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- Creator:
- Shah, Bhavarth
- Description:
- The three approaches used three distinct datasets named as follows: Historicalwater_levels.csv, Historical_Precipitation.csv, and Bayesian Statistical dataset.csv. These files are accessible using Microsoft Office or similar software. The machine learning models are developed in Jupyter Notebook (.ipynb) files, named according to the datasets they utilize. However, for the third approach, the models are named Random Forest, LSTM Model Base, and Multivariate LSTM Models. More details are available on the Shah_Bhavarth_Readme.txt. These notebooks can be accessed through Python, Project Jupyter, or Google Colab, and dependencies include libraries such as Pandas, NumPy, Matplotlib, Scikit-learn, Keras, and TensorFlow. The supplementary material also includes Excel files for stage-curve calculations and diversions, named Water_levels_Stage_Curve_Calculations1970-2018.xlsx and Diversions_calculation.xlsx, respectively.
- Keyword:
- Machine learning, Forecasting, Water levels, Mono lake, and Hydrology
- Citation to related publication:
- Shah, Bhavarth. 2024. "Mono Lake Water Levels Forecasting Using Machine Learning." Master’s thesis, University of Michigan, School for Environment and Sustainability. ORCID iD: 0000-0002-2391-8610. https://dx.doi.org/10.7302/22659
- Discipline:
- Science and Engineering
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- Creator:
- University of Michigan Museum of Zoology
- Description:
- Scan of specimen ummz:mammals:113472 (Gerbilliscus AFRA) - Skull. Raw Dataset includes 1601 TIF images (each 1601 x 1538 x 1 voxel at 0.02683405 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction. and Scan of specimen ummz:mammals:113472 (Gerbilliscus AFRA) - Skull. Reconstructed Dataset includes 836 TIF images (each 1601 x 1538 x 1 voxel at 0.026834 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction.
- Keyword:
- Animalia, Chordata, Mammalia, Rodentia, Muridae, Gerbilliscus AFRA, 1987250700, computed tomography, X-ray, and 3D
- Citation to related publication:
- For more information on the original UMMZ specimen, see: https://www.gbif.org/occurrence/1987250700
- Discipline:
- Science
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- Creator:
- University of Michigan Museum of Zoology
- Description:
- Scan of specimen ummz:mammals:109233 (Reithrodon AURITUS FLAMMARUM) - Skull. Raw Dataset includes 1601 TIF images (each 959 x 1668 x 1 voxel at 0.02125173 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction. and Scan of specimen ummz:mammals:109233 (Reithrodon AURITUS FLAMMARUM) - Skull. Reconstructed Dataset includes 933 TIF images (each 959 x 1668 x 1 voxel at 0.021252 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction.
- Keyword:
- Animalia, Chordata, Mammalia, Rodentia, Cricetidae, Reithrodon AURITUS FLAMMARUM, 1987354375, computed tomography, X-ray, and 3D
- Citation to related publication:
- For more information on the original UMMZ specimen, see: https://www.gbif.org/occurrence/1987354375
- Discipline:
- Science
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- Creator:
- University of Michigan Museum of Zoology
- Description:
- Scan of specimen ummz:mammals:111196 (Macrotarsomys BASTARDI) - Skull. Raw Dataset includes 1601 TIF images (each 1676 x 1507 x 1 voxel at 0.02000373 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction. and Scan of specimen ummz:mammals:111196 (Macrotarsomys BASTARDI) - Skull. Reconstructed Dataset includes 752 TIF images (each 1676 x 1507 x 1 voxel at 0.020004 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction.
- Keyword:
- Animalia, Chordata, Mammalia, Rodentia, Nesomyidae, Macrotarsomys BASTARDI, 1987345214, computed tomography, X-ray, and 3D
- Citation to related publication:
- For more information on the original UMMZ specimen, see: https://www.gbif.org/occurrence/1987345214
- Discipline:
- Science
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- Creator:
- University of Michigan Museum of Zoology
- Description:
- Scan of specimen ummz:mammals:113421 (Aethomys chrysophilus CHRYSOPHILUS) - Skull. Raw Dataset includes 1601 TIF images (each 1771 x 891 x 1 voxel at 0.0219634 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction. and Scan of specimen ummz:mammals:113421 (Aethomys chrysophilus CHRYSOPHILUS) - Skull. Reconstructed Dataset includes 997 TIF images (each 1771 x 891 x 1 voxel at 0.021963 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction.
- Keyword:
- Animalia, Chordata, Mammalia, Rodentia, Muridae, Aethomys chrysophilus CHRYSOPHILUS, 1987281573, computed tomography, X-ray, and 3D
- Citation to related publication:
- For more information on the original UMMZ specimen, see: https://www.gbif.org/occurrence/1987281573
- Discipline:
- Science
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- Creator:
- University of Michigan Museum of Zoology
- Description:
- Scan of specimen ummz:mammals:113461 (Dasymys incomtus INCOMTUS) - Skull. Raw Dataset includes 1601 TIF images (each 1892 x 952 x 1 voxel at 0.02372402 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction. and Scan of specimen ummz:mammals:113461 (Dasymys incomtus INCOMTUS) - Skull. Reconstructed Dataset includes 1157 TIF images (each 1892 x 952 x 1 voxel at 0.023724 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction.
- Keyword:
- Animalia, Chordata, Mammalia, Rodentia, Muridae, Dasymys incomtus INCOMTUS, 1987314931, computed tomography, X-ray, and 3D
- Citation to related publication:
- For more information on the original UMMZ specimen, see: https://www.gbif.org/occurrence/1987314931
- Discipline:
- Science
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- Creator:
- University of Michigan Museum of Zoology
- Description:
- Scan of specimen ummz:mammals:114186 (Tylomys NUDICAUDUS) - Skull. Raw Dataset includes 1601 TIF images (each 1051 x 1864 x 1 voxel at 0.0223142 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction. and Scan of specimen ummz:mammals:114186 (Tylomys NUDICAUDUS) - Skull. Reconstructed Dataset includes 930 TIF images (each 1051 x 1864 x 1 voxel at 0.022314 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction.
- Keyword:
- Animalia, Chordata, Mammalia, Rodentia, Cricetidae, Tylomys NUDICAUDUS, 1987310684, computed tomography, X-ray, and 3D
- Citation to related publication:
- For more information on the original UMMZ specimen, see: https://www.gbif.org/occurrence/1987310684
- Discipline:
- Science
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- Creator:
- University of Michigan Museum of Zoology
- Description:
- Scan of specimen ummz:mammals:115418 (Microsciurus alfari BROWNI) - Skull. Raw Dataset includes 1601 TIF images (each 1160 x 1738 x 1 voxel at 0.0227933 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction. and Scan of specimen ummz:mammals:115418 (Microsciurus alfari BROWNI) - Skull. Reconstructed Dataset includes 1100 TIF images (each 1160 x 1738 x 1 voxel at 0.022793 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction.
- Keyword:
- Animalia, Chordata, Mammalia, Rodentia, Sciuridae, Microsciurus alfari BROWNI, 1987323432, computed tomography, X-ray, and 3D
- Citation to related publication:
- For more information on the original UMMZ specimen, see: https://www.gbif.org/occurrence/1987323432
- Discipline:
- Science
-
- Creator:
- University of Michigan Museum of Zoology
- Description:
- Scan of specimen ummz:mammals:116771 (Scotinomys TEGUINA APRICUS) - Skull. Raw Dataset includes 1601 TIF images (each 1488 x 903 x 1 voxel at 0.01691975 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction. and Scan of specimen ummz:mammals:116771 (Scotinomys TEGUINA APRICUS) - Skull. Reconstructed Dataset includes 892 TIF images (each 1488 x 903 x 1 voxel at 0.016920 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction.
- Keyword:
- Animalia, Chordata, Mammalia, Rodentia, Cricetidae, Scotinomys TEGUINA APRICUS, 1987339357, computed tomography, X-ray, and 3D
- Citation to related publication:
- For more information on the original UMMZ specimen, see: https://www.gbif.org/occurrence/1987339357
- Discipline:
- Science
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- Creator:
- University of Michigan Museum of Zoology
- Description:
- Scan of specimen ummz:mammals:117148 (Rhinosciurus laticaudatus) - Skull. Raw Dataset includes 1601 TIF images (each 1467 x 1901 x 1 voxel at 0.0319854 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction. and Scan of specimen ummz:mammals:117148 (Rhinosciurus laticaudatus) - Skull. Reconstructed Dataset includes 872 TIF images (each 1467 x 1901 x 1 voxel at 0.031985 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction.
- Keyword:
- Animalia, Chordata, Mammalia, Rodentia, Sciuridae, Rhinosciurus laticaudatus, 1987236325, computed tomography, X-ray, and 3D
- Citation to related publication:
- For more information on the original UMMZ specimen, see: https://www.gbif.org/occurrence/1987236325
- Discipline:
- Science