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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
-
- Creator:
- University of Michigan Museum of Zoology
- Description:
- Scan of specimen ummz:mammals:93468 (Eptesicus fuscus FUSCUS) - Skull. Raw Dataset includes 2401 TIF images (each 1806 x 1420 x 1 voxel at 0.01761623 mm resolution, derived from 2401 scan projections), xtek and vgi files for volume reconstruction. and Scan of specimen ummz:mammals:93468 (Eptesicus fuscus FUSCUS) - Skull. Reconstructed Dataset includes 1742 TIF images (each 1806 x 1420 x 1 voxel at 0.017616 mm resolution, derived from 2401 scan projections), xtek and vgi files for volume reconstruction.
- Keyword:
- Animalia, Chordata, Mammalia, Chiroptera, Vespertilionidae, Eptesicus fuscus FUSCUS, 1987277419, computed tomography, X-ray, 3D, and DiceCT
- Citation to related publication:
- For more information on the original UMMZ specimen, see: https://www.gbif.org/occurrence/1987277419
- Discipline:
- Science
-
- Creator:
- University of Michigan Museum of Zoology
- Description:
- Scan of specimen ummz:mammals:93468 (Eptesicus fuscus FUSCUS) - WholeBody. Raw Dataset includes 3141 TIF images (each 1133 x 773 x 1 voxel at 0.03269548 mm resolution, derived from 3141 scan projections), xtek and vgi files for volume reconstruction. and Scan of specimen ummz:mammals:93468 (Eptesicus fuscus FUSCUS) - WholeBody. Reconstructed Dataset includes 2000 TIF images (each 1133 x 773 x 1 voxel at 0.032695 mm resolution, derived from 3141 scan projections), xtek and vgi files for volume reconstruction.
- Keyword:
- Animalia, Chordata, Mammalia, Chiroptera, Vespertilionidae, Eptesicus fuscus FUSCUS, 1987277419, computed tomography, X-ray, 3D, and DiceCT
- Citation to related publication:
- For more information on the original UMMZ specimen, see: https://www.gbif.org/occurrence/1987277419
- Discipline:
- Science
-
- Creator:
- University of Michigan Museum of Zoology
- Description:
- Scan of specimen ummz:mammals:93467 (Eptesicus fuscus FUSCUS) - Skull. Raw Dataset includes 2401 TIF images (each 1313 x 1543 x 1 voxel at 0.01727251 mm resolution, derived from 2401 scan projections), xtek and vgi files for volume reconstruction. and Scan of specimen ummz:mammals:93467 (Eptesicus fuscus FUSCUS) - Skull. Reconstructed Dataset includes 1771 TIF images (each 1313 x 1543 x 1 voxel at 0.017273 mm resolution, derived from 2401 scan projections), xtek and vgi files for volume reconstruction.
- Keyword:
- Animalia, Chordata, Mammalia, Chiroptera, Vespertilionidae, Eptesicus fuscus FUSCUS, 1987298677, computed tomography, X-ray, 3D, and DiceCT
- Citation to related publication:
- For more information on the original UMMZ specimen, see: https://www.gbif.org/occurrence/1987298677
- Discipline:
- Science
-
- Creator:
- University of Michigan Museum of Zoology
- Description:
- Scan of specimen ummz:mammals:93467 (Eptesicus fuscus FUSCUS) - WholeBody. Raw Dataset includes 3141 TIF images (each 1084 x 1698 x 1 voxel at 0.02762844 mm resolution, derived from 3141 scan projections), xtek and vgi files for volume reconstruction. and Scan of specimen ummz:mammals:93467 (Eptesicus fuscus FUSCUS) - WholeBody. Reconstructed Dataset includes 1693 TIF images (each 1084 x 1698 x 1 voxel at 0.027628 mm resolution, derived from 3141 scan projections), xtek and vgi files for volume reconstruction.
- Keyword:
- Animalia, Chordata, Mammalia, Chiroptera, Vespertilionidae, Eptesicus fuscus FUSCUS, 1987298677, computed tomography, X-ray, 3D, and DiceCT
- Citation to related publication:
- For more information on the original UMMZ specimen, see: https://www.gbif.org/occurrence/1987298677
- Discipline:
- Science
-
- Creator:
- University of Michigan Museum of Zoology
- Description:
- Scan of specimen ummz:mammals:89488 (Zygogeomys trichopus trichopus) - WholeBody. Raw Dataset includes 1601 TIF images (each 1864 x 1511 x 1 voxel at 0.04623825 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction. and Scan of specimen ummz:mammals:89488 (Zygogeomys trichopus trichopus) - WholeBody. Reconstructed Dataset includes 862 TIF images (each 1864 x 1511 x 1 voxel at 0.046238 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction.
- Keyword:
- Animalia, Chordata, Mammalia, Rodentia, Geomyidae, Zygogeomys trichopus trichopus, 1987349052, computed tomography, X-ray, and 3D
- Citation to related publication:
- For more information on the original UMMZ specimen, see: https://www.gbif.org/occurrence/1987349052
- Discipline:
- Science
-
- Creator:
- University of Michigan Museum of Zoology
- Description:
- Scan of specimen ummz:mammals:84222 (Bathyergus suillus) - WholeBody. Raw Dataset includes 1601 TIF images (each 1743 x 1321 x 1 voxel at 0.04045931 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction. and Scan of specimen ummz:mammals:84222 (Bathyergus suillus) - WholeBody. Reconstructed Dataset includes 1103 TIF images (each 1743 x 1321 x 1 voxel at 0.040459 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction.
- Keyword:
- Animalia, Chordata, Mammalia, Rodentia, Bathyergidae, Bathyergus suillus, 1987355723, computed tomography, X-ray, and 3D
- Citation to related publication:
- For more information on the original UMMZ specimen, see: https://www.gbif.org/occurrence/1987355723
- Discipline:
- Science
-
- Creator:
- University of Michigan Museum of Zoology
- Description:
- Scan of specimen ummz:mammals:83575 (Neofiber ALLENI ALLENI) - WholeBody. Raw Dataset includes 1601 TIF images (each 1524 x 1820 x 1 voxel at 0.04050475 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction. and Scan of specimen ummz:mammals:83575 (Neofiber ALLENI ALLENI) - WholeBody. Reconstructed Dataset includes 973 TIF images (each 1524 x 1820 x 1 voxel at 0.040505 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction.
- Keyword:
- Animalia, Chordata, Mammalia, Rodentia, Cricetidae, Neofiber ALLENI ALLENI, 1987270127, computed tomography, X-ray, and 3D
- Citation to related publication:
- For more information on the original UMMZ specimen, see: https://www.gbif.org/occurrence/1987270127
- Discipline:
- Science
-
- Creator:
- University of Michigan Museum of Zoology
- Description:
- Scan of specimen ummz:mammals:81079 (Ratufa indica INDICA) - WholeBody. Raw Dataset includes 1601 TIF images (each 1206 x 1801 x 1 voxel at 0.04272951 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction. and Scan of specimen ummz:mammals:81079 (Ratufa indica INDICA) - WholeBody. Reconstructed Dataset includes 1178 TIF images (each 1206 x 1801 x 1 voxel at 0.042730 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction.
- Keyword:
- Animalia, Chordata, Mammalia, Rodentia, Sciuridae, Ratufa indica INDICA, 1987306841, computed tomography, X-ray, and 3D
- Citation to related publication:
- For more information on the original UMMZ specimen, see: https://www.gbif.org/occurrence/1987306841
- Discipline:
- Science
-
Computed tomography voxel dataset for ummz:mammals:75779-Orthogeomys hispidus yucatanensis-WholeBody
- Creator:
- University of Michigan Museum of Zoology
- Description:
- Scan of specimen ummz:mammals:75779 (Orthogeomys hispidus yucatanensis) - WholeBody. Raw Dataset includes 1601 TIF images (each 1299 x 1574 x 1 voxel at 0.03675892 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction. and Scan of specimen ummz:mammals:75779 (Orthogeomys hispidus yucatanensis) - WholeBody. Reconstructed Dataset includes 1530 TIF images (each 1299 x 1574 x 1 voxel at 0.036759 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction.
- Keyword:
- Animalia, Chordata, Mammalia, Rodentia, Geomyidae, Orthogeomys hispidus yucatanensis, 1987307596, computed tomography, X-ray, and 3D
- Citation to related publication:
- For more information on the original UMMZ specimen, see: https://www.gbif.org/occurrence/1987307596
- Discipline:
- Science
-
- Creator:
- University of Michigan Museum of Zoology
- Description:
- Scan of specimen ummz:mammals:60547 (Oreamnos americanus missoulae) - WholeBody. Raw Dataset includes 1601 TIF images (each 1623 x 1714 x 1 voxel at 0.1214167 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction. and Scan of specimen ummz:mammals:60547 (Oreamnos americanus missoulae) - WholeBody. Reconstructed Dataset includes 934 TIF images (each 1623 x 1714 x 1 voxel at 0.121417 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction.
- Keyword:
- Animalia, Chordata, Mammalia, Artiodactyla, Bovidae, Oreamnos americanus missoulae, 1987342965, computed tomography, X-ray, and 3D
- Citation to related publication:
- For more information on the original UMMZ specimen, see: https://www.gbif.org/occurrence/1987342965
- Discipline:
- Science
-
- Creator:
- University of Michigan Museum of Zoology
- Description:
- Scan of specimen ummz:mammals:60017 (Spermophilus lateralis LATERALIS) - WholeBody. Raw Dataset includes 1601 TIF images (each 924 x 1358 x 1 voxel at 0.07896351 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction. and Scan of specimen ummz:mammals:60017 (Spermophilus lateralis LATERALIS) - WholeBody. Reconstructed Dataset includes 2000 TIF images (each 924 x 1358 x 1 voxel at 0.078964 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction.
- Keyword:
- Animalia, Chordata, Mammalia, Rodentia, Sciuridae, Spermophilus lateralis LATERALIS, 1987342729, computed tomography, X-ray, and 3D
- Citation to related publication:
- For more information on the original UMMZ specimen, see: https://www.gbif.org/occurrence/1987342729
- Discipline:
- Science
-
- Creator:
- University of Michigan Museum of Zoology
- Description:
- Scan of specimen ummz:mammals:175646 (Furipterus horrens) - Skull. Raw Dataset includes 2401 TIF images (each 1389 x 913 x 1 voxel at 0.01404662 mm resolution, derived from 2401 scan projections), xtek and vgi files for volume reconstruction. and Scan of specimen ummz:mammals:175646 (Furipterus horrens) - Skull. Reconstructed Dataset includes 1921 TIF images (each 1389 x 913 x 1 voxel at 0.014047 mm resolution, derived from 2401 scan projections), xtek and vgi files for volume reconstruction.
- Keyword:
- Animalia, Chordata, Mammalia, Chiroptera, Furipteridae, Furipterus horrens, 1987316226, computed tomography, X-ray, 3D, and DiceCT
- Citation to related publication:
- For more information on the original UMMZ specimen, see: https://www.gbif.org/occurrence/1987316226
- Discipline:
- Science
-
- Creator:
- University of Michigan Museum of Zoology
- Description:
- Scan of specimen ummz:mammals:175646 (Furipterus horrens) - WholeBody. Raw Dataset includes 3141 TIF images (each 571 x 1031 x 1 voxel at 0.02874254 mm resolution, derived from 3141 scan projections), xtek and vgi files for volume reconstruction. and Scan of specimen ummz:mammals:175646 (Furipterus horrens) - WholeBody. Reconstructed Dataset includes 1969 TIF images (each 571 x 1031 x 1 voxel at 0.028743 mm resolution, derived from 3141 scan projections), xtek and vgi files for volume reconstruction.
- Keyword:
- Animalia, Chordata, Mammalia, Chiroptera, Furipteridae, Furipterus horrens, 1987316226, computed tomography, X-ray, 3D, and DiceCT
- Citation to related publication:
- For more information on the original UMMZ specimen, see: https://www.gbif.org/occurrence/1987316226
- Discipline:
- Science
-
- Creator:
- University of Michigan Museum of Zoology
- Description:
- Scan of specimen ummz:mammals:174732 (Microgale talazaci) - WholeBody. Raw Dataset includes 1601 TIF images (each 648 x 977 x 1 voxel at 0.05492299 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction. and Scan of specimen ummz:mammals:174732 (Microgale talazaci) - WholeBody. Reconstructed Dataset includes 2000 TIF images (each 648 x 977 x 1 voxel at 0.054923 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction.
- Keyword:
- Animalia, Chordata, Mammalia, Afrosoricida, Tenrecidae, Microgale talazaci, 1987232883, computed tomography, X-ray, and 3D
- Citation to related publication:
- For more information on the original UMMZ specimen, see: https://www.gbif.org/occurrence/1987232883
- Discipline:
- Science
-
- Creator:
- University of Michigan Museum of Zoology
- Description:
- Scan of specimen ummz:mammals:168158 (Setonix brachyurus) - WholeBody. Raw Dataset includes 1601 TIF images (each 998 x 1824 x 1 voxel at 0.04686896 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction. and Scan of specimen ummz:mammals:168158 (Setonix brachyurus) - WholeBody. Reconstructed Dataset includes 945 TIF images (each 998 x 1824 x 1 voxel at 0.046869 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction.
- Keyword:
- Animalia, Chordata, Mammalia, Diprotodontia, Macropodidae, Setonix brachyurus, 1987277779, computed tomography, X-ray, and 3D
- Citation to related publication:
- For more information on the original UMMZ specimen, see: https://www.gbif.org/occurrence/1987277779
- Discipline:
- Science
-
- Creator:
- University of Michigan Museum of Zoology
- Description:
- Scan of specimen ummz:mammals:168143 (Octodon degus) - WholeBody. Raw Dataset includes 1601 TIF images (each 1137 x 2000 x 1 voxel at 0.02689398 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction. and Scan of specimen ummz:mammals:168143 (Octodon degus) - WholeBody. Reconstructed Dataset includes 1208 TIF images (each 1137 x 2000 x 1 voxel at 0.026894 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction.
- Keyword:
- Animalia, Chordata, Mammalia, Rodentia, Octodontidae, Octodon degus, 1987280727, computed tomography, X-ray, and 3D
- Citation to related publication:
- For more information on the original UMMZ specimen, see: https://www.gbif.org/occurrence/1987280727
- Discipline:
- Science
-
- Creator:
- University of Michigan Museum of Zoology
- Description:
- Scan of specimen ummz:mammals:165569 (Eptesicus fuscus FUSCUS) - Skull. Raw Dataset includes 2401 TIF images (each 1380 x 1463 x 1 voxel at 0.01761623 mm resolution, derived from 2401 scan projections), xtek and vgi files for volume reconstruction. and Scan of specimen ummz:mammals:165569 (Eptesicus fuscus FUSCUS) - Skull. Reconstructed Dataset includes 1756 TIF images (each 1380 x 1463 x 1 voxel at 0.017616 mm resolution, derived from 2401 scan projections), xtek and vgi files for volume reconstruction.
- Keyword:
- Animalia, Chordata, Mammalia, Chiroptera, Vespertilionidae, Eptesicus fuscus FUSCUS, 1987336335, computed tomography, X-ray, 3D, and DiceCT
- Citation to related publication:
- For more information on the original UMMZ specimen, see: https://www.gbif.org/occurrence/1987336335
- Discipline:
- Science
-
- Creator:
- University of Michigan Museum of Zoology
- Description:
- Scan of specimen ummz:mammals:165569 (Eptesicus fuscus FUSCUS) - WholeBody. Raw Dataset includes 3141 TIF images (each 844 x 1193 x 1 voxel at 0.03643175 mm resolution, derived from 3141 scan projections), xtek and vgi files for volume reconstruction. and Scan of specimen ummz:mammals:165569 (Eptesicus fuscus FUSCUS) - WholeBody. Reconstructed Dataset includes 2000 TIF images (each 844 x 1193 x 1 voxel at 0.036432 mm resolution, derived from 3141 scan projections), xtek and vgi files for volume reconstruction.
- Keyword:
- Animalia, Chordata, Mammalia, Chiroptera, Vespertilionidae, Eptesicus fuscus FUSCUS, 1987336335, computed tomography, X-ray, 3D, and DiceCT
- Citation to related publication:
- For more information on the original UMMZ specimen, see: https://www.gbif.org/occurrence/1987336335
- Discipline:
- Science
-
- Creator:
- University of Michigan Museum of Zoology
- Description:
- Scan of specimen ummz:mammals:163615 (Megaderma spasma SPASMA) - WholeBody. Raw Dataset includes 1601 TIF images (each 682 x 965 x 1 voxel at 0.04711877 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction. and Scan of specimen ummz:mammals:163615 (Megaderma spasma SPASMA) - WholeBody. Reconstructed Dataset includes 1945 TIF images (each 682 x 965 x 1 voxel at 0.047119 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction.
- Keyword:
- Animalia, Chordata, Mammalia, Chiroptera, Megadermatidae, Megaderma spasma SPASMA, 1987289689, computed tomography, X-ray, and 3D
- Citation to related publication:
- For more information on the original UMMZ specimen, see: https://www.gbif.org/occurrence/1987289689
- Discipline:
- Science