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- Creator:
- Robert Buckley, Grace O'Brien, and Zoe Zhou
- Description:
- The purpose of the research is to better understand and approximate the Thurston Set. This project was computational in nature and Python was used to collect our data. The data set contains encoded itineraries that can be used to compute values that are elements of the Thurston Set. A visual approximation of the Thurston Set can be found here ( https://arxiv.org/abs/1402.2008), on the first page Thurston’s own paper. The data can also be used to study the distribution of superattracting beta values within the interval (1, 2] and to explore an analogous Mandelbrot-Julia Correspondence. This research was conducted through the Lab of Geometry at Michigan under the advisement of Harrison Bray during the Fall semester of 2019. , The Python 3.x scripts in this deposit are the exact versions used to created the *.txt files that are in the zip archive. As the project continues, any expansion to the work, such as further analysis or visualization scripts, will be posted to the project's GitHub https://github.com/Tent-Maps-Team/Thurston-Set. Also, a user can reproduce our results and generate bigger datasets on machines with large amounts of memory. , and The data consists of zipper folders representing tent map itinerary orbit lengths. These orbit files can be used to create visualizations, create and explore conjectures such as refining proposed bounds on the Thurston Set and supporting an analogous Mandelbrot-Julia Correspondence. Within these zipped folders are .txt files in CSV format with the naming structure of xx_y of admissible itineraries up to the length indicated by the folder name where xx is the length of the encoded itineraries included. The txt's have a single column and each line(row) is an array representing an encoding of an itinerary. Some of the txt's have been split into multiple parts (whenever there are more than 200 MB of itinerary data) and these txt's have been numbered using the y after the underscore. As we exclude the degenerate tent map (where β = 1), we cannot have orbit length 1 or 2 and this is why the orbits start with length 3 (i.e. start with 3.zip).
- Keyword:
- Math, mathematics, tent maps, thurston, milnor, Milnor-Thurston, supperattracting, entropy, orbit, and itineraries
- Citation to related publication:
- Buckley R, O’Brien G, Zhou Z (2021). On Itineraries of Tent Maps. Forthcoming.
- Discipline:
- Other
-
- Creator:
- Heath, Jeffrey
- Description:
- Images of villages in Mali (and a few in Burkina) in which Jamsay (Dogon family) is the primary language. Each file name contains important information about the photos, and are structured thus: LanguageFamily_Language_IdentificationNumber_GeographicCoordinate_Description_Date_InitialsOfThePhotographer
- Keyword:
- Mali, Dogon, Jamsay, and villages
- Citation to related publication:
- Moran, Steven & Forkel, Robert & Heath, Jeffrey (eds.) 2016. Dogon and Bangime Linguistics. Jena: Max Planck Institute for the Science of Human History. http://dogonlanguages.org
- Discipline:
- Humanities
-
- Creator:
- dos Santos, Thiago, Steiner, Allison, Keppel-Aleks, Gretchen, and De Roo, Roger
- Description:
- Model simulations were conducted to investigate the role of soil moisture on the terrestrial carbon and water cycles. The data are composed of NetCDF files generated by the simulations that contain the data variables analyzed in the paper. and CLM5 Documentation - http://www.cesm.ucar.edu/models/cesm2/land/.
- Keyword:
- Soil moisture, Community Land Model 5, Latent heat, GPP, Gross primary productivity, and Fluxnet
- Citation to related publication:
- Santos, T. dos, Keppel-Aleks, G., Roo, R. D., & Steiner, A. L. (2021). Can Land Surface Models Capture the Observed Soil Moisture Control of Water and Carbon Fluxes in Temperate-To-Boreal Forests? Journal of Geophysical Research: Biogeosciences, 126(4), e2020JG005999. https://doi.org/10.1029/2020JG005999
- Discipline:
- Science
-
- Creator:
- Moldwin, Mark B
- Description:
- Tab delimited file containing the records of all papers published in JGR-Space Physics in 2012. The records were pulled from Thomsen-Reuters ISI-Web-of-Science on June 3, 2016 including citations. Gender was identified independently by the creator of the file.
- Keyword:
- Gender and Nationality Bias, Space Physics, and Bibliometrics
- Discipline:
- Science
-
- Creator:
- Yan, Haoyang MI and Yates, J Frank
- Description:
- The research aims to demonstrate judgment accuracy about other individuals' socio-political opinions produced by prototype matching and base/shift heuristics or people's own strategies (control).
- Keyword:
- judgment accuracy and socio-political opinions
- Discipline:
- Social Sciences
-
Kodër Boks
User Collection- Creator:
- Galaty, Michael
- Description:
- The following works contain the databases, field notebooks, unit and profile drawings, photographs, photo descriptions, radiocarbon dates, and geophysical survey data related to the Kodër Boks settlement excavation.
- Keyword:
- archaeology
- Discipline:
- Humanities and Science
3Works -
- Creator:
- Vani Archaeological Survey
- Description:
- The modern settlement of Kveda Bzvani is situated east of Vani within the foothills that line the Phasis River plain, approximately 2 km south of the main east-west road on the south edge of the Phasis River plain. The village is located in the Vani administrative district. We investigated a pair of hills oriented northwest southeast on the outskirts of the village. The boundary between Kveda (Lower) Bzvani and Zeda (Upper) Bzvani actually runs between these hills, but they are considered here as a unit. Local toponyms for this area are Natsikhvari and Chitoula (“Place of Birds”). A corn field on the western slope of the northwestern hill is dense with surface pottery (A047); on the top of the hill are the mortared masonry remains of what appears to have been a fortified complex on a series of terraces (A048); on the eastern slope is a rock-cut chamber that may have been used as a chapel (A049). The southeastern hill is now occupied by a church and modern cemetery, but ancient pottery is visible in many places on the top and sides of the hill (A050).
- Keyword:
- Modern Settlement
- Citation to related publication:
- A brief survey of the site was undertaken by S. Kharabadze in 2008. No further archaeological work has been conducted. and Sulkhan Kharabadze. “Vanis Qveq’nis” Arqeologiuri Ruk’a (dzv.ts. VIII – akh.ts. III ss.). (Archaeological Map of the Vani Land, 8th Century BC – 3rd Century AD). Tsardgenilia Doqt’oris Ak’ademiuri Khariskhis Mosap’oveblad. Saqartvelos T’eqnik’uri Universit’et’i. Tbilisi, 0175, Saqartvelo. Seqt’egberi, 2008.
- Discipline:
- Social Sciences and Humanities
-
- Creator:
- Vani Archaeological Survey
- Description:
- On the western slope of the northwestern hill investigated at Kveda Bzvani is a corn field dense with surface pottery. Sherds collected included fragments of Rhodian amphorae; miscellaneous f ragments of other unidentified imported wares; and fragments of local Colchian pottery of the Iron Age, Classical, and late Hellenistic periods.
- Keyword:
- Iron Age, Classical, Late Hellenistic, and Settlement
- Citation to related publication:
- A brief survey of the site was undertaken by S. Kharabadze in 2008. No further archaeological work has been conducted. and Sulkhan Kharabadze. “Vanis Qveq’nis” Arqeologiuri Ruk’a (dzv.ts. VIII – akh.ts. III ss.). (Archaeological Map of the Vani Land, 8th Century BC – 3rd Century AD). Tsardgenilia Doqt’oris Ak’ademiuri Khariskhis Mosap’oveblad. Saqartvelos T’eqnik’uri Universit’et’i. Tbilisi, 0175, Saqartvelo. Seqt’egberi, 2008.
- Discipline:
- Social Sciences and Humanities
-
- Creator:
- Vani Archaeological Survey
- Description:
- On the top of the northwestern hill investigated at Kveda Bzvani are the mortared masonry remains of what appears to be a fortified complex spread over a series of terraces sloping down from northwest to southeast. A stone staircase, reconstructed in the Soviet era, leads up the southeastern slope. At the top of the staircase, a meadow opens up to the northwest into a relatively level terrace, which is separated from a second and higher terrace by a moat-like dip running across the width of the meadow. The third and highest terrace occupies the largest area of the hilltop and contains the remains of several structures. To the east lie the low remains of two parallel walls oriented northwest-southeast, which appear to define an oblong room with an interior width of 5.80 m. The walls are built of limestone slabs set in white mortar. The western (upslope) wall is preserved to a height of 5 courses above the ground, while only the alignment of the downslope wall is visible, without clearly defined edges. The western wall is 0.45 m thick, 4.9 m in preserved length, and 0.50 m in preserved height. South of the walls is a round depression filled with stones. At the northwest extremity of the hilltop terrace is a possible cistern, 1.4 m by 1.5 m, fed by two sloping channels at its northeastern and southeastern corners. While there was no visible pottery on top of the hill, sherds are visible on the slopes of the hill just below the top (A047).
- Keyword:
- Fortification, Mediaeval, and 16th-17th century CE
- Citation to related publication:
- A brief survey of the site was undertaken by S. Kharabadze in 2008. No further archaeological work has been conducted. and Sulkhan Kharabadze. “Vanis Qveq’nis” Arqeologiuri Ruk’a (dzv.ts. VIII – akh.ts. III ss.). (Archaeological Map of the Vani Land, 8th Century BC – 3rd Century AD). Tsardgenilia Doqt’oris Ak’ademiuri Khariskhis Mosap’oveblad. Saqartvelos T’eqnik’uri Universit’et’i. Tbilisi, 0175, Saqartvelo. Seqt’egberi, 2008.
- Discipline:
- Social Sciences and Humanities
-
- Creator:
- Vani Archaeological Survey
- Description:
- Low on the eastern slope of the northwestern hill investigated at Kveda Bzvani is a rock-cut chamber that may have been used as a chapel. It is carved out of the soft bedrock of the hill, with visible pickmarks along the interior walls. The interior dimensions of the chamber are: 2.13 m wide, 2.75 m long, and 1.54 m high. It appears to have a roughly apsidal eastern end, suggesting its use as a small chapel, perhaps in association with the fortress on top of the hill (A048).
- Keyword:
- Church, Mediaeval, and 16th-17th century CE
- Citation to related publication:
- A brief survey of the site was undertaken by S. Kharabadze in 2008. No further archaeological work has been conducted. and Sulkhan Kharabadze. “Vanis Qveq’nis” Arqeologiuri Ruk’a (dzv.ts. VIII – akh.ts. III ss.). (Archaeological Map of the Vani Land, 8th Century BC – 3rd Century AD). Tsardgenilia Doqt’oris Ak’ademiuri Khariskhis Mosap’oveblad. Saqartvelos T’eqnik’uri Universit’et’i. Tbilisi, 0175, Saqartvelo. Seqt’egberi, 2008.
- Discipline:
- Social Sciences and Humanities
-
- Creator:
- Vani Archaeological Survey
- Description:
- The modern village of Kveda Gora is situated 13 km southeast of Vani at 240 masl in the foothills of the Lesser Caucasus. It located in the Vani administrative district. A Mediaeval tower stands on the top of a hill on the western edge of the modern village, between Kveda Gora and Inashauri (B015).
- Keyword:
- Modern Settlement
- Citation to related publication:
- A stray find was found in Kveda Gora in 1958. No formal archaeological work has been conducted at the site. and Kharabadze, S. 2008. “Vanis Qveqnis” Arqeologiuri Ruka (dzv.ts. VIII – akh.ts. III ss.) [Archaeological Map of the “Vani Region” (8th Century BC – 3rd Century AD)]. Tsardgenilia Doqtoris Akademiuri Khariskhis Mosapoveblad. Saqartvelos Teqnikuri Universiteti. Tbilisi, 0175, Saqartvelo. Seqtemberi. p. 11-14. (In Georgian with an English summary.)
- Discipline:
- Social Sciences and Humanities
-
- Creator:
- Vani Archaeological Survey
- Description:
- On the western edge of of the modern village of Kveda Gora is a hill rising to an elevation of 220 masl and topped by a fortress that is essentially a triangular enclosure with a tower at the east end. It is located on the high point of a southeast-northwest oriented ridge, which falls away steeply to the north, east, and southwest. The structure is built of mortared rubble and is oriented east-west on its longitudinal axis. The enclosure is approximately 20 m in length with a maximum width of about 15 m. The square tower is 5 m on each side. The heavily damaged walls are at least 1.1 m thick, and may have originally been thicker.
- Keyword:
- Fortification and Mediaeval
- Citation to related publication:
- A stray find was found in Kveda Gora in 1958. No formal archaeological work has been conducted at the site. and Kharabadze, S. 2008. “Vanis Qveqnis” Arqeologiuri Ruka (dzv.ts. VIII – akh.ts. III ss.) [Archaeological Map of the “Vani Region” (8th Century BC – 3rd Century AD)]. Tsardgenilia Doqtoris Akademiuri Khariskhis Mosapoveblad. Saqartvelos Teqnikuri Universiteti. Tbilisi, 0175, Saqartvelo. Seqtemberi. p. 11-14. (In Georgian with an English summary.)
- Discipline:
- Social Sciences and Humanities
-
- Creator:
- Vani Archaeological Survey
- Description:
- The modern village of Kveda Tsikhesulori is located 3 km west of Vani at 40 masl and is in the Vani administrative district. The area of Ketchinara is a residential zone at the eastern outskirts of the modern village of Kveda Tsikhesulori, located directly below the Vani Archaeological Museum, along the west (left) bank of the Tchishura stream. In 2010 six points of interest were documented in this area: the findspot of a pithos burial dated to the 6th-4th centuries B.C.; Hellenistic and Classical pottery eroding from the landslide deposit on the west (left) stream bank of the Tchishura by the village of Kveda Tsikhesulori; the findspot of a pithos burial of a child dated to the Hellenistic period (4th-3rd centuries B.C.); the findspot of a red-figure skyphos; the findspot of a third pithos burial; and a hoard of coins of the 11th century A.D. All of these places are included within the site designation B009.
- Keyword:
- Modern Settlement
- Citation to related publication:
- Survey carried out in the 1950s at Ketchinara identified pottery, burnt daub, and metal objects as well as pithos graves. Stray finds are known from the area, including coins and an Attic red-figure skyphos (found in 1985)., Khoshtaria, N. V. 1959. Arkheologicheskiye issledovaniya v Vani i Vanskom rayone v 1952 g. [Archaeological studies in Vani and Vani district in 1952]. Masalebi sakartvelos da kavkasiis arkeologiisatvis [Materials for the archaeology of Georgia and the Caucasus], vol. II. Tbilisi. pp. 149-162, pls. I-XIX. (In Russian.) p. 149-150., Ghambashidze, G. 1963. Arkeologiuri dazvervebi ketchinarashi (soph. tsikhesulori, vani r.) [Archaeological Surveys in Ketchinara (the village Tsikhesulori, Vani region)]. Summaries of reports of the 25th scientific conference of Tbilisi University students. P. 21-23., Dundua, G. 1973. Sakartveloshi gavtselebuli alexandre makedonelisa da lisimakes sakhelit motchrili monetebi vanidan. [The coins known from Georgia struck by the names of Alexander the Macedonian and Lysimmachus in Vani.] Matsne [Herald] no. 1, 1973. p. 54., Dundua, G., and G. Lordkipanidze. 1977. Monetebi vanidan. [Money from Vani] Vani III. Tbilisi. p. 131., Phuturidze, R. 1983. Antikuri importi vansa dam is midamoebshi. tsikhesulori. [Classical import in Vani and its environs. Tsikhesulori] Vani VII, Tbilisi, p. 126., Lordkipanidze, G. 1970. K istorii drevney Kolkhidy. Tbilisi. Plates IV, 1; XI, 1., Dundua, G., and G. Lordkipanidze. 1983. Denezhnoe obrashchenie Tsentralnoi Kolkhidy [The circulation of coins in central Colchis]. Tbilisi. p. 52., Dundua, G. 1987. Numizmatika antichnoy Gruzii. [Numismatics of classical Georgia]. Tbilisi. p. 44., Kharabadze, S. 2005. Samarkhebi soph. kveda tsikhesuloris teritoriidan. [Graves from the Territory of Kveda Tsikhesulori] Iberia-Colchis No. 2: 30-38., and Kharabadze, S. 2008. “Vanis Qveqnis” Arqeologiuri Ruka (dzv.ts. VIII – akh.ts. III ss.) [Archaeological Map of the “Vani Region” (8th Century BC – 3rd Century AD)]. Tsardgenilia Doqtoris Akademiuri Khariskhis Mosapoveblad. Saqartvelos Teqnikuri Universiteti. Tbilisi, 0175, Saqartvelo. Seqtemberi. (In Georgian with an English summary.)
- Discipline:
- Social Sciences and Humanities
-
- Creator:
- Vani Archaeological Survey
- Description:
- Six points of interest have been documented in the area of Ketchinara at approximately 50 masl. First is the findspot of a pithos burial dated to the 6th-4th centuries B.C., located in the backyard of one of the houses in the area, approximately 200 m north of the museum along a cobblestone road leading to Tchishura stream. Second is a landslide deposit containing Classical and Hellenistic pottery on the west (left) stream bank of the Tchishura by the village of Kveda Tsikhesulori. Third is the findspot of a pithos burial of a child dated to the Hellenistic period (4th-3rd centuries B.C.) located approximately 50 m uphill from the landslide deposit by Tchishura stream. The burial was discovered and excavated by Sulkhan Kharabadze (Kharabadze ND). Fourth is the findspot of a red-figure skyphos in the front yard of a house on the top of the hill at the end of the cobblestone road. The skyphos, which was found in 1958, is of Attic production of the Fat Boy Group and is now held in the Vani Archaeological Museum (inv. # 2:985-676). Sulkhan Kharabadze carried out excavations here three years ago and did not find a cultural layer. The elderly woman living in the house indicated that she had also found ceramics in the cornfield next to her house. Fifth is the findspot of a third pithos burial found in the woods behind the same house at the base of the hill south of the museum. The burial was found by a man who had worked in the Vani Museum as an electrician and who donated all of the artifacts to the museum. Sixth is a hoard of thirteen coins of the 11th century A.D. found approximately 50 m uphill from a house.
- Keyword:
- Classical, Hoard, Hellenistic, Settlement, Mediaeval, and Burial
- Citation to related publication:
- Survey carried out in the 1950s at Ketchinara identified pottery, burnt daub, and metal objects as well as pithos graves. Stray finds are known from the area, including coins and an Attic red-figure skyphos (found in 1985)., Khoshtaria, N. V. 1959. Arkheologicheskiye issledovaniya v Vani i Vanskom rayone v 1952 g. [Archaeological studies in Vani and Vani district in 1952]. Masalebi sakartvelos da kavkasiis arkeologiisatvis [Materials for the archaeology of Georgia and the Caucasus], vol. II. Tbilisi. pp. 149-162, pls. I-XIX. (In Russian.) p. 149-150., Ghambashidze, G. 1963. Arkeologiuri dazvervebi ketchinarashi (soph. tsikhesulori, vani r.) [Archaeological Surveys in Ketchinara (the village Tsikhesulori, Vani region)]. Summaries of reports of the 25th scientific conference of Tbilisi University students. P. 21-23., Dundua, G. 1973. Sakartveloshi gavtselebuli alexandre makedonelisa da lisimakes sakhelit motchrili monetebi vanidan. [The coins known from Georgia struck by the names of Alexander the Macedonian and Lysimmachus in Vani.] Matsne [Herald] no. 1, 1973. p. 54., Dundua, G., and G. Lordkipanidze. 1977. Monetebi vanidan. [Money from Vani] Vani III. Tbilisi. p. 131., Phuturidze, R. 1983. Antikuri importi vansa dam is midamoebshi. tsikhesulori. [Classical import in Vani and its environs. Tsikhesulori] Vani VII, Tbilisi, p. 126., Lordkipanidze, G. 1970. K istorii drevney Kolkhidy. Tbilisi. Plates IV, 1; XI, 1., Dundua, G., and G. Lordkipanidze. 1983. Denezhnoe obrashchenie Tsentralnoi Kolkhidy [The circulation of coins in central Colchis]. Tbilisi. p. 52., Dundua, G. 1987. Numizmatika antichnoy Gruzii. [Numismatics of classical Georgia]. Tbilisi. p. 44., Kharabadze, S. 2005. Samarkhebi soph. kveda tsikhesuloris teritoriidan. [Graves from the Territory of Kveda Tsikhesulori] Iberia-Colchis No. 2: 30-38., and Kharabadze, S. 2008. “Vanis Qveqnis” Arqeologiuri Ruka (dzv.ts. VIII – akh.ts. III ss.) [Archaeological Map of the “Vani Region” (8th Century BC – 3rd Century AD)]. Tsardgenilia Doqtoris Akademiuri Khariskhis Mosapoveblad. Saqartvelos Teqnikuri Universiteti. Tbilisi, 0175, Saqartvelo. Seqtemberi. (In Georgian with an English summary.)
- Discipline:
- Social Sciences and Humanities
-
- Creator:
- Anahita, Amiri Farahani
- Description:
- this dataset is the output of WRF-Chem model for several simulations.
- Keyword:
- Lake spray aerosol
- Citation to related publication:
- Amiri-Farahani, A., Olson, N. E., Neubauer, D., Roozitalab, B., Ault, A. P., & Steiner, A. L. (2021). Lake Spray Aerosol Emissions Alter Nitrogen Partitioning in the Great Lakes Region. Geophysical Research Letters, 48(12), e2021GL093727. https://doi.org/10.1029/2021GL093727
- Discipline:
- Science
-
- Creator:
- Minallah, Samar and Steiner, Allison L.
- Description:
- Data format: netcdf4 , Time series duration: 2016-06-01 to 2020-10-31, Temporal resolution: Daily, and Spatial resolution: The model output was regridded to a 0.05 degree rectilinear (lat/lon) grid using the conservative remapping method ("cdo remapcon" tool).
- Keyword:
- Land surface hydrology, Great Lakes, Land surface model, NOAH-MP, WRF-Hydro, and Hydrologic modeling
- Citation to related publication:
- Minallah, S. (2022). A Study on the Atmospheric, Cryospheric, and Hydrologic Processes Governing the Evolution of Regional Hydroclimates (Doctoral dissertation, University of Michigan Ann Arbor). https://dx.doi.org/10.7302/6223
- Discipline:
- Science and Engineering
-
- Creator:
- Smith, Joeseph P., Gronewold, Andrew D., Read, Laura, Crooks, James L., School for Environment and Sustainability, University of Michigan, Department of Civil and Environmental Engineering, University of Michigan, and Cooperative Institute for Great Lakes Research, University of Michigan
- Description:
- Using the statistical programming package R ( https://cran.r-project.org/), and JAGS (Just Another Gibbs Sampler, http://mcmc-jags.sourceforge.net/), we processed multiple estimates of the Laurentian Great Lakes water balance components -- over-lake precipitation, evaporation, lateral tributary runoff, connecting channel flows, and diversions -- feeding them into prior distributions (using data from 1950 through 1979), and likelihood functions. The Bayesian Network is coded in the BUGS language. Water balance computations assume that monthly change in storage for a given lake is the difference between beginning of month water levels surrounding each month. For example, the change in storage for June 2015 is the difference between the beginning of month water level for July 2015 and that for June 2015., More details on the model can be found in the following summary report for the International Watersheds Initiative of the International Joint Commission, where the model was used to generate a new water balance historical record from 1950 through 2015: https://www.glerl.noaa.gov/pubs/fulltext/2018/20180021.pdf. Large Lake Statistical Water Balance Model (L2SWBM): https://www.glerl.noaa.gov/data/WaterBalanceModel/, and This data set has a shorter timespan to accommodate a prior which uses data not used in the likelihood functions.
- Keyword:
- Water, Balance, Great Lakes, Laurentian, Machine Learning, Machine, Learning, Lakes, Bayesian, and Network
- Citation to related publication:
- Smith, J., Gronewald, A. et al. Summary Report: Development of the Large Lake Statistical Water Balance Model for Constructing a New Historical Record of the Great Lakes Water Balance. Submitted to: The International Watersheds Initiative of the International Joint Commission. Accessible at https://www.glerl.noaa.gov/pubs/fulltext/2018/20180021.pdf, Large Lake Statistical Water Balance Model (L2SWBM). https://www.glerl.noaa.gov/data/WaterBalanceModel/, and Gronewold, A.D., Smith, J.P., Read, L. and Crooks, J.L., 2020. Reconciling the water balance of large lake systems. Advances in Water Resources, p.103505.
- Discipline:
- Science and Engineering
-
- Creator:
- Smith, Joeseph P., Gronewold, Andrew D., Read, Laura, Crooks, James L., School for Environment and Sustainability, University of Michigan, Department of Civil and Environmental Engineering, University of Michigan, and Cooperative Institute for Great Lakes Research
- Description:
- Using the statistical programming package R ( https://cran.r-project.org/), and JAGS (Just Another Gibbs Sampler, http://mcmc-jags.sourceforge.net/), we processed multiple estimates of the Laurentian Great Lakes water balance components -- over-lake precipitation, evaporation, lateral tributary runoff, connecting channel flows, and diversions -- feeding them into prior distributions (using data from 1950 through 1979), and likelihood functions. The Bayesian Network is coded in the BUGS language. Water balance computations assume that monthly change in storage for a given lake is the difference between beginning of month water levels surrounding each month. For example, the change in storage for June 2015 is the difference between the beginning of month water level for July 2015 and that for June 2015., More details on the model can be found in the following summary report for the International Watersheds Initiative of the International Joint Commission, where the model was used to generate a new water balance historical record from 1950 through 2015: https://www.glerl.noaa.gov/pubs/fulltext/2018/20180021.pdf. Large Lake Statistical Water Balance Model (L2SWBM): https://www.glerl.noaa.gov/data/WaterBalanceModel/, and This data set has a shorter timespan to accommodate a prior which uses data not used in the likelihood functions.
- Keyword:
- Water, Balance, Great Lakes, Laurentian, Machine, Learning, Lakes, Bayesian, and Network
- Citation to related publication:
- Smith, J., Gronewald, A. et al. Summary Report: Development of the Large Lake Statistical Water Balance Model for Constructing a New Historical Record of the Great Lakes Water Balance. Submitted to: The International Watersheds Initiative of the International Joint Commission. Accessible at https://www.glerl.noaa.gov/pubs/fulltext/2018/20180021.pdf, Large Lake Statistical Water Balance Model (L2SWBM). https://www.glerl.noaa.gov/data/WaterBalanceModel/, and Gronewold, A.D., Smith, J.P., Read, L. and Crooks, J.L., 2020. Reconciling the water balance of large lake systems. Advances in Water Resources, p.103505.
- Discipline:
- Science and Engineering
-
- Creator:
- Smith, Joeseph P., Gronewold, Andrew D., Read, Laura, Crooks, James L., School for Environment and Sustainability, University of Michigan, Department of Civil and Environmental Engineering, University of Michigan, and Cooperative Institute for Great Lakes Research
- Description:
- Using the statistical programming package R ( https://cran.r-project.org/), and JAGS (Just Another Gibbs Sampler, http://mcmc-jags.sourceforge.net/), we processed multiple estimates of the Laurentian Great Lakes water balance components -- over-lake precipitation, evaporation, lateral tributary runoff, connecting channel flows, and diversions -- feeding them into prior distributions (using data from 1950 through 1979), and likelihood functions. The Bayesian Network is coded in the BUGS language. Water balance computations assume that monthly change in storage for a given lake is the difference between beginning of month water levels surrounding each month. For example, the change in storage for June 2015 is the difference between the beginning of month water level for July 2015 and that for June 2015., More details on the model can be found in the following summary report for the International Watersheds Initiative of the International Joint Commission, where the model was used to generate a new water balance historical record from 1950 through 2015: https://www.glerl.noaa.gov/pubs/fulltext/2018/20180021.pdf. Large Lake Statistical Water Balance Model (L2SWBM): https://www.glerl.noaa.gov/data/WaterBalanceModel/ , and This data set has a shorter timespan to accommodate a prior which uses data not used in the likelihood functions.
- Keyword:
- Water, Balance, Great Lakes, Laurentian, Machine, Learning, Lakes, Bayesian, and Network
- Citation to related publication:
- Smith, J., Gronewald, A. et al. Summary Report: Development of the Large Lake Statistical Water Balance Model for Constructing a New Historical Record of the Great Lakes Water Balance. Submitted to: The International Watersheds Initiative of the International Joint Commission. Accessible at https://www.glerl.noaa.gov/pubs/fulltext/2018/20180021.pdf, Large Lake Statistical Water Balance Model (L2SWBM). https://www.glerl.noaa.gov/data/WaterBalanceModel/, and Gronewold, A.D., Smith, J.P., Read, L. and Crooks, J.L., 2020. Reconciling the water balance of large lake systems. Advances in Water Resources, p.103505.
- Discipline:
- Science and Engineering
-
- Creator:
- Towne, Aaron, Jones, Anya, and Biler, Hulya
- Description:
- This dataset contains experimental measurements of a flat-plate airfoil passing through a large-amplitude transverse gust. The dataset contains an ensemble of of the airfoil-gust encounter to account for variability in the gust profile, and each realization contains time-resolved force measurements and planar PIV velocity fields. All data are stored within hdf5 files, and a Matlab script showing how the data can be read and manipulated is provided. Please see the ‘airfoilEXP_README.pdf’ file for more information. We recommend using the ‘airfoilEXP_example.zip’ file as an entry point to the dataset. and The dataset is part of “A database for reduced-complexity modeling of fluid flows” (see references below) and is intended to aid in the conception, training, demonstration, evaluation, and comparison of reduced-complexity models for fluid mechanics. The paper introduces the flow setup and computational methods, describes the available data, and provides an example of how these data can be used for reduced-complexity modeling. Users of these data should cite the papers listed below.
- Keyword:
- fluid mechanics and aerodynamics
- Citation to related publication:
- Towne, A., Dawson, S., Brès, G. A., Lozano-Durán, A., Saxton-Fox, T., Parthasarthy, A., Biler, H., Jones, A. R., Yeh, C.-A., Patel, H., Taira, K. (2022). A database for reduced-complexity modeling of fluid flows. AIAA Journal 61(7): 2867-2892., Biler, H., Sedky, G., Jones, A. R., Saritas, M. and Cetiner, O. (2021) Experimental investigation of transverse and vortex gust encounters at low Reynolds numbers. AIAA Journal, 59(3):786–799., and Andreu-Angulo, I., Babinsky, H., Biler, H., Sedky, G. and Jones, A. R. (2020) Effect of transverse gust velocity profiles. AIAA Journal, 58(12):5123–5133.
- Discipline:
- Science and Engineering
-
- Creator:
- Steiner, Allison and Li, Yang
- Description:
- Case 2 of Li et al. (2016) LES simulations for the DISCOVER-AQ 11 campaign, including three different grid resolutions (96, 197 and 320 grid cell resolutions), plus simulations at the 192 grid resolution with and without aqueous chemistry
- Discipline:
- Science
-
- Creator:
- Steiner, Allison and Li, Yang
- Description:
- Case 1: A fair weather condition; Case 2: A convective event; Case 3: A polluted event with high temperature and convection
- Keyword:
- LES, boundary layer, turbulence, and BVOC Chemistry
- Discipline:
- Science
-
Late Bronze Age
User Collection- Creator:
- Vani Archaeological Survey
- Description:
- Late Bronze Age activity documented by the Vani Archaeological Survey
- Keyword:
- Late Bronze Age
4Works -
Late Hellenistic (mid-3rd-mid-1st cent. BCE)
User Collection- Creator:
- Vani Archaeological Survey
- Description:
- Late Hellenistic activity documented by the Vani Archaeological Survey
- Keyword:
- Late Hellenistic
12Works -
Late Roman
User Collection- Creator:
- Vani Archaeological Survey
- Description:
- Late Roman activity documented by the Vani Archaeological Survey
- Keyword:
- Late Roman
2Works -
- Creator:
- Heath, Jeffrey , Ouattara, Aminata , and Hantgan, Abbie
- Description:
- Our project, mainly on Dogon languages of Mali, has branched out to Burkina Faso with emphasis on documentation of the most endangered languages. Tiefo-N was studied on an emergency basis since it was down to two aging competent speakers. For additional comments and links to a reference grammar, see the readme file.
- Keyword:
- Gur languages, Tiefo, Tiefo-N language, and Lexicon
- Citation to related publication:
- Jeffrey Heath, Aminata Ouattara & Abbie Hantgan. Short grammar of Tiefo-N of Nyafogo (Gur, Burkina Faso). Language Description Heritage Library (MPI). http://ldh.clld.org/2017/01/01/escidoc2378140/ and A copy of this publication is also available in Deep Blue: http://dx.doi.org/10.17617/2.2378140
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- Holistic linguistic fieldwork carried out on location in central-eastern Mali.
- Keyword:
- Lexicon, Mali, and Dogon
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey, Hantgan, Abbie , and Elders, Stefan
- Description:
- The work on the Bangime language, spoken by the Bangande people, was carried out as part of a larger linguistic fieldwork project focused on Dogon languages. Bangime is confirmed as a language isolate with no demonstrable linguistic relatives—possibly the only such isolate in West Africa.
- Keyword:
- Bangime, Mali, and Lexicon
- Citation to related publication:
- Heath & Hantgan. A grammar of Bangime. Berlin: de Gruyter, 2018. ISBN 978-3-11-055749-7
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- Jalkunan is an endangered language of the Mande family, spoken in the village cluster of Blédougou in southwestern Burkina Faso. The lexical work complements a published grammar with texts. See the readme for further information.
- Keyword:
- Jalkunan, Burkina Faso, Mande languages, and Lexicon
- Citation to related publication:
- Heath, Jeffrey. A grammar of Jalkunan (Mande, Burkina Faso). 2017. http://hdl.handle.net/2027.42/139025
- Discipline:
- Humanities
-
- Creator:
- Ye, Zhengwei and Mi, Zetian
- Description:
- Generation of C2+ compounds using sunlight, carbon dioxide, and water provides a promising path for carbon neutrality. The exploration of a catalyst to break the bottleneck of C-C coupling, for constructing a rational artificial photosynthesis integrated device, is at the core. Herein, based on operando spectroscopy measurements, theoretical calculations, and feedstock experiments, it is discovered that gold, in conjunction with iridium, can catalyze the reduction of CO2, achieving C-C coupling by insertion of CO2 into -CH3. Owing to a combination of optoelectronic and catalytic properties, the assembly of AuIr with InGaN nanowires on silicon (AuIr@InGaN NWs/Si) enables the achievement of a C2H6 activity of 58.8 mmol‧g-1‧h-1 with a turnover number of 54,595 over 60 hours. A light-to-fuels efficiency of ~0.59% for solar fuels production from CO2 and H2O is achieved without any other energy inputs. This work provides a carbon-negative path for producing higher order C compounds.
- Keyword:
- Carbon dioxide reduction and Photocatalysis
- Discipline:
- Science
-
- Creator:
- Larson, Joanna G and Weiner, Abraham
- Description:
- This dataset consists of 11 linear external morphological measurements from 2,593 adult frog individuals from 757 species. We use these data to investigate patterns and rates of frog size and shape evolution. The measured traits are predictive of adult microhabitat use, diel activity patterns, locomotion, mating habitat, and diet.
- Keyword:
- functional traits, morphology, anura, amphibian
- Citation to related publication:
- Larson, JG, A Weiner, and DL Rabosky. Are rates of speciation and morphological evolution coupled across extant frogs? In prep
- Discipline:
- Science
-
- Creator:
- Saylor, Kate M., McCormick, Amanda D., Wilde, Megan M., Charpie, Christine E., Yu, Sunkyung, and Cousino, Melissa K.
- Description:
- The search data supports a literature review project on Psychological Functioning in Pediatric Patients with Single Ventricle Congenital Heart Disease. The data included are the reproducible search strategies (txt file) and the exported results of all citations from all databases (txt, ris, and.nbib files). Both the original search files and updated search files have been included in the deposit.
- Keyword:
- pediatrics, univent, Single Ventricle Congenital Heart Disease, and psychological
- Discipline:
- Health Sciences
-
- Creator:
- Saylor, Kate M., Arring, Noël M., Aduse-Poku, Livingstone, Jiagge, Evelyn, Walker, Eleanor, White-Perkins, Denise, Israel, Barbara, Hinebaugh, Analise, Harb, Rayya, DeWitt, Jillian, Molnar, Maxim, Wilson-Powers, Eliza, and Brush, Barbara L.
- Description:
- The search data supports a literature review project on Strategies to Increase Black Enrollment and Retention in Cancer Clinical Trials. This dataset includes the reproducible search strategies (txt file) and the exported results of all citations from all databases (txt, ris, and.nbib files). These searches and exported result files contain all citations originating from the database searches that were considered for inclusion.
- Keyword:
- African American, Cancer, Neoplasm, clinical trials, and Minority Recruitment
- Discipline:
- Health Sciences
-
- Creator:
- Saylor, Kate M., King, Wesley M., and Gamarel, Kristi E.
- Description:
- The search data supports a literature review project on Firearm violence among LGBTQ+ communities. The data included in the dataset are the reproducible search strategies (txt file) and the exported results of all citations from all databases (txt, ris, and.nbib files). These searches and exported result files contain all citations originating from the database searches that were considered for inclusion.
- Keyword:
- LGBTQ, Transgender, Firearms
- Discipline:
- Health Sciences
-
- Creator:
- Saylor, Kate M., Hicks, Patrice M., Kang, Linda, Stagg, Brian C., Newman-Casey, Paula-Anne, and Woodward, Maria A.
- Description:
- The search data supports a scoping literature review project on Loss to follow-up barriers in care for Cornea Ulcers and Glaucoma. The data included are the reproducible search strategies (txt file) and the exported results of all citations from all databases (txt, ris, and.nbib files). Both the original search files and updated search files have been included in the deposit.
- Keyword:
- Cornea, Glaucoma, Loss to follow, and ophthalmology
- Discipline:
- Health Sciences
-
- Creator:
- Saylor, Kate M., Sirihorachai, Rattima , and Manojlovich, Milisa
- Description:
- The search data supports a literature review project on counting interventions to reduce the incidence of retained surgical instruments. The data included in the dataset are the reproducible search strategies (txt file) and the exported results of all citations from all databases (txt, ris, and.nbib files). These searches and exported result files contain all citations originating from the database searches that were considered for inclusion.
- Keyword:
- literature search , retained surgical instruments, counting, and nursing
- Discipline:
- Health Sciences
-
- Creator:
- MacEachern, Mark
- Description:
- The search data supports a literature review project on lifestyle therapies for the management of atrial fibrillation. The data included in the dataset are the reproducible search strategies (in docx) and the exported results of all citations from all databases (txt and ris files). These searches and exported result files contain all citations originating from the database searches that were considered for inclusion.
- Keyword:
- literature searches, atrial fibrillation, lifestyle therapy, and lifestyle therapies
- Citation to related publication:
- Abdul-Aziz AA, Altawil M, Lyon A, MacEachern M, Richardson CR, Rubenfire M, Pelosi F Jr, Jackson EA. Lifestyle Therapy for the Management of Atrial Fibrillation. Am J Cardiol. 2018 May 1;121(9):1112-1117. doi: 10.1016/j.amjcard.2018.01.023. PubMed PMID: 29650239., https://www.ncbi.nlm.nih.gov/pubmed/29650239, and https://doi.org/10.1016/j.amjcard.2018.01.023
- Discipline:
- Health Sciences
-
- Creator:
- Saylor, Kate M
- Description:
- The dataset includes all citations considered for inclusion in the literature review. Abstracts and keywords have been removed from the citation file. The citation file was exported in an .RIS format and can be imported with any citation manger such as EndNote, Zotero, Mendeley, RefWorks, etc. The literature search strategies are included for reproducibility and transparency purposes.
- Discipline:
- Health Sciences
-
- Creator:
- MacEachern, Mark and Muzyk, Andrew
- Description:
- The systematic review explores the role of the emergency department in naloxone distribution and harm reduction strategies associated with opioid use.
- Keyword:
- Opioid use, Systematic review, Emergency department, Literature searches, and Naloxone
- Discipline:
- Health Sciences
-
- Creator:
- MacEachern, Mark P
- Description:
- The dataset represents the complete search strategies for all literature databases searched during the systematic review. The Endnote library that contains all citations is also included.
- Keyword:
- Systematic review, Anti-osteoporotic drugs, Fractures, Surgery, and Meta-analysis
- Discipline:
- Health Sciences
-
- Creator:
- MacEachern, Mark P
- Description:
- The dataset represents the complete, reproducible search strategies for all literature databases searched during the systematic review. The Endnote file and the Endnote import files contain all citations considered for inclusion in the review.
- Keyword:
- addiction, nursing, systematic review, education, and substance use
- Discipline:
- Health Sciences
-
- Creator:
- MacEachern, Mark P
- Description:
- The dataset represents the complete search strategies for all literature databases searched during the systematic review. The Endnote and Excel files of all citations considered for inclusion in the review are also included.
- Keyword:
- systematic review, pharmacy, education, addiction, and substance abuse
- Discipline:
- Health Sciences
-
- Creator:
- MacEachern, M. P. , Woolen, S. A., Shankar, P. R., Gagnier, J. J., Singer, L., and Davenport, M. S.
- Description:
- The intent of the project to identify all relevant studies and data related to the topic. There are searches for the following databases: Ovid MEDLINE, Elsevier Embase, Clarivate Web of Science, and Wiley Cochrane Central Register of Controlled Trials. The searches yielded 2700 citations after duplicates were removed in Endnote X8.
- Keyword:
- Systematic review, Meta-analysis, Radiology, Gadolinium, Chronic kidney disease, and Literature searches
- Citation to related publication:
- Woolen, S. A., Shankar, P. R., Gagnier, J. J., MacEachern, M. P., Singer, L., & Davenport, M. S. (2020). Risk of Nephrogenic Systemic Fibrosis in Patients With Stage 4 or 5 Chronic Kidney Disease Receiving a Group II Gadolinium-Based Contrast Agent: A Systematic Review and Meta-analysis. JAMA internal medicine, 180(2), 223–230. https://doi.org/10.1001/jamainternmed.2019.5284
- Discipline:
- Health Sciences
-
- Creator:
- MacEachern, Mark
- Description:
- This collection contains literature searches for published evidence syntheses in the health sciences.
- Keyword:
- health sciences, evidence syntheses, systematic reviews, scoping reviews, and literature searches
- Discipline:
- Health Sciences
20Works -
- Creator:
- MacEachern, Mark, DeLong, M. R. , Tandon, V. J., Bertrand, A. A. , Goldberg, M. , Salibian, A. , Pusic, A. L. , Festekjian, J. H. , and Wilkins, E. G.
- Description:
- The intent of the project was to identify all relevant studies and data related to the topic. There are searches for the following databases: Ovid MEDLINE, Elsevier Embase, Clarivate Web of Science, and Wiley Cochrane Central Register of Controlled Trials. The searches yielded 1168 citations after duplicates were removed in Endnote X8.
- Keyword:
- Literature searches, Breast reconstruction, Mesh, and Systematic review
- Citation to related publication:
- DeLong MR, Tandon VJ, Bertrand AA, MacEachern M, Goldberg M, Salibian A, Pusic AL, Festekjian JH, Wilkins EG. Review of Outcomes in Prepectoral Prosthetic Breast Reconstruction with and without Surgical Mesh Assistance. Plast Reconstr Surg. 2021 Feb 1;147(2):305-315. doi: 10.1097/PRS.0000000000007586. PMID: 33177453.
- Discipline:
- Health Sciences
-
- Creator:
- MacEachern, Mark and Bauer, Melissa
- Description:
- The intent of the project was to identify all relevant studies and data related to the topic. There are searches for the following databases: Ovid MEDLINE, Elsevier Embase, Wiley Cochrane Central Register of Controlled Trials, and EBSCOhost CINAHL.
- Keyword:
- Health sciences, Thrombocytopenia, Literature searches, and Systematic review
- Citation to related publication:
- Bauer ME, Toledano RD, Houle T, Beilin Y, MacEachern M, McCabe M, Rector D, Cooper JP, Gernsheimer T, Landau R, Leffert L. Lumbar neuraxial procedures in thrombocytopenic patients across populations: A systematic review and meta-analysis. J Clin Anesth. 2020 May;61:109666. doi: 10.1016/j.jclinane.2019.109666. Epub 2019 Dec 4. PMID: 31810860. and Bauer ME, Arendt K, Beilin Y, Gernsheimer T, Perez Botero J, James AH, Yaghmour E, Toledano RD, Turrentine M, Houle T, MacEachern M, Madden H, Rajasekhar A, Segal S, Wu C, Cooper JP, Landau R, Leffert L. The Society for Obstetric Anesthesia and Perinatology Interdisciplinary Consensus Statement on Neuraxial Procedures in Obstetric Patients With Thrombocytopenia. Anesth Analg. 2021 Jun 1;132(6):1531-1544. doi: 10.1213/ANE.0000000000005355. PMID: 33861047.
- Discipline:
- Health Sciences
-
- Creator:
- MacEachern, Mark, Vitous, C Ann, Dinh, Duyhoang, Jafri, Sara, Bennett, Olivia, and Suwanabol, Pasithorn
- Description:
- The intent of the project was to identify all relevant studies and data related to the topic. There are searches for the following databases: Ovid MEDLINE, Elsevier Embase, Clarivate Web of Science, and EBSCOhost CINAHL. The searches yielded 1168 citations after duplicates were removed in Endnote X8.
- Keyword:
- Health Sciences, Systematic Review, Surgeons, Well-being, and Literature Searches
- Citation to related publication:
- Vitous, C. Ann MA, MPH*; Dinh, Duyhoang Q. BS†; Jafri, Sara M. BS‡; Bennett, Olivia M. BS†; MacEachern, Mark MLIS§; Suwanabol, Pasithorn A. MD, MS* Optimizing Surgeon Well-Being, Annals of Surgery Open: March 2021 - Volume 2 - Issue 1 - p e029 doi: 10.1097/AS9.0000000000000029
- Discipline:
- Health Sciences
-
- Creator:
- MacEachern, Mark, Khouri, Alexander, Adidharma, Widya, Haase, Steven, Waljee, Jennifer, Cederna, Paul, and Strong, Amy
- Description:
- The intent of the project was to identify all relevant studies and data related to the topic. There are searches for the following databases: Ovid MEDLINE, Elsevier Embase, Clarivate Web of Science, and Wiley Cochrane Central Register of Controlled Trials. The searches yielded 889 citations after duplicates were removed in Endnote X8.
- Keyword:
- Fat Grafting, Surgery, Hand, Systematic Review, and Health Sciences
- Citation to related publication:
- Khouri AN, Adidharma W, MacEachern M, et al. The Current State of Fat Grafting in the Hand: A Systematic Review for Hand Diseases. HAND. February 2022. doi:10.1177/15589447211066347
- Discipline:
- Health Sciences
-
- Creator:
- Boles, Austin H and van der Pluijm, Ben
- Description:
- This data was generated as a chapter in the dissertation of Austin Boles.
- Keyword:
- authigenic illite, hydrogen isotopes, and 40Ar/39Ar isotopic analysis
- Citation to related publication:
- Boles, A., & Pluijm, B. van der. (2020). Locally Derived, Meteoric Fluid Infiltration Was Responsible for Widespread Late Paleozoic Illite Authigenesis in the Appalachian Basin. Tectonics, 39(7), e2020TC006137. https://doi.org/10.1029/2020TC006137
- Discipline:
- Science
-
- Creator:
- Arbic, Brian K. and Schindelegger, Michael
- Description:
- These netcdf and Matlab files contain the information needed to reproduce Figures 1, 4, 8, 17, 18, 9-16 (minus the proxy values and Monte Carlo results), and the "24 hour" results of Figures 2 and 3.
- Keyword:
- Lunar orbit and tides
- Citation to related publication:
- Daher, H., Arbic, B. K., Williams, J. G., Ansong, J. K., Boggs, D. H., Müller, M., et al. (2021). Long-term Earth-Moon evolution with high-level orbit and ocean tide models. Journal of Geophysical Research: Planets, 126, e2021JE006875. https://doi.org/10.1029/2021JE006875
- Discipline:
- Science
-
- Creator:
- Johnson, Jena E.
- Description:
- Note: The "Readme_Metadata" file was updated on March 15, 2018 to include a citation to the related article making use of this data and was reformatted to be presented as a pdf file rather than as a docx file. and This data set is comprised of synchrotron-based X-ray transmission and absorption spectroscopy data as well as X-ray diffraction patterns that were performed to characterize the best-preserved examples of nanoscale iron silicate mineral inclusions from 2.5 billion-year-old Banded Iron Formations (BIFs) and ferruginous cherts.
- Keyword:
- Precambrian banded iron formations and nanoparticle inclusions of iron silicates in chert
- Discipline:
- Science
-
- Creator:
- Towne, Aaron and Dawson, Scott
- Description:
- This dataset contains data from direct numerical simulations of two-dimensional stationary and pitching flat-plate airfoils at Reynolds number 100. The dataset contains time-resolved snapshots of the velocity field, lift and drag coefficients, and airfoil kinematics spanning 40-100 convective time units. Cases include a stationary airfoil and eight different pitching frequencies. All data are stored within hdf5 files, and a Matlab script showing how the data can be read and manipulated is provided. Please see the ‘airfoilDNS_README.pdf’ file for more information. We recommend using the ‘airfoilDNS_example.zip’ file as an entry point to the dataset. and The dataset is part of “A database for reduced-complexity modeling of fluid flows” (see references below) and is intended to aid in the conception, training, demonstration, evaluation, and comparison of reduced-complexity models for fluid mechanics. The paper introduces the flow setup and computational methods, describes the available data, and provides an example of how these data can be used for reduced-complexity modeling. Users of these data should cite the papers listed below.
- Keyword:
- fluid mechanics and aerodynamics
- Citation to related publication:
- Towne, A., Dawson, S., Brès, G. A., Lozano-Durán, A., Saxton-Fox, T., Parthasarthy, A., Biler, H., Jones, A. R., Yeh, C.-A., Patel, H., Taira, K. (2022). A database for reduced-complexity modeling of fluid flows. AIAA Journal 61(7): 2867-2892. and Dawson, S. T. M., Floryan, D. C., Rowley, C. W., and Hemati, M. S. (2016) Lift enhancement of high angle of attack airfoils using periodic pitching. AIAA Paper 2016-2069.
- Discipline:
- Engineering and Science
-
- Creator:
- Luyet, Chloe, Elvati, Paolo, Vinh, Jordan, and Violi, Angela
- Description:
- A growing body of work has linked key biological activities to the mechanical properties of cellular membranes, and as a means of identification. Here, we present a computational approach to simulate and compare the vibrational spectra in the low-THz region for mammalian and bacterial membranes, investigating the effect of membrane asymmetry and composition, as well as the conserved frequencies of a specific cell. We find that asymmetry does not impact the vibrational spectra, and the impact of sterols depends on the mobility of the components of the membrane. We demonstrate that vibrational spectra can be used to distinguish between membranes and, therefore, could be used in identification of different organisms. The method presented, here, can be immediately extended to other biological structures (e.g., amyloid fibers, polysaccharides, and protein-ligand structures) in order to fingerprint and understand vibrations of numerous biologically-relevant nanoscale structures.
- Keyword:
- molecular dynamics, membranes, mechanical vibration, bacterial identification, and Staphylococcus aureus
- Citation to related publication:
- Luyet C, Elvati P, Vinh J, Violi A. Low-THz Vibrations of Biological Membranes. Membranes. 2023; 13(2):139. https://doi.org/10.3390/membranes13020139
- Discipline:
- Engineering
-
Lu-177 DOTATATE Anonymized Patient Datasets
User Collection- Creator:
- Dewaraja, Yuni K and Van, Benjamin J
- Description:
- This collection is comprised of a number of works that collectively represent the imaging studies and information necessary for dosimetric analysis of a patient treated with Lutathera. All works may be used as standalone datasets or in conjunction with the others in this collection depending on the analysis performed. Files are stored using the DICOM standard widely accepted for storage and transmission of medical images and related information. All patient private information has been anonymized using MIM commercial software (MIM Software Inc.). Data from 2 patients, referred to as patient 4 and patient 6, has been provided in this collection and is divided among 6 works as outlined below:, 1) Pre-Therapy Diagnostic Images. Description: Patient diagnostic scans performed prior to Lutathera treatment. Used for identifying lesions and measuring progression. Note that the date of the baseline scan may be several months before the Lutathera treatment and changes in the anatomy are possible. Files: (1) Ga68 Dotatate PET/CT, Either: (1) MRI, (1) standalone diagnostic CT, 2) Planar Whole Body Scans. Description: Planar whole body Lu-177 scans taken at 4 time points within a week after treatment. Two views (Anterior and Posterior) and 3 energy windows (one main window at 208 keV and 2 adjacent scatter windows) are available for each time point. The units of this image is counts. Energy window information, acquisition data/time and duration can be found in DICOM header. Files: (6) individual images at each time point (24 total images per patient) , 3) SPECT/CT Scans. Description: Lu-177 SPECT/CT scans at 4 time points within a week after treatment (same time points as the planar scans). Images were acquired on a Siemens Intevo system and reconstructed using xSPECT Quant. The units of this image is Bq/mL. Information on the reconstruction, acquisition date/time, duration, Lu-177 administration time and activity can be found in the DICOM header. Files: (1) Folder with reconstructed SPECT slices per time point (4 folders total per patient), (1) Folder containing co-registered CT slices per time point (4 folders total per patient), 4) Lesion and Organ Volumes of Interest. Description: DICOM RT structure files containing organ and lesion volumes of interest (VOI) that were defined on the CT of the scan1 SPECT/CT in 3). Organs were defined using semi-automatic tools (atlas based and CNN-based) while lesions were defined manually by a radiologist guided by baseline scans. Only lesions >2 cc were defined. Files: (1) File containing organ contours, (1) File containing lesion contours, 5) Time Integrated Activity Maps. Description: A DICOM file containing the time-integrated activity map over all 4 time points within a week after treatment. This combines the SPECT/CT scans provided in 3) into a single integrated activity map. This map was generated via the MIM MRT Dosimetry package: The 4 time points were registered to the reference SPECT scan (time point 1) using a contour intensity based SPECT alignment and the voxel-level time-activity data was fit using exponential functions. Voxel-level integration was performed to generate the TIA map. The units of this image is Bq/mL * sec. Files: (1) Folder with Time-integrated activity image per patient, and 6) Projection Data and CT based Attenuation Coefficient Maps. Description: SPECT projection data for each of the 4 Lutathera scans taken within a week after treatment is provided in 3 forms: unaltered, Siemens [Reformatted], and Siemens [Advanced]. The difference between the Projections and the [Advanced] Projections is that the [Advanced] consists of uncorrected raw projection data and the other the corrected projection data (e.g. camera uniformity corrections). The [Advanced] projections are used in xSPECT reconstruction (where all corrections are done during the reconstruction), while the other is used in Flash 3D reconstruction. CT-based attenuation coefficient maps (mumaps) are provided for each of the 4 scans taken within a week after treatment. Two methods are provided for each mumap: xSPECT and F3D as the matrix size is different for the 2 cases (256 x 256 for xSPECT and 128 x 128 for Flash3D). Files: (3) Folders containing raw SPECT projections, (2) Folders containing CT attenuation coefficient maps (mumaps)
- Keyword:
- Lu-177, Lutathera, Dosimetry, Radionuclide, and CTMRIPET
- Discipline:
- Health Sciences
6Works -
- Creator:
- Dewaraja, Yuni K and Van, Benjamin J
- Description:
- This publication contains anonymized SPECT/CT scans of two patients. Patient scans were taken at 4 different time points in the week following a therapeutic dose of Lu-177 DOTATATE. Both the SPECT and the co-registered CT are provided. All images are in DICOM format.
- Keyword:
- Lu-177, Dosimetry, Radionuclide, SPECT, and CT
- Discipline:
- Health Sciences
-
- Creator:
- Dewaraja, Yuni K and Van, Benjamin J
- Description:
- This publication contains anonymized DICOM structure files that were outlined on SPECT/CT scans for two patients. Organ contours include the liver, right and left kidneys, and spleen when present. Two to four lesions were outlined for each patient.
- Keyword:
- Lu-177, Dosimetry, Radionuclide, SPECT, and Contour
- Discipline:
- Health Sciences
-
- Creator:
- Dewaraja, Yuni, K and Van, Benjamin J
- Description:
- This publication contains the anonymized SPECT/CT scans of two patients. Patient scans were taken at 4 different time points in the week following a therapeutic dose of Lu-177 DOTATATE. Each of the scans contains 5 subfolders, 3 of which contain SPECT projection data used for reconstructing SPECT images, and 2 contain the linear attenuation coefficient maps for the CT scans that correspond to each patients SPECT projections. All images are in DICOM format.
- Keyword:
- Lu-177, Dosimetry, Radionuclide, SPECT, and CT
- Discipline:
- Health Sciences
-
- Creator:
- Dewaraja, Yuni K and Van, Benjamin J
- Description:
- This publication contains anonymized time integrated activity maps for two patients. SPECT/CT scans were taken at 4 different time points in the week following a therapeutic dose of Lu-177 DOTATATE and combined into a single activity map for each patient. All images are in DICOM format.
- Keyword:
- Lu-177, Dosimetry, Radionuclide, SPECT, and CT
- Discipline:
- Health Sciences
-
- Creator:
- Dewaraja, Yuni K and Van, Benjamin J
- Description:
- This publication contains anonymized planar whole body images of two patients. Patient scans were taken at 4 different time points in the week following a therapeutic dose of Lu-177 DOTATATE. Both anterior and posterior views are provided. All images are in DICOM format.
- Keyword:
- Lu-177, Lutathera, Dosimetry, Radionuclide, and Planar
- Discipline:
- Health Sciences
-
- Creator:
- Dewaraja, Yuni K and Van, Benjamin J
- Description:
- This publication contains anonymized diagnostic imaging scans of two patients. The images provided are pre-therapy scans used by clinicians for diagnosis and for selecting patients for treatment with Lu-177 DOTATATE. Multiple imaging modalities are present including diagnostic CT, MRI, and Ga68 PET, depending on the selected patient. All images are in DICOM format.
- Keyword:
- Lu-177, Lutathera, Dosimetry, Radionuclide, CT, MRI, and PET
- Discipline:
- Health Sciences
-
- Creator:
- Lim, Hongki and Dewaraja, Yuni K.
- Description:
- Internally administered targeted radionuclide therapy (TRT) with radio-labelled targeting molecules that deliver cytotoxic radiation to tumor has been used successfully to treat multiple cancers. Lu-177, used increasingly in TRT, emits both beta particles that deliver the therapeutic effect. FDA recently approved a fixed activity (4 cycles of 7.4 GBq/cycle as in NETTER -1) administered every 8 weeks. With the patient studies under this treatment, we collected CT images and corresponding volume of interest (organs, lesions) contours.
- Keyword:
- Lu-177, CT, Segmentation, Organ, Tumor, Label
- Discipline:
- Health Sciences
-
- Creator:
- Roeten, K. J. and Bougher, S. W.
- Description:
- In order to better understand the large-scale impacts of smaller-scale gravity waves in the upper atmosphere of Mars, a modern whole atmosphere, nonlinear, non-orographic, spectral gravity wave parameterization scheme (Yigit et al., 2008) has been added to the ground-to-exosphere 3-D general circulation model, M-GITM (Bougher et al., 2015), which previously did not account for the effects of this physical process. New atmospheric simulations have been run for cases which did and did not utilize this gravity wave parameterization as well as for cases designed to test the sensitivity of certain adjustable parameters within the scheme. After including the gravity wave parameterization scheme into M-GITM, large impacts are found on the simulated mean thermospheric horizontal velocities and temperature structure, especially within the altitude range of 90-170 km (Roeten et al., 2022). The most notable of these impacts include a reduction in speed of the thermospheric easterlies in the summer hemisphere as well as overall cooling, on average, at altitudes above 120 km., Simulations were run for two different seasons at Mars, a solstice (Ls=270) and an equinox (Ls=180). The output from these simulations have been averaged over all local times over a 15-day time period, starting on the day of the solstice or equinox. The output has also been zonally averaged over all longitudes. Files containing these zonally and temporally averaged files are named starting with “MGITM_ZonalAvg”. Both solstice and equinox cases have been simulated once without including the gravity wave parameterization (“nogw”) and once with the gravity wave parameterization included (“withgw”). Additional simulations of the Ls=270 solstice have been done individually adjusting the horizontal wavelength and maximum source flux parameters within the gravity wave scheme. , and Other M-GITM simulations have also been provided in a different format. These M-GITM simulations are ‘flythroughs’ of model output, extracted along the same trajectory path of the MAVEN spacecraft, which allows for better data-model comparisons with in-situ MAVEN/NGIMS (Neutral Gas and Ion Mass Spectrometer) observations. These simulations have been done for three different NGIMS observational campaigns, both for cases that include and do not include the effects of gravity waves. Output from these simulations has NOT been averaged; instead, output from each simulated MAVEN orbit is included within the file. These files are named starting with “MGITM_TempExtraction” or “MGITM_WindExtraction” based on whether the MGITM flythrough was designed to be compared to MAVEN/NGIMS temperature or wind profiles, respectively.
- Keyword:
- Mars, M-GITM, MAVEN, and Mars upper atmosphere
- Citation to related publication:
- Roeten, K. J., Bougher, S. W., Yigit, E., Medvedev, A. S., Benna, M., Elrod, M. K. (2022). Impacts of gravity waves in the Martian thermosphere: The Mars Global Ionosphere- Thermosphere Model coupled with a whole atmosphere gravity wave scheme. Journal of Geophysical Research: Planets. In preparation.
- Discipline:
- Science
-
- Creator:
- Sheppard, Anja, Sethuraman, Advaith V, Bagoren, Onur, Pinnow, Christopher, Anderson, Jamey, Havens, Timothy C, and Skinner, Katherine A
- Description:
- The AI4Shipwrecks dataset contains sidescan sonar images of shipwrecks and corresponding binary labels collected during 2022 and 2023 at the NOAA Thunder Bay National Marine Sanctuary in Alpena, MI. The data collection platform was an Iver3 Autonomous Underwater Vehicle (AUV) equipped with an EdgeTech 2205 dual-frequency ultra-high resolution sidescan sonar and 3D bathymetric system. The labels were compiled from reference labels created by experts in marine archaeology. The intended use of this dataset is to encourage development of semantic segmentation, object detection, or anomaly detection algorithms in the computer vision field. Comparisons of state-of-the-art segmentation networks on our dataset are shown in the paper. , The file structure is organized as described in the README.txt file, where images in 'images' directories are the waterfall product of sidescan sonar surveys, and images in 'labels' directories are binary representations of expert labels. Images across the 'images' and 'labels' directories are correlated by having identical filenames. In the label images, a pixel value of '0' represents the non-shipwreck/other class and '1' represents the shipwreck class for the correspondingly named image (<wreck_name>_<##>.png) in the images directory. , and The project webpage can be found at: https://umfieldrobotics.github.io/ai4shipwrecks/
- Keyword:
- machine learning, computer vision, field robotics, marine robotics, underwater robotics, sidescan sonar, semantic segmentation, and object detection
- Discipline:
- Engineering
-
- Creator:
- Majeed, Tariq
- Description:
- We use our 1-D chemical diffusive model to quantify the physical processes necessary to interpret the day-side ionospheric measurements acquired with radio occultation techniques at the southern high-latitude region of Mars, where the crustal magnetic field is strong and near-vertical in orientation. To interpret the measured ionospheric structure at altitudes where plasma transport dominates, we find it is necessary to impose field-aligned vertical plasma drifts caused by the motion of neutral winds. The most interesting finding of this study is that both upward (between 110 m/s and 150 m/s) and downward (between -55 m/s and -120 m/s) drifts are required to maintain the topside Ne distribution comparable with the measured distribution. We also find that a fixed velocity boundary condition at the upper boundary with a sizeable upward ion velocity is needed to encounter any unexpected ion accumulation in the topside ionosphere to limit the Martian ion outflow. Given the complex nature of neutral dynamics and its relationship to plasma transport processes over magnetic anomalies, we consider that a simple model, such as we have developed, is still capable of yielding valuable insights relating to the neutral wind system at Mars.
- Keyword:
- Ionosphere of Mars
- Discipline:
- Science
-
- Creator:
- Regoli, Leonardo H.
- Description:
- The data contained in the file comprises those collected during the characterization of the sensor as described in the article "Investigation of a low-cost magneto-inductive magnetometer for space science applications" (cited below). This includes:, Resolution , Stability , Linearity , and Frequency response
- Keyword:
- magnetometer, magnetic fields, CubeSat, and geomagnetic activity
- Discipline:
- Engineering
-
- Creator:
- Horsley, Timothy J. and Sampson, Christina P.
- Description:
- The data (raw data, composite files [processed], and some images) can be read by the program TerraSurveyor. Version 3.0.34.10 of the software was used to create the composite files in this deposit. and The magnetometer data was the second step in a geophysical survey program that began with magnetic susceptibility survey of a portion of the Weedon Island Preserve in St. Petersburg, Florida. Geophysical survey was used to map human occupation of the study area and to guide subsequent archaeological excavations.
- Keyword:
- magnetometry, geophysical survey, remote sensing, Florida archaeology, and coastal archaeology
- Citation to related publication:
- Sampson, C. P. (2019) Safety Harbor at the Weeden Island Site: Late Pre-Columbian Craft, Community, and Complexity on Florida's Gulf Coast. PhD Dissertation, University of Michigan. and Sampson, Christina Perry and Timothy J. Horsley. Using Multi-Staged Magnetic Survey and Excavation to Assess Community Settlement Organization: A Case Study from the Central Peninsular Gulf Coast of Florida. Advances in Archaeological Practice. Cambridge University Press: 18 December 2019. https://doi.org/10.1017/aap.2019.45
- Discipline:
- Science and Social Sciences
-
- Creator:
- Thomer, Andrea K. , Starks, Joseph R. , Rayburn, Alexandria, and Lenard, Michael
- Description:
- This dataset is the results from qualitatively coding the 76 articles that represent the dataset from our literature review. We categorized papers according to their approach (case study, other research project, position paper), setting (library, museum, research lab), and publication domain (library information science, computer science, domain publication, other). We also coded for the focus of the paper, and whether motivating needs were listed as a reason for migration.
- Citation to related publication:
- Thomer, AK, Starks, JS, Rayburn, A, Lenard, M. Maintaining repositories, databases, and digital collections in memory institutions: an integrative review. Accepted at the 85th Annual Association for Information Science and Technology.
- Discipline:
- Social Sciences
-
- Creator:
- Vani Archaeological Survey
- Description:
- Maisauri is a modern settlement on the west side of the valley of the Qumuri River. According to Raphiel Kartvelishvili, Classical pottery and the remains of a structure built out of ashlar masonry, possibly a church, were found to the west of the settlement on a ridge called Nadarbazevi, which offers a view both northeastward to the Phasis River valley and southwestward to the valley of the Supsa and beyond it to the Black Sea (A073).
- Keyword:
- Modern Settlement
- Citation to related publication:
- No archaeological research has previously been conducted at the site.
- Discipline:
- Social Sciences and Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of nonflowering plants. file names begin with fl (for "flora") plus "fern", "fungi", or "lichen". The lichen Pseudevernia is imported dry as a spice especially in Timbuktu.
- Keyword:
- Mali, fern, fungus, and lichen
- Discipline:
- Humanities
-
Mali documentary videos from 2023
User Collection- Creator:
- Heath, Jeffrey G.
- Description:
- Each "work" in this collection is a set of documentary-style videos in mp4 (m4v) format. The initial (2023) set of works is as follows: "farming and plant gathering (Mali mp4)", "construction and boatbuilding (Mali mp4)", "fishing (Mali mp4)", "food and beverage preparation (Mali mp4)", metalwork and woodwork (Mali mp4)", "cultural events (Mali mp4)", "firearms and gunpowder (Mali mp4)", "pottery (Mali mp4)", and "weaving and dyeing (Mali mp4)". Funding: National Science Foundation, Documenting Endangered Languages program. The readme's for each work give further details. Additional works with new videos may be added in the future. See also the Deep Blue Data collections "Burkina Faso documentary videos" and "Central Mali documentary videos". The latter contains Mali videos archived in 2018.
- Keyword:
- Mali and documentary videos
- Discipline:
- Humanities
11Works -
Mali flora images
User Collection- Creator:
- Heath, Jeffrey G.
- Description:
- These images of plants, in nature or as fresh or dried specimens, were made in conjunction with research on languages of the Dogon and Bozo families, along with the isolated language Bangime, in Central Mali between 2006 and 2023. (See also the work "Dogon and Bangime flora terms from central Mali (2023)" in Deep Blue Data: https://doi.org/10.7302/34vf-jk03. The late Pierre Poilecot of CNRS (Montpellier, France) provided invaluable help in the early days. However, I am responsible for the determinations (including taxonomic updates), and I am not a professional botanist. The images range from poor to excellent technical quality. They may be of use for two purposes: a) acquiring a basic knowledge of the flora of the area, for newcomers; b) as vouchers for the determinations in my lexical spreadsheets on the various languages. While the main burst of taxonomic changes due to molecular studies has probably leveled off as of 2023, some revisions at all levels (family, genus, species) will occur over time. The African Flowering Plant Database at url https://africanplantdatabase.ch is especially useful for updates/synonymies at the species level, but tends to lag behind on revisions at the family level., Each "work" for flowering plants in this collection has the title "Mali flora images X" where X is the name of a botanical family. Users who enter at the collection level should search by family (from Acanthacaceae to Zypɣophyllaceae). Large families Poaceae, Malvaceae, and Fabaceae are divided into two or more works, but they will all show up in search results for the family. There is one work for non-flowering plants with title "Mali aa fern fungus lichen images"., Within each work, the individual images have file names like these: fl_Amaranthaceae_Celosia_trigyna_Beni_10_2011_fl_50035_JH.JPG fl_Lamiaceae_Hoslundia_opposita_Barato_09_2021_piripirinaw_03_fol_fr_JH.JPG fl_Zygophyllaceae_Tribulus_terrestris_Sevare_patch_50672_JH.tif fl_Fabaceae_Caesalpinioideae_mimosoid_Vachellia_(or_Acacia)_nilotica fuwON_1_Barato_09_2021_entire_JH.JPG They begin with "fl" for flora, the family, the genus, and the species epithet. For Fabaceae, the subfamily and if relevant "mimosoid" (part of subfamily Caesalpinioideae) precedes the genus. These items are separated by underlines (important to note if searching for a genus-species binomial). The remaining items were mostly for my own use. They may include a location (on which see the following paragraph), the date, a crude representation (without IPA symbols or diacritics) of a native name, a five-digit code for my use, a photo number like "2" for the same plant, "JH" to indicate that the image was taken by me or by a member of a project I directed, jpg or occasionally tif for forrmat, and an indicator of what part of the plant is shown: entire, bark, fl[ower], fol[iage], lf (leaf), fr[uit], tr[unk], br[anch], th[orn]. File names can be quite long especially for Fabaceae because of the subfamily names. In lists of files under such works, the file name may be shown in abbreviated form (with ellipsis ...) so that the genus and species terms may not be visible. The only way to find files for a particular species is by searching for that species. Alternatively, all of the files in a work can be downloaded in zip form and users can then see complete file names. The readme's for each work list the included species. , Most of the locations indicated are in the Dogon-speaking area, which includes cliffs, high plateaus, inselbergs, sandy plains, seasonal rivers, and small ponds. Dogon locations include Beni, Tupere, Ségué, Bendiely, Dianwely, Anda, Walo, and Tongo Tongo, among others. The inselbergs and adjoining plains of the montane Songhay are represented mainly by Hombori and Kikara. The Niger and Bani river zone from Mopti to Segou, a mainly Bozo-speaking area that features seasonal floodplains, is represented mainly by Djenne, Barato, and Kolongo. , and Some of these plants are featured in documentary-style videos. There are two collections of such videos from Mali in Deep Blue Data: Mali documentary videos from 2023 - https://doi.org/10.7302/4851-2c52 Central Mali documentary videos - https://doi.org/10.7302/4jg9-j095 Additional flora-related videos from Mali may be archived at a later date. Some fauna images may also be archived at a later date. The various Mali collections (flora, videos) will be paralleled in time by comparable collections for southwestern Burkina Faso, and small collections for north-central Côte d'Ivoire, all in Deep Blue Data.
- Keyword:
- flora and Central Mali
- Discipline:
- Humanities
97Works -
- Creator:
- Heath, Jeffrey
- Description:
- images of plants in nature or specimens, family Acanthaceae
- Keyword:
- Acanthaceae
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants in nature or specimens, family Aizoaceae. For Limeum spp. see Limeaceae
- Keyword:
- Aizoaceae
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants, in nature or specimens, of family Alismataceae.
- Keyword:
- Alismataceae
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants in nature or specimens, family Amaranthaceae. The ex-Chenopodiaceae are listed as Amaranthaceae_Chenopodioideae. Our specimens of the cultivated amaranth (a sauce vegetable) are listed as Amaranthus_cf._dubius/hybridus.
- Keyword:
- Amaranthaceae, amaranth
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants in nature or specimens, family Amaryllidaceae.
- Keyword:
- Amaryllidaceae
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants in nature or specimens, family Anacardiaceae. Includes Anacardium (cashew) and Mangifera (mango). Genus Ozoroa was included in Heeria in the past.
- Keyword:
- Anacardiaceae
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants in nature or specimens, family Annonaceae. Annona reticulata and A. squamosa are planted in courtyards for their fruits (sweetsop). Xylopia is an imported spice ("grains of Selim").
- Keyword:
- Annonaceae
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants in nature or specimens, family Apocynaceae, including ex-Asclepiadaceae.
- Keyword:
- Apocynaceae
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants, in nature or specimens, family Araceae.
- Keyword:
- Araceae
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants, in nature or specimens, family Arecaceae (the palms).
- Keyword:
- Arecaceae and palm trees
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants, in nature or specimens, family Aristolochiaceae.
- Keyword:
- Aristolochiaceae
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants, in nature or specimens, family Asparagaceae
- Keyword:
- Asparagaceae
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants, in nature or specimens, family Asphodelaceae.
- Keyword:
- Asphodelaceae
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants in nature or specimens, family Asteraceae. Kleinia cliffordiana is a rarity. For ex Vernonia's see also Polydora and Baccharoides.
- Keyword:
- Asteraceae
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants, from nature or specimens, of family Bignoniaceae.
- Keyword:
- Bignoniaceae
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants, in nature or specimens, of family Bixaceae. Cochlospermum tinctorium was photographed in an ethnomedicinal garden; it has not been observed in the wild in the zone covered.
- Keyword:
- Bixaceae
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants, in nature or specimens, of family Boraginaceae. Heliotropium and Euploca have been segregated as a new family Heliotropiaceae.
- Keyword:
- Boraginaceae
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of flora from nature or of specimens, family Brassicaceae (formerly Cruciferae). Most of the native plants of this family are Saharan, if Cleomaceae is treated as a separate family as in this collection.
- Keyword:
- Brassicaceae
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of flora from nature or of specimens, family Burseraceae. Commiphora africana produces a gum (bdellium) known as albarkante in Mali and widely burned as incense.
- Keyword:
- Burseraceae
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of flora from nature or of specimens, family Cannabaceae. Celtis and Trema were previously placed in the family Ulmaceae.
- Keyword:
- Cannabaceae, Celtis, and Trema
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of flora from nature or of specimens, family Capparaceae (also spelled Capparidaceae). For Cleome see "Cleomaceae".
- Keyword:
- Capparaceae, Capparidaceae
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of flora from nature or of specimens, family Caryophyllaceae
- Keyword:
- Caryophyllaceae
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of flora from nature or of specimens, family Celastraceae
- Keyword:
- Celastraceae
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of flora from nature or of specimens, family Chrysobalanaceae
- Keyword:
- Chrysobalanaceae
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of flora from nature or of specimens, family Cleomaceae. This family was previously part of Capparaceae, and is now sometimes included in Brassicaceae.
- Keyword:
- Cleomaceae, Cleome
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of flora from nature or of specimens, family Colchicaceae
- Keyword:
- Colchicaceae
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of flora from nature or of specimens, family Combretaceae.
- Keyword:
- Combretaceae
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of flora from nature or of specimens, family Commelinaceae
- Keyword:
- Commelinaceae
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of flora from nature or of specimens, family Convolvulaceae
- Keyword:
- Convolvulaceae
- Discipline:
- Humanities