{ "cells": [ { "cell_type": "markdown", "id": "a1702330", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "id": "a403ee30", "metadata": {}, "source": [ "# Two-Class Categorical Comparisons" ] }, { "cell_type": "code", "execution_count": 1, "id": "a9fa8470", "metadata": {}, "outputs": [], "source": [ "import rioxarray as rxr\n", "import gval" ] }, { "cell_type": "markdown", "id": "e14713f5", "metadata": {}, "source": [ "## Load Datasets" ] }, { "cell_type": "markdown", "id": "64da5e7b", "metadata": {}, "source": [ "It is preferred to use masking and scaling by default. If your original data does not have nodata or does not have nodata assigned, please assign using: `rio.write_nodata(, inplace=True)`" ] }, { "cell_type": "code", "execution_count": 2, "id": "f91c0b8c", "metadata": {}, "outputs": [], "source": [ "candidate = rxr.open_rasterio(\n", " 'candidate_map_two_class_categorical.tif', mask_and_scale=True\n", ")\n", "benchmark = rxr.open_rasterio(\n", " 'benchmark_map_two_class_categorical.tif', mask_and_scale=True\n", ")" ] }, { "cell_type": "markdown", "id": "1d496084", "metadata": {}, "source": [ "## Run GVAL Categorical Compare" ] }, { "cell_type": "markdown", "id": "3d293073", "metadata": {}, "source": [ "An example of running the entire process with one command using minimal arguments is deomnstrated below." ] }, { "cell_type": "code", "execution_count": 3, "id": "541857a7", "metadata": {}, "outputs": [], "source": [ "agreement_map, crosstab_table, metric_table = candidate.gval.categorical_compare(\n", " benchmark,\n", " positive_categories=[2],\n", " negative_categories=[0, 1]\n", ")" ] }, { "cell_type": "markdown", "id": "6555af46", "metadata": {}, "source": [ "## Output" ] }, { "cell_type": "markdown", "id": "b2eaeeea", "metadata": {}, "source": [ "#### Agreement Map" ] }, { "cell_type": "markdown", "id": "c24dfc06", "metadata": {}, "source": [ "The agreement map compares the encodings of the benchmark map and candidate map using a \"comparison function\" to then output unique encodings. In this particular case the \"Szudzik\" comparison function was used by default since no argument was passed in for the `comparison_function` argument. First, a negative value transformation (nvt) is used to support negative numbers encodings:" ] }, { "cell_type": "markdown", "id": "6b2dec44", "metadata": {}, "source": [ "$$\n", "c = \\text{candidate value} \\\\\n", "b = \\text{benchmark value} \\\\\n", "nvt(x)= \n", "\\begin{cases}\n", " 2 * x,& \\text{if } x \\geq 0\\\\\n", " -2 * x -1, & \\text{otherwise}\n", "\\end{cases} \\\\\n", "ct = nvt(c) \\\\\n", "bt = nvt(b) \\\\\n", "$$" ] }, { "cell_type": "markdown", "id": "5ba5f9b0", "metadata": {}, "source": [ "Then the szudzik function is applied to the transformed values:" ] }, { "cell_type": "markdown", "id": "94e6bfbd", "metadata": {}, "source": [ "$$\n", "szudzik(ct, bt)= \n", "\\begin{cases}\n", " ct^{2} + ct + bt,& \\text{if } ct\\geq bt\\\\\n", " bt^{2} + ct, & \\text{otherwise}\n", "\\end{cases}\n", "$$" ] }, { "cell_type": "markdown", "id": "4e41ff59", "metadata": {}, "source": [ "The resulting map allows a user to visualize these encodings as follows:" ] }, { "cell_type": "code", "execution_count": 5, "id": "b1ef13a0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "agreement_map.gval.cat_plot(title=\"Agreement Map\")" ] }, { "cell_type": "markdown", "id": "3c9c9c19", "metadata": {}, "source": [ "#### Cross-tabulation Table" ] }, { "cell_type": "markdown", "id": "ec6ca1f3", "metadata": {}, "source": [ "A cross-tabulation table displays the frequency of each class in the presence of another within the spatial unit of interest. The sample indices are denoted by the band column. The combination of candidate and benchmark map values are denoted. Additionally, the resulting agreement map values for each combination are shown. The counts column denotes the frequencies of occurrence and can then be used to compute categorical metrics." ] }, { "cell_type": "code", "execution_count": 6, "id": "fdc9df2b", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " band candidate_values benchmark_values agreement_values counts\n", "0 1 1.0 0.0 6.0 10345720.0\n", "1 1 1.0 2.0 18.0 639227.0\n", "2 1 2.0 0.0 20.0 512277.0\n", "3 1 2.0 2.0 24.0 2473405.0" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "crosstab_table" ] }, { "cell_type": "markdown", "id": "c2b000f2", "metadata": {}, "source": [ "#### Metric Table" ] }, { "cell_type": "markdown", "id": "d6e5d48d", "metadata": {}, "source": [ "A metric table contains information about the unit of analysis, (a single band in this case), and selected categorical metrics. This is done by specifying the positive and negative categories of each dataset and then choosing the statistics of interest. Since we did not provide the `metrics` argument GVAL computed all of the available categorical statistics. (Note: if there is no negative class encoding all statistics requiring true negatives will be skipped.)" ] }, { "cell_type": "code", "execution_count": 7, "id": "16cb3626", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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accuracy0.917577
balanced_accuracy0.873727
critical_success_index0.682336
equitable_threat_score0.610939
f_score0.811177
false_discovery_rate0.171578
false_negative_rate0.205365
false_omission_rate0.058191
false_positive_rate0.04718
fowlkes_mallows_index0.811352
matthews_correlation_coefficient0.758757
negative_likelihood_ratio0.215534
negative_predictive_value0.941809
overall_bias0.959215
positive_likelihood_ratio16.842723
positive_predictive_value0.828422
prevalence0.222798
prevalence_threshold0.195925
true_negative_rate0.95282
true_positive_rate0.794635
\n", "
" ], "text/plain": [ " 0\n", "band 1\n", "fn 639227.0\n", "fp 512277.0\n", "tn 10345720.0\n", "tp 2473405.0\n", "accuracy 0.917577\n", "balanced_accuracy 0.873727\n", "critical_success_index 0.682336\n", "equitable_threat_score 0.610939\n", "f_score 0.811177\n", "false_discovery_rate 0.171578\n", "false_negative_rate 0.205365\n", "false_omission_rate 0.058191\n", "false_positive_rate 0.04718\n", "fowlkes_mallows_index 0.811352\n", "matthews_correlation_coefficient 0.758757\n", "negative_likelihood_ratio 0.215534\n", "negative_predictive_value 0.941809\n", "overall_bias 0.959215\n", "positive_likelihood_ratio 16.842723\n", "positive_predictive_value 0.828422\n", "prevalence 0.222798\n", "prevalence_threshold 0.195925\n", "true_negative_rate 0.95282\n", "true_positive_rate 0.794635" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "metric_table.transpose()" ] }, { "cell_type": "markdown", "id": "7a3eb3af", "metadata": {}, "source": [ "## Access to Individual GVAL Operations" ] }, { "cell_type": "markdown", "id": "8caf6a67", "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, computing a cross-tabulation table, and computing a metric table. This allows for flexibility in workflows so that a user may use as much or as little functionality as needed." ] }, { "cell_type": "markdown", "id": "8c7c6d3f", "metadata": {}, "source": [ "### Homogenize Maps" ] }, { "cell_type": "markdown", "id": "df6070e8", "metadata": {}, "source": [ "Homogenization is intended to help prepare two disparate maps for comparison. Currently, homogenization handles three sets of functionality:\n", "\n", "1) *Spatial alignment:* matching the CRS's and coordinates of candidate and benchmark xarray maps. By default, the benchmark map is used as the target of this alignment but the candidate map can also be selected.\n", "2) *Data type alignment:* in order to avoid precision warnings in the comparisons, dtypes are set to the highest precision dtype of the two maps.\n", "3) *Data format conversion:* a vector data format benchmark map as a Geopanda's DataFrame can be passed which will be converted to the same xarray object as the candidate map with the same CRS and coordinates." ] }, { "cell_type": "code", "execution_count": 8, "id": "7264ffc9", "metadata": {}, "outputs": [], "source": [ "candidate, benchmark = candidate.gval.homogenize(\n", " benchmark_map=benchmark,\n", " target_map = \"candidate\"\n", ")" ] }, { "cell_type": "markdown", "id": "a1a4bd1a", "metadata": {}, "source": [ "The `target_map` can also be an alternate map:" ] }, { "cell_type": "code", "execution_count": 9, "id": "e3917e34", "metadata": {}, "outputs": [], "source": [ "target_map = rxr.open_rasterio('target_map_two_class_categorical.tif')\n", "candidate, benchmark = candidate.gval.homogenize(\n", " benchmark_map=benchmark,\n", " target_map = target_map\n", ")" ] }, { "cell_type": "markdown", "id": "686cdd37", "metadata": {}, "source": [ "The default is to resample using the \"nearest\" method. Although not applicable for this case of categorical comparisons, one can change the `resampling` argument to use alternative resampling methods such as bilinear or cubic resampling. These methods would be relevant in the case of continuous datasets." ] }, { "cell_type": "markdown", "id": "3376c8a9", "metadata": {}, "source": [ "### Agreement Map" ] }, { "cell_type": "markdown", "id": "22ae6d51", "metadata": {}, "source": [ "The \"szudzik\" comparison function is run by default if the `comparison_function` argument is not provided, but one may use the \"cantor\" pairing function, or a custom callable." ] }, { "cell_type": "code", "execution_count": 10, "id": "c6e3c35c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "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='cantor'\n", ")\n", "\n", "agreement_map.gval.cat_plot(title=\"Agreement Map\")" ] }, { "cell_type": "markdown", "id": "253162e4", "metadata": {}, "source": [ "#### Pairing Dictionary\n", "\n", "A pairing dictionary can be provided by the user to allow more control when specifying the agreement value outputs.\n", "\n", "A pairing dictionary has keys that are tuples corresponding to every unique combination of values in the candidate and benchmark, respectively. The values represent the agreement values for each combination. An example pairing dictionary for the candidate values [1,2] and benchmark values [0, 2] is provided below. A user has full control over the encodings including the combinations of nodata values (which are in this case np.nan)." ] }, { "cell_type": "code", "execution_count": 11, "id": "a2310a98", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "\n", "pairing_dict = {\n", " (np.nan,np.nan): 0,\n", " (np.nan, 0): np.nan,\n", " (np.nan, 2): np.nan,\n", " (1, np.nan): 3,\n", " (2, np.nan): 4,\n", " (1, 0): 5,\n", " (1, 2): 6, \n", " (2, 0): 7,\n", " (2, 2): 8\n", "}\n", "\n", "agreement_map = candidate.gval.compute_agreement_map(\n", " benchmark_map=benchmark,\n", " comparison_function='pairing_dict',\n", " pairing_dict=pairing_dict\n", ")\n", "\n", "agreement_map.gval.cat_plot(title=\"Agreement Map\", basemap=None)" ] }, { "cell_type": "markdown", "id": "7bf7b2aa", "metadata": {}, "source": [ "Instead of building a pairing dictionary, a user can pass the unique candidate and benchmark values to use and a pairing dictionary will be built for the user. In this case nodata values are not included and will automatically become the nodata value instead of an encoding." ] }, { "cell_type": "code", "execution_count": 12, "id": "f6567376", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "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='pairing_dict',\n", " allow_candidate_values=[1, 2],\n", " allow_benchmark_values=[0, 2]\n", ")\n", "\n", "agreement_map.gval.cat_plot(title=\"Agreement Map\")" ] }, { "cell_type": "markdown", "id": "8e4c5a2d", "metadata": {}, "source": [ "#### Registration of Custom Functions" ] }, { "cell_type": "markdown", "id": "1b259d70", "metadata": {}, "source": [ "In this case we register the arbitrary pairing function `multiply` with the name \"multi\" and then vectorize it. `Multiply` can also be passed in as a function in the `comparison_function` argument" ] }, { "cell_type": "code", "execution_count": 13, "id": "972f07aa", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "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='multi', 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=\"multi\"\n", ")\n", "\n", "agreement_map.gval.cat_plot(title=\"Agreement Map\")" ] }, { "cell_type": "markdown", "id": "6c7e8929", "metadata": {}, "source": [ "A user can also pick which candidate values or benchmark values to use by providing lists to the `allow_candidate_values` and `allow_benchmark_values` arguments. Finally, a user can choose to write nodata to unmasked datasets with the `nodata` value, or to masked/scaled datasets with `encode_nodata`. " ] }, { "cell_type": "markdown", "id": "5181e51a", "metadata": {}, "source": [ "### Cross-tabulation Table" ] }, { "cell_type": "markdown", "id": "3906909f", "metadata": {}, "source": [ "A cross-tabulation table can be made using an agreement map as follows. (In this particular case the table reflects agreement values made in the previous example.)" ] }, { "cell_type": "code", "execution_count": 14, "id": "18b9c315", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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bandcandidate_valuesbenchmark_valuesagreement_valuescounts
011.00.00.011526204.0
111.02.02.0679211.0
212.02.04.02624301.0
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" ], "text/plain": [ " band candidate_values benchmark_values agreement_values counts\n", "0 1 1.0 0.0 0.0 11526204.0\n", "1 1 1.0 2.0 2.0 679211.0\n", "2 1 2.0 2.0 4.0 2624301.0" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "crosstab_table_allow = agreement_map.gval.compute_crosstab()\n", "crosstab_table_allow" ] }, { "cell_type": "markdown", "id": "0d94c67e", "metadata": {}, "source": [ "### Metric Table" ] }, { "cell_type": "markdown", "id": "3a9aa1cc", "metadata": {}, "source": [ "Although all categorical 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": 15, "id": "2ba3fc06", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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bandfnfptntptrue_positive_rateprevalence
01639227.0512277.010345720.02473405.00.7946350.222798
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" ], "text/plain": [ " band fn fp tn tp true_positive_rate \\\n", "0 1 639227.0 512277.0 10345720.0 2473405.0 0.794635 \n", "\n", " prevalence \n", "0 0.222798 " ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "metric_table_select = crosstab_table.gval.compute_categorical_metrics(\n", " negative_categories= [0, 1],\n", " positive_categories = [2],\n", " metrics=['true_positive_rate', 'prevalence']\n", ")\n", "metric_table_select" ] }, { "cell_type": "markdown", "id": "382b1a13", "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": 16, "id": "67938408", "metadata": {}, "outputs": [], "source": [ "from gval import CatStats\n", "\n", "@CatStats.register_function(name=\"error_balance\", vectorize_func=True)\n", "def error_balance(fp: Number, fn: Number) -> float:\n", " return fp / fn" ] }, { "cell_type": "markdown", "id": "bf6e16f4", "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": 17, "id": "1e8eeb59", "metadata": {}, "outputs": [], "source": [ "@CatStats.register_function_class(vectorize_func=True)\n", "class MetricFunctions:\n", " \n", " @staticmethod\n", " def arbitrary1(tp: Number, tn: Number) -> float:\n", " return tp + tn\n", " \n", " @staticmethod\n", " def arbitrary2(tp: Number, tn: Number) -> float:\n", " return tp - tn" ] }, { "cell_type": "markdown", "id": "75deed2d", "metadata": {}, "source": [ "All of these functions are now callable as metrics:" ] }, { "cell_type": "code", "execution_count": 18, "id": "6a41eee3", "metadata": {}, "outputs": [], "source": [ "metric_table_register = crosstab_table.gval.compute_categorical_metrics(\n", " negative_categories= None,\n", " positive_categories = [2],\n", " metrics=['error_balance', 'arbitrary1', 'arbitrary2']\n", ")" ] }, { "cell_type": "code", "execution_count": 19, "id": "6ab884b7", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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bandfnfptntperror_balance
01639227.0512277.0NaN2473405.00.801401
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" ], "text/plain": [ " band fn fp tn tp error_balance\n", "0 1 639227.0 512277.0 NaN 2473405.0 0.801401" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "metric_table_register" ] }, { "cell_type": "markdown", "id": "6f930bbd", "metadata": {}, "source": [ "## Save Output" ] }, { "cell_type": "markdown", "id": "b3c625d6", "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": 20, "id": "899a1da9", "metadata": {}, "outputs": [], "source": [ "# output agreement map\n", "agreement_file = 'agreement_map.tif'\n", "metric_file = '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 }