{ "cells": [ { "cell_type": "markdown", "id": "0d9c0d99", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "id": "40183645", "metadata": {}, "source": [ "# Continuous Comparisons" ] }, { "cell_type": "code", "execution_count": 1, "id": "4bbfe0e8", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import xarray as xr\n", "import rioxarray as rxr\n", "import gval" ] }, { "cell_type": "markdown", "id": "3e5c08fe", "metadata": {}, "source": [ "## Load Datasets" ] }, { "cell_type": "markdown", "id": "33d00a22", "metadata": {}, "source": [ "In this example, the comparisons output of Variable Infiltration Capacity Model total annual CONUS precipitation in 2011 with that of the model output of PRISM, also total annual CONUS precipitation in 2011. \n", "\n", "- Livneh B., E.A. Rosenberg, C. Lin, B. Nijssen, V. Mishra, K.M. Andreadis, E.P. Maurer, and D.P. Lettenmaier, 2013: A Long-Term Hydrologically Based Dataset of Land Surface Fluxes and States for the Conterminous United States: Update and Extensions, Journal of Climate, 26, 9384⦣8364;⬓9392. https://psl.noaa.gov/data/gridded/data.livneh.html\n", "- PRISM Climate Group, Oregon State University, https://prism.oregonstate.edu, data created 4 Feb 2014, accessed 16 Dec 2020. https://prism.oregonstate.edu/recent/" ] }, { "cell_type": "code", "execution_count": 2, "id": "271aa18e", "metadata": {}, "outputs": [], "source": [ "candidate = rxr.open_rasterio(\n", " './livneh_2011_precip.tif', mask_and_scale=True\n", ") # VIC\n", "benchmark = rxr.open_rasterio(\n", " './prism_2011_precip.tif', mask_and_scale=True\n", ") # PRISM" ] }, { "cell_type": "markdown", "id": "4331a54f", "metadata": {}, "source": [ "## Run GVAL Continuous Compare" ] }, { "cell_type": "code", "execution_count": 3, "id": "ad35fb26", "metadata": {}, "outputs": [], "source": [ "agreement, metric_table = candidate.gval.continuous_compare(benchmark)" ] }, { "cell_type": "markdown", "id": "c601b584", "metadata": {}, "source": [ "## Output" ] }, { "cell_type": "markdown", "id": "ddc2cb91", "metadata": {}, "source": [ "#### Agreement Map" ] }, { "cell_type": "markdown", "id": "d38aaeeb", "metadata": {}, "source": [ "The agreement map in this case will be simply the difference between the two modeling outputs." ] }, { "cell_type": "code", "execution_count": 4, "id": "810a5cbb", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "agreement.gval.cont_plot(title=\"Agreement Map\", figsize=(6, 3))" ] }, { "cell_type": "markdown", "id": "6de1bc13", "metadata": {}, "source": [ "In this case it is a bit difficult to see the variability of the precipitation difference, but if extreme values are masked out the map will look like the following:" ] }, { "cell_type": "code", "execution_count": 5, "id": "f23a3282", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "agreement.data = xr.where(\n", " (agreement < np.nanquantile(agreement.values, 0.0001)) | \n", " (agreement > np.nanquantile(agreement.values, 0.9999)), \n", " np.nan, \n", " agreement\n", ")\n", "agreement.gval.cont_plot(title=\"Agreement Map\", figsize=(6, 3))" ] }, { "cell_type": "markdown", "id": "a3759b13", "metadata": {}, "source": [ "#### Metric Table" ] }, { "cell_type": "markdown", "id": "7f9da249", "metadata": {}, "source": [ "A metric table contains information about the unit of analysis, (a single band in this case), and selected continuous metrics. Since we did not provide the metrics argument GVAL computed all of the available continuous statistics. " ] }, { "cell_type": "code", "execution_count": 6, "id": "cb56e8bf", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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0
band1
coefficient_of_determination0.685261
mean_absolute_error216.089706
mean_absolute_percentage_error0.319234
mean_normalized_mean_absolute_error0.267845
mean_normalized_root_mean_squared_error0.372578
mean_percentage_error0.010022
mean_signed_error8.085411
mean_squared_error90351.664062
range_normalized_mean_absolute_error0.033065
range_normalized_root_mean_squared_error0.045995
root_mean_squared_error300.585541
symmetric_mean_absolute_percentage_error0.269394
\n", "
" ], "text/plain": [ " 0\n", "band 1\n", "coefficient_of_determination 0.685261\n", "mean_absolute_error 216.089706\n", "mean_absolute_percentage_error 0.319234\n", "mean_normalized_mean_absolute_error 0.267845\n", "mean_normalized_root_mean_squared_error 0.372578\n", "mean_percentage_error 0.010022\n", "mean_signed_error 8.085411\n", "mean_squared_error 90351.664062\n", "range_normalized_mean_absolute_error 0.033065\n", "range_normalized_root_mean_squared_error 0.045995\n", "root_mean_squared_error 300.585541\n", "symmetric_mean_absolute_percentage_error 0.269394" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "metric_table.transpose()" ] }, { "cell_type": "markdown", "id": "ad610371", "metadata": {}, "source": [ "## Alternative Uses of GVAL Continuous Operations" ] }, { "cell_type": "markdown", "id": "247d5d33", "metadata": {}, "source": [ "Aside form running the entire process, it is possible to run each of the following steps individually: homogenizing maps, computing an agreement map. This allows for flexibility in workflows so that a user may use as much or as little functionality as needed." ] }, { "cell_type": "markdown", "id": "0789693a", "metadata": {}, "source": [ "### Homogenize Maps" ] }, { "cell_type": "markdown", "id": "1cf6aa4d", "metadata": {}, "source": [ "Just like in continuous comparisons, homogenizing can be done as follows:" ] }, { "cell_type": "code", "execution_count": 7, "id": "f22f9ceb", "metadata": {}, "outputs": [], "source": [ "candidate, benchmark = candidate.gval.homogenize(\n", " benchmark_map=benchmark,\n", " target_map = \"candidate\"\n", ")" ] }, { "cell_type": "markdown", "id": "51129e9e", "metadata": {}, "source": [ "### Agreement Map" ] }, { "cell_type": "markdown", "id": "b430629f", "metadata": {}, "source": [ "The \"difference\" comparison function is the default used for the `comparison_function` argument in `gval.continuous_compare` and is the only continuous comparison function available by default. It would be advised not to use a categorical comparison function such as 'cantor', 'szudzik', or a pairing dicitonary because it could result in a very large number of classes." ] }, { "cell_type": "markdown", "id": "9900e890", "metadata": {}, "source": [ "Using difference in comparison:" ] }, { "cell_type": "code", "execution_count": 8, "id": "c47e812a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "agreement_map = candidate.gval.compute_agreement_map(\n", " benchmark_map=benchmark, \n", " comparison_function=\"difference\",\n", " continuous=True\n", ")\n", "\n", "agreement_map.gval.cont_plot(title=\"Agreement Map\", figsize=(6, 3))" ] }, { "cell_type": "markdown", "id": "a6197929", "metadata": {}, "source": [ "The following uses an abritrary custom registered function for use in a continuous agreement map:" ] }, { "cell_type": "code", "execution_count": 9, "id": "858705fd", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from gval import Comparison\n", "from numbers import Number\n", "\n", "@Comparison.register_function(name='divide', vectorize_func=True)\n", "def multiply(c: Number, b: Number) -> Number:\n", " return c / b\n", "\n", "agreement_map = candidate.gval.compute_agreement_map(\n", " benchmark_map=benchmark, \n", " comparison_function=\"divide\",\n", " continuous=True\n", ")\n", "\n", "agreement_map.gval.cont_plot(title=\"Agreement Map\", figsize=(6, 3))" ] }, { "cell_type": "markdown", "id": "48861d2d", "metadata": {}, "source": [ "### Metric Table" ] }, { "cell_type": "markdown", "id": "b7059f3b", "metadata": {}, "source": [ "Like in cateogrical compare, all metrics are computed by default if no argument is provided, `metrics` can also take a list of the desired metrics and will only return metrics in this list." ] }, { "cell_type": "code", "execution_count": 10, "id": "255f3d40", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
bandmean_absolute_errormean_squared_error
01215.10623289814.117188
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" ], "text/plain": [ " band mean_absolute_error mean_squared_error\n", "0 1 215.106232 89814.117188" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "_, metric_table = candidate.gval.continuous_compare(\n", " benchmark,\n", " metrics=['mean_absolute_error', 'mean_squared_error']\n", ")\n", "\n", "metric_table" ] }, { "cell_type": "markdown", "id": "693f4447", "metadata": {}, "source": [ "Just like registering comparison functions, you are able to register a metric function on both a method and a class of functions. Below is registering a metric function:" ] }, { "cell_type": "code", "execution_count": 11, "id": "295e1fe0", "metadata": {}, "outputs": [], "source": [ "from typing import Union\n", "import numpy as np\n", "import xarray as xr\n", "from gval import ContStats\n", "\n", "@ContStats.register_function(name=\"min_error\")\n", "def min_error(error: Union[xr.Dataset, xr.DataArray]) -> float:\n", " return error.min().values" ] }, { "cell_type": "markdown", "id": "f05c8bab", "metadata": {}, "source": [ "The following is registering a class of metric functions. In this case, the names associated with each function will respond to each method's name." ] }, { "cell_type": "code", "execution_count": 12, "id": "c3e9ebf1", "metadata": {}, "outputs": [], "source": [ "@ContStats.register_function_class()\n", "class MetricFunctions:\n", " \n", " @staticmethod\n", " def median_error(error: Union[xr.Dataset, xr.DataArray]) -> float:\n", " return error.median().values\n", " \n", " @staticmethod\n", " def max_error(error: Union[xr.Dataset, xr.DataArray]) -> float:\n", " return error.max().values" ] }, { "cell_type": "code", "execution_count": 13, "id": "66a0ec92", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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bandmin_errormedian_errormax_error
01-3035.65527325.8582084263.23291
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" ], "text/plain": [ " band min_error median_error max_error\n", "0 1 -3035.655273 25.858208 4263.23291" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "_, metric_table = candidate.gval.continuous_compare(\n", " benchmark,\n", " metrics=['min_error', 'median_error', 'max_error']\n", ")\n", "\n", "metric_table" ] }, { "cell_type": "markdown", "id": "2d91a3c2", "metadata": {}, "source": [ "## Save Output" ] }, { "cell_type": "markdown", "id": "27c889fb", "metadata": {}, "source": [ "Finally, a user can take the results and save them to a directory of their choice. The following is an example of saving the agreement map and then the metric table:" ] }, { "cell_type": "code", "execution_count": 14, "id": "78505603", "metadata": {}, "outputs": [], "source": [ "# output agreement map\n", "agreement_file = 'continuous_agreement_map.tif'\n", "metric_file = 'continuous_metric_file.csv'\n", "\n", "agreement_map.rio.to_raster(agreement_file)\n", "metric_table.to_csv(metric_file)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.14" } }, "nbformat": 4, "nbformat_minor": 5 }