Palynological Assemblages from the Jurassic Qingtujing Formation in the Northwestern Margin of the Chaoshui Basin: Implications for Geological Chronology and Paleoclimate
Abstract
1. Introduction
2. Geological Setting
3. Materials and Methods
4. Characteristics of Palynological Assemblage
4.1. The Palynological Assemblage of the Lower Part of the Qingtujing Formation of the Middle Jurassic
4.2. The Pollen Assemblage of the Upper Part of the Qingtujing Formation
5. Discussion
5.1. Geological Chronology
5.1.1. Palynostratigraphy of the Lower Part of the Qingtujing Formation
5.1.2. Palynostratigraphy of the Upper Part of the Qingtujing Formation
5.2. Discussion on Paleoclimate
6. Conclusions
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
References
- Berner, R.A. GEOCARB II: A revised model of atmospheric CO2 over phanerozoic time. Am. J. Sci. 1994, 294, 56–91. [Google Scholar] [CrossRef] [Scilit]
- Handel, M.D.; Risbey, J.S. An annotated bibliography on the greenhouse effect and climate change. Clim. Change 1992, 21, 97–255. [Google Scholar] [CrossRef] [Scilit]
- Sun, B.N.; Xiao, L.; Xie, S.P.; Deng, S.H.; Wang, Y.D.; Jia, H.; Turner, S. Stomatal characters of Jurassic-Cretaceous Ginkgo fossils and quantitative reconstruction of paleoatmospheric CO2 concentration in China. Acta Geol. Sin. 2007, 81, 931–939. [Google Scholar] [CrossRef] [Scilit]
- Xiao, L.; Li, Y.; Zhou, J.R.; Li, X.C.; Guo, J.F.; He, W.L. Paleoatmospheric CO2 level of the Middle Jurassic in Turpan-Hami Basin, Xinjiang. J. Lanzhou Univ. 2014, 50, 154–160. [Google Scholar]
- Xiao, L.; Liang, J.Q.; Guo, L.Y.; Ji, D.S.; Yuan, M.; Li, X.C.; Sun, N.; Li, Z.C. Stable carbon isotopes and stomatal frequency of Middle Jurassic ginkgophyte fossils from the Turpan basin, northwestern China: Implications for reconstructing paleo-CO2 changes. J. Asian Earth Sci. 2024, 259, 105938. [Google Scholar] [CrossRef] [Scilit]
- Harris, R.; McCall, R.; Randall, O.; Bin Tawang, M.H.; Williams, R.; Fairman, J.G.; Schultz, D.M. Climate change during the Triassic and Jurassic. Geol. Today 2017, 33, 210–215. [Google Scholar] [CrossRef] [Scilit]
- Li, X.X. Floras of Geological Periods in China; Guangdong Science and Technology Press: Guangzhou, China, 1995. [Google Scholar]
- Price, G.D. Carbon-isotope stratigraphy and temperature change during the Early-Middle Jurassic (Toarcian-Aalenian), Raasay, Scotland, UK. Palaeogeogr. Palaeoclimatol. Palaeoecol. 2010, 285, 255–263. [Google Scholar] [CrossRef] [Scilit]
- Deng, S.H. Paleoclimatic indicative significance of major Mesozoic plant fossils. J. Palaeogeogr. 2007, 9, 559–574. [Google Scholar]
- Deng, S.H.; Lu, Y.Z.; Zhao, Y.; Fan, R.; Wang, Y.D.; Yang, X.J.; Li, X.; Sun, B.N. The Jurassic paleoclimate regionalization and evolution of China. Earth Sci. Front. 2017, 24, 106–142. [Google Scholar]
- Deng, S.H.; Zhao, Y.; Lu, Y.Z.; Shang, P.; Fan, R.; Li, X.; Dong, S.X.; Liu, L. Plant fossils from the Lower Jurassic coal-bearing formation of central Inner Mongolia of China and their implications for palaeoclimate. Palaeoworld 2017, 26, 279–316. [Google Scholar] [CrossRef] [Scilit]
- Li, Y.F.; Wang, H.; Dilcher, D.L.; Bugdaeva, E.; Tan, X.; Li, T.; Na, Y.L.; Sun, C.L. Middle Jurassic Plant Diversity and Climate in the Ordos Basin, China. Paleontol. J. 2019, 53, 1216–1235. [Google Scholar] [CrossRef] [Scilit]
- Na, Y.L.; Sun, C.L.; Wang, H.; Dilcher, D.L.; Yang, Z.Y.; Li, T.; Li, Y.F. Insect herbivory and plant defense on ginkgoalean and bennettitalean leaves of the Middle Jurassic Daohugou Flora from Northeast China and their paleoclimatic implications. Palaeoworld 2018, 27, 202–210. [Google Scholar] [CrossRef] [Scilit]
- Deng, S.H.; Wang, S.E.; Yang, Z.Y.; Lu, Y.Z.; Li, X.; Hu, Q.Y.; An, C.Z.; Xi, D.P.; Wan, X.Q. Comprehensive study of Middle-Upper Jurassic in Junggar Basin, Xinjiang. Acta Geosci. Sin. 2015, 36, 559–574. [Google Scholar]
- Zhang, Y.J.; Yang, Y.J.; Liang, F.; Wu, X.W.; Zhang, C.; Fu, J.Y.; Wang, Y.; Zhang, S.Q.; Liu, M.; Ding, Q.H.; et al. The Middle Jurassic palynoflora and its implication for paleoclimate in the western margin of Longjiang Basin. Geol. Bull. China 2021, 40, 905–919. [Google Scholar]
- Yao, Z.Q.; Yu, X.H.; Shan, X.; Li, S.L.; Li, S.L.; Li, Y.L.; Tan, C.P.; Chen, H.L. Braided-meandering system evolution in the rock record: Implications for climate control on the Middle-Upper Jurassic in the southern Junggar Basin, north-west China. Geol. J. 2018, 53, 2710–2731. [Google Scholar] [CrossRef] [Scilit]
- Zhang, C.; Yu, X.H.; Yao, Z.Q.; Li, S.L.; Shan, X.; Xiang, M.; Li, Y.L. Sedimentary evolution and controlling factors of the Middle-Upper Jurassic in the western part of the southern Junggar Basin. Geol. China 2021, 48, 284–296. [Google Scholar]
- Bai, N.; Xu, S.; Wang, Y.X.; Guo, T.X. Sedimentary facies characteristics and sedimentary evolution model of the seventh member of Dameigou Formation in Yuqa area, northern margin of Qaidam Basin. Northwest. Geol. 2021, 54, 74–85. [Google Scholar]
- Ge, L.G.; Chen, Z.H.; Wu, F.D.; Zhang, S.L.; Zhang, Z.H.; Xu, T.L. Sequence stratigraphy and coal accumulation regularity of Jurassic in Chaoshui Basin. Coal Geol. Explor. 1998, 26, 14–18. [Google Scholar]
- Zhang, X.J. Discussion on coal-forming law and coal prospecting prospect of Jurassic system in Chaoshui Basin. West-China Explor. Eng. 2010, 12, 111–116. [Google Scholar]
- Yang, Y.S.; Zhang, Y.L.; Li, X.R.; Li, Z.W. The Propertiies, Age and Correlattion pf Sporo-pollen Assemblages in Chaoshui Basin. Coal Geol. China 2000, 12, 7–12. [Google Scholar] [CrossRef] [Scilit]
- Jiang, F.H.; Wang, W.D.; Lu, H.Y.; Liu, C.F. Jurassic charophytes from Qingtujing Group in Chaoshui Basin. Acta Palaeontol. Sin. 2003, 42, 257–265. [Google Scholar]
- Yang, J.; Wang, Z.P.; Wang, H.H. Jurassic ostracod fossils from Well Chaocan 1 in the Chaoshuibasin, Gansu, NW China. Acta Micropalaeontol. Sin. 2003, 20, 303–308. [Google Scholar]
- Wang, S.; Zhang, M.Z.; Li, A.J.; Zhang, J.; Du, Z.; Du, B.X.; Ji, L.M.; Zhang, X.W. Organic geochemical characteristics of Qingtujing Formation coal-measuresource rocks in the Chaoshui Basin and Minhe Basin, and their hydrocarbon-generation significances. Nat. Gas. Geosci. 2020, 31, 282–294. [Google Scholar]
- Zuo, G.C.; Liu, Y.K.; Liu, C.Y. Framework and evolution of the tectonic structure in Beishan area across Gansu Province, Xinjiang Autonomous Region and Inner Mongolia Autonomous Region. Acta Geol. Gansu 2003, 12, 1–15. [Google Scholar]
- Wu, Q.; Wang, G.; Niu, T.; Guo, W.; Yang, B.B.; Cao, L.; Ye, F.W.; Tong, Q.L.; Li, X.C. Structural evolution and uranium metallogenetic process in western Chaoshui Basin. Uranium Geol. 2022, 38, 1070–1083. [Google Scholar]
- Gao, L.B.; Liu, L. Tectonic evolution characteristics and its relationship with sandstone-type uranium mineralization on the northern margin of Chaoshui Basin. Northwest Uranium Geol. 2006, 32, 13–17. [Google Scholar]
- Zhang, L.; Zhong, J.H.; Zhong, F.P.; Gao, Y.F. Jurassic sedimentary system and basin evolution in Chaoshui Basin. Fault-Block Oil Gas. Field 2009, 16, 1–15. [Google Scholar]
- Zhao, H.B.; He, X.R.; Wang, X.Y.; Gu, D.H. Structural characteristics of Chaoshui Basin. Lithol. Reserv. 2013, 25, 36–40. [Google Scholar]
- Faegri, K.; Kaland, P.E.; Krzywinski, K. Textbook of Pollen Analysis; John Wiley & Sons Ltd.: Chichester, UK, 1989; pp. 69–89. [Google Scholar]
- Institute of Botany; Chinese Academy of Sciences (Palynology Group). Sporae Pteridophytorum Siniorum; Science Press: Beijing, China, 1976. [Google Scholar]
- Institute of Botany; Chinese Academy of Sciences (Palynology Group). Pollen Flora of China; Science Press: Beijing, China, 1960. [Google Scholar]
- Song, Z.C.; Shang, Y.K. Fossil spores and pollen of China. In Mesozoic Spores and Pollen; Science Press: Beijing, China, 2000; Volume 2. [Google Scholar]
- Gravendyck, J.; Coiffard, C.; Bachelier, J.B.; Kürschner, W. Re-evaluation of Cerebropollenites thiergartii Eberh. Schulz 1967 and related taxa: Priority of Sciadopitys pollenites and nomenclatural novelties. Grana 2023, 62, 1–47. [Google Scholar] [CrossRef] [Scilit]
- Wei, Y.; Nan, Q.M.; Yang, B.; Zhang, X.Z.; Sun, S.Y.; Su, G.F. Palynoflora from the Lower Jurassic Fuxian Formation in Ordos basin and its response to the Jenkyns event. Acta Geol. Sin. 2024, 98, 3017–3030. [Google Scholar] [CrossRef] [Scilit]
- Liu, Z.S. Early and Middle Jurassic Sporopollen Assemblages from the Shiguai Coalfield, Baotou, Inner Mongolia. Acta Palaeontol. Sin. 1982, 21, 371–379. [Google Scholar] [CrossRef] [Scilit]
- Zhang, Y.; Pei, C.R.; Sun, S.L.; Wan, C.B.; Sun, Y.W. Palynological Assemblage of Beipiao Formation in Well SZK01, Jinyang Basin, Western Liaoning and Its Geological Significance. Pet. Geol. Oilfield Dev. Daqing 2022, 41, 13–22. [Google Scholar]
- Huang, P. Sporopollen Assemblages from the Xiaoquangou Group and the Badaowan Formation at the Shichang Section in the Junggar Basin, Xinjiang. Acta Micropalaeontol. 2019, 36, 251–280. [Google Scholar]
- Zhang, W.P.; Li, Y.A. Sporopollen Assemblages of the Ahe, Yengisar and Kezilenuer Formations in Beicheng County, Xinjiang. Xinjiang Geol. 1990, 8, 256–271. [Google Scholar]
- Aliya, A.; Xiao, J.N.; Shi, T.M.; Weng, Y.X. Mesozoic Sporopollen Assemblages from Well Shimo-1 in Junggar Basin and Their Stratigraphic Significance. Xinjiang Pet. Geol. 2018, 39, 140–150. [Google Scholar]
- Yang, X.Y. Sporopollen Assemblage, Spore Color Index and Organic Matter Type of Upper Permian Longtan Formation in Jurong, Jiangsu. Acta Micropalaeontol. Sin. 2002, 3, 309–315. [Google Scholar]
- Huang, P.; Li, J.G. Palynological assemblages and stratigraphic significance of Xishanyao and Toutunhe Formations in Honggou section, Manas River, Xinjiang. Acta Micropalaeontol. Sin. 2000, 17, 170–193. [Google Scholar]
- Chi, J.Q.; Jin, J.; Xiao, J.N.; Luo, Z.J.; Shi, T.M.; Aliya; Zhou, X.H.; Xu, S.S.; Feng, T. Palynological assemblage and its paleoclimatic significance of Xishanyao Formation in Sikeshu area, southwestern margin of Junggar Basin. Geol. Rev. 2022, 68, 69–79. [Google Scholar]
- Yan, C.F.; Yuan, J.Y.; Zhao, Y.C.; Wei, D.T.; Li, Z.G. Jurassic spora pollen assemblages and paleoclimate in Inner Mongolia, Gansu, Qinghai, China. Nat. Gas. Geosci. 2006, 17, 634–639. [Google Scholar]
- Jiang, D.X.; Wang, Y.D.; He, Z.S.; Dong, K.L. Middle Jurassic palynoflora from Targa Formation in Tarim Basin, Xinjiang and its stratigraphic and paleogeographic implications. Acta Micropalaeontol. Sin. 2008, 25, 333–344. [Google Scholar]
- Li, S.P.; Liu, Y.Q.; Kuang, H.W.; Peng, N.; Jia, J.L.; Wang, T. Jurassic palynoflora and its stratigraphic and chronological significance in Yingen-Ejina Basin. Acta Geol. Sin. 2021, 95, 1382–1399. [Google Scholar] [CrossRef] [Scilit]
- Srivastava, S.K. Jurassic spore-pollen assemblages from Normandy (France) and Germany. Geobios 1987, 20, 5–79. [Google Scholar] [CrossRef] [Scilit]
- He, J.R.; Nan, Y.; Hao, C.Y.; Song, Q.W.; Jiao, R.C.; Li, L.J.; Ran, S.H.; Cheng, S.Z.; Wu, J.Y. Palynological assemblage, age and paleoclimate of Tuchengzi Formation in Qianjiadian Basin, Beijing. Geol. Bull. China 2020, 39, 1573–1579. [Google Scholar]
- Lenton, T.M.; Daines, S.J.; Mills, B.J.W. COPSE reloaded: An improved model of biogeochemical cycling over Phanerozoic time. Earth-Sci. Rev. 2018, 178, 1–28. [Google Scholar] [CrossRef] [Scilit]
- Sellwood, B.W.; Valdes, P.J. Jurassic climates. Proc. Geol. Assoc. 2008, 119, 5–17. [Google Scholar] [CrossRef] [Scilit]
- Dera, G.; Brigaud, B.; Monna, F.; Laffont, R.; Pucéat, E.; Deconinck, J.F.; Pellenard, P.; Joachimski, M.M.; Durlet, C. Climatic ups and downs in a disturbed Jurassic world. Geology 2011, 39, 215–218. [Google Scholar] [CrossRef] [Scilit]
- Zhang, L.; Yi, J.J.; Li, W.T.; Jiang, T.; Lei, X.T.; Wang, T.; Deng, L.T. Response of palynological flora in Yangye Formation to Aalenian-Bajocian cooling event from the Tarim basin, Xinjiang. Acta Geol. Sin. 2026, 100, 1262–1271. [Google Scholar]
- Heimhofer, U.; Adatte, T.; Hochuli, I.P.A.; Burla, S.; Weissert, H. Coastal sediments from the Algarve: Low-latitude climate archive for the Aptian-Albian. Int. J. Earth Sci. 2008, 97, 785–797. [Google Scholar]
- Mendes, M.M.; Dinis, J.L.; Gomez, B.; Pais, J. Reassessment of the cheirolepidiaceous conifer Frenelopsis teixeirae Alvin et Pais from the Early Cretaceous (Hauterivian) of Portugal and palaeoenvironment considerations. Rev. Palaeobot. Palynol. 2010, 161, 30–42. [Google Scholar] [CrossRef] [Scilit]
- Huang, P. Discovery of Middle Jurassic palynological assemblage from Beixiangshan area, Nanjing. Acta Micropalaeontol. Sin. 2000, 17, 457–469. [Google Scholar]
- Abbink, O.A.; Van Konijnenburg-Van Cittert, J.H.A.; Visscher, H. A sporomorph ecogroup model for the Northwest European Jurassic-Lower Cretaceous: Concepts and framework. Neth. J. Geosci. 2004, 83, 17–31. [Google Scholar] [CrossRef] [Scilit]
- Xin, C.L.; Wang, L.; Du, B.X.; Zhang, Y.; Wang, J. Cuticles and spores in situ of Coniopteris hymenophylloides from the Middle Jurassic in Gansu, northwestern China. Acta Geol. Sin. 2018, 92, 904–914. [Google Scholar] [CrossRef] [Scilit]
- Fu, J.H. Geological Events and Their Significance in the Subdivision and Correlation of the Continental Jurassic in Northwest China. Acta Sedimentol. Sin. 1998, 16, 147–152. [Google Scholar]
- Zhang, Z.H.; Wang, C.S.; Lv, D.W.; Hay, W.W.; Wang, T.T.; Cao, S. Precession-scale climate forcing of peatland wildfires during the early middle Jurassic greenhouse period. Glob. Planet. Change 2020, 184, 103051. [Google Scholar] [CrossRef] [Scilit]
- Wang, Y.X.; Xu, S.; Hao, F.; Poulton, S.W.; Zhang, Y.Y.; Guo, T.X.; Lu, Y.B.; Bai, N. Arid climate disturbance and the development of salinized lacustrine oil shale in the Middle Jurassic Dameigou Formation, Qaidam Basin, northwestern China. Palaeogeogr. Palaeoclimatol. Palaeoecol. 2021, 577, 110533. [Google Scholar] [CrossRef] [Scilit]
- Du, X.J. Jurassic Plant Fossil Assemblages Characteristics and Paleoclimatic Evolution Indication in Northern China. Master’s Thesis, China University of Geosciences, Beijing, China, 2015. [Google Scholar]
- Morin, J.; Jolivet, M.; Robin, C.; Heilbronn, G.; Barrier, L.; Bourquin, S.; Jia, Y.Y. Jurassic paleogeography of the Tian Shan: An evolution driven by far-field tectonics and climate. Earth-Sci. Rev. 2018, 187, 286–313. [Google Scholar] [CrossRef] [Scilit]
- Yi, Z.; Liu, Y.; Meert, J. GA true polar wander trigger for the Great Jurassic East Asian Aridification. Geology 2019, 47, 1112–1116. [Google Scholar] [CrossRef] [Scilit]
- Jiao, Y.Q.; Wu, L.Q.; Rong, H.; Zhang, F. Coal accumulation regularity, paleoclimate and uranium metallogenic environmental implications of Zhiluo Formation in Ordos Basin. J. China Coal Soc. 2021, 46, 2331–2345. [Google Scholar]
- Zhang, D.S.; Fu, G.B.; Qin, E.P.; Hou, Q.Z.; Li, X.L. Discussion on Jurassic paleovegetation, paleoclimate and paleoenvironment in the Tuha Basin in Xinjiang. Geoscience 2002, 16, 147–152. [Google Scholar]
- Huang, L.; Zhang, X.J.; Li, G.Z.; Ji, X.K.; Han, X.; Wang, Z.Y.; Liu, Z.Q.; Hou, Z.M.; Ai, Z.H. Sporopollen assemblage from the Middle Jurassic of the northeastern Ordos basin, Inner Mongolia, and their paleoclimatic implications. Acta Geol. Sin. 2023, 97, 1390–1406. [Google Scholar]







| Genus and Species of Pollen | Content (%) | Parent Plant | Ecological Habit | Climate Type |
|---|---|---|---|---|
| gymnosperm | 79.3–84.1% | |||
| Coniferopsida | 30.5–66.5% | |||
| Abietineae/Pinuspollenites | Pinus | mesophyte | tropic-temperate | |
| Piceaepollenites | Picea | hygrophyte | temperate | |
| Podocarpidites | Podocarpus | hygrophyte | tropic-temperate | |
| Protopinus | Pinaceae | mesophyte | tropic-temperate | |
| Cycadopsida | 5.5–37.4% | |||
| Cycadopites | Cycadaceae | mesophyte | tropic -temperate | |
| Chasmatosporites | Cycadaceae | mesophyte | tropic-temperate | |
| Taxodiaceae | 5.4–6.2% | |||
| Perinopollenites | Taxodiaceae | hygrophyte | temperate | |
| Concentrisporites | Taxodiaceae | hygrophyte | temperate | |
| Araucariaceae | <1% | |||
| Callialasporites | Araucariaceae | mesophyte | tropic, subtropics | |
| Cheirolepidiaceae | <1% | |||
| Classopollis | Cheirolepidiaceae | xerophyte | tropic, subtropics | |
| pteridophyte | ||||
| Osmundacidites | 8.95–11.82% | Osmundaceae | hygrophyte | temperate |
| Cyathidites | 2.46–3.11% | Cyatheaceae | hygrophyte | tropic, subtropics |
| Cibotiumspora | <2% | Dicksoniaceae | hygrophyte | tropic-temperate |
| Torisporis | <2% | lygodiaceae | hygrophyte | tropic, subtropics |
| Lycopodiumsporites | <1% | Lycopodiaceae | hygrophyte | temperate |
| Genus and Species of Pollen | Content (%) | Parent Plant | Ecological Habit | Climate Type |
|---|---|---|---|---|
| gymnosperm | 97.3–99.4% | |||
| Classopollis | 70.7–87.7% | Cheirolepidiaceae | xerophyte | tropic, subtropics |
| Quadraeculina | 1.8–13.9% | Conifers | mesophyte–hygrophyte | temperate |
| Pseudopinus | 0–12.0% | Voltziales? | mesophyte–hygrophyte | temperate |
| Abiespollenites | 0–3.4% | Pinaceae | mesophyte–hygrophyte | tropic-temperate |
| Dacrycarpites | 0–2.3% | Podocarpaceae | mesophyte–hygrophyte | temperate |
| Protoconiferus | 0–3.5% | Voltziales? | mesophyte–hygrophyte | temperate |
| Pseudowalchia | 0–1.8% | Voltziales? | mesophyte–hygrophyte | temperate |
| Cycadopites | 0.8–5.3% | Cycadaceae | mesophyte–hygrophyte | tropic-temperate |
| Perinopollenites | 0–0.7% | Cupressaceae | mesophyte–hygrophyte | temperate |
| pteridophyte | 0.6–2.7% | |||
| Cyathidites | 0–2.0% | Cyatheaceae | hygrophyte | tropic, subtropics |
| Biretisporites | 0–1.2% | Hymenophyllaceae? | Helophyte | tropic-temperate |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2026 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license.
Share and Cite
Niu, P.; Ren, W.; Dong, G. Palynological Assemblages from the Jurassic Qingtujing Formation in the Northwestern Margin of the Chaoshui Basin: Implications for Geological Chronology and Paleoclimate. Diversity 2026, 18, 439. https://doi.org/10.3390/d18070439
Niu P, Ren W, Dong G. Palynological Assemblages from the Jurassic Qingtujing Formation in the Northwestern Margin of the Chaoshui Basin: Implications for Geological Chronology and Paleoclimate. Diversity. 2026; 18(7):439. https://doi.org/10.3390/d18070439
Chicago/Turabian StyleNiu, Pengfei, Wenxiu Ren, and Guoqiang Dong. 2026. "Palynological Assemblages from the Jurassic Qingtujing Formation in the Northwestern Margin of the Chaoshui Basin: Implications for Geological Chronology and Paleoclimate" Diversity 18, no. 7: 439. https://doi.org/10.3390/d18070439
APA StyleNiu, P., Ren, W., & Dong, G. (2026). Palynological Assemblages from the Jurassic Qingtujing Formation in the Northwestern Margin of the Chaoshui Basin: Implications for Geological Chronology and Paleoclimate. Diversity, 18(7), 439. https://doi.org/10.3390/d18070439
