Find research datasets worth reusing
Search datasets from major research repositories and use ShareScore to quickly assess how well each record supports discovery, access, and reuse.
543
datasets available to search
ShareScore release 0.9.0
Dataset results
543 results for “villages”
Federation of Vehicular Data in Smart Villages with Socioeconomic Information
<p>We present a dataset tailored for monitoring vehicle activity in a rural environment, specifically the Barranco de Poqueira region, covering the municipalities of Pampaneira, Bubión, and Capileira within the Sierra Nevada National Park, Granada, Spain. The dataset is generated by four Hikvision License Plate Recognition (LPR) cameras, capturing vehicle entries and exits in each village. To enrich the dataset, we include additional contextual details such as vacation calendars, vehicle origins, and socio-demographic information. Spanning from February 2022 to August 2023, the dataset is organized into three files: one with raw data directly from the cameras, another aggregated at the visit level with contextual information, and a third aggregated by vehicles with context details. With potential applications in mobility studies, urban planning, tourism, and socio-demographic analysis, the dataset is structured into three distinct files, encompassing a total of 43 different variables.</p> <p>The <strong>RAW_SMART_POQUEIRA.csv</strong> file contains information about 4 variables: num_plate_ID, camera_ID, date, and direction.</p> <p>The file <strong>VEHICLES_SMART_POQUEIRA.csv</strong> contains information about 33 variables: num_plate_ID, visit_time, distance, num_holiday, num_workday, num_high_season, num_low_season, entry_in_high_season, entry_in_holiday, nights, visits_dif_weeks, visits_dif_months, total_entries, avg_visit, std_visit, avg_nights, std_nights, avg_holiday, std_holiday, avg_workday, std_workday, avg_high_season, std_high_season, avg_low_season, std_low_season, route, country, km_to_dest, population, avg_gross_income, avg_disposable_income, autonomous_community, and province.</p> <p>The file <strong>VISITS_SMART_POQUEIRA.csv</strong> contains information about 26 variables: num_plate_ID, entry_cam, entry_date, entry_time, exit_cam, exit_date, exit_time, visit_time, route, distance, num_holiday, num_workday, num_high_season, num_low_season, nights, visits_dif_weeks, visits_dif_months, entry_in_holiday, entry_in_high_season, country, km_to_dest, population, avg_gross_income, avg_disposable_income, autonomous_community, and province.</p>
Malwa site survey : Raisen District, Raisen Tahsīl, village finds
<p>Malwa site survey : Raisen District, Raisen Tahsīl, village finds, based on surveys conducted by Department of Archaeology and Museums, Madhya Pradesh.</p>
Malwa site survey : Sehore सीहोर District, Budni Tahsīl, village finds.
<p>Malwa site survey: <a href="https://en.wikipedia.org/wiki/Sehore_district">Sehore District</a>, <a href="https://en.wikipedia.org/w/index.php?title=Budni&redirect=no">Budni</a> Tahsīl, village finds, as documented by the Department of Archaeology & Museums, Madhya Pradesh.</p>
Malwa site survey: Bhopal District, Berasia Tahsīl, photographic documentation (with villages named)
<p>Malwa site survey: <a href="https://en.wikipedia.org/wiki/Bhopal_district">Bhopal District</a>, <a href="https://en.wikipedia.org/wiki/Berasia">Berasia</a> Tahsīl, photographic documentation (with villages named).</p>
Āmī village inscription of V.S. 1554
<p>Inscription next to five monumental statues of Jain Tirthankaras carved into the hillside at Ami village, Gwalior district, Madhya Pradesh. In eight lines, it records the installation of the images on V.S. 1554 vaiśākha śudi 3 (Wednesday 5 April, 1497), during the reign of Mansingh Tomar.</p>
Typical Village UAV Aerial Photography Dataset in northeastern Tibetan Plateau (2022)
<p>This dataset was collected during a field survey in the Hehuang Valley, located in the northeastern Tibetan Plateau, in July and August 2022. Using a DJI Mavic 2 Pro equipped with a Hasselblad L1D-20c camera, over 4,600 aerial photographs were captured from 55 typical villages across the region. These images were processed into high-resolution orthophotos using Agisoft PhotoScan 1.25 software, resulting in ultra-high-precision orthophoto data for the 55 villages. The "Village Information" section provides detailed information on each village, including its full name, abbreviation, latitude and longitude coordinates, and elevation. This dataset accurately reflects the overall situation, spatial patterns, and surrounding environment of the typical villages, offering a high-resolution data source for spatial structure analysis, land use mapping, and correction tasks.</p>
Ultra-high Resolution Land Use Data Set of Typical Villages in Northeastern Tibetan Plateau
<p>This dataset was collected by a research team during a field investigation in the Hehuang Valley of Qinghai Province from July to August 2022. Using the DJI Mavic2pro equipped with a Hasselblad L1D-20c camera, 55 typical villages were selected in the Hehuang Valley and over 4600 aerial photographs were obtained using drone photogrammetry technology as raw data. Using AgisfphotoScan 1.25 software to synthesize orthophoto images with a spatial resolution of 0.05m. The vector data of human settlement boundaries in villages was extracted through visual interpretation. Based on the object-oriented human-machine interaction interpretation method, 55 typical village land use datasets in 2022 were obtained (including forests, grasslands, forest land, cultivated land, water bodies, roads, unused land, and building land, totaling 8 categories). By establishing 1050 sample points and using confusion matrix analysis, it was found that the overall accuracy of the dataset was 96.86%, with a Kappa coefficient of 0.95. It can accurately reflect the spatial form, land use composition, and surrounding environment of typical villages. Aerial photographs all have longitude, latitude, and altitude information, providing ultra-high resolution data sources for village spatial structure analysis, land use mapping, and analysis work, effectively assisting in the improvement of human housing and rural revitalization strategies.</p>
Mahurjhari or Mahurzari महुरझरी (Maharashtra). Carnelian bead fragments in fields at village.
<p>Mahurjhari or Mahurzari महुरझरी (Maharashtra). Carnelian bead fragments in fields at village.</p>
Mahurjhari or Mahurzari महुरझरी (Maharashtra). General view of village from east.
<p>Mahurjhari or Mahurzari महुरझरी (Maharashtra). General view of village from east.</p>
Bhagdei (जामगढ़-भगदेई, Raisen district), Madhya Pradesh. General view of village tank.
<p>Bhagdei (भगदेई, Raisen district), Madhya Pradesh. General view of village tank with dam, ruined temple structure, and column in tank for measuring water levels, from the south-east, built circa 12th century. Column located at 23°6'29"N 78°15'18"E; the dam at 23°6'27"N 78°15'20"E. Photograph October, 2008.</p>
Documentation of a Pyu inscription (PYU023) located on the Phaya Taung hill in the grounds of the monastery of Tondaw village, 30 miles from Sandoway town, Arakan
<p>This data set includes photographs (.jpg), RTIs (.ptm) and related files documenting a Pyu inscription (inventory number PYU023) located on the Phaya Taung hill in the grounds of the monastery of Tondaw village, 30 miles from Sandoway town, Arakan. The photographer was James Miles or Archeovision, working on behalf of the Pyu epigraphy sub-project (PI, Nathan W. Hill of SOAS University of London) of the ERC synergy grant "Beyond Boundaries: Religion, Region, Language and the State" (Identifier: ASIA 609823) in collaboration with the project "From Vijayapuri to Sriksetra? The Beginnings of Buddhist Exchange across the Bay of Bengal as Witnessed by Inscriptions from Andhra Pradesh and Myanmar" (PI Arlo Giffiths of the EFEO) funded by The Robert H. N. Ho Family Foundation.</p>
Figure 1 in Eriophyoid (Acari: Eriophyoidea) mite fauna of Hesar village in Meshginshahr region with description of a new species
Figure 1. Schematic drawings of Cecidophyopsis hesariensis Lotfollahi & Hemmatzadeh sp. nov. – AD. Prodorsal shield; AL. Lateral view of anterior body region; CG. Female coxigenital region; em. Empodium; GM. Male genital region; IG. Internal female genitalia; LO. Lateral view of annuli; L1. Leg I; PM. Lateral view of posterior opisthosoma. Scale bar: 10 µm for AD, AL, CG, GM, IG, PM; 7 µm for LO, L1; 2.5 µm for em.
malawi-village
<h4><strong>Source of original data</strong></h4><ul><li><a href="http://www.sociopatterns.org/datasets/contact-patterns-in-a-village-in-rural-malawi/">Contact patterns in a village in rural Malawi</a></li></ul><h4><strong>References</strong></h4><p>If you use this data, please cite the following paper:</p><ul><li><a href=" https://doi.org/10.1140/epjds/s13688-021-00302-w">Using wearable proximity sensors to characterize social contact patterns in a village of rural Malawi</a>. Ozella et al., EPJ Data Science 10, 46 (2021).</li></ul><p> </p>
РИС. 6. Раковины Amuranodonta kijaensis бассейна Амура, вид сбоку (1) и сверху (2): A. Зейское вдхр. В. Антоновское вдхр. С. Река Амур у с. Чныррах. МасШтабные линейки: 5 см. FIG. 6. Shells of Amuranodonta kijaensis, side view (1) and from umbo (2): A. Zeya Reservoir. B. Antonovskoe Reservoir. С. Amur River near Chnyrrakh village. Scale bars: 5 cm. in Новые данные об охранЯемом пресноводном двустворчатом моллюске Amuranodonta kijaensis Moskvicheva, 1973 (Unionidae, Anodontinae)
РИС. 6. Раковины Amuranodonta kijaensis бассейна Амура, вид сбоку (1) и сверху (2): A. Зейское вдхр. В. Антоновское вдхр. С. Река Амур у с. Чныррах. МасШтабные линейки: 5 см. FIG. 6. Shells of Amuranodonta kijaensis, side view (1) and from umbo (2): A. Zeya Reservoir. B. Antonovskoe Reservoir. С. Amur River near Chnyrrakh village. Scale bars: 5 cm.
РИС. 2. Места нахождениЯ Amuranodonta kijaensis на территории Хинганского Заповедника, АмурскаЯ обл.: А. Схема расположениЯ лесничеств: 1 – Антоновское, 2 – Лебединское, 3 – Хинганское. B. ТопографическаЯ карта Антоновского вдхр. у пос. Архара. С, D. Топографические карты и спутниковый снимок оЗ. Яценково на территории Антоновского лесничества. E–G. ТопографическаЯ карта и спутниковый снимок оЗ. ПереШеечное на территории Лебединского лесничества. МасШтабные линейки: 20 км (А), 4 км (В, Е), 5 км (С), 1 км (D, G), 2 км (F). FIG. 2. Localities of Amuranodonta kijaensis in the Khingansky Reserve, Amur Region: A. Layout of forestry areas: 1 – Antonovsky, 2 – Lebedinsky, 3 – Khingansky. B. Topographic map of Antonovskoe Reservoir near Arkhara village. C, D. Topographic maps and satellite image of Yatsenkovo lake, Antonovsky forestry. E–G. Topographic map and satellite image of Peresheechnoe lake, Lebedinsky forestry. Scale bars: 20 km (A), 4 km (B, E), 5 km (C), 1 km (D, G), 2 km (F). in Новые данные об охранЯемом пресноводном двустворчатом моллюске Amuranodonta kijaensis Moskvicheva, 1973 (Unionidae, Anodontinae)
РИС. 2. Места нахождениЯ Amuranodonta kijaensis на территории Хинганского Заповедника, АмурскаЯ обл.: А. Схема расположениЯ лесничеств: 1 – Антоновское, 2 – Лебединское, 3 – Хинганское. B. ТопографическаЯ карта Антоновского вдхр. у пос. Архара. С, D. Топографические карты и спутниковый снимок оЗ. Яценково на территории Антоновского лесничества. E–G. ТопографическаЯ карта и спутниковый снимок оЗ. ПереШеечное на территории Лебединского лесничества. МасШтабные линейки: 20 км (А), 4 км (В, Е), 5 км (С), 1 км (D, G), 2 км (F). FIG. 2. Localities of Amuranodonta kijaensis in the Khingansky Reserve, Amur Region: A. Layout of forestry areas: 1 – Antonovsky, 2 – Lebedinsky, 3 – Khingansky. B. Topographic map of Antonovskoe Reservoir near Arkhara village. C, D. Topographic maps and satellite image of Yatsenkovo lake, Antonovsky forestry. E–G. Topographic map and satellite image of Peresheechnoe lake, Lebedinsky forestry. Scale bars: 20 km (A), 4 km (B, E), 5 km (C), 1 km (D, G), 2 km (F).
РИС. 3. Место нахождениЯ Amuranodonta kijaensis в Хабаровском крае: А. Карта-схема краЯ. В. Приустьевый участок р. Амур. С, D. ТопографическаЯ карта и спутниковый снимок с. Чныррах с укаЗанием места сбора. МасШтабные линейки: 200 км (А), 16 км (B), 4 км (C) и 200 м (D). FIG. 3. Locality of Amuranodonta kijaensis in the Khabarovsk Territory: A. Scheme map of the region. B. Amur River mouth area. C, D. Topographic map and satellite image of Chnyrrakh village indicating the collection site. Scale bars: 200 km (А), 16 km (B), 4 km (C), and 200 m (D). in Новые данные об охранЯемом пресноводном двустворчатом моллюске Amuranodonta kijaensis Moskvicheva, 1973 (Unionidae, Anodontinae)
РИС. 3. Место нахождениЯ Amuranodonta kijaensis в Хабаровском крае: А. Карта-схема краЯ. В. Приустьевый участок р. Амур. С, D. ТопографическаЯ карта и спутниковый снимок с. Чныррах с укаЗанием места сбора. МасШтабные линейки: 200 км (А), 16 км (B), 4 км (C) и 200 м (D). FIG. 3. Locality of Amuranodonta kijaensis in the Khabarovsk Territory: A. Scheme map of the region. B. Amur River mouth area. C, D. Topographic map and satellite image of Chnyrrakh village indicating the collection site. Scale bars: 200 km (А), 16 km (B), 4 km (C), and 200 m (D).
РИС. 1. Место нахождениЯ Amuranodonta kijaensis в Зейском районе, АмурскаЯ обл.: А. Карта-схема области. B. Зейское вдхр. С, D. ТопографическаЯ карта и спутниковый снимок Залива в Западной части Зейского вдхр. у пос. Береговой с укаЗанием места сбора. МасШтабные линейки: 300 км (А), 50 км (В), 4 км (С) и 200 м (D). FIG. 1. Locality of Amuranodonta kijaensis in Zeya District, Amur Region: A. Schematic map of the region. B. Zeya Reservoir. C, D. Topographic map and satellite image of the bay in the western part of Zeya Reservoir near Beregovoi village indicating the collection site. Scale bars: 300 km (А), 50 km (В), 4 km (С), and 200 m (D). in Новые данные об охранЯемом пресноводном двустворчатом моллюске Amuranodonta kijaensis Moskvicheva, 1973 (Unionidae, Anodontinae)
РИС. 1. Место нахождениЯ Amuranodonta kijaensis в Зейском районе, АмурскаЯ обл.: А. Карта-схема области. B. Зейское вдхр. С, D. ТопографическаЯ карта и спутниковый снимок Залива в Западной части Зейского вдхр. у пос. Береговой с укаЗанием места сбора. МасШтабные линейки: 300 км (А), 50 км (В), 4 км (С) и 200 м (D). FIG. 1. Locality of Amuranodonta kijaensis in Zeya District, Amur Region: A. Schematic map of the region. B. Zeya Reservoir. C, D. Topographic map and satellite image of the bay in the western part of Zeya Reservoir near Beregovoi village indicating the collection site. Scale bars: 300 km (А), 50 km (В), 4 km (С), and 200 m (D).
РИС. 5. Места находок Amuranodonta kijaensis: A. Зейское вдхр. В–D. Река Амур у с. Чныррах. E, F. ОЗеро ПереШеечное. G. ОЗеро Долгое. H. Антоновское вдхр. FIG. 5. Localities of Amuranodonta kijaensis: A. Zeya Reservoir. B–D. Amur River near Chnyrrakh village. E, F. Peresheechnoe lake. G. Dolgoe lake. H. Antonovskoe Reservoir. in Новые данные об охранЯемом пресноводном двустворчатом моллюске Amuranodonta kijaensis Moskvicheva, 1973 (Unionidae, Anodontinae)
РИС. 5. Места находок Amuranodonta kijaensis: A. Зейское вдхр. В–D. Река Амур у с. Чныррах. E, F. ОЗеро ПереШеечное. G. ОЗеро Долгое. H. Антоновское вдхр. FIG. 5. Localities of Amuranodonta kijaensis: A. Zeya Reservoir. B–D. Amur River near Chnyrrakh village. E, F. Peresheechnoe lake. G. Dolgoe lake. H. Antonovskoe Reservoir.
РИС. 1. Раковины ювенильных крымских клауЗиллид (A–C). A. Mentissa gracilicosta, г. КоШка, СимеиЗ, coll. В. Н. Попов, det. С. В. Леонов. B. Mentissa canalifera, окрестности с. Краснолесье, 23.08.2002, сoll.&det. С. В. Леонов. C. Cochlodina laminata, Артек «Дубрава», 27.05.1999, coll.?, det. С.В. Леонов. Раковины половоЗрелых Balea perversa (D–G). D. Между Виклебю и Ресмо, остров Эланд, ШвециЯ, 07.1958 (фото F. Welter-Shultes). Е. Девичий Замок, Палава, ЮжнаЯ МоравиЯ, ЧехиЯ, 26.09.1998 (фото M. Horsák). F. РаЗвалины Замка РейнграфенШтайн блиЗ Бад-Мюнстер-ам-Штайн, Рейнланд-Пфальц, ГерманиЯ (фото А. В. Сысоев). G. Яйла Южной Демерджи, АлуШта, Республика Крым, РоссиЯ, 14.11.2002, сoll. Н. М. Ковблюк, det. С. В. Леонов. Все иЗображениЯ в одном масШтабе. FIG. 1. Shells of juvenile Crimean clausillids (A–C). A. Mentissa gracilicosta, Koshka mountain, Simeiz, coll. V. N. Popov, det. S. V. Leonov. B. Mentissa canalifera, near Krasnolesye village, 23.08.2002, coll.&det. S. V. Leonov. C. Cochlodina laminata, Artek "Dubrava", 27.05.1999, coll.?, det. S.V. Leonov. Adult Balea perversa shells (D–G). D. Sweden, Öland, between Vickleby and Resmo, 07.1958 (photo F. Welter-Shultes). E. Dívčí hrad, South Moravia, Czech Republic, 26.09.1998 (photo by M. Horsák). F. Ruins of the Rheingrafenstein Castle near Bad Munster am Stein, Rheineland-Pfalz, Germany (photo by A.V. Sysoev). G. Yayla Yuzhnaya Demerdzhi, Alushta, Republic of Crimea, Russia, 14.11.2002, coll. N. M. Kovblyuk, det. S. V. Leonov. All images are at the same scale. in О достоверности находок Balea perversa (Gastropoda: Pulmonata: Clausiliidae) в Крыму
РИС. 1. Раковины ювенильных крымских клауЗиллид (A–C). A. Mentissa gracilicosta, г. КоШка, СимеиЗ, coll. В. Н. Попов, det. С. В. Леонов. B. Mentissa canalifera, окрестности с. Краснолесье, 23.08.2002, сoll.&det. С. В. Леонов. C. Cochlodina laminata, Артек «Дубрава», 27.05.1999, coll.?, det. С.В. Леонов. Раковины половоЗрелых Balea perversa (D–G). D. Между Виклебю и Ресмо, остров Эланд, ШвециЯ, 07.1958 (фото F. Welter-Shultes). Е. Девичий Замок, Палава, ЮжнаЯ МоравиЯ, ЧехиЯ, 26.09.1998 (фото M. Horsák). F. РаЗвалины Замка РейнграфенШтайн блиЗ Бад-Мюнстер-ам-Штайн, Рейнланд-Пфальц, ГерманиЯ (фото А. В. Сысоев). G. Яйла Южной Демерджи, АлуШта, Республика Крым, РоссиЯ, 14.11.2002, сoll. Н. М. Ковблюк, det. С. В. Леонов. Все иЗображениЯ в одном масШтабе. FIG. 1. Shells of juvenile Crimean clausillids (A–C). A. Mentissa gracilicosta, Koshka mountain, Simeiz, coll. V. N. Popov, det. S. V. Leonov. B. Mentissa canalifera, near Krasnolesye village, 23.08.2002, coll.&det. S. V. Leonov. C. Cochlodina laminata, Artek "Dubrava", 27.05.1999, coll.?, det. S.V. Leonov. Adult Balea perversa shells (D–G). D. Sweden, Öland, between Vickleby and Resmo, 07.1958 (photo F. Welter-Shultes). E. Dívčí hrad, South Moravia, Czech Republic, 26.09.1998 (photo by M. Horsák). F. Ruins of the Rheingrafenstein Castle near Bad Munster am Stein, Rheineland-Pfalz, Germany (photo by A.V. Sysoev). G. Yayla Yuzhnaya Demerdzhi, Alushta, Republic of Crimea, Russia, 14.11.2002, coll. N. M. Kovblyuk, det. S. V. Leonov. All images are at the same scale.
Text-fig. 2. Map of Partizansk coal basin with early angiosperm localities. a: Severosuchan Formation, Aptian; b: Frentsevka Formation, early-middle Albian. 1 – Novoveselaya village; 2 – 3rd Kamenka River; 3 – Bolshoy Kuvshin; 4 – Andreev Inlet. in Angiosperm Diversification In The Early Cretaceous Of Primorye, Far East Of Russia
Text-fig. 2. Map of Partizansk coal basin with early angiosperm localities. a: Severosuchan Formation, Aptian; b: Frentsevka Formation, early-middle Albian. 1 – Novoveselaya village; 2 – 3rd Kamenka River; 3 – Bolshoy Kuvshin; 4 – Andreev Inlet.
ScienceDex guides
Understand access before you commit
These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.
Allen Brain Atlas
Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.
Annotated Behaviour and Observability Dataset (ABODe)
ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.
DANDI Archive for NWB datasets
DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.
International Brain Laboratory public data
The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.
OpenNeuro
OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.