The Diversity of Alien Plant Species in South Africa’s National Botanical and Zoological Gardens
Abstract
:1. Introduction
2. Methods and Materials
2.1. Study Area
2.2. Data Collection
2.3. Data Analyses
2.3.1. Species and Families
2.3.2. Species Classification: Continental Origin, Life Forms, and NEM:BA-A&IS Categories
3. Results
3.1. Identification of Alien Plant Species and Families
3.2. Comparing Continental Origin of Different Alien Species, Life Forms and NEM:BA-A&IS Regulations’ Categories
4. Discussions
5. Concluding Remarks
Author Contributions
Funding
Institution Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Appendix A
Family | Genus, Species and Lower Taxa | Life Form | NEM:BA-AIS Regs. Cat | Alien Status 73 |
---|---|---|---|---|
Adoxaceae | Viburnum tinus L. | Woody | NL | - |
Alismataceae | Sagittaria latifolia Willd. | Herb | NL | Invasive |
Amaranthaceae | Amaranthus hybridus L. | Herb | NL | Invasive |
Atriplex inflata F.Muell. | Herb | 1b | Invasive | |
Chenopodium album L. | Herb | NL | Invasive | |
Dysphania sect. botryoides (L.) Mosyakin & Clemants | Herb | NL | - | |
Salsola kali L. | Herb | 1b | Invasive | |
Anacardiaceae | Schinus molle L. | Woody | NL | Invasive |
Apiaceae | Foeniculum vulgare A.W.Hill | Herb | NL | Invasive |
Cyclospermum leptophyllum (Pers.) | Herb | NL | - | |
Apocynaceae | Araujia sericifera Brot. | Herb | 1b | Invasive |
Thevetia peruviana (Pers.) K. Schum. | Woody | 1b | Invasive | |
Vinca major L. | Herb | 1b | Invasive | |
Aristolochiaceae | Aristolochia elegans Mast. | Woody | 1b | Invasive |
Asparagaceae | Agave americana L. var. americana | Succulent | NL | Invasive |
Agave sisalana Perrine | Succulent | 2 | Invasive | |
Furcraea foetida L. | Succulent | 1a | Invasive | |
Yucca sp. | Succulent | NL | - | |
Asteraceae | Ageratum conyzoides (Mill.) M.Sharma | Herb | 1b | Invasive |
Ageratina adenophora (Spreng.) R.M.King & H.Rob. | Herb | 1b | Invasive | |
Bidens bipinnata L. | Herb | NL | Invasive | |
Bidens pilosa L. | Herb | NL | Invasive | |
Campuloclinium macrocephalum (Less.) DC. | Herb | 1b | Invasive | |
Chromolaena odorata (L.) R.M.King & H.Rob. | Herb | 1b | Invasive | |
Cirsium vulgare (Savi) Ten. | Herb | 1b | Invasive | |
Conyza sumatrensis (Retz.) E.Walker | Herb | NL | Invasive | |
Cosmos bipinnatus Cav. | Herb | NL | Invasive | |
Flaveria bidentis (L) Kuntze | Herb | 1b | Invasive | |
Galinsoga ciliata (Raf.) Blake | Herb | NL | - | |
Hypochaeris microcephala (Sch.Bip.) Cabrera | Herb | NL | - | |
Hypochaeris radicata L. | Herb | NL | Invasive | |
Lactuca indica L. | Herb | NL | - | |
Schkuhria pinnata (Lam.) Kuntze ex Thell. | Herb | NL | Invasive | |
Sonchus oleraceus L. | Herb | NL | Invasive | |
Sphagneticola trilobata (L.) Pruski | Herb | 1b | Invasive | |
Tagetes minuta L. | Herb | NL | Invasive | |
Tithonia diversifolia (Hemsl.) A.Gray | Herb | 1b | Invasive | |
Tithonia rotundifolia S.F.Blake (Mill.) | Herb | 1b | Invasive | |
Zinnia peruviana L. | Herb | NL | Invasive | |
Basellaceae | Anredera cordifolia (Ten.) Steenis | Herb | 1b | Invasive |
Bignoniaceae | Dolichandra unguis-cati L. (A.Gentry) | Woody | 1b | Invasive |
Jacaranda mimosifolia D.Don | Woody | 1b | Invasive | |
Tecoma stans (L.) Juss. ex Kunth | Woody | 1b | Invasive | |
Boraginaceae | Amsinckia menziesii var. retrorsa (Lehm.) A.Nelson & J.F.Macbr. | Herb | NL | Invasive |
Echium plantagineum L. | Herb | 1b | Invasive | |
Heliotropium amplexicaule Vahl | Herb | NL | Invasive | |
Heliotropium europaeum L. | Herb | NL | Invasive | |
Brassicaceae | Brassica juncea (L.) Czern. | Herb | NL | - |
Capsella bursa-pastoris (L.) Medik. | Herb | NL | Introduced but not naturalized | |
Nasturtium officinale R.Br. | Herb | 2 | Invasive | |
Raphanus raphanistrum L. | Herb | NL | Invasive | |
Cactaceae | Cereus jamacaru DC. | Succulent | 1b | Invasive |
Cylindropuntia imbricata (Haw.) F.M.Knuth | Succulent | 1b | Invasive | |
Trichocereus spachianus (Lem.) Riccob | Succulent | 1b | Invasive | |
Opuntia aurantiaca Lindl. | Succulent | 1b | Invasive | |
Opuntia engelmannii Salm-Dyck ex Engelm. | Succulent | 1b | Invasive | |
Opuntia ficus-indica (L.) Mill. | Succulent | 1b | Invasive | |
Opuntia leucotricha DC. | Succulent | 1b | Invasive | |
Opuntia microdasys (Lehm.) Pfeiff. | Succulent | 1b | Invasive | |
Opuntia pubescens J.C.Wendl. ex Pfeiff. | Succulent | 1a | Introduced but not naturalized | |
Opuntia stricta (Haw.) Haw. | Succulent | 1b | Invasive | |
Cannabaceae | Celtis australis L. | Woody | 3 | Introduced but not naturalized |
Cannaceae | Canna indica L. | Herb | 1b | Invasive |
Caprifoliaceae | Centranthus ruber (L.) DC. | Herb | 1b | Invasive |
Lonicera japonica Thunb.’Halliana’ | Woody | 3 | Invasive | |
Caryophyllaceae | Silene gallica L. | Herb | NL | - |
Cistaceae | Cistus ladanifer L. | Woody | NL | Invasive |
Commelinaceae | Tradescantia fluminensis Vell. | Herb | 1b | Invasive |
Convolvulaceae | Convolvulus arvensis L. | Herb | 1b | Introduced but not naturalized |
Cuscuta campestris Yunck. | Herb | 1b | Invasive | |
Ipomoea purpurea (L.) Roth | Herb | 1b | Invasive | |
Crassulaceae | Bryophyllum delagoense (Eckl. & Zeyh.) Schinz | Succulent | 1b | Invasive |
Cucurbitaceae | Diplocyclos palmatus L. | Woody | 1a | Invasive |
Cyatheaceae | Sphaeropteris excelsa (Endl.) R.M.Tryon | Fern | NL | Invasive |
Cyperaceae | Cyperus eragrostis Lam. | Graminoids | NL | - |
Euphorbiaceae | Euphorbia heterophylla L. | Herb | NL | - |
Euphorbia peplus L. | Herb | NL | - | |
Homalanthus populifolius Graham. | Woody | 1b | Invasive | |
Mercurialis annua L. | Herb | NL | - | |
Ricinus communis L. | Woody | 2 | Invasive | |
Fabaceae | Acacia cyclops A.Cunn. ex G.Don | Woody | 1b | Invasive |
Acacia dealbata Link | Woody | 2 | Invasive | |
Acacia elata A.Cunn. ex Benth. | Woody | 1b | Invasive | |
Acacia longifolia (Andrews) Willd. | Woody | 1b | Invasive | |
Acacia mearnsii De Wild. | Woody | 2 | Invasive | |
Acacia melanoxylon R.Br. | Woody | 2 | Invasive | |
Acacia podalyriifolia A.Cunn. ex G.Don | Woody | 1b | Invasive | |
Acacia saligna (Labill.) H.L.Wendl. | Woody | 1b | Invasive | |
Caesalpinia decapetala (Roth) Alston | Woody | 1b | Invasive | |
Caesalpinia gilliesii Wall. ex. Hook. | Woody | 1b | Invasive | |
Crotalaria agatiflora Schweinf. | Woody | 1b | Invasive | |
Cytisus palmensis (Christ) Hutch. | Woody | NL | - | |
Desmodium sp. | Woody | NL | - | |
Gleditsia triacanthos L. | Woody | 1b | Invasive | |
Medicago lupulina L. | Herb | NL | - | |
Medicago polymorpha L. var. brevispina (Benth.) Heyn | Herb | NL | - | |
Paraserianthes lophantha (Willd.) I.C.Nielsen | Woody | 1b | Invasive | |
Prosopis glandulosa var. torreyana (L.D.Benson) M.C.Johnst. | Woody | 1b | Invasive | |
Robinia pseudoacacia L. | Woody | 1b | Invasive | |
Senna bicapsularis (L.) Roxb. | Woody | 1b | Invasive | |
Senna septemtrionalis (Viv.) H.S.Irwin & Barneby | Woody | 1b | Invasive | |
Senna sp. | Woody | 1b | - | |
Sesbania bispinosa (Jacq.) W.Wight | Woody | NL | - | |
Sesbania punicea (Cav.) Benth. | Woody | 1b | Invasive | |
Spartium junceum L. | Woody | 1b | Invasive | |
Tipuana tipu (Benth.) Kuntze | Woody | 3 | Invasive | |
Vicia atropurpurea L. | Herb | NL | - | |
Vicia sativa L. | Herb | NL | - | |
Fagaceae | Quercus robur L. | Woody | NL | Invasive |
Hypericaceae | Hypericum canariense L. | Woody | NL | - |
Iridaceae | Iris pseudacorus L. | Herb | 1a | Invasive |
Sisyrynchium sp. | Herb | NL | - | |
Juncaceae | Juncus bufonius L. aggregate | Herb | NL | - |
Lamiaceae | Salvia tiliifolia Vahl. | Herb | 1b | Invasive |
Lauraceae | Cinnamomum camphora (L.) J.Presl | Woody | 1b | Invasive |
Liliaceae | Lilium formosanum Wallace | Herb | 1a | Invasive |
Malvaceae | Hibiscus trionum L. | Herb | NL | Invasive |
Meliaceae | Melia azedarach L. | Woody | 1b | Invasive |
Moraceae | Morus alba L. | Woody | 3 | Invasive |
Morus nigra L. | Woody | NL | - | |
Myrtaceae | Eucalyptus camaldulensis Dehnh. | Woody | 1b | Invasive |
Eucalyptus grandis W.Hill ex Maiden | Woody | 1b | Invasive | |
Eucalyptus paniculata Sm. | Woody | NL | Introduced but not naturalized | |
Eucalyptus saligna Sm. | Woody | NL | - | |
Leptospermum laevigatum (Gaertn.) F.Muell. | Woody | 1b | Invasive | |
Callistemon rigidus R.Br.. | Woody | 1b | Invasive | |
Metrosideros excelsa Sol. ex Gaertn. | Woody | 1a | Invasive | |
Myrtus communis L. | Woody | NL | - | |
Psidium guajava L. | Woody | 2 | Invasive | |
Syzygium paniculatum Gaertn. | Woody | NL | Invasive | |
Nyctaginaceae | Mirabilis jalapa L. | Herb | 1b | Invasive |
Nymphaeaceae | Nymphaea mexicana Zucc | Herb | 1b | Invasive |
Oleaceae | Ligustrum japonicum Thun. | Woody | 1b | Invasive |
Ligustrum lucidum W.T. Aiton | Woody | 1b | Invasive | |
Ligustrum vulgare L. | Woody | 1b | Invasive | |
Syringa vulgaris L. | Woody | NL | - | |
Onagraceae | Oenothera rosea L’Herit. ex Aiton | Herb | NL | Invasive |
Oenothera stricta Ledeb. ex Link | Herb | NL | Invasive | |
Oenothera tetraptera Cav. | Herb | NL | Introduced but not naturalized | |
Oxalidaceae | Oxalis corniculata L. | Herb | NL | Invasive |
Oxalis latifolia Kunth | Herb | NL | Invasive | |
Papaveraceae | Argemone ochroleuca Sweet | Herb | 1b | Invasive |
Fumaria muralis Sond. ex Koch | Herb | NL | Introduced but not naturalized | |
Papaver rhoeas L. | Herb | NL | Invasive | |
Passifloraceae | Passiflora caerulea L. | Herb | 1b | Invasive |
Passiflora edulis Sims. | Herb | 2 | Invasive | |
Passiflora ligularis Juss. | Herb | NL | - | |
Passiflora subpeltata Ortega. | Herb | 1b | Invasive | |
Phytolaccaceae | Phytolacca americana L. | Herb | 1b | Invasive |
Phytolacca dioica L. | Woody | 3 | Invasive | |
Phytolacca octandra L. | Herb | 1b | Invasive | |
Pinaceae | Pinus patula Schiede ex Schltdl. & Cham. | Woody | 2 | Invasive |
Pinus pinaster Aiton | Woody | 1b | Invasive | |
Pittosporaceae | Pittosporum undulatum Vent. | Woody | 1b | Invasive |
Plantaginaceae | Plantago lanceolata L. | Herb | NL | Invasive |
Plantago major L. | Herb | NL | Invasive | |
Poaceae | Arundo donax L. 1753 | Graminoids | 1b | Invasive |
Avena barbata Pott ex Link | Graminoids | NL | Introduced but not naturalized | |
Avena fatua L. | Graminoids | NL | Invasive | |
Brachypodium distachyon (L.) P.Beauv. | Graminoids | NL | - | |
Briza maxima L. | Graminoids | NL | Introduced but not naturalized | |
Bromus diandrus Roth | Graminoids | NL | Introduced but not naturalized | |
Bromus pectinatus Thunb. | Graminoids | NL | Introduced but not naturalized | |
Bromus rigidus Roth. | Graminoids | NL | - | |
Calamagrostis acutiflora (Schrad.) Rchb. | Graminoids | NL | NA | |
Cortaderia jubata (Lemoine) Stapf. | Graminoids | 1b | - | |
Digitaria debilis (Desf.) Willd. | Graminoids | NL | - | |
Eragrostis mexicana (Hornem.) Link | Graminoids | NL | - | |
Hordeum murinum L. | Graminoids | NL | Invasive | |
Imperata cylindrica (L.) Raeusch | Graminoids | NL | - | |
Lolium rigidum Gaudin | Graminoids | NL | Introduced | |
Nassella trichotoma (Nees) Hack. ex Arechav. | Graminoids | 1b | invasive | |
Paspalum dilatatum Poir. | Graminoids | NL | Invasive | |
Paspalum urvillei Steud. | Graminoids | NL | Invasive | |
Pennisetum clandestinum Hochst. ex Chiov. | Graminoids | 1b | Invasive | |
Pennisetum setaceum (Forssk.) Chiov. | Graminoids | 1b | Invasive | |
Pennisetum villosum R.Br. ex Fresen. | Graminoids | 1b | - | |
Phalaris minor Retz. (1783) | Graminoids | NL | - | |
Stipa capensis Thunb. | Graminoids | NL | Introduced | |
Vulpia myuros (L.) C.C. Gmel. | Graminoids | NL | - | |
Pontederiaceae | Pontederia crassipes (Mart.) Solms | Herb | 1b | Invasive |
Polypodiaceae | Nephrolepis cordifolia L. | Fern | 1b | Invasive |
Nephrolepis exaltata (L.) Schott | Fern | 1b | Invasive | |
Primulaceae | Ardisia crenata Sims | Woody | 1b | Invasive |
Lysimachia arvensis L. | Herb | NL | Introduced but not naturalized | |
Pteridaceae | Adiantum raddianum Presl | Fern | NL | Introduced but not naturalized |
Rosaceae | Cotoneaster franchetii Bois | Woody | 1b | Invasive |
Cotoneaster pannosus Franch. | Woody | 1b | Invasive | |
Potentilla indica (Jacks.) Focke | Herb | NL | Invasive | |
Prunus persica (L.) Batsch | Woody | NL | Invasive | |
Pyracantha angustifolia (Franch.) C.K.Schneid. | Woody | 1b | Invasive | |
Pyracantha coccinea M.Roem. | Woody | 1b | Invasive | |
Rosa rubiginosa L. | Woody | 1b | Invasive | |
Rubus cuneifolius Pursh. | Woody | 1b | Invasive | |
Rubus fruticosus Lour. | Woody | 2 | Invasive | |
Rubus odoratus L. | Woody | NL | - | |
Rubiaceae | Richardia brasiliensis Gomes | Herb | NL | Invasive |
Salicaceae | Populus canescens (Aiton) Sm. | Woody | 2 | Invasive |
Salviniaceae | Azolla filiculoides Lam. | Fern | 1b | Invasive |
Sapindaceae | Cardiospermum grandiflorum Swartz | Woody | 1b | Invasive |
Scrophulariaceae | Verbascum chaixii Vill. | Herb | NL | - |
Simaroubaceae | Ailanthus altissima (Mill.) Swingle | Woody | 1b | Invasive |
Solanaceae | Cestrum aurantiacum Lindl. | Woody | 1b | Invasive |
Cestrum laevigatum Schltdl. | Woody | 1b | Invasive | |
Cestrum parqui L’Her. | Woody | 1b | Invasive | |
Datura ferox L. | Herb | 1b | Invasive | |
Datura innoxia Mill. | Herb | 1b | Invasive | |
Datura stramonium L. | Herb | 1b | Invasive | |
Physalis angulata L. | Herb | NL | Introduced but not naturalized | |
Physalis peruviana L. | Herb | NL | Invasive | |
Physalis viscosa L. | Herb | NL | Invasive | |
Solanum elaeagnifolium Cav. | Woody | 1b | Invasive | |
Solanum mauritianum Scop. | Woody | 1b | Invasive | |
Solanum nigrum L. | Herb | NL | - | |
Solanum pseudocapsicum L. | Herb | 1b | Invasive | |
Solanum seaforthianum Andrews | Woody | 1b | Invasive | |
Solanum sisymbriifolium Lam. | Herb | 1b | Invasive | |
Tropaeolaceae | Tropaeolum majus L. | Herb | NL | Invasive |
Tropaeolum speciosum Poepp. & Endl. | Herb | 3 | NA | |
Verbenaceae | Lantana camara L. | Woody | 1b | Invasive |
Phyla nodiflora (L.) Greene | Herb | NL | - | |
Verbena aristigera S.Moore | Herb | NL | - | |
Verbena bonariensis L. | Herb | 1b | Invasive | |
Zingiberaceae | Hedychium coronarium J.Koenig. | Herb | 1b | Invasive |
Hedychium flavescens Carey ex Roscoe. | Herb | 1b | Invasive |
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National Botanical/Zoological Garden | Area (ha) | First Date of Current Land Use/Proclaimed | SA Province (Town) | Biome Represented (Bioregion) (Mucina & Rutherford, 2006) | Vegetation Types Represented (Mucina & Rutherford, 2006) |
---|---|---|---|---|---|
Free State NBG | 67 | 1967 | Free State Province (Bloemfontein) | Grassland (Dry Highveld Grassland) Azonal Vegetation (Alluvial Vegetation) | Gh 7 Winburg Grassy Shrubland Gh 8 Bloemfontein Karroid Shrubland Gh 5 Bloemfontein Dry Grassland AZa 5 Highveld Alluvial Vegetation |
Hantam NBG | 6230 | 2008 | Northern Cape (Nieuwoudtville) | Succulent Karoo (Trans-Escarpment Succulent Karoo) Fynbos (Shale Renosterveld, and Granite and Dolerite Renosterveld) | FRd 1 Nieuwoudtville-Roggeveld Dolerite Renosterveld FRs 2 Nieuwoudtville Shale Renosterveld SKt 2 Hantam Karoo |
Harold Porter NBG | 201 | 1959 | Western Cape (Betty’s Bay) | Fynbos (Sand Fynbos, Western Strandveld and Sandstone Fynbos) Forest (Zonal & Intrazonal) | FFd 6 Hangklip Sand Fynbos FFs 11 Kogelberg Sandstone Fynbos FOz 1 Southern Afrotemperate Forest FS 7 Overberg Dune Strandveld Freshwater (rivers) Marine biodiversity |
Karoo Desert NBG | 154 | 1921 | Western Cape (Worcester) | Succulent Karoo (Rainshadow Valley Karoo) Fynbos (Shale Fynbos and Shale Renosterveld) | FFh 4 Breede Shale Fynbos FRs 8 Breede Shale Renosterveld SKv 7 Robertson Karoo |
Kirstenbosch NBG | 199 | 1913 | Western Cape (Cape Town) | Fynbos (Granite Fynbos, Sandstone Fynbos, and Shale Fynbos) Forest (Zonal and Intrazonal) | FFg 3 Peninsula Granite Fynbos FFh 5 Cape Winelands Shale Fynbos FFs 9 Peninsula Sandstone Fynbos FOz 1 Southern Afrotemperate Forest Freshwater (rivers) |
KwaZulu-Natal NBG | 48 | 1874/1969 | KwaZulu-Natal (Pietermaritzburg) | Savanna (Sub-Escarpment Savanna) | SVs 4 Ngongoni Veld Freshwater (river) |
Kwelera NBG | 170 | 2014 | Eastern Cape (East London) | Forest (Zonal and Intrazonal) Azonal Vegetation (Eastern Strandveld) Albany Thicket | AT 9 Albany Coastal Belt FOz 6 Southern Coastal Forest AZs 2 Albany Dune Strandveld AT 12Buffels Thicket Marine biodiversity |
Lowveld NBG | 164 | 1969 | Mpumalanga (Nelspruit) | Savanna (Lowveld) | SVl 9 Legogote Sour Bushveld SVl 10 Pretoriuskop Sour Bushveld Freshwater (river) |
Pretoria NBG | 70 | 1958 | Gauteng (Pretoria) | Savanna (Central Bushveld) | SVcb 6 Marikana Thornveld |
Thohoyandou NBG | 89 | 1986 | Limpopo (Thohoyandou) | Savanna (Central Bushveld) | SVcb21 Soutpansberg Mountain Bushveld |
Pretoria NZG | 80 | 1899 | Gauteng (Pretoria) | Savanna (Central Bushveld) | SVcb 6 Marikana Thornveld |
Mokopane Biodiversity Conservation Centre | 1398 | 1979 | Limpopo (Mokopane) | Savanna (Central Bushveld) | SVcd 20 Makhado Sweet Bushveld SVcb 23 Polokwane Plateau Bushveld |
Walter Sisulu NBG | 276 | 1982 | Gauteng (Roodepoort/Mogale City) | Savanna (Central Bushveld) Grassland (Mesic Highveld Grassland) | SVcb 9 Gold Reef Mountain Bushveld Gm 10 Egoli Granite Grassland Freshwater (river) |
Category | NEM:BA-A&IS Description |
---|---|
Category 1(a) | Species that must be combatted and are targets for eradication |
Category 1(b) | Species that are control targets and need a national management plan |
Category 2 | Species requiring a permit for restricted activities |
Category 3 | Species that are subject to exemptions |
“Not Listed” | Unlisted species: Alien species that are not listed in the NEM:BA-A&IS Regulations but have been reported as present in natural or semi-natural ecosystems in South Africa or on offshore islands |
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Mokotjomela, T.M.; Rahlao, S.J.; Vukeya, L.R.; Baltzinger, C.; Mangane, L.V.; Willis, C.K.; Mutshinyalo, T.M. The Diversity of Alien Plant Species in South Africa’s National Botanical and Zoological Gardens. Diversity 2023, 15, 407. https://doi.org/10.3390/d15030407
Mokotjomela TM, Rahlao SJ, Vukeya LR, Baltzinger C, Mangane LV, Willis CK, Mutshinyalo TM. The Diversity of Alien Plant Species in South Africa’s National Botanical and Zoological Gardens. Diversity. 2023; 15(3):407. https://doi.org/10.3390/d15030407
Chicago/Turabian StyleMokotjomela, Thabiso M., Sebataolo J. Rahlao, Loyd R. Vukeya, Christophe Baltzinger, Lindokuhle V. Mangane, Christopher K. Willis, and Thompson M. Mutshinyalo. 2023. "The Diversity of Alien Plant Species in South Africa’s National Botanical and Zoological Gardens" Diversity 15, no. 3: 407. https://doi.org/10.3390/d15030407
APA StyleMokotjomela, T. M., Rahlao, S. J., Vukeya, L. R., Baltzinger, C., Mangane, L. V., Willis, C. K., & Mutshinyalo, T. M. (2023). The Diversity of Alien Plant Species in South Africa’s National Botanical and Zoological Gardens. Diversity, 15(3), 407. https://doi.org/10.3390/d15030407