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Update evaluation.ipynb
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whitelightning450 committed Feb 22, 2023
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"\n",
"### Evaluation Methodology\n",
"Model execution produces a 1-km grid SWE estimates across the study region, where the evaluation methodology compares the modeled SWE from the testing dataset to the NASA ASO observations.\n",
"<img align = 'right' src=\"./Images/RMSE_R2.jpg\" alt = 'image' width = '200'/>\n",
"<img align = 'right' src=\"./Images/RMSE_R2.JPG\" alt = 'image' width = '200'/>\n",
"As a submission to the USBR Snowcast Showdown, we use standard evaluation criteria of root-mean-squared-error (RMSE) and coefficient of determination (R<sup>2</sup>) of the predictions to determine model accuracy and efficiency across the domain, as these metrics framed the evaluation criteria for the modeling competition. \n",
"where $\\hat{y_i}$ denotes the predicted value for a sample $i$, $y_i$ the observed value, $\\bar{y}$ the average observed value, and n the total number of samples. \n",
"\n",
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