{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "You can run this notebook in a [live session](https://binder.pangeo.io/v2/gh/pangeo-data/climpred/main?urlpath=lab/tree/docs/source/bias_removal.ipynb) [binder badge](https://binder.pangeo.io/v2/gh/pangeo-data/climpred/main?urlpath=lab/tree/docs/source/bias_removal.ipynb) or view it [on Github](https://github.com/pangeo-data/climpred/blob/main/docs/source/bias_removal.ipynb)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Bias Removal" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Climate models can have biases relative to different verification datasets. Commonly, biases are removed by postprocessing before verification of forecasting skill {cite:p}`Hawkins2016`. `climpred` provides convenience functions to do so.\n", "\n", "---\n", "\n", "The select from following methods by specifying `how` in {py:meth}`.HindcastEnsemble.remove_bias`:\n", "\n", "- ``how=\"additive_mean\"``: correcting the mean forecast additively\n", "- ``how=\"multiplicative_mean\"``: correcting the mean forecast multiplicatively\n", "- ``how=\"multiplicative_std\"``: correcting the standard deviation multiplicatively\n", "\n", "Wrapped from the github package [`bias_correction`](https://github.com/pankajkarman/bias_correction/blob/master/bias_correction.py):\n", "\n", "- ``how=\"modified_quantile\"``: [Reference](https://www.sciencedirect.com/science/article/abs/pii/S0034425716302000?via%3Dihub)\n", "- ``how=\"basic_quantile\"``: [Reference](https://rmets.onlinelibrary.wiley.com/doi/pdf/10.1002/joc.2168)\n", "- ``how=\"gamma_mapping\"``: [Reference](https://www.hydrol-earth-syst-sci.net/21/2649/2017)\n", "- ``how=\"normal_mapping\"``: [Reference](https://www.hydrol-earth-syst-sci.net/21/2649/2017)\n", "\n", "Wrapped from [`xlim.sdba`](https://xclim.readthedocs.io/en/stable/sdba_api.html):\n", "\n", "* ``how=\"EmpiricalQuantileMapping\"``: {py:class}`xclim.sdba.adjustment.EmpiricalQuantileMapping`\n", "* ``how=\"DetrendedQuantileMapping\"``: {py:class}`xclim.sdba.adjustment.DetrendedQuantileMapping`\n", "* ``how=\"PrincipalComponents\"``: {py:class}`xclim.sdba.adjustment.PrincipalComponents`\n", "* ``how=\"QuantileDeltaMapping\"``: {py:class}`xclim.sdba.adjustment.QuantileDeltaMapping`\n", "* ``how=\"Scaling\"``: {py:class}`xclim.sdba.adjustment.Scaling`\n", "* ``how=\"LOCI\"``: {py:class}`xclim.sdba.adjustment.LOCI`" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 1;\n", " var nbb_unformatted_code = \"# linting\\n%load_ext nb_black\\n%load_ext lab_black\";\n", " var nbb_formatted_code = \"# linting\\n%load_ext nb_black\\n%load_ext lab_black\";\n", " var nbb_cells = Jupyter.notebook.get_cells();\n", " for (var i = 0; i < nbb_cells.length; ++i) {\n", " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", " nbb_cells[i].set_text(nbb_formatted_code);\n", " }\n", " break;\n", " }\n", " }\n", " }, 500);\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# linting\n", "%load_ext nb_black\n", "%load_ext lab_black" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 2;\n", " var nbb_unformatted_code = \"import climpred\\nimport xarray as xr\\nimport matplotlib.pyplot as plt\\nfrom climpred import HindcastEnsemble\";\n", " var nbb_formatted_code = \"import climpred\\nimport xarray as xr\\nimport matplotlib.pyplot as plt\\nfrom climpred import HindcastEnsemble\";\n", " var nbb_cells = Jupyter.notebook.get_cells();\n", " for (var i = 0; i < nbb_cells.length; ++i) {\n", " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", " nbb_cells[i].set_text(nbb_formatted_code);\n", " }\n", " break;\n", " }\n", " }\n", " }, 500);\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import climpred\n", "import xarray as xr\n", "import matplotlib.pyplot as plt\n", "from climpred import HindcastEnsemble" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 3;\n", " var nbb_unformatted_code = \"initialized = climpred.tutorial.load_dataset(\\\"NMME_hindcast_Nino34_sst\\\")\\nobs = climpred.tutorial.load_dataset(\\\"NMME_OIv2_Nino34_sst\\\")\\nv = \\\"sst\\\"\";\n", " var nbb_formatted_code = \"initialized = climpred.tutorial.load_dataset(\\\"NMME_hindcast_Nino34_sst\\\")\\nobs = climpred.tutorial.load_dataset(\\\"NMME_OIv2_Nino34_sst\\\")\\nv = \\\"sst\\\"\";\n", " var nbb_cells = Jupyter.notebook.get_cells();\n", " for (var i = 0; i < nbb_cells.length; ++i) {\n", " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", " nbb_cells[i].set_text(nbb_formatted_code);\n", " }\n", " break;\n", " }\n", " }\n", " }, 500);\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "initialized = climpred.tutorial.load_dataset(\"NMME_hindcast_Nino34_sst\")\n", "obs = climpred.tutorial.load_dataset(\"NMME_OIv2_Nino34_sst\")\n", "v = \"sst\"" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/aaron.spring/Coding/climpred/climpred/checks.py:202: UserWarning: Did not find dimension \"init\", but renamed dimension S with CF-complying standard_name \"forecast_reference_time\" to init.\n", " warnings.warn(\n", "/Users/aaron.spring/Coding/climpred/climpred/checks.py:202: UserWarning: Did not find dimension \"member\", but renamed dimension M with CF-complying standard_name \"realization\" to member.\n", " warnings.warn(\n", "/Users/aaron.spring/Coding/climpred/climpred/checks.py:202: UserWarning: Did not find dimension \"lead\", but renamed dimension L with CF-complying standard_name \"forecast_period\" to lead.\n", " warnings.warn(\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 4;\n", " var nbb_unformatted_code = \"hindcast = HindcastEnsemble(initialized.sel(model=\\\"GFDL-CM2p5-FLOR-A06\\\")).add_observations(obs)\\nhindcast.plot()\";\n", " var nbb_formatted_code = \"hindcast = HindcastEnsemble(\\n initialized.sel(model=\\\"GFDL-CM2p5-FLOR-A06\\\")\\n).add_observations(obs)\\nhindcast.plot()\";\n", " var nbb_cells = Jupyter.notebook.get_cells();\n", " for (var i = 0; i < nbb_cells.length; ++i) {\n", " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", " nbb_cells[i].set_text(nbb_formatted_code);\n", " }\n", " break;\n", " }\n", " }\n", " }, 500);\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hindcast = HindcastEnsemble(\n", " initialized.sel(model=\"GFDL-CM2p5-FLOR-A06\")\n", ").add_observations(obs)\n", "hindcast.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Additive mean bias removal" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Typically, bias depends on lead-time and therefore should therefore also be removed depending on `lead`." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 5;\n", " var nbb_unformatted_code = \"bias = hindcast.verify(\\n metric=\\\"additive_bias\\\", comparison=\\\"e2o\\\", dim=[], alignment=\\\"same_verifs\\\"\\n)\\n\\nbias[v].plot()\";\n", " var nbb_formatted_code = \"bias = hindcast.verify(\\n metric=\\\"additive_bias\\\", comparison=\\\"e2o\\\", dim=[], alignment=\\\"same_verifs\\\"\\n)\\n\\nbias[v].plot()\";\n", " var nbb_cells = Jupyter.notebook.get_cells();\n", " for (var i = 0; i < nbb_cells.length; ++i) {\n", " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", " nbb_cells[i].set_text(nbb_formatted_code);\n", " }\n", " break;\n", " }\n", " }\n", " }, 500);\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bias = hindcast.verify(\n", " metric=\"additive_bias\", comparison=\"e2o\", dim=[], alignment=\"same_verifs\"\n", ")\n", "\n", "bias[v].plot()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'month'" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 6;\n", " var nbb_unformatted_code = \"# group bias by seasonality\\nseasonality = climpred.options.OPTIONS[\\\"seasonality\\\"]\\nseasonality\";\n", " var nbb_formatted_code = \"# group bias by seasonality\\nseasonality = climpred.options.OPTIONS[\\\"seasonality\\\"]\\nseasonality\";\n", " var nbb_cells = Jupyter.notebook.get_cells();\n", " for (var i = 0; i < nbb_cells.length; ++i) {\n", " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", " nbb_cells[i].set_text(nbb_formatted_code);\n", " }\n", " break;\n", " }\n", " }\n", " }, 500);\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# group bias by seasonality\n", "seasonality = climpred.options.OPTIONS[\"seasonality\"]\n", "seasonality" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 7;\n", " var nbb_unformatted_code = \"bias.groupby(f\\\"init.{seasonality}\\\").mean()[v].plot()\";\n", " var nbb_formatted_code = \"bias.groupby(f\\\"init.{seasonality}\\\").mean()[v].plot()\";\n", " var nbb_cells = Jupyter.notebook.get_cells();\n", " for (var i = 0; i < nbb_cells.length; ++i) {\n", " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", " nbb_cells[i].set_text(nbb_formatted_code);\n", " }\n", " break;\n", " }\n", " }\n", " }, 500);\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bias.groupby(f\"init.{seasonality}\").mean()[v].plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "An initial warm bias develops into a cold bias, especially in winter." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## `train_test_split`\n", "\n", "{cite:t}`Risbey2021` demonstrate how important a clean separation of a `train` and a `test` period is for bias reduction. \n", "\n", "Implemented `train_test_split`s in `climpred`:\n", "\n", "- `unfair`: completely overlapping `train` and `test` (climpred default)\n", "- `unfair-cv`: overlapping `train` and `test` except for current `init`, which is [left out](https://en.wikipedia.org/wiki/Cross-validation_(statistics)#Leave-one-out_cross-validation) (set `cv=\"LOO\"`)\n", "- `fair`: no overlap between `train` and `test` (recommended)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 8;\n", " var nbb_unformatted_code = \"metric_kwargs = dict(\\n metric=\\\"rmse\\\", alignment=\\\"same_verifs\\\", dim=\\\"init\\\", comparison=\\\"e2o\\\", skipna=True\\n)\";\n", " var nbb_formatted_code = \"metric_kwargs = dict(\\n metric=\\\"rmse\\\", alignment=\\\"same_verifs\\\", dim=\\\"init\\\", comparison=\\\"e2o\\\", skipna=True\\n)\";\n", " var nbb_cells = Jupyter.notebook.get_cells();\n", " for (var i = 0; i < nbb_cells.length; ++i) {\n", " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", " nbb_cells[i].set_text(nbb_formatted_code);\n", " }\n", " break;\n", " }\n", " }\n", " }, 500);\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "metric_kwargs = dict(\n", " metric=\"rmse\", alignment=\"same_verifs\", dim=\"init\", comparison=\"e2o\", skipna=True\n", ")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 9;\n", " var nbb_unformatted_code = \"# fair calculates bias for train_time/train_init and drops these data from hindcast\\nhindcast.remove_bias(\\n how=\\\"additive_mean\\\",\\n alignment=metric_kwargs[\\\"alignment\\\"],\\n train_test_split=\\\"fair\\\",\\n train_time=slice(\\\"1982\\\", \\\"1998\\\"),\\n).plot()\";\n", " var nbb_formatted_code = \"# fair calculates bias for train_time/train_init and drops these data from hindcast\\nhindcast.remove_bias(\\n how=\\\"additive_mean\\\",\\n alignment=metric_kwargs[\\\"alignment\\\"],\\n train_test_split=\\\"fair\\\",\\n train_time=slice(\\\"1982\\\", \\\"1998\\\"),\\n).plot()\";\n", " var nbb_cells = Jupyter.notebook.get_cells();\n", " for (var i = 0; i < nbb_cells.length; ++i) {\n", " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", " nbb_cells[i].set_text(nbb_formatted_code);\n", " }\n", " break;\n", " }\n", " }\n", " }, 500);\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# fair calculates bias for train_time/train_init and drops these data from hindcast\n", "hindcast.remove_bias(\n", " how=\"additive_mean\",\n", " alignment=metric_kwargs[\"alignment\"],\n", " train_test_split=\"fair\",\n", " train_time=slice(\"1982\", \"1998\"),\n", ").plot()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'NMME GFDL-CM2p5-FLOR-A06 Nino3.4 SST RMSE')" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 10;\n", " var nbb_unformatted_code = \"hindcast.verify(**metric_kwargs)[v].plot(label=\\\"no bias correction\\\")\\ntrain_test_split = [\\\"unfair\\\", \\\"unfair-cv\\\", \\\"fair\\\"]\\n\\nhindcast.remove_bias(\\n how=\\\"additive_mean\\\", alignment=metric_kwargs[\\\"alignment\\\"], train_test_split=\\\"unfair\\\"\\n).verify(**metric_kwargs)[v].plot(label=\\\"unfair\\\")\\n\\nhindcast.remove_bias(\\n how=\\\"additive_mean\\\",\\n alignment=metric_kwargs[\\\"alignment\\\"],\\n train_test_split=\\\"unfair-cv\\\",\\n cv=\\\"LOO\\\",\\n).verify(**metric_kwargs)[v].plot(label=\\\"unfair-cv\\\")\\n\\nhindcast.remove_bias(\\n how=\\\"additive_mean\\\",\\n alignment=metric_kwargs[\\\"alignment\\\"],\\n train_test_split=\\\"fair\\\",\\n train_time=slice(\\\"1982\\\", \\\"1998\\\"),\\n).verify(**metric_kwargs)[v].plot(label=\\\"fair\\\")\\n\\n\\nplt.legend()\\nplt.title(\\n f\\\"NMME {hindcast.coords['model'].values} Nino3.4 SST {metric_kwargs['metric'].upper()}\\\"\\n)\";\n", " var nbb_formatted_code = \"hindcast.verify(**metric_kwargs)[v].plot(label=\\\"no bias correction\\\")\\ntrain_test_split = [\\\"unfair\\\", \\\"unfair-cv\\\", \\\"fair\\\"]\\n\\nhindcast.remove_bias(\\n how=\\\"additive_mean\\\", alignment=metric_kwargs[\\\"alignment\\\"], train_test_split=\\\"unfair\\\"\\n).verify(**metric_kwargs)[v].plot(label=\\\"unfair\\\")\\n\\nhindcast.remove_bias(\\n how=\\\"additive_mean\\\",\\n alignment=metric_kwargs[\\\"alignment\\\"],\\n train_test_split=\\\"unfair-cv\\\",\\n cv=\\\"LOO\\\",\\n).verify(**metric_kwargs)[v].plot(label=\\\"unfair-cv\\\")\\n\\nhindcast.remove_bias(\\n how=\\\"additive_mean\\\",\\n alignment=metric_kwargs[\\\"alignment\\\"],\\n train_test_split=\\\"fair\\\",\\n train_time=slice(\\\"1982\\\", \\\"1998\\\"),\\n).verify(**metric_kwargs)[v].plot(label=\\\"fair\\\")\\n\\n\\nplt.legend()\\nplt.title(\\n f\\\"NMME {hindcast.coords['model'].values} Nino3.4 SST {metric_kwargs['metric'].upper()}\\\"\\n)\";\n", " var nbb_cells = Jupyter.notebook.get_cells();\n", " for (var i = 0; i < nbb_cells.length; ++i) {\n", " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", " nbb_cells[i].set_text(nbb_formatted_code);\n", " }\n", " break;\n", " }\n", " }\n", " }, 500);\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hindcast.verify(**metric_kwargs)[v].plot(label=\"no bias correction\")\n", "train_test_split = [\"unfair\", \"unfair-cv\", \"fair\"]\n", "\n", "hindcast.remove_bias(\n", " how=\"additive_mean\", alignment=metric_kwargs[\"alignment\"], train_test_split=\"unfair\"\n", ").verify(**metric_kwargs)[v].plot(label=\"unfair\")\n", "\n", "hindcast.remove_bias(\n", " how=\"additive_mean\",\n", " alignment=metric_kwargs[\"alignment\"],\n", " train_test_split=\"unfair-cv\",\n", " cv=\"LOO\",\n", ").verify(**metric_kwargs)[v].plot(label=\"unfair-cv\")\n", "\n", "hindcast.remove_bias(\n", " how=\"additive_mean\",\n", " alignment=metric_kwargs[\"alignment\"],\n", " train_test_split=\"fair\",\n", " train_time=slice(\"1982\", \"1998\"),\n", ").verify(**metric_kwargs)[v].plot(label=\"fair\")\n", "\n", "\n", "plt.legend()\n", "plt.title(\n", " f\"NMME {hindcast.coords['model'].values} Nino3.4 SST {metric_kwargs['metric'].upper()}\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Comparison of methods `how`" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 11;\n", " var nbb_unformatted_code = \"methods = [\\n \\\"additive_mean\\\",\\n # \\\"multiplicative_std\\\",\\n \\\"DetrendedQuantileMapping\\\",\\n \\\"EmpiricalQuantileMapping\\\",\\n # \\\"PrincipalComponents\\\",\\n # \\\"LOCI\\\",\\n \\\"QuantileDeltaMapping\\\",\\n \\\"Scaling\\\",\\n \\\"modified_quantile\\\",\\n \\\"basic_quantile\\\",\\n # \\\"gamma_mapping\\\",\\n # \\\"normal_mapping\\\",\\n]\";\n", " var nbb_formatted_code = \"methods = [\\n \\\"additive_mean\\\",\\n # \\\"multiplicative_std\\\",\\n \\\"DetrendedQuantileMapping\\\",\\n \\\"EmpiricalQuantileMapping\\\",\\n # \\\"PrincipalComponents\\\",\\n # \\\"LOCI\\\",\\n \\\"QuantileDeltaMapping\\\",\\n \\\"Scaling\\\",\\n \\\"modified_quantile\\\",\\n \\\"basic_quantile\\\",\\n # \\\"gamma_mapping\\\",\\n # \\\"normal_mapping\\\",\\n]\";\n", " var nbb_cells = Jupyter.notebook.get_cells();\n", " for (var i = 0; i < nbb_cells.length; ++i) {\n", " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", " nbb_cells[i].set_text(nbb_formatted_code);\n", " }\n", " break;\n", " }\n", " }\n", " }, 500);\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "methods = [\n", " \"additive_mean\",\n", " # \"multiplicative_std\",\n", " \"DetrendedQuantileMapping\",\n", " \"EmpiricalQuantileMapping\",\n", " # \"PrincipalComponents\",\n", " # \"LOCI\",\n", " \"QuantileDeltaMapping\",\n", " \"Scaling\",\n", " \"modified_quantile\",\n", " \"basic_quantile\",\n", " # \"gamma_mapping\",\n", " # \"normal_mapping\",\n", "]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 12;\n", " var nbb_unformatted_code = \"import warnings\\n\\nwarnings.simplefilter(\\\"ignore\\\")\";\n", " var nbb_formatted_code = \"import warnings\\n\\nwarnings.simplefilter(\\\"ignore\\\")\";\n", " var nbb_cells = Jupyter.notebook.get_cells();\n", " for (var i = 0; i < nbb_cells.length; ++i) {\n", " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", " nbb_cells[i].set_text(nbb_formatted_code);\n", " }\n", " break;\n", " }\n", " }\n", " }, 500);\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import warnings\n", "\n", "warnings.simplefilter(\"ignore\")" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 13;\n", " var nbb_unformatted_code = \"# xclim.sdba requires pint units\\nhindcast._datasets[\\\"initialized\\\"][v].attrs[\\\"units\\\"] = \\\"C\\\"\\nhindcast._datasets[\\\"observations\\\"][v].attrs[\\\"units\\\"] = \\\"C\\\"\";\n", " var nbb_formatted_code = \"# xclim.sdba requires pint units\\nhindcast._datasets[\\\"initialized\\\"][v].attrs[\\\"units\\\"] = \\\"C\\\"\\nhindcast._datasets[\\\"observations\\\"][v].attrs[\\\"units\\\"] = \\\"C\\\"\";\n", " var nbb_cells = Jupyter.notebook.get_cells();\n", " for (var i = 0; i < nbb_cells.length; ++i) {\n", " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", " nbb_cells[i].set_text(nbb_formatted_code);\n", " }\n", " break;\n", " }\n", " }\n", " }, 500);\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# xclim.sdba requires pint units\n", "hindcast._datasets[\"initialized\"][v].attrs[\"units\"] = \"C\"\n", "hindcast._datasets[\"observations\"][v].attrs[\"units\"] = \"C\"" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 14;\n", " var nbb_unformatted_code = \"hindcast.sel(init=slice(\\\"1983\\\", \\\"2018\\\")).verify(**metric_kwargs)[v].plot(label=\\\"raw\\\")\\nfor method in methods:\\n hindcast.remove_bias(\\n how=method, alignment=metric_kwargs[\\\"alignment\\\"], train_test_split=\\\"unfair\\\"\\n ).verify(**metric_kwargs)[v].plot(label=method)\\nplt.legend()\";\n", " var nbb_formatted_code = \"hindcast.sel(init=slice(\\\"1983\\\", \\\"2018\\\")).verify(**metric_kwargs)[v].plot(label=\\\"raw\\\")\\nfor method in methods:\\n hindcast.remove_bias(\\n how=method, alignment=metric_kwargs[\\\"alignment\\\"], train_test_split=\\\"unfair\\\"\\n ).verify(**metric_kwargs)[v].plot(label=method)\\nplt.legend()\";\n", " var nbb_cells = Jupyter.notebook.get_cells();\n", " for (var i = 0; i < nbb_cells.length; ++i) {\n", " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", " nbb_cells[i].set_text(nbb_formatted_code);\n", " }\n", " break;\n", " }\n", " }\n", " }, 500);\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hindcast.sel(init=slice(\"1983\", \"2018\")).verify(**metric_kwargs)[v].plot(label=\"raw\")\n", "for method in methods:\n", " hindcast.remove_bias(\n", " how=method, alignment=metric_kwargs[\"alignment\"], train_test_split=\"unfair\"\n", " ).verify(**metric_kwargs)[v].plot(label=method)\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "\n", "```{eval-rst}\n", ".. bibliography::\n", " :filter: docname in docnames\n", "```" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.10" }, "toc-autonumbering": true }, "nbformat": 4, "nbformat_minor": 4 }