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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:85387 (Phloeomys cumingi) - Skull. Raw Dataset includes 1601 TIF images (each 1705 x 1942 x 1 voxel at 0.05012207 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction. and Scan of specimen ummz:mammals:85387 (Phloeomys cumingi) - Skull. Reconstructed Dataset includes 689 TIF images (each 1705 x 1942 x 1 voxel at 0.050122 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction.
- Keyword:
- Animalia, Chordata, Mammalia, Rodentia, Muridae, Phloeomys cumingi, 1987291910, computed tomography, X-ray, and 3D
- Citation to related publication:
- For more information on the original UMMZ specimen, see: https://www.gbif.org/occurrence/1987291910
- Discipline:
- Science
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- Creator:
- University of Michigan Museum of Zoology
- Description:
- Scan of specimen ummz:mammals:39503 (Malacomys longipes LONGIPES) - Skull. Raw Dataset includes 1601 TIF images (each 908 x 1930 x 1 voxel at 0.02302037 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction. and Scan of specimen ummz:mammals:39503 (Malacomys longipes LONGIPES) - Skull. Reconstructed Dataset includes 860 TIF images (each 908 x 1930 x 1 voxel at 0.023020 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction.
- Keyword:
- Animalia, Chordata, Mammalia, Rodentia, Muridae, Malacomys longipes LONGIPES, 1987272816, computed tomography, X-ray, and 3D
- Citation to related publication:
- For more information on the original UMMZ specimen, see: https://www.gbif.org/occurrence/1987272816
- Discipline:
- Science
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- Creator:
- University of Michigan Museum of Zoology
- Description:
- Scan of specimen ummz:mammals:160431 (Batomys salomonseni) - Skull. Raw Dataset includes 1601 TIF images (each 1004 x 1879 x 1 voxel at 0.02251549 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction. and Scan of specimen ummz:mammals:160431 (Batomys salomonseni) - Skull. Reconstructed Dataset includes 1112 TIF images (each 1004 x 1879 x 1 voxel at 0.022515 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction.
- Keyword:
- Animalia, Chordata, Mammalia, Rodentia, Muridae, Batomys salomonseni, 1987336404, computed tomography, X-ray, and 3D
- Citation to related publication:
- For more information on the original UMMZ specimen, see: https://www.gbif.org/occurrence/1987336404
- Discipline:
- Science
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- Creator:
- University of Michigan Museum of Zoology
- Description:
- Scan of specimen ummz:mammals:125959 (Thaptomys NIGRITA) - Skull. Raw Dataset includes 1601 TIF images (each 1286 x 1334 x 1 voxel at 0.02079286 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction. and Scan of specimen ummz:mammals:125959 (Thaptomys NIGRITA) - Skull. Reconstructed Dataset includes 651 TIF images (each 1286 x 1334 x 1 voxel at 0.020793 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction.
- Keyword:
- Animalia, Chordata, Mammalia, Rodentia, Cricetidae, Thaptomys NIGRITA, 1987300465, computed tomography, X-ray, and 3D
- Citation to related publication:
- For more information on the original UMMZ specimen, see: https://www.gbif.org/occurrence/1987300465
- Discipline:
- Science
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- Creator:
- University of Michigan Museum of Zoology
- Description:
- Scan of specimen ummz:mammals:125187 (Transandinomys BOLIVARIS RIVULARIS) - Skull. Raw Dataset includes 1601 TIF images (each 1657 x 1571 x 1 voxel at 0.02022166 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction. and Scan of specimen ummz:mammals:125187 (Transandinomys BOLIVARIS RIVULARIS) - Skull. Reconstructed Dataset includes 681 TIF images (each 1657 x 1571 x 1 voxel at 0.020222 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction.
- Keyword:
- Animalia, Chordata, Mammalia, Rodentia, Cricetidae, Transandinomys BOLIVARIS RIVULARIS, 1987252285, computed tomography, X-ray, and 3D
- Citation to related publication:
- For more information on the original UMMZ specimen, see: https://www.gbif.org/occurrence/1987252285
- Discipline:
- Science
-
- Creator:
- University of Michigan Museum of Zoology
- Description:
- Scan of specimen ummz:mammals:118233 (Rheomys THOMASI CHIAPENSIS) - Skull. Raw Dataset includes 1601 TIF images (each 1679 x 1544 x 1 voxel at 0.02253268 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction. and Scan of specimen ummz:mammals:118233 (Rheomys THOMASI CHIAPENSIS) - Skull. Reconstructed Dataset includes 700 TIF images (each 1679 x 1544 x 1 voxel at 0.022533 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction.
- Keyword:
- Animalia, Chordata, Mammalia, Rodentia, Cricetidae, Rheomys THOMASI CHIAPENSIS, 1987243675, computed tomography, X-ray, and 3D
- Citation to related publication:
- For more information on the original UMMZ specimen, see: https://www.gbif.org/occurrence/1987243675
- Discipline:
- Science
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- Creator:
- University of Michigan Museum of Zoology
- Description:
- Scan of specimen ummz:mammals:113447 (Micaelamys NAMAQUENSIS ARBORARIUS) - Skull. Raw Dataset includes 1601 TIF images (each 872 x 1576 x 1 voxel at 0.02022166 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction. and Scan of specimen ummz:mammals:113447 (Micaelamys NAMAQUENSIS ARBORARIUS) - Skull. Reconstructed Dataset includes 865 TIF images (each 872 x 1576 x 1 voxel at 0.020222 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction.
- Keyword:
- Animalia, Chordata, Mammalia, Rodentia, Muridae, Micaelamys NAMAQUENSIS ARBORARIUS, 1987353686, computed tomography, X-ray, and 3D
- Citation to related publication:
- For more information on the original UMMZ specimen, see: https://www.gbif.org/occurrence/1987353686
- Discipline:
- Science
-
- Creator:
- University of Michigan Museum of Zoology
- Description:
- Scan of specimen ummz:mammals:113430 (Thallomys nigricauda DAMARENSIS) - Skull. Raw Dataset includes 1601 TIF images (each 1445 x 1806 x 1 voxel at 0.02033402 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction. and Scan of specimen ummz:mammals:113430 (Thallomys nigricauda DAMARENSIS) - Skull. Reconstructed Dataset includes 802 TIF images (each 1445 x 1806 x 1 voxel at 0.020334 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction.
- Keyword:
- Animalia, Chordata, Mammalia, Rodentia, Muridae, Thallomys nigricauda DAMARENSIS, 1987323338, computed tomography, X-ray, and 3D
- Citation to related publication:
- For more information on the original UMMZ specimen, see: https://www.gbif.org/occurrence/1987323338
- Discipline:
- Science
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- Creator:
- University of Michigan Museum of Zoology
- Description:
- Scan of specimen ummz:mammals:110520 (Megasorex gigas) - Skull. Raw Dataset includes 1601 TIF images (each 1238 x 1258 x 1 voxel at 0.0200159 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction. and Scan of specimen ummz:mammals:110520 (Megasorex gigas) - Skull. Reconstructed Dataset includes 577 TIF images (each 1238 x 1258 x 1 voxel at 0.020016 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction.
- Keyword:
- Animalia, Chordata, Mammalia, Soricomorpha, Soricidae, Megasorex gigas, 1987244610, computed tomography, X-ray, and 3D
- Citation to related publication:
- For more information on the original UMMZ specimen, see: https://www.gbif.org/occurrence/1987244610
- Discipline:
- Science