cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.21691952
title: Figure 2_raw data

description: <strong>Growth of </strong><em><strong>Ips typographus</strong></em><strong> symbiotic fungi on spruce bark induces increased emission of oxygenated monoterpenes.</strong>
DOI: 10.6084/m9.figshare.21691952.v1
title: Figure 2_raw data

description: <strong>Growth of </strong><em><strong>Ips typographus</strong></em><strong> symbiotic fungi on spruce bark induces increased emission of oxygenated monoterpenes.</strong>
DOI: 10.3886/e161801v1
title: Data and Code for: Religious Festivals and Economic Development: Evidence from the Timing of Mexican Saint Day Festivals

description: Does variation in how religious festivals are celebrated have economic consequences? We study the economic impacts of the timing of Catholic patron saint day festivals in Mexico. For causal identification, we exploit cross-locality variation in festival dates and in the timing of agricultural seasons. We estimate the impact of “agriculturally-coinciding” festivals (those coinciding with peak planting or harvest months) on long-run economic development of localities. Agriculturally-coinciding festivals lead to lower household income and worse development outcomes overall. These negative effects are likely due to lower agricultural productivity, which inhibits structural transformation out of agriculture. Agriculturally-coinciding festivals may nonetheless persist because they also lead to higher religiosity and social capital.
description: Households and Municipalities in Mexico.
DOI: 10.3886/e161801v1-129140
title: Data and Code for: Religious Festivals and Economic Development: Evidence from the Timing of Mexican Saint Day Festivals

description: Does variation in how religious festivals are celebrated have economic consequences? We study the economic impacts of the timing of Catholic patron saint day festivals in Mexico. For causal identification, we exploit cross-locality variation in festival dates and in the timing of agricultural seasons. We estimate the impact of “agriculturally-coinciding” festivals (those coinciding with peak planting or harvest months) on long-run economic development of localities. Agriculturally-coinciding festivals lead to lower household income and worse development outcomes overall. These negative effects are likely due to lower agricultural productivity, which inhibits structural transformation out of agriculture. Agriculturally-coinciding festivals may nonetheless persist because they also lead to higher religiosity and social capital.
description: Households and Municipalities in Mexico.
DOI: 10.3886/e161801v1-130143
title: Data and Code for: Religious Festivals and Economic Development: Evidence from the Timing of Mexican Saint Day Festivals

description: Does variation in how religious festivals are celebrated have economic consequences? We study the economic impacts of the timing of Catholic patron saint day festivals in Mexico. For causal identification, we exploit cross-locality variation in festival dates and in the timing of agricultural seasons. We estimate the impact of “agriculturally-coinciding” festivals (those coinciding with peak planting or harvest months) on long-run economic development of localities. Agriculturally-coinciding festivals lead to lower household income and worse development outcomes overall. These negative effects are likely due to lower agricultural productivity, which inhibits structural transformation out of agriculture. Agriculturally-coinciding festivals may nonetheless persist because they also lead to higher religiosity and social capital.
description: Households and Municipalities in Mexico.
DOI: 10.3886/e161801v1-130202
title: Data and Code for: Religious Festivals and Economic Development: Evidence from the Timing of Mexican Saint Day Festivals

description: Does variation in how religious festivals are celebrated have economic consequences? We study the economic impacts of the timing of Catholic patron saint day festivals in Mexico. For causal identification, we exploit cross-locality variation in festival dates and in the timing of agricultural seasons. We estimate the impact of “agriculturally-coinciding” festivals (those coinciding with peak planting or harvest months) on long-run economic development of localities. Agriculturally-coinciding festivals lead to lower household income and worse development outcomes overall. These negative effects are likely due to lower agricultural productivity, which inhibits structural transformation out of agriculture. Agriculturally-coinciding festivals may nonetheless persist because they also lead to higher religiosity and social capital.
description: Households and Municipalities in Mexico.
DOI: 10.3886/e161801v1-130800
title: Data and Code for: Religious Festivals and Economic Development: Evidence from the Timing of Mexican Saint Day Festivals

description: Does variation in how religious festivals are celebrated have economic consequences? We study the economic impacts of the timing of Catholic patron saint day festivals in Mexico. For causal identification, we exploit cross-locality variation in festival dates and in the timing of agricultural seasons. We estimate the impact of “agriculturally-coinciding” festivals (those coinciding with peak planting or harvest months) on long-run economic development of localities. Agriculturally-coinciding festivals lead to lower household income and worse development outcomes overall. These negative effects are likely due to lower agricultural productivity, which inhibits structural transformation out of agriculture. Agriculturally-coinciding festivals may nonetheless persist because they also lead to higher religiosity and social capital.
description: Households and Municipalities in Mexico.
DOI: 10.3886/e161801
title: Data and Code for: Religious Festivals and Economic Development: Evidence from the Timing of Mexican Saint Day Festivals

description: Does variation in how religious festivals are celebrated have economic consequences? We study the economic impacts of the timing of Catholic patron saint day festivals in Mexico. For causal identification, we exploit cross-locality variation in festival dates and in the timing of agricultural seasons. We estimate the impact of “agriculturally-coinciding” festivals (those coinciding with peak planting or harvest months) on long-run economic development of localities. Agriculturally-coinciding festivals lead to lower household income and worse development outcomes overall. These negative effects are likely due to lower agricultural productivity, which inhibits structural transformation out of agriculture. Agriculturally-coinciding festivals may nonetheless persist because they also lead to higher religiosity and social capital.
description: Households and Municipalities in Mexico.
DOI: 10.3886/e161801v2
title: Data and Code for: Religious Festivals and Economic Development: Evidence from the Timing of Mexican Saint Day Festivals

description: Does variation in how religious festivals are celebrated have economic consequences? We study the economic impacts of the timing of Catholic patron saint day festivals in Mexico. For causal identification, we exploit cross-locality variation in festival dates and in the timing of agricultural seasons. We estimate the impact of “agriculturally-coinciding” festivals (those coinciding with peak planting or harvest months) on long-run economic development of localities. Agriculturally-coinciding festivals lead to lower household income and worse development outcomes overall. These negative effects are likely due to lower agricultural productivity, which inhibits structural transformation out of agriculture. Agriculturally-coinciding festivals may nonetheless persist because they also lead to higher religiosity and social capital.
description: Households and Municipalities in Mexico.
DOI: 10.6084/m9.figshare.19127937
title: Evaluating the impact of adaptation interventions on vulnerability and livelihood resilience

description: Robust evaluation of adaptation interventions is necessary to monitor adaptation projects and ensure broader accountability in adaptation responses. Yet, to date very few frameworks are formulated with a robust impact assessment in mind. This study uses the Before-After-Control-Impact (BACI) research design to develop the BACI Adaptation Impact Evaluation Framework. The framework compares participating and non-participating households across time and was applied to panel data of 291 households, combined with ethnographic data, to evaluate the impacts of one of the Global Climate Change Alliance's (GCCA+) flagship adaptation and resilience projects in Tanzania. The results illustrate various benefits of the project, including strengthening social networks, providing education and diversifying information sources among the participating households. However, evidence of unintended consequences and maladaptation also exist, particularly among poorer non-participating households. We conclude that equitable adaptation requires longer projects that better target poorer households, engage with a broader array of climatic events, support the transfer of knowledge into action, and are more responsive to emergent trade-offs, ensuring that unintended impacts are minimized. The paper demonstrates how the application of the BACI Adaptation Impact Evaluation Framework provides a robust tool to assess the impacts of adaptation interventions.
DOI: 10.6084/m9.figshare.19127937.v1
title: Evaluating the impact of adaptation interventions on vulnerability and livelihood resilience

description: Robust evaluation of adaptation interventions is necessary to monitor adaptation projects and ensure broader accountability in adaptation responses. Yet, to date very few frameworks are formulated with a robust impact assessment in mind. This study uses the Before-After-Control-Impact (BACI) research design to develop the BACI Adaptation Impact Evaluation Framework. The framework compares participating and non-participating households across time and was applied to panel data of 291 households, combined with ethnographic data, to evaluate the impacts of one of the Global Climate Change Alliance's (GCCA+) flagship adaptation and resilience projects in Tanzania. The results illustrate various benefits of the project, including strengthening social networks, providing education and diversifying information sources among the participating households. However, evidence of unintended consequences and maladaptation also exist, particularly among poorer non-participating households. We conclude that equitable adaptation requires longer projects that better target poorer households, engage with a broader array of climatic events, support the transfer of knowledge into action, and are more responsive to emergent trade-offs, ensuring that unintended impacts are minimized. The paper demonstrates how the application of the BACI Adaptation Impact Evaluation Framework provides a robust tool to assess the impacts of adaptation interventions.
DOI: 10.15132/10000192
title: Time Series of Media Implied Economic Sentiments (Dictionary)

description: These are monthly time series of media implied economic sentiments based on economic policy coverage in the main Broadsheet Newspapers in United Kingom. The time series was derived using unsupervised Machine learning where assignment of sentiment scores was achieved using the Loughran-MacDonald Dictionary for assignment of positive and negative scores.
DOI: 10.20375/0000-000f-79e5-7
title: List of selected articles on the Commonwealth of Independent States published in the Russian language in the period of 2000-February 2022, identified on www.elibrary.ru as of 18 February 2022

description: The list of articles provided in this data has been identified on www.elibrary.ru as of 18 February 2022. The search was conducted with two keywords in Russian – “Содружество Независимых Государств” (Commonwealth of Independent States) and its abbreviation “СНГ” (CIS) in the title of publications. The search covered only journal articles in political science as classified by the database and published in the period of 2000 to February 2022. The following filters were applied for the search of each keyword: • Types of publication: research articles and dissertations • Area (“Тематика”): Politics, Political Sciences (“Политика. Политические науки”), 11.00.00 • Time period: 2000-2022 • Language parameters: search based on morphology (“искать с учетом морфологии”) • The results of both searches, after being added to a collection, had to be once again filtered to the area of Politics, Political Sciences (“Политика. Политические науки”), 11.00.00. The data collection has been carried out in the second week of February 2022. In total, the searches delivered 424 results, out of which only 319 provided a link to a file. Yet, after data cleaning (excluding six wrong or incomplete files, six duplications, six in non-Russian, plus 26 explicitly irrelevant), 275 pieces of work were left for analysis. No clear pattern (in terms of timeframe, journal, topic, or author) in the unavailable or publicly inaccessible results was identified. In this regard, no potential bias is expected to have influenced the selection of articles. Finally, the collected pieces of works for thematic analysis were ordered by the date of publication in descending order and numbered from 1 to 275. All of the pieces of work included in the analysis could be freely accessed at www.elibrary.ru by 27 February 2022.
DOI: 10.20375/0000-000f-79e6-6
title: List of selected articles on the Commonwealth of Independent States published in the Russian language in the period of 2000-February 2022, identified on www.elibrary.ru as of 18 February 2022

description: The list of articles provided in this data has been identified on www.elibrary.ru as of 18 February 2022. The search was conducted with two keywords in Russian – “Содружество Независимых Государств” (Commonwealth of Independent States) and its abbreviation “СНГ” (CIS) in the title of publications. The search covered only journal articles in political science as classified by the database and published in the period of 2000 to February 2022. The following filters were applied for the search of each keyword: • Types of publication: research articles and dissertations • Area (“Тематика”): Politics, Political Sciences (“Политика. Политические науки”), 11.00.00 • Time period: 2000-2022 • Language parameters: search based on morphology (“искать с учетом морфологии”) • The results of both searches, after being added to a collection, had to be once again filtered to the area of Politics, Political Sciences (“Политика. Политические науки”), 11.00.00. The data collection has been carried out in the second week of February 2022. In total, the searches delivered 424 results, out of which only 319 provided a link to a file. Yet, after data cleaning (excluding six wrong or incomplete files, six duplications, six in non-Russian, plus 26 explicitly irrelevant), 275 pieces of work were left for analysis. No clear pattern (in terms of timeframe, journal, topic, or author) in the unavailable or publicly inaccessible results was identified. In this regard, no potential bias is expected to have influenced the selection of articles. Finally, the collected pieces of works for thematic analysis were ordered by the date of publication in descending order and numbered from 1 to 275. All of the pieces of work included in the analysis could be freely accessed at www.elibrary.ru by 27 February 2022.
DOI: 10.5281/zenodo.7411094
title: Astronet-Triage-v2 dataset

description: Dataset created for the production of Astronet-Triage-v2, a CNN that classifies eclipsing signals (eg from exoplanetary transits or eclipsing binary star systems) from other types of signals. The dataset contains ~25,000 signals, detected via Box Least Squares (Kovacs 2002) in the first 3 years of the TESS mission. Each signal was 1 of 5 labels by at least 3 individuals. Most conflicts were resolved into a consensus label for that signal. The dataset contains 1) a csv of all signals (threshold-crossing events, or TCEs) and 2) a tar of QLP light curve data used. Both are used as inputs to Astronet-Triage-v2, which can be found here: https://github.com/mdanatg/Astronet-Triage/tree/265366bc9e8e98d248df34fad267704324c344ce
DOI: 10.5281/zenodo.7411093
title: Astronet-Triage-v2 dataset

description: Dataset created for the production of Astronet-Triage-v2, a CNN that classifies eclipsing signals (eg from exoplanetary transits or eclipsing binary star systems) from other types of signals. The dataset contains ~25,000 signals, detected via Box Least Squares (Kovacs 2002) in the first 3 years of the TESS mission. Each signal was 1 of 5 labels by at least 3 individuals. Most conflicts were resolved into a consensus label for that signal. The dataset contains 1) a csv of all signals (threshold-crossing events, or TCEs) and 2) a tar of QLP light curve data used. Both are used as inputs to Astronet-Triage-v2, which can be found here: https://github.com/mdanatg/Astronet-Triage/tree/265366bc9e8e98d248df34fad267704324c344ce
DOI: 10.5281/zenodo.7411561
title: Astronet-Triage-v2 dataset

description: Dataset created for the production of Astronet-Triage-v2, a CNN that classifies eclipsing signals (eg from exoplanetary transits or eclipsing binary star systems) from other types of signals. The dataset contains ~25,000 signals, detected via Box Least Squares (Kovacs 2002) in the first 3 years of the TESS mission. Each signal was 1 of 5 labels by at least 3 individuals. Most conflicts were resolved into a consensus label for that signal. The dataset contains 1) a csv of all signals (threshold-crossing events, or TCEs) and 2) a tar of QLP light curve data used. Both are used as inputs to Astronet-Triage-v2, which can be found here: https://github.com/mdanatg/Astronet-Triage/tree/265366bc9e8e98d248df34fad267704324c344ce
DOI: 10.5281/zenodo.7411579
title: Astronet-Triage-v2 dataset

description: Dataset created for the production of Astronet-Triage-v2, a CNN that classifies eclipsing signals (eg from exoplanetary transits or eclipsing binary star systems) from other types of signals. The dataset contains ~25,000 signals, detected via Box Least Squares (Kovacs 2002) in the first 3 years of the TESS mission. Each signal was 1 of 5 labels by at least 3 individuals. Most conflicts were resolved into a consensus label for that signal. The dataset contains 1) a csv of all signals (threshold-crossing events, or TCEs) and 2) a tar of QLP light curve data used. Both are used as inputs to Astronet-Triage-v2, which can be found here: https://github.com/mdanatg/Astronet-Triage/tree/265366bc9e8e98d248df34fad267704324c344ce
DOI: 10.5281/zenodo.7408581
title: Gloss estimation of chocolate sprinkles with Hyperspectral Imaging

description: Gloss is an important characteristic in the quality evaluation in chocolate production. However, standard glossing<br> measuring devices face several challenges when measuring food products, in particular those with curved surfaces and<br> small, such as chocolate sprinkles. Therefore, gloss evaluation of chocolate sprinkles is typically done by human visual<br> assessment. In this respect, hyperspectral imaging (HSI), combining spectroscopy and imaging, has gained attention as a<br> non-destructive and non-contact real-time detection tool for food quality analysis and control. This technique adds an<br> extra dimension to traditional machine vision techniques by providing images at a larger number of more narrow<br> wavebands. This can potentially increase the discrimination power.<br> <br> The main task of this dataset is to classify between 5 classes of chocolate production stages. The labels are indicated on the file names. The labels are: EXTRUDER, GLUCOSE, STAGE1, STAGE2, STAGE3. The .zip file contains two folders named: - envi_sprinkles_dataset_11_04_22 (Train Set) - envi_sprinkles_test_dataset_11_04_22 (Test Set) In envi_sprinkles_dataset_11_04_22 the file name convention is BATCH_CLASSNAME_INDEX.hdr In envi_sprinkles_test_dataset_11_04_22 the file name convention is CLASSNAME_INDEX.hdr Note that in the train set the batch information is present in the file name, if two samples belongs to the same batch means that they were produced at the same time. The samples format is ENVI. Consist of a header file and ENVI binary data file with file extensions <code>.hdr</code> and <code>.raw</code>, respectively. The function writes the wavelength and metadata information to the ENVI header file and the data cube containing the hyperspectral images to the ENVI binary data file. The image shape is [272x512x16] , [HEIGHT, WIDTH, BANDS], the pixel format is uint16.
DOI: 10.5281/zenodo.7408580
title: Gloss estimation of chocolate sprinkles with Hyperspectral Imaging

description: Gloss is an important characteristic in the quality evaluation in chocolate production. However, standard glossing<br> measuring devices face several challenges when measuring food products, in particular those with curved surfaces and<br> small, such as chocolate sprinkles. Therefore, gloss evaluation of chocolate sprinkles is typically done by human visual<br> assessment. In this respect, hyperspectral imaging (HSI), combining spectroscopy and imaging, has gained attention as a<br> non-destructive and non-contact real-time detection tool for food quality analysis and control. This technique adds an<br> extra dimension to traditional machine vision techniques by providing images at a larger number of more narrow<br> wavebands. This can potentially increase the discrimination power.<br> <br> The main task of this dataset is to classify between 5 classes of chocolate production stages. The labels are indicated on the file names. The labels are: EXTRUDER, GLUCOSE, STAGE1, STAGE2, STAGE3. The .zip file contains two folders named: - envi_sprinkles_dataset_11_04_22 (Train Set) - envi_sprinkles_test_dataset_11_04_22 (Test Set) In envi_sprinkles_dataset_11_04_22 the file name convention is BATCH_CLASSNAME_INDEX.hdr In envi_sprinkles_test_dataset_11_04_22 the file name convention is CLASSNAME_INDEX.hdr Note that in the train set the batch information is present in the file name, if two samples belongs to the same batch means that they were produced at the same time. The samples format is ENVI. Consist of a header file and ENVI binary data file with file extensions <code>.hdr</code> and <code>.raw</code>, respectively. The function writes the wavelength and metadata information to the ENVI header file and the data cube containing the hyperspectral images to the ENVI binary data file. The image shape is [272x512x16] , [HEIGHT, WIDTH, BANDS], the pixel format is uint16.
DOI: 10.6084/m9.figshare.21688661
title: UXOTi_NPA_11_class dataset

description: Evaluation dataset <strong>UXOTi_NPA</strong>–an abbreviation that stands for UneXploded Ordnance Thermal images provided by Norwegian People's Aid–for this research was constructed as follows. The raw data was provided by the humanitarian organization Norwegian People’s Aid which collected videos about unexploded ordnances during a project in Bosnia and Herzegovina in 2019. Thermal imaging sensor was mounted on the UAV that surveyed the area at a height of 3 meters. A very small Ground Sampling Distance (GSD) was achieved with such a configuration. These videos were acquired by the thermal imager Zenmuse XT with a dimension of 720x480 pixels at 30 Hz frame rate. Pixel pitch was 17 μm, sensitivity (NEdT) &lt;50mK at focal length f/1.0, and a field of view was 69°x56°. Videos were stored in mp4 format. Image sequences were grabbed from the full videos by using VirtualDub software. These clips were about 25 seconds long and show the UAV's flight over the targets. We annotated videos semi-automatically by using Computer Vision Annotation Tool (CVAT). Positions of objects’ annotations were manually corrected after every 5 to 6 frames. The evaluation dataset consists of 808 thermal images of dimensions of 720x480 pixels extracted from the above-described video clips, whenever at least one target (UXO) was present in the image. The number of objects per image varied between one to three.