Exact(46)
Analysis were conducted on a large dataset (more than 1400 sampled sites, mainly on rural environments).
By making the dataset available as a hdf516 container we aim to make the dataset more amendable for scientists who are not fluent in database query languages as all data is organized in tabular format where every entry corresponds to the same sample.
We find that ElemNet is able to automatically learn the chemical interactions and similarities between different elements which allows it to even predict the phase diagrams of chemical systems absent from the training dataset more accurately than conventional ML models based on physical attributes leveraging domain knowledge.
Consequently, the RF method is more suitable for building a classification model for this dataset and the 2D descriptors can characterize molecules of this dataset more adequately.
A tawa growth dataset more representative of the range of substrates occupied by tawa is needed for developing sustainable management plans elsewhere in the North Island.
A growth dataset more representative of the range of substrates occupied by tawa is needed for management plans elsewhere in the North Island.
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As much diversity exists in datasets, more amount of methodology, theory and assumption exists in order to reflect that diversity.
We used eight large precipitation datasets (more than 30 years) as input for a large scale hydrological and hydrodynamic model (MGB-IPH).
While more comprehensive than prior international datasets, more data-collection and data-compilation work is necessary for certain countries, due to the scarcity of published or available data.
Part of the difficulty lies in the large size of our datasets - more than a billion range samples for the David.
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