mau, Kenya

description: This household survey was conducted to investigate the perceived importance and socio-cultural value of the South West Mau forest for the provisioning of water-related ecosystem services for communities living adjacent to and further away from the forest. The dataset contains the questions from the household survey and the corresponding survey results (i.e. responses from participants). The respondents are classified according to their geographical location in the Chemosit catchment (upper, middle and lower catchment). The numbers in the column headings correspond to the question number in the household survey.
DOI: 10.5281/zenodo.7876079
title: Household survey on water-related ecosystem services in the South West Mau, Kenya

description: This household survey was conducted to investigate the perceived importance and socio-cultural value of the South West Mau forest for the provisioning of water-related ecosystem services for communities living adjacent to and further away from the forest. The dataset contains the questions from the household survey and the corresponding survey results (i.e. responses from participants). The respondents are classified according to their geographical location in the Chemosit catchment (upper, middle and lower catchment). The numbers in the column headings correspond to the question number in the household survey.
DOI: 10.5525/gla.researchdata.1177
title: Public trust and understanding of online content moderation, and its impacts on public discourse

description: The dataset is the product of a scoping study which examined the mechanics and rationale of online content moderation, decision-making and its influences and levels of trust and understanding of content moderation policies. First through survey work and focus groups with content moderators, it examined moderation behavior and role perception, decision-making processes and assessments of the effectiveness of moderation policies. Second, through qualitative work with social media users it explored particular models of trust including the way in which trust is reworked in different contexts and its influencing factors, including the alignment of expectations, acceptable losses and gains. A key area of investigation was the degree of comprehensibility of online moderation mechanisms and policies and their impact on trust and credibility. Through a dialogue workshop methodology, moderators and users were brought together to highlight commonalities and differences in respect of expectations and understandings of moderation and how these relate to value-based belief systems and ideas of ethical behaviours. As such, the dataset is made up of two strands: a) transcriptions of five focus groups lasting 1.5 hours with 4-5 participants, two of which are with content moderators (one with Reddit moderators one with moderators from a national news outlet) and the fifth group, a combination of previous focus group participants from the Reddit moderators and social media users (called the dialogue workshop) b) the data from the online survey with a return sample of 218 of Reddit moderators.
DOI: 10.5281/zenodo.7876050
title: STAVER: A Standardized Dataset-Based Algorithm for Efficient Variation Reduction in Large-Scale DIA MS Data

description: This project focuses on the development and application of STAVER, a standardized dataset-based algorithm designed to reduce variation in large-scale data-independent acquisition (DIA) mass spectrometry data. By using a reference dataset to standardize mass spectrometry signals, STAVER effectively reduces noise and enhances protein quantification accuracy, especially in the context of multi-library search. The effectiveness of STAVER is demonstrated in several large-scale DIA datasets, showing improved identification and quantification of thousands of proteins. The project aims to promote the adoption of multi-library search and improve the quality of DIA proteomics data through the open-source STAVER software package.
DOI: 10.5281/zenodo.7876049
title: STAVER: A Standardized Dataset-Based Algorithm for Efficient Variation Reduction in Large-Scale DIA MS Data

description: This project focuses on the development and application of STAVER, a standardized dataset-based algorithm designed to reduce variation in large-scale data-independent acquisition (DIA) mass spectrometry data. By using a reference dataset to standardize mass spectrometry signals, STAVER effectively reduces noise and enhances protein quantification accuracy, especially in the context of multi-library search. The effectiveness of STAVER is demonstrated in several large-scale DIA datasets, showing improved identification and quantification of thousands of proteins. The project aims to promote the adoption of multi-library search and improve the quality of DIA proteomics data through the open-source STAVER software package.
DOI: 10.5281/zenodo.7875974
title: BRI Sentiment Analysis

description: This dataset contains news articles related to the Belt and Road Initiative (BRI) from various sources, collected between 2015 and 2023 in English and from 2019 to 2023 in Chinese. The articles are labeled with sentiment scores for sentiment analysis, using a three-point scale: negative, neutral, positive The dataset aims to provide insights into the public perception of the BRI and its impact on various countries and regions. The data can be used for sentiment analysis, natural language processing, and machine learning research related to the BRI. Data source: media outlets in Chinese and in English (the name of the outlet is indicated in the column source) Sentiment analysis algorithms: - SnowNLP for Chinese (https://github.com/isnowfy/snownlp) - Scale 0-1<br> - Own algorithm based on FinABSA approach for English (https://github.com/guijinSON/FinABSA) - Scale -11 The files contain the following columns title - title of the article date - date of the article source - name of the source month, year, quarter, sentiment - sentiment score calculated by the algorithms sentiment_label - sentiment label based on optimized thresholds (positive, neutral, negative)
DOI: 10.5281/zenodo.7875975
title: BRI Sentiment Analysis

description: This dataset contains news articles related to the Belt and Road Initiative (BRI) from various sources, collected between 2015 and 2023 in English and from 2019 to 2023 in Chinese. The articles are labeled with sentiment scores for sentiment analysis, using a three-point scale: negative, neutral, positive The dataset aims to provide insights into the public perception of the BRI and its impact on various countries and regions. The data can be used for sentiment analysis, natural language processing, and machine learning research related to the BRI. Data source: media outlets in Chinese and in English (the name of the outlet is indicated in the column source) Sentiment analysis algorithms: - SnowNLP for Chinese (https://github.com/isnowfy/snownlp) - Scale 0-1<br> - Own algorithm based on FinABSA approach for English (https://github.com/guijinSON/FinABSA) - Scale -11 The files contain the following columns title - title of the article date - date of the article source - name of the source month, year, quarter, sentiment - sentiment score calculated by the algorithms sentiment_label - sentiment label based on optimized thresholds (positive, neutral, negative)
DOI: 10.5281/zenodo.7876118
title: [IO Islamic 2808] گلستان

description: <strong>Gulistân.</strong> <strong>This manuscript is now IO Islamic 1161 in the India Office collections.</strong> <strong>[metadata:</strong> <strong>Hermann Ethé</strong><strong><em>, </em></strong><strong><em>Catalogue of Persian Manuscripts in the Library of the India Office,</em></strong> <strong>2 vols. (Oxford: India Office, 1903): volume 1,</strong> <strong>number 2808 here with notations and hyperlinks].</strong> 1161 The same. Copied A.H. 1185 (A.D. 1771, 1772). Occasionally some interlinear glosses. Bibliotheca Leydeniana. No. 2808, ff. 1-71, ll. 14; Nasta’lîḳ; size, 8<sup>3/8</sup> in. by 6<sup>3/4</sup> in.
DOI: 10.5281/zenodo.7876117
title: [IO Islamic 2808] گلستان

description: <strong>Gulistân.</strong> <strong>This manuscript is now IO Islamic 1161 in the India Office collections.</strong> <strong>[metadata:</strong> <strong>Hermann Ethé</strong><strong><em>, </em></strong><strong><em>Catalogue of Persian Manuscripts in the Library of the India Office,</em></strong> <strong>2 vols. (Oxford: India Office, 1903): volume 1,</strong> <strong>number 2808 here with notations and hyperlinks].</strong> 1161 The same. Copied A.H. 1185 (A.D. 1771, 1772). Occasionally some interlinear glosses. Bibliotheca Leydeniana. No. 2808, ff. 1-71, ll. 14; Nasta’lîḳ; size, 8<sup>3/8</sup> in. by 6<sup>3/4</sup> in.
DOI: 10.5281/zenodo.7876128
title: [IO Islamic 1541] گلستان

description: <strong>Gulistân.</strong> <strong>This manuscript is now IO Islamic 1162 in the India Office collections.</strong> <strong>[metadata:</strong> <strong>Hermann Ethé</strong><strong><em>, </em></strong><strong><em>Catalogue of Persian Manuscripts in the Library of the India Office,</em></strong> <strong>2 vols. (Oxford: India Office, 1903): volume 1,</strong> <strong>number 1541 here with notations and hyperlinks].</strong> 1162 The same. A beautifully written copy, interleaved throughout; dated by Sayyid ‘Azîz-allâh alḥusainî Zanjânî Ḳâdirî the 21st of Jumâdâ-alawwal, A.H. 1196 (A.D. 1782, May 4). Fol. 37 must be read before fol. 36 No. 1541, ff. 136, ll. 11; large and distinct Nasta’lîḳ; illuminated frontispiece; pictures on ff. 13<sup>b</sup>, 34<sup>a</sup>, 56<sup>b</sup>, 71<sup>b</sup>, 78<sup>a</sup>, 94<sup>b</sup>, 98<sup>a</sup>, and 101<sup>a</sup>; size, 10½ in. by 6¾ in.
DOI: 10.5281/zenodo.7876127
title: [IO Islamic 1541] گلستان

description: <strong>Gulistân.</strong> <strong>This manuscript is now IO Islamic 1162 in the India Office collections.</strong> <strong>[metadata:</strong> <strong>Hermann Ethé</strong><strong><em>, </em></strong><strong><em>Catalogue of Persian Manuscripts in the Library of the India Office,</em></strong> <strong>2 vols. (Oxford: India Office, 1903): volume 1,</strong> <strong>number 1541 here with notations and hyperlinks].</strong> 1162 The same. A beautifully written copy, interleaved throughout; dated by Sayyid ‘Azîz-allâh alḥusainî Zanjânî Ḳâdirî the 21st of Jumâdâ-alawwal, A.H. 1196 (A.D. 1782, May 4). Fol. 37 must be read before fol. 36 No. 1541, ff. 136, ll. 11; large and distinct Nasta’lîḳ; illuminated frontispiece; pictures on ff. 13<sup>b</sup>, 34<sup>a</sup>, 56<sup>b</sup>, 71<sup>b</sup>, 78<sup>a</sup>, 94<sup>b</sup>, 98<sup>a</sup>, and 101<sup>a</sup>; size, 10½ in. by 6¾ in.
DOI: 10.5281/zenodo.7876072
title: Attitude and CTM predictions for From Tribal Polarization to Socio-Economic Disparities: Exploring the Landscape of Vaccine Hesitancy on Twitter paper

description: The presented data pertains to predictions of Attitudes and CTM, generated through the application of Machine Learning models. These models have been extensively elucidated in the research paper titled "From Tribal Polarization to Socio-Economic Disparities: Exploring the Landscape of Vaccine Hesitancy on Twitter". The aforementioned data is available to the public.
DOI: 10.5281/zenodo.7876071
title: Attitude and CTM predictions for From Tribal Polarization to Socio-Economic Disparities: Exploring the Landscape of Vaccine Hesitancy on Twitter paper

description: The presented data pertains to predictions of Attitudes and CTM, generated through the application of Machine Learning models. These models have been extensively elucidated in the research paper titled "From Tribal Polarization to Socio-Economic Disparities: Exploring the Landscape of Vaccine Hesitancy on Twitter". The aforementioned data is available to the public.
DOI: 10.5285/2485214239134768820ffb50fb5513bc
title: HyperDrone Flight 20200929 - hyperspectral in situ radiometry and hyperspectral imagery at different altitudes for plastics detection

description: Airborne remote-sensed hyperspectral in-situ radiometry data and hyperspectral imagery collected by the NERC Field Spectroscopy Facility (FSF) Headwall Co-aligned VNIR and SWIR imager (450-2500 nm) with LiDAR instruments mounted on a drone platform. These hyperspectral data collected over a sandy and rocky shore have associated uncertainty estimations that will be used to develop of radiometric proxies for plastics detection and assess future mission requirements. This dataset was collected on 29th September 2020 at Tyninghame beach, East Lothian, Scotland using a range of different plastic targets.
DOI: 10.5281/zenodo.7876131
title: [IO Islamic 3159] گلستان

description: <strong>Gulistân.</strong> <strong>This manuscript is now IO Islamic 1163 in the India Office collections.</strong> <strong>[metadata:</strong> <strong>Hermann Ethé</strong><strong><em>, </em></strong><strong><em>Catalogue of Persian Manuscripts in the Library of the India Office,</em></strong> <strong>2 vols. (Oxford: India Office, 1903): volume 1,</strong> <strong>number 3159 here with notations and hyperlinks].</strong> 1163 The same. This copy, which is not dated, was written by Muḥammad Yaḥyâ bin Muḥammad ‘Umar, and formerly belonged to the Marquess of Hastings, to whom it was given by his most esteemed and learned friend, Antonio Viegra, 1786 (A.H. 1200, 1201), according to a note on the fly-leaf. The right order of ff. 68-73 is: 68, 72, 70, 71, 69, 73. No. 3159, ff. 227, ll. 11; large, but unequal Nasta’lîḳ; the first two leaves supplied later, ll. 13; splendid binding in red and gold; size, 8 in. by 4½ in.
DOI: 10.5281/zenodo.7876130
title: [IO Islamic 3159] گلستان

description: <strong>Gulistân.</strong> <strong>This manuscript is now IO Islamic 1163 in the India Office collections.</strong> <strong>[metadata:</strong> <strong>Hermann Ethé</strong><strong><em>, </em></strong><strong><em>Catalogue of Persian Manuscripts in the Library of the India Office,</em></strong> <strong>2 vols. (Oxford: India Office, 1903): volume 1,</strong> <strong>number 3159 here with notations and hyperlinks].</strong> 1163 The same. This copy, which is not dated, was written by Muḥammad Yaḥyâ bin Muḥammad ‘Umar, and formerly belonged to the Marquess of Hastings, to whom it was given by his most esteemed and learned friend, Antonio Viegra, 1786 (A.H. 1200, 1201), according to a note on the fly-leaf. The right order of ff. 68-73 is: 68, 72, 70, 71, 69, 73. No. 3159, ff. 227, ll. 11; large, but unequal Nasta’lîḳ; the first two leaves supplied later, ll. 13; splendid binding in red and gold; size, 8 in. by 4½ in.
DOI: 10.5285/e0f6a223220d463ea7a5d2a7520000cf
title: HyperDrone Flight 20210722 - hyperspectral in situ radiometry and hyperspectral imagery at different altitudes for plastics detection

description: Airborne remote-sensed hyperspectral in-situ radiometry data and hyperspectral imagery collected by the NERC Field Spectroscopy Facility (FSF) Headwall Co-aligned VNIR and SWIR imager (450-2500 nm) with LiDAR instruments mounted on a drone platform. These hyperspectral data collected over a sandy and rocky shore have associated uncertainty estimations that will be used to develop of radiometric proxies for plastics detection and assess future mission requirements. This dataset was collected on 22nd July 2021 from Oban airport's shore using a range of different plastic targets
DOI: 10.5281/zenodo.7876135
title: [IO Islamic 3431] گلستان

description: <strong>Gulistân.</strong> <strong>This manuscript is now IO Islamic 1164 in the India Office collections.</strong> <strong>[metadata:</strong> <strong>Hermann Ethé</strong><strong><em>, </em></strong><strong><em>Catalogue of Persian Manuscripts in the Library of the India Office,</em></strong> <strong>2 vols. (Oxford: India Office, 1903): volume 1,</strong> <strong>number 3431 here with notations and hyperlinks].</strong> 1164 The same. This copy is dated by Bîmćand, who calls himself a ملازم عدالت ديوانى , a servant or official of the civil court, the 14th of Ṣafar, A.H. 1208=8th of the month Âsin, in the year 1200 of the Bangâlî era=A.D. 1793, Sept. 21. It was presented by W.B. Smith, Esq., March 30, 1816. No. 3431, ff. 143, ll. 7; very clear and distinct Nasta’lîḳ; size, 7<sup>7/3</sup> in. by 5<sup>5/8</sup> in.
DOI: 10.5281/zenodo.7876134
title: [IO Islamic 3431] گلستان

description: <strong>Gulistân.</strong> <strong>This manuscript is now IO Islamic 1164 in the India Office collections.</strong> <strong>[metadata:</strong> <strong>Hermann Ethé</strong><strong><em>, </em></strong><strong><em>Catalogue of Persian Manuscripts in the Library of the India Office,</em></strong> <strong>2 vols. (Oxford: India Office, 1903): volume 1,</strong> <strong>number 3431 here with notations and hyperlinks].</strong> 1164 The same. This copy is dated by Bîmćand, who calls himself a ملازم عدالت ديوانى , a servant or official of the civil court, the 14th of Ṣafar, A.H. 1208=8th of the month Âsin, in the year 1200 of the Bangâlî era=A.D. 1793, Sept. 21. It was presented by W.B. Smith, Esq., March 30, 1816. No. 3431, ff. 143, ll. 7; very clear and distinct Nasta’lîḳ; size, 7<sup>7/3</sup> in. by 5<sup>5/8</sup> in.
DOI: 10.5281/zenodo.7876145
title: [IO Islamic 2210] گلستان

description: <strong>Gulistân.</strong> <strong>This manuscript is now IO Islamic 1165 in the India Office collections.</strong> <strong>[metadata:</strong> <strong>Hermann Ethé</strong><strong><em>, </em></strong><strong><em>Catalogue of Persian Manuscripts in the Library of the India Office,</em></strong> <strong>2 vols. (Oxford: India Office, 1903): volume 1,</strong> <strong>number 2210 here with notations and hyperlinks].</strong> 1165 The same. This copy is dated by Aḥsan-allâh, in the month Dhû-alḥijjah, A.H. 1213 (A.D. 1799, May), in the time of Nawwâb Mu’în-aldaulah Dilirjang Bahâdur, the son of Nawwâb Mubârak-aldaulah Bahâdur (the latter probably identical with Mîr Ja’far ‘Alîkhân, the Nawwâb or Nâżim of Bangâlah’s youngest son, who succeeded his brother Saif-aldaulah, March, 1770, and died at Murshidâbâd, September, 1793). College of Fort William 1825. No. 2210, ff. 114, ll. 15; Nasta’lîḳ; size, 8<sup>1/8</sup> in. by 5<sup>1/2</sup> in.