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- Creator:
- Heath, Jeffrey
- Description:
- images of plants, in nature or specimens, of family Moringaceae. The local species is Moringa oleracea, planted here and there in villages chiefly for the foliage which is made into a sauce.
- Keyword:
- Moringaceae and Moringa
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants, in nature or specimens, of family Moraceae. All species in the zone covered are figs (Ficus spp.)
- Keyword:
- Moraceae and Ficus
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants, in nature or specimens, of the family Molluginaceae. The common species in Central Mali are Mollugo nudicaulis (from which a spontaneous "soap" can be made) and Glinus lotoides. See also Aizoaceae (Trianthema, Zaleya), Gisekiaceae (Gisekia), and Limeaceae (Limeus). These families have been combined in various ways in previous classifications.
- Keyword:
- Molluginaceae
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants, in nature or specimens, of family Menyanthaceae (false water lilies).
- Keyword:
- Menyanthaceae and Nymphoides
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants, in nature or specimens, of family Menispermaceae.
- Keyword:
- Menispermaceae
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants, in nature or specimens, of the family Meliaceae. Azadirachta (neem tree) is nonnative but is planted everywhere in Malian villages and cities. Khaya ("caïlcédrat") was formerly the boulevard tree of preference in cities in the colonial period; it is native to West Africa but occurs in the wild mainly farther south.
- Keyword:
- Meliaceae
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants, in nature or specimens, of family Malvaceae, genera I to Z. Malvaceae (sensu lato) now includes former Bombacaceae (Adansonia, Ceiba, Bombax), Tiliaceae (Grewia, Corchorus, Triumfetta), and Sterculiaceae (Cola, Sterculia, Waltheria).
- Keyword:
- Malvaceae
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants, in nature or specimens, of family Malvaceae, genus Hibiscus. H. sabdariffa (roselle) is cultivated. H. esculentus (okra) is not widely cultivated in this zone. Of native species, H. micranthus can be confused with H. pseudohirtus.
- Keyword:
- Hibiscus
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants, in nature or specimens, of family Malvaceae, genera A to G. Malvaceae (sensu lato) now includes former Bombacaceae (Adansonia, Ceiba, Bombax), Tiliaceae (Grewia, Corchorus, Triumfetta), and Sterculiaceae (Cola, Sterculia, Waltheria).
- Keyword:
- Malvaceae
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants, in nature or specimens, of family Malphighiaceae. The family is represented in rocky areas of Central Mali by Acridocarpus monodii, which is endemic to Mali and has become rare (and threatened).
- Keyword:
- Malphighiaceae and Acridocarpus monodii
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants, in nature and specimens, of family Lythraceae. Lawsonia is the henna bush, planted in towns. Henna is a dark pigment used in body decorations, especially hands and feet.
- Keyword:
- Lythraceae and henna
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants, in nature or specimens, of family Loranthaceae (mistletoe). Englerina has yellow flowers. Tapinanthus spp. have red flowers and are difficult to distinguish from each other. Tapinanthus bangwensis is the common species in Central Mali.
- Keyword:
- Loranthaceae and mistletoe
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey G.
- Description:
- images of plants, in nature or specimens, of family Limeaceae. This family has recently been separated from Molluginaceae. Only Limeum pterocarpum is widespread in Central Mali.
- Keyword:
- Limeaceae and Limeum
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants, in nature or specimens, of family Lauraceae. Cassytha is a native plant. Laurus nobilis (a kind of bay leaf) is an imported dried leaf used as a spice especially in Songhay cuisine.
- Keyword:
- Lauraceae
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants, in nature or specimens, of family Lami.aceae (synonym Labiatae). Leucas and Leonotis genera overlap and may be merged. Gmelina and Vitex have been transferreed to Lamiaceae from Verbenaceae but are still listed as Verbenaceae in some websites.
- Keyword:
- Lamiaceae and Vitex
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants, in nature or specimens, of family Hydrocharitaceae. Included is genus Najas, which is sometimes elevated to family status (Najadaceae). Najas spp. are difficult for a nonspecialist to distinguish from each other and from Lagarosiphon. Ottelia is easily recognized.
- Keyword:
- Hydrocharitaceae and Najas
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants, in nature or specimens, of plants of the family Hernandiaceae. Genus Gyrocarpus, the only one present in the zone, is sometimes placed in its own family Gyrocarpaceae.
- Keyword:
- Hernandiaceae and Gyrocarpus
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants, in nature or specimens, of family Gisekiaceae
- Keyword:
- Gisekiaceae, Gisekia
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants, in nature and specimens, of family Geraniaceae
- Keyword:
- Geraniaceae
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants, in nature or specimens, of family Fabaceae, subfamily Faboideae, genera T to Z. Vigna unguiculata is cultivated cowpea (the local "beans"). Vigna subterranea (ex Vouandzeia) is cultivated groundnut (resembles peanut but harder).
- Keyword:
- Faboideae
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants, in nature or specimens, of family Fabaceae (legumes), subfamily Faboideae, genera M to S
- Keyword:
- Faboideae
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants, in nature or specimens, of family Fabaceae, subfamily Faboideae, genus Indigofera. Indigofera tinctoria was used for indigo dye.
- Keyword:
- Indigofera
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants, in nature or specimens, of the family Fabaceae, subfamily Faboideae, genera A to E. Arachis hypogaea is cultivated peanut.
- Keyword:
- Faboideae
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants, in nature or specimens, of family Fabaceae (legumes), subfamily Detarioideae
- Keyword:
- Detarioideae
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants, in nature or specimens, of the family Fabaceae (legumes), subfamily Cercidoideae.
- Keyword:
- Fabaceae, Cercidoideae
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants, in nature or specimens, of family Fabaceae (legumes), subfamily Caesalpinioideae, excluding mimosoids (e.g. acacias). The genus Cassia has been divided into Cassia (sensu stricto), Chamaecrista, and Senna.
- Keyword:
- Caesalpinioideae
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants, in nature or specimens, of family Fabaceae, subfamily Caesalpinioidea, mimosoid clade excluding former Acacia spp.
- Keyword:
- mimosoid
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants, in nature or specimens, of family Fabaceae (legumes), subfamily Caesalpinioideae, mimosoid clade, former Acacia spp. (sensu lato). The acacias were split in 2011 into several genera: African acacias were assigned to Faidherbia, Senegalia, and Vachellia. Acacia (sensu stricto) was delimited to Australia (due to strong-arming from the Australian timber industry), even though the type species was Acacia (now Vachellia) nilotica. Acacia ehrenbergiana was renamed Vachellia flava, in other cases the species epithet did not change when the genus changed. Many botanists continue to use Acacia for the entire complex, others recognize Faidherbia but retain Acacia for Senegalia and Vachellia. By strict botanical rules, Acacia should be limited to "Vachellia".
- Keyword:
- Acacia, Faidherbia, Vachellia, and Senegalia
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants, in nature or specimens, of family Euphorbiaceae. Euphorbia sudanica may include the very similar Euphorbia paganorum. Manihot is cultivated cassava. Euphorbia balsamifera is planted along roads. The two Jatropha's (of American origin) and Ricinus are planted in villages. See also Phyllanthaceae, which were moved out of Euphorbiaceae.
- Keyword:
- Euphorbiaceae
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants, in nature or specimens, of family Elatinaceae
- Keyword:
- Elatinaceae
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants, in nature or specimens, of the family Ebenaceae
- Keyword:
- Ebenaceae, Diospyros
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants, in nature or specimens, of the family Dioscoreaceae. The genus Tacca is included here (formerly in Taccaceae).
- Keyword:
- Diocoreaceae, Dioscorea, Tacca
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- Documentary videos of weaving (garments, baskets) and dyeing. Credits are at the end of videos. Additional documentaries from Mali may be added later.
- Keyword:
- weaving, basketry, indigo, and bogolan (dye)
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- Documentary videos of pottery making, notably a four-part documentary of one potter's work. Credits are at the end of videos. Additional documentaries from Mali may be added later.
- Keyword:
- pottery
- Discipline:
- Health Sciences
-
- Creator:
- Heath, Jeffrey
- Description:
- Documentary videos of pressing oil from seeds of native plants. Credits are at the end of videos. Additional documentaries from Mali may be added later.
- Keyword:
- oil (vegetable)
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- Documentary videos profiling certain native plants. Credits are at the end of videos. Additional documentaries from Mali may be added later.
- Keyword:
- Hibiscus
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of flora from nature or of specimens, family Cyperaceae. Only a few of the many sedge spp. are of interest to people in central Mali: Cyperus articulatus (aromatic tubers), Cyperus esculentus (commercialized edible tubers, "pois sucrés"), Cyperus maculatus (rootstocks burned as incense), Cyperus rotundus (edible tubers, not very good and not commercialized).
- Keyword:
- Cyperaceae, sedge, Cyperus
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of flora from nature or of specimens, family Cucurbitaceae . There are some difficulties involving determinations of wild melons with protrusions (horns), Cucumis pustulatus/metuliferus/prophetarum. Cultivated spp. are Lagenaria (gourd, calabash), Citrullus lanatus (watermelon), and Cucurbita (squash/pumpkin).
- Keyword:
- Cucurbitaceae
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of flora from nature or of specimens, family Convolvulaceae
- Keyword:
- Convolvulaceae
- 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 Combretaceae.
- Keyword:
- Combretaceae
- 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 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 Chrysobalanaceae
- Keyword:
- Chrysobalanaceae
- 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 Caryophyllaceae
- Keyword:
- Caryophyllaceae
- 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 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 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 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 plants, from nature or specimens, of family Bignoniaceae.
- Keyword:
- Bignoniaceae
- 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, in nature or specimens, family Asphodelaceae.
- Keyword:
- Asphodelaceae
- 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 Aristolochiaceae.
- Keyword:
- Aristolochiaceae
- 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 Araceae.
- Keyword:
- Araceae
- 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 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 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 Amaryllidaceae.
- Keyword:
- Amaryllidaceae
- 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 Aizoaceae. For Limeum spp. see Limeaceae
- Keyword:
- Aizoaceae
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- images of plants in nature or specimens, family Acanthaceae
- Keyword:
- Acanthaceae
- Discipline:
- 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
-
- Creator:
- Heath, Jeffrey
- Description:
- Documentary videos of blacksmiths and carpenters (see also the work "construction and boatbuilding"). Credits are at the end of videos. Additional documentaries from Mali may be added later.
- Keyword:
- Mali, blacksmith, and carpentry
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- Documentary videos of food and beverage production by Bozo and Dogon people. Credits are at the end of videos. Additional documentaries from Mali may be added later.
- Keyword:
- Mali, roselle, baobab, and Crateva
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- Documentary videos showing fishing techniques chiefly of Bozo people (plus some Dogon). Credits are at the end of videos. Additional documentaries from Mali may be added later.
- Keyword:
- Mali, Bozo, and fishing techniques
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- Documentary videos about making rifles and gunpowder. Credits are at the end of videos. Additional documentaries from Mali may be added later.
- Keyword:
- Mali, rifle making, and gunpowder
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- Documentary videos of farming and of foraging for useful native plants. Credits are at the end of videos. Additional documentaries from Mali may be added later.
- Keyword:
- Mali, farming, vetiver, palm hearts, water lily, and taro
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- Documentation of Dogon fox-track divination, a Dogon memorial altar, and a Bozo boat race. Credits are at the end of videos. Additional documentaries from Mali may be added later.
- Keyword:
- Mali, Dogon, Bozo, fox-track divination, and boatrace
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- Documentary videos of construction of a granary and building a large skiff (boat). Credits are at the end of videos. Additional documentaries from Mali may be added later.
- Keyword:
- Mali, boatbuilding, brickmaking from molds, construction, and granary
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- Videos featuring native plants of Burkina Faso. Credits are at the end of videos. Additional documentaries from Burkina may be added later. Images of native plants will be in a distinct collection.
- Keyword:
- Burkina Faso and native plants
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- Occasional videos involving native insects of SW Burkina Faso. Credits are at the end of videos. Additional documentaries from Burkina may be added later. See also the "bees ..." work in this collection.
- Keyword:
- Burkina Faso, insects
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- Documentary videos of metalwork (blacksmiths) and woodwork from Burkina Faso. Credits are at the end of videos. Additional documentaries from Burkina may be added later.
- Keyword:
- Burkina Faso, blacksmith, metalwork, woodwork
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- documentary video of small-scale artisanal gold digging in SW Burkina Faso. Credits are at the end of videos. Additional documentaries from Burkina may be added later.
- Keyword:
- Burkina Faso and artisanal gold mining
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- Documentary videos showing food and beverage preparation in SW Burkina Faso. Credits at end of videos. Additional documentaries from Burkina may be added later.
- Keyword:
- Burkina Faso, cooking, food preparation, and beverage preparation
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- Videos of farming and plant gathering in SW Burkina Faso. Credits at end of videos. Other documentaries from Burkina may be added later.
- Keyword:
- Burkina Faso, farming, and plant gathering
- Discipline:
- Humanities
-
- Creator:
- Heath, Jeffrey
- Description:
- Five-part documentary on making apiaries and collecting honey. Vigué ethnicity, Viemo language. location: near Karangasso-Vigué, southwestern Burkina Faso. credits at end of videos. Other documentaries from Burkina may be added later.
- Keyword:
- Burkina Faso, Vigué, Viemo, beekeeping, and apiary
- Discipline:
- Humanities
-
- Creator:
- Wallace, Dylan M, Benyamini, Miri, Nason-Tomaszewski, Samuel R, Costello, Joseph T, Cubillos, Luis H, Mender, Matthew J, Temmar, Hisham, Willsey, Matthew S, Patil, Parag P, Chestek, Cynthia A, and Zacksenhouse, Miriam
- Description:
- This is data from Wallace, Benyamini et al., 2023, Journal of Neural Engineering. There are two sets of data included: 1. Neural features and error labels used to train error classifiers for each day used in the study 2. Trial data from an example experiment day (Monkey N, Day 6), with runs for offline calibration, online brain control, error monitoring, and error correction. The purpose of this study was to investigate the use of error signals in motor cortex to improve brain-machine interface (BMI) performance for control of two finger groups. All data is contained in .mat files, which can be opened using MATLAB or the Python SciPy library.
- Keyword:
- Brain-machine interface (BMI), Error detection, and Neural recording
- Citation to related publication:
- Wallace, D. M., Benyamini, M., Nason-Tomaszewski, S. R., Costello, J. T., Cubillos, L. H., Mender, M. J., Temmar, H., Willsey, M. S., Patil, P. G., Chestek, C. A., & Zacksenhouse, M. (2023). Error detection and correction in intracortical brain–machine interfaces controlling two finger groups. Journal of Neural Engineering, 20(4), 046037. https://doi.org/10.1088/1741-2552/acef95
- Discipline:
- Engineering, Science, and Health Sciences
-
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 -
Burkina Faso documentary videos
User Collection- Creator:
- Heath, Jeffrey G.
- Description:
- This is a collection of mostly short documentary-style videos related to linguistic fieldwork in southwestern Burkina Faso. The initial batch consists of videos produced in 2023, and others will be added. Versions of some of these videos overdubbed in native languages will also be produced for local consumption in Burkina. Most of the videos document everyday practical activities; some also feature useful native plants and insects. This collection is parallel to collections of videos from neighboring Mali: see "Central Mali documentary videos" (with documentaries produced up to 2018) and "Mali documentary videos from 2023 on" for the newer ones. A small collection from north-central Côte d'Ivoire is also in the works. Within each collection, the videos are organized into "works" based on the general type of activity documented.
- Keyword:
- Burkina Faso and documentary videos
- Discipline:
- Humanities
7Works -
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 -
- Creator:
- Dwyer, Tobias, Moore, Timothy C., Anderson, Joshua A. , and Glotzer, Sharon C.
- Description:
- This dataset was generated for our work: "Tunable Assembly of Host–Guest Colloidal Crystals". The data set contains data for 5 different binary systems of star particles and convex guests, and one system of only star particles. All simulation were formed at constant pressure. The data set contains GSD files for each of the simulations used in this work along with the corresponding python code used to produce the simulations. We also include the python code and jupyter notebook to produce the free volume calculations used in this work. and How to use this Data: Simulation Data: We include GSD files that can be uploaded into a visualization or analysis software such as Ovito or Freud for independent analysis. Simulation python scripts (workspaces_for_HPMC_simulations.zip): We include the python scripts used in this work for simulating host guest systems at constant pressure. Free Volume Data (Free_volume_calculations_and_analysis.zip): You can run the jupyter notebook included here to reproduce the free volume analysis for this work. We also include the python scripts for the free volume calculation python scripts that get the data for these free volume calculations.
- Citation to related publication:
- Dwyer, T, Moore, TC, Anderson, JA, & Glotzer, SC. Tunable Assembly of Host–Guest Colloidal Crystals. Soft Matter (Provisional Citation)
- Discipline:
- Engineering
-
- Creator:
- Brian, Chen
- Description:
- The procedure followed while creating this data is summarized in Section II of Chen, Brian, et al. "Behavioral cloning in atari games using a combined variational autoencoder and predictor model." 2021 IEEE Congress on Evolutionary Computation (CEC). IEEE, 2021. This data is not a result of a research but an intermediate product that is used in research. This dataset is generated to train a behavioral cloning framework from gameplay screen captures and keystrokes of an "expert" player. The RL agent that is trained using "RL Baselines Zoo package" acts as the "expert" player, whose decision making process we desire to learn. In addition to behavioral cloning experiments, this dataset is further used to demonstrate the efficacy of a novel incremental tensor decomposition algorithm on image-based data streams.
- Keyword:
- Imitation Learning, Behavioral Cloning, Reinforcement Learning, Machine Learning, and Gameplay Data
- Citation to related publication:
- Chen, Brian, et al. "Behavioral cloning in atari games using a combined variational autoencoder and predictor model." 2021 IEEE Congress on Evolutionary Computation (CEC). IEEE, 2021., Aksoy, Doruk, et al. "An Incremental Tensor Train Decomposition Algorithm." arXiv preprint arXiv:2211.12487 (2022)., and Chen, Brian, et al. "Low-Rank Tensor-Network Encodings for Video-to-Action Behavioral Cloning", forthcoming
- Discipline:
- Engineering and Science
-
- Creator:
- University of Michigan Museum of Paleontology and CTEES
- Description:
- Reconstructed CT slices for tooth in bone fragment of Colognathus obscurus (University of Michigan Museum of Paleontology catalog number UMMP 7506) as a series of TIFF images. Raw projections are not included in this dataset. The reconstructed slice data from the scan are offered here as a series of unsigned 16-bit integer TIFF images. The upper left corner of the first image (*_0000.tif) is the XYZ origin.
- Keyword:
- Paleontology, Fossil, CT, Reptile, UMMP, University of Michigan Museum of Paleontology, Triassic, and bf7ead64-3fff-a3f2-6b15-d04548dae2da
- Discipline:
- Science
-
- Creator:
- Al Shidi, Qusai. and Pulkkinen, Tuija.
- Description:
- This is part of the simulation set of geomagnetic storms from 2010 to 2019. The Space Weather Modeling Framework (SWMF) with the configuration of SWPC v2 was used. The output files can be read by the visualization scripts included in the SWMF or the SpacePy Python package.
- Keyword:
- space weather, space physics, geomagnetic storms, and magnetosphere
- Discipline:
- Science
-
- Creator:
- Elvati, Paolo, Luyet, Chloe, Wang, Yichun, Liu, Changjiang, VanEpps, J. Scott, Kotov, Nicholas A., and Violi, Angela
- Description:
- Amyloid nanofibers are abundant in microorganisms and are integral components of many biofilms, serving various purposes, from virulent to structural. Nonetheless, the precise characterization of bacterial amyloid nanofibers has been elusive, with incomplete and contradicting results. The present work focuses on the molecular details and characteristics of PSMa1-derived functional amyloids present in Staphylococcus aureus biofilms, using a combination of computational and experimental techniques, to develop a model that can aid the design of compounds to control amyloid formation. Results from molecular dynamics simulations, guided and supported by spectroscopy and microscopy, show that PSMa1 amyloid nanofibers present a helical structure formed by two protofilaments, have an average diameter of about 12 nm, and adopt a left-handed helicity with a periodicity of approximately 72 nm. The chirality of the self-assembled nanofibers, an intrinsic geometric property of its constituent peptides, is central to determining the fibers' lateral growth.
- Keyword:
- molecular self-assembly, computational nanotechnology, nanobiotechnology, and structural properties
- Citation to related publication:
- Paolo Elvati, Chloe Luyet, Yichun Wang, Changjiang Liu, J. Scott VanEpps, Nicholas A. Kotov, and Angela Violi ACS Applied Nano Materials 2023 6 (8), 6594-6604 DOI: 10.1021/acsanm.3c00174
- 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
-
- Creator:
- Ansong, Joseph K. and Arbic, Brian K.
- Description:
- This is the model and observational data referenced in our manuscript entitled “surface and sub-subsurface internal gravity wave kinetic energy spectra from global ocean models and observations.” The model data for the 7 regions from the two global simulations (HYCOM and MITgcm) can be found here.
- Keyword:
- vertical wavenumber spectra of internal waves, surface kinetic energy spectra, and ratio of high versus low-frequency surface kinetic energy
- Citation to related publication:
- Ansong, J.K., et al., "forthcoming", Surface and sub-subsurface internal gravity wave kinetic energy spectra in global ocean models and observations
- Discipline:
- Science
-
- Creator:
- Wilson Mantilla, Jeffrey A.
- Description:
- Specimen RTMNU/DG/VERT/1/55P/2020 is a partial dentary of a small noasaurid dinosaur collected from Late Cretaceous sediments near the village of Pisdura, Maharashtra, India. The specimen was collected under the auspices of a Joint Collaborative Programme through a Memorandum of Understanding involving the Geological Survey of India (Government of India, Ministry of Mines) and the University of Michigan Museum of Palaeontology. The specimen is housed in the Department of Geology of Rashtrasant Tukadoji Maharaj Nagpur University, Nagpur (Maharashtra) India. For access please contact Dhananjay Mohabey ( dinomohabey@yahoo.com) or Bandana Samant ( bandanabhu@gmail.com).
- Keyword:
- India, Dinosaur, Paleontology, Cretaceous, Maastrichtian, and Gondwana
- Citation to related publication:
- Mohabey, D. M., B. Samant, K. Vélez-Rosado, and J. A. Wilson Mantilla. (in press.) A review of small-bodied theropod dinosaurs from the Late Cretaceous of India, with description of new cranial remains of a noasaurid (Theropoda: Abelisauria). Journal of Vertebrate Paleontology. DOI:10.1080/02724634.2023.2288088
- Discipline:
- Science
-
- Creator:
- Lumeng, Julie C
- Description:
- Healthy full-term infants were enrolled in a longitudinal study designed to examine the development of infant eating behavior. Infant weight and length was measured, mothers completed questionnaires regarding infant eating behaviors, and infants were weighed and length measured at ages 1, 2, 4, 6 and 10 months. Trajectories of eating behaviors were identified using latent class growth modeling and bivariate analyses examined associations of infant eating behavior trajectory membership with infant and maternal characteristics. Cross-lagged analyses examined associations between BEBQ subscales and infant weight-for-length z-score.
- Keyword:
- infant, eating, weight gain, and feeding
- Citation to related publication:
- Harlan McCaffery, Julie Zaituna, Sophie Busch, Niko Kaciroti, Alison L. Miller, Julie C. Lumeng, Katherine L. Rosenblum, Ashley Gearhardt, Megan H. Pesch, Developmental trajectories of eating behaviors and cross-lagged associations with weight across infancy, Appetite, 2023, 106978
- Discipline:
- Health Sciences
-
- 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:
- Cao, Yinyin, Lawson, Benn, and Pil, Frits K.
- Description:
- As part of a larger research study on social sustainability and human rights, this research examines the supplier codes of conduct lead firms adopt to achieve their social supply chain sustainability goals.
- Keyword:
- social sustainability, human rights, and supplier codes of conduct
- Citation to related publication:
- Cao, Y., Lawson, B., & Pil, F. K. (2023). Social sustainability and human rights in global supply chains, International Journal of Operations & Production Management, Vol. ahead-of-print No. ahead-of-print. https://doi.org/10.1108/IJOPM-10-2022-0670.
- Discipline:
- Business
-
- Creator:
- Ray, Sujay
- Description:
- Single molecule data and analysis code for Figure4 in the paper titled: "A rhythmically pulsing leaf-spring DNA-origami nanoengine that drives a passive follower". Follow the readme file for deiails.
- Discipline:
- Science
-
- Creator:
- Turner, Cortney, Khalil, Huzefa, Murphy-Weinberg, Virginia, Hagenauer, Megan, Gates, Linda, Tang, Yu, Weinberg, Lauren, Grysko, Robert, Floran-Garduno, Leonor, Dokas, Thomas, Samaniego, Catherine, Zhao, Zhuo, Fang, Yu, Sen, Srijan, Lopez, Juan, Watson Jr., Stanley, and Akil, Huda
- Description:
- This research was conducted on freshmen at the University of Michigan. Activity and sleep data from Fitbit is included along with a data dictionary.
- Keyword:
- Mood Disorder, Polygenic Risk Score, College Freshmen, Resilience, and Susceptibility
- Citation to related publication:
- Turner, C., Khalil, H., Murphy-Weinberg, V., Hagenauer, M., Gates, L., Tang, Y., Weinberg, L., Grysko, R., Floran, L., Dokas, T., Samaniego, C., Zhao, J., Fang, Y., Sen, S., Lopez, J., Watson Jr, S., Akil, H.: Stress, Genetics and Mood: Impact of COVID-19 on a College Freshman Sample, submitted to PNAS.
- Discipline:
- Health Sciences
-
- Creator:
- Brennan, Jonathan R
- Description:
- These files contain the raw data and processing parameters to go with the paper "Hierarchical structure guides rapid linguistic predictions during naturalistic listening" by Jonathan R. Brennan and John T. Hale. These files include the stimulus (wav files), raw data (BrainVision format), data processing parameters (matlab), and variables used to align the stimuli with the EEG data and for the statistical analyses reported in the paper (csv spreadsheet). and Updates in Version 2: - data in BrainVision format - added information about data analysis - corrected prePROCessing information for S02
- Keyword:
- Linguistics, Speech, and EEG
- Citation to related publication:
- Brennan, J. R., & Hale, J. T. (2019). Hierarchical structure guides rapid linguistic predictions during naturalistic listening. PLoS ONE 14(1). e0207741
- Discipline:
- Social Sciences
-
- Creator:
- Sorensen, Troy R, Espey, Eamon, Kelley, John G. W. , Kessler, James, and Gronewold, Andrew D.
- Description:
- Inland lakes play a critical role in ecosystem stability, and robust validation of lake models is essential for understanding their dynamics. While remote sensing data can assist with lake surface temperature validation, in situ data typically provides more accurate, reliable data not limited to only the lake surface. However, in situ temperature data for many individual lakes, particularly in North America, is difficult for researchers to quickly access in a standardized format. This database offers a well-organized collection of in situ near-surface and subsurface temperatures from 134 sites divided among 29 large North American inland lakes collected from a variety of sources. The database includes multiple subsurface temperatures throughout the depth profile of 84 of these sites, providing comprehensive data for lake model evaluation. All lakes selected for this database are large enough (over approximately 30 km^2 to be represented by large-scale operational weather models, supporting robust lake model validation efforts on the lakes that have the greatest impact on climatology.
- Keyword:
- lake, temperature, in situ, and subsurface
- Citation to related publication:
- Sorensen, T., Espey, E., Kelley, J.G.W. et al. A database of in situ water temperatures for large inland lakes across the coterminous United States. Sci Data 11, 282 (2024). https://doi.org/10.1038/s41597-024-03103-8
- Discipline:
- Science
-
- Creator:
- Klinich, Kathleen D, Hu, Jingwen, Boyle, Kyle J, Manary, Miriam A., and Orton, Nichole R
- Description:
- As part of a project to develop side impact test procedures for evaluating wheelchairs, wheelchair tiedowns and occupant restraint systems (WTORS), and vehicle-based occupant protection systems for wheelchair seating stations, we created validated finite element (FE) models to support procedure development. Models were constructed using LS-DYNA. Dynamic sled tests were performed to validate the FE models of surrogate fixtures and commercial hardware. Validated FE models were developed for the Surrogate wheelchair base (SWCB), Surrogate wheelchair for side impact (SWCSI), a manual wheelchair (Ki Mobility Catalyst 5), and a power wheelchair (Quantum Rehab Edge 2.0). Additional FE models of a heavy-duty anchor meeting the Universal Docking Interface Geometry (UDIG), surrogate four-point strap tiedowns (SWTORS), a traditional docking station, and the surrogate wall fixture were also developed.
- Keyword:
- finite element, wheelchair, transportation, and tiedown
- Discipline:
- Engineering
-
- Creator:
- Klinich, Kathleen D, Lin, Brian, and Moore, Jamie L.
- Description:
- This dataset allows comparison of the different strategies implemented by vehicle manufacturers being used to communicate with drivers. Spreadsheets were created in MS Excel to summarize data for each vehicle, and include page numbers in each vehicle owner's manual for reference. The photos taken of each vehicle control panel allow detailed inspection of the displays and controls.
- Keyword:
- vehicle, controls, displays, and FMVSS 101
- Discipline:
- Engineering