From 7499116444f5965efe864d611b61838444d70690 Mon Sep 17 00:00:00 2001 From: Tennessee Leeuwenburg Date: Wed, 23 Aug 2023 10:34:14 +1000 Subject: [PATCH] Getting closer to a good implementation of basic weightings --- src/scores/utils.py | 11 + tutorials/Weighting Results.ipynb | 710 +++++++++++++++++++++++++++++- 2 files changed, 707 insertions(+), 14 deletions(-) diff --git a/src/scores/utils.py b/src/scores/utils.py index 4ce4828e..d28a54d5 100644 --- a/src/scores/utils.py +++ b/src/scores/utils.py @@ -206,3 +206,14 @@ def check_dims(xr_data, expected_dims, mode=None): f"Dimensions {list(xr_data[data_var].dims)} of data variable " f"'{data_var}' are not {mode} to the dimensions {sorted(dims_set)}" ) + + +def create_latitude_weights(latitudes): + ''' + A common way of weighting errors is to make them proportional to the amount of area + which is contained in a particular region. This is approximated by the cosine + of the latitude on an LLXY grid. Nuances not accounted for include the variation in + latitude across the region, or the irregularity of the surface of the earth. + ''' + weights = np.cos(np.deg2rad(latitudes)) + return weights \ No newline at end of file diff --git a/tutorials/Weighting Results.ipynb b/tutorials/Weighting Results.ipynb index a9681f0f..8fc1479b 100644 --- a/tutorials/Weighting Results.ipynb +++ b/tutorials/Weighting Results.ipynb @@ -9,11 +9,11 @@ "\n", "A common task or goal in verification is to understand how the accuracy of a model varies, or account for it.\n", "\n", - "One of the most common factors to take into account is that most data arrays don't represent equal amounts of physical area, particularly for one of the most common representations, the \"LLXY\" representation whereby each part of the array represents some even subdivision of latitude and longitude. Without going into the details on why this happens, what's important to know is that those apparently equal subdivisions of latitude do not represent an equal area. Lines of longitude are physically closer together nearer the poles, and are further apart where latitude equals zero.\n", + "One of the most common factors to take into account is that most geospatial data arrays don't represent equal amounts of physical area at each coordinate, particularly for one of the most common representations, the \"LLXY\" representation whereby each part of the array represents some even subdivision of latitude and longitude. Without going into the details on why this happens, what's important to know is that those apparently equal subdivisions of latitude do not represent an equal area. Lines of longitude are physically closer together nearer the poles, and are further apart where latitude equals zero. This is taken into account by reducing the values towards the poles by 'weighting' the results. In this case, all the weights are less than or equal to 1.\n", "\n", - "Another common weighting is to account for the effect of accuracy on people, and so the results may be weighted by population density.\n", + "Another common weighting is to account for the effect of accuracy on people, and so the results may be weighted by population density. In this case, the weightings could be greater than one, and increase the values in some places, depending on the expression of density. Any normalisation is the responsibility of the user when creating the weightings array. One approach could be to divide the weightings array by its maximum weight.\n", "\n", - "Weighting in this context means multiplying. In the scores package, the process is as follows:\n", + "Weighting in this context means multiplying. Internally to the scores package, the process is as follows:\n", "\n", "1. Calculate the underlying error metric for the score (e.g. absolute error)\n", "2. Multiply those errors by a factor supplied to the algorithm (for example, latitude weighting or population density)\n", @@ -30,36 +30,508 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "id": "bebeb555-b58a-40dc-87ab-d5572faf9fb5", "metadata": {}, "outputs": [], "source": [ + "import io\n", + "import pandas\n", "import scores\n", - "import xarray" + "import xarray\n", + "import zipfile\n", + "\n", + "# Note - while not imported, xarray depends on rasterio and rioxarray being installed to load the geotiffs\n", + "# for exploring population density in the latter part of the notebook" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "id": "4d4b2938-73a4-43e7-93ea-accb49fbf413", "metadata": {}, "outputs": [], "source": [ - "fcst = xarray.open_dataset('forecast_grid.nc')\n", - "anal = xarray.open_dataset('analysis_grid.nc')" + "# Here we consider the errors at 4 days lead time into the prediction, at a specific hour, compared to the analysis for that time step.\n", + "forecast = xarray.open_dataset('forecast_grid.nc')\n", + "analysis = xarray.open_dataset('analysis_grid.nc')\n", + "time_step_of_interest = forecast.temp_scrn[24*4-1]" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "60207ad5-1da3-42ea-b197-308e5999b281", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The maximum weighting in the array is 0.9999994770895914. This has an insignificant floating point rounding error.\n" + ] + } + ], + "source": [ + "# The standard latitude weight array has a magnitude of around 1 at the equator, and reduce to zero approaching the poles\n", + "weights = scores.functions.create_latitude_weights(analysis.lat)\n", + "print(f\"The maximum weighting in the array is {weights.max().values}. This has an insignificant floating point rounding error.\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "0a664c02-163f-4dbe-bdeb-2069ccd9a4eb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
<xarray.DataArray 'lat' (lat: 1536)>\n",
+       "array([0.00102266, 0.00306796, 0.00511325, ..., 0.00511325, 0.00306796,\n",
+       "       0.00102266])\n",
+       "Coordinates:\n",
+       "  * lat      (lat) float64 89.94 89.82 89.71 89.59 ... -89.71 -89.82 -89.94\n",
+       "Attributes:\n",
+       "    long_name:  latitudes\n",
+       "    type:       uniform\n",
+       "    units:      degrees_north\n",
+       "    valid_min:  -90.0\n",
+       "    valid_max:  90.0\n",
+       "    axis:       Y
" + ], + "text/plain": [ + "\n", + "array([0.00102266, 0.00306796, 0.00511325, ..., 0.00511325, 0.00306796,\n", + " 0.00102266])\n", + "Coordinates:\n", + " * lat (lat) float64 89.94 89.82 89.71 89.59 ... -89.71 -89.82 -89.94\n", + "Attributes:\n", + " long_name: latitudes\n", + " type: uniform\n", + " units: degrees_north\n", + " valid_min: -90.0\n", + " valid_max: 90.0\n", + " axis: Y" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "weights" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "b035c295-f6a8-4ceb-8834-4f7cf2ed7641", + "metadata": {}, + "outputs": [], + "source": [ + "# We will use a neutral weighting to confirm that nothing strange is happening. You could experiment with\n", + "# creating a population density weights array to contrast different weighting strategies\n", + "ones = weights.where(weights == 1, other=1) " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "aeae28eb-d8af-4ffc-ac76-624c052eb1fb", + "metadata": {}, + "outputs": [], + "source": [ + "unweighted_mae = scores.continuous.mae(time_step_of_interest, analysis.temp_scrn, reduce_dims='lon')\n", + "neutral_mae = scores.continuous.mae(time_step_of_interest, analysis.temp_scrn, weights=ones, reduce_dims='lon')\n", + "weighted_mae = scores.continuous.mae(time_step_of_interest, analysis.temp_scrn, weights=weights, reduce_dims='lon')" ] }, { "cell_type": "code", "execution_count": 7, - "id": "fcd2e480-320c-4cfc-ac98-ad2f3f2bc3bc", + "id": "9b825ec0-b017-4902-ba25-0b804aca0c05", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 7, @@ -68,7 +540,121 @@ }, { "data": { - "image/png": "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", + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Figure One - Side by Side Comparison of alternative weighting strategies\n", + "names = pandas.Index(['Unweighted', 'Neutral', 'By Latitude'], name=\"Method\")\n", + "xarray.concat([unweighted_mae, neutral_mae, weighted_mae], dim=names).plot(col='Method')" + ] + }, + { + "cell_type": "markdown", + "id": "2cb0c5d3-733c-4b81-9b70-b14e66d7b452", + "metadata": {}, + "source": [ + "The effect of weighting by area is quite dramatic. Let's download population density data and see the impact of that. Unfortunately, population density information is not quite so simple to work with as latitude weighting. There are a large number of different sources, in a variety of different structures, ranging from average density per country as a simple listing through to 1km global data. Many of these data sets have some level of restriction or signup required to access them. \n", + "\n", + "For the same of demonstration in a tutorial, we will be working Australian population density data, provided as a direct download by the Australian Bureau of Statistics (see https://www.abs.gov.au/statistics/people/population/regional-population/2021-22). We will then examine the impact of weightings considered over the Australian region." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "2e678651-1447-4f51-a118-4cd7f2cae299", + "metadata": {}, + "outputs": [], + "source": [ + "# This is a basic file fetch only. Do not rely on it for untrusted data. A basic check has been included to make sure the\n", + "# downloaded file matches what was expected.\n", + "\n", + "import hashlib\n", + "import os\n", + "import requests\n", + "\n", + "def basic_fetch(url, filename, expected_hash):\n", + " if os.path.exists(filename):\n", + " print(\"File already exists, skipping download\")\n", + " else:\n", + " response = requests.get(url, allow_redirects=True)\n", + " if response.ok:\n", + " outfile = open(filename, 'wb') # This will write the file out to the current directory, typically where this notebook is being run\n", + " outfile.write(response.content) \n", + " \n", + " content = open(filename, 'rb').read()\n", + " found_hash = hashlib.sha256(content).hexdigest()\n", + " if found_hash != expected_hash:\n", + " os.remove(filename)\n", + " print(\"File has unexpected contents. The file has been removed - please download manually and check the data carefully\")\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "905e0288-149c-418f-a580-4387c7ffc546", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "File already exists, skipping download\n" + ] + } + ], + "source": [ + "# Fetch the data for the tutorial as a zip file\n", + "\n", + "data_url = 'https://www.abs.gov.au/statistics/people/population/regional-population/2021-22/Australian_Population_Grid_2022_in_GEOTIFF_format.zip'\n", + "filename = 'auspopn.zip'\n", + "data_hash = 'a14172681cd343f69150de7f2939f1102aba1e7f6fe1aebde0e87c45069032a2' # Taken 23/8/23\n", + "basic_fetch(data_url, filename, data_hash) " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "ee763eb8-83d3-44a0-8acf-6ed34b049aa1", + "metadata": {}, + "outputs": [], + "source": [ + "zf = zipfile.ZipFile('auspopn.zip', 'r') # Open the zip file\n", + "popntiff = zf.read('apg22r_1_0_0.tif') # Read the geotiff data file from the archive into memory\n", + "bytes = io.BytesIO(popntiff) # Create an in-memory file-like object from the data\n", + "auspop = xarray.open_dataset(bytes, engine='rasterio', band_as_variable=True) # Open as an xarray, with hints for rasterio\n", + "auspop = auspop.rio.reproject(\"EPSG:4326\") # Move from x/y coords to lat/lon values\n", + "auspop = auspop.rename({'x': 'lon', 'y': 'lat'}) # Rename axes for consistency\n", + "auspop = auspop.band_1 # Focus on the variable of interest\n", + "auspop_lr = auspop.coarsen({'lat': 4, 'lon': 4}, boundary='trim').mean() # Reduce the resolution to closer to the data" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "42817797-f012-466f-95e6-568c74bd31db", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", "text/plain": [ "
" ] @@ -78,13 +664,109 @@ } ], "source": [ - "fcst.temp_scrn[72].plot()" + "# The population density is -1 over the ocean and 0 for much of Australia\n", + "# It is best to mask to positive values and leave NaN elsewhere, but this could vary by situation\n", + "auspop_normalised = auspop_lr.where(auspop_lr > 0) / auspop_lr.max() # Obtain the population density between 0 and 1\n", + "auspop_normalised.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "415ba42f-67fc-4493-a5e7-24fde48a22ae", + "metadata": {}, + "outputs": [], + "source": [ + "# Crop all data to the Australian Region\n", + "\n", + "min_lon = 100 \n", + "max_lon = 160\n", + "min_lat = -5\n", + "max_lat = -45\n", + "\n", + "\n", + "fcst_aus = time_step_of_interest.sel(lat=slice(min_lat,max_lat), lon=slice(min_lon,max_lon))\n", + "anal_aus = analysis.sel(lat=slice(min_lat,max_lat), lon=slice(min_lon,max_lon))\n", + "lat_weight_aus = weights.sel(lat=slice(min_lat,max_lat)) # no lons included, uses broadcasting\n", + "popn_density_aus = auspop_normalised.sel(lat=slice(min_lat,max_lat), lon=slice(min_lon,max_lon))\n", + "popn_density_aus = popn_density_aus.interp_like(anal_aus)\n", + "aus_popn_neutrual = (popn_density_aus / popn_density_aus)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "38360540-6373-4baa-9f94-cab0535aecf9", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "e02c9d1c-8f7d-4f78-8f40-d659f1bf733f", + "metadata": {}, + "outputs": [], + "source": [ + "aus_unweighted_mae = scores.continuous.mae(fcst_aus, anal_aus.temp_scrn, reduce_dims='lon')\n", + "aus_lat_weighted_mae = scores.continuous.mae(fcst_aus, anal_aus.temp_scrn, weights=lat_weight_aus, reduce_dims='lon')\n", + "aus_popn_weighted_mae = scores.continuous.mae(fcst_aus, anal_aus.temp_scrn, weights=popn_density_aus, reduce_dims='lon')\n", + "aus_popn_neutral_mae = scores.continuous.mae(fcst_aus, anal_aus.temp_scrn, weights=aus_popn_neutrual, reduce_dims='lon')" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "979c0053-4fe7-4e56-8c65-c3b0baa06634", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Figure One - Side by Side Comparison of alternative weighting strategies\n", + "names = pandas.Index(['Unweighted', 'By Latitude', 'By Density', 'Where Population'], name=\"Method\")\n", + "xarray.concat([aus_unweighted_mae, aus_lat_weighted_mae, aus_popn_weighted_mae, aus_popn_neutral_mae], dim=names).plot(col='Method')" + ] + }, + { + "cell_type": "markdown", + "id": "83e7cde3-0883-4153-8e7c-7c366af809c2", + "metadata": {}, + "source": [ + "A few interesting things can be seen here.\n", + "\n", + "1. Weighting by latitude has relatively low impact over just Australia, despite its large land mass\n", + "2. Weighting by population density greatly reduces the scores in most of Australia, due to the huge peaks in cities\n", + "3. Effectively masking to populated areas increases the score, showing the forecast accuracy is worse than the aggregate indicator would suggest - for almost everyone\n", + "\n", + "A more sophisticated normalisation strategy for calculating the population density error weightings, which also weights by latitude would probably give a more realistic picture of the impact of forecast error on the world population than any of the approximations listed here." ] }, { "cell_type": "code", "execution_count": null, - "id": "aeae28eb-d8af-4ffc-ac76-624c052eb1fb", + "id": "9aae0750-5ae9-48c7-aa2d-b01aab66768e", "metadata": {}, "outputs": [], "source": [] @@ -106,7 +788,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.4" + "version": "3.9.13" } }, "nbformat": 4,