{ "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/examples/decadal/diagnose-potential-predictability.ipynb) [binder badge](https://binder.pangeo.io/v2/gh/pangeo-data/climpred/main?urlpath=lab/tree/docs/source/examples/decadal/diagnose-potential-predictability.ipynb) or view it [on Github](https://github.com/pangeo-data/climpred/blob/main/docs/source/examples/decadal/diagnose-potential-predictability.ipynb)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Diagnosing Potential Predictability\n", "\n", "This demo demonstrates `climpred`'s capabilities to diagnose areas containing potentially predictable variations from a ``control``/``verification`` alone without requiring multi-member, multi-initialization simulations. This notebook identifies the slow components of internal variability that indicate potential predictability. Here, we showcase a set of methods to show regions indicating probabilities for decadal predictability." ] }, { "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": { "ExecuteTime": { "end_time": "2020-01-06T18:16:57.803940Z", "start_time": "2020-01-06T18:16:55.632702Z" } }, "outputs": [ { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 2;\n", " var nbb_unformatted_code = \"%matplotlib inline\\nimport climpred\";\n", " var nbb_formatted_code = \"%matplotlib inline\\nimport climpred\";\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": [ "%matplotlib inline\n", "import climpred" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2020-01-06T18:16:57.823874Z", "start_time": "2020-01-06T18:16:57.805098Z" } }, "outputs": [ { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 3;\n", " var nbb_unformatted_code = \"# Sea surface temperature\\nvarname = \\\"tos\\\"\\ncontrol3d = climpred.tutorial.load_dataset(\\\"MPI-control-3D\\\")[varname].load()\";\n", " var nbb_formatted_code = \"# Sea surface temperature\\nvarname = \\\"tos\\\"\\ncontrol3d = climpred.tutorial.load_dataset(\\\"MPI-control-3D\\\")[varname].load()\";\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": [ "# Sea surface temperature\n", "varname = \"tos\"\n", "control3d = climpred.tutorial.load_dataset(\"MPI-control-3D\")[varname].load()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Diagnostic Potential Predictability (DPP)\n", "\n", "We can first use the {cite:t}`Resplandy2015` and {cite:t}`Seferian2018` method for computing the unbiased {py:func}`.climpred.stats.dpp` by not chunking the time dimension." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2020-01-06T18:17:02.149721Z", "start_time": "2020-01-06T18:16:58.645884Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "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 = 4;\n", " var nbb_unformatted_code = \"# calculate DPP with m=10\\nDPP10 = climpred.stats.dpp(control3d, m=10, chunk=False)\\n# calculate a threshold by random shuffling (based on bootstrapping with replacement at 95% significance level)\\nthreshold = climpred.bootstrap.dpp_threshold(\\n control3d, m=10, chunk=False, iterations=10, sig=95\\n)\\n# plot grid cells where DPP above threshold\\nDPP10.where(DPP10 > threshold).plot(\\n yincrease=False, vmin=-0.1, vmax=0.6, cmap=\\\"viridis\\\"\\n)\";\n", " var nbb_formatted_code = \"# calculate DPP with m=10\\nDPP10 = climpred.stats.dpp(control3d, m=10, chunk=False)\\n# calculate a threshold by random shuffling (based on bootstrapping with replacement at 95% significance level)\\nthreshold = climpred.bootstrap.dpp_threshold(\\n control3d, m=10, chunk=False, iterations=10, sig=95\\n)\\n# plot grid cells where DPP above threshold\\nDPP10.where(DPP10 > threshold).plot(\\n yincrease=False, vmin=-0.1, vmax=0.6, cmap=\\\"viridis\\\"\\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": [ "# calculate DPP with m=10\n", "DPP10 = climpred.stats.dpp(control3d, m=10, chunk=False)\n", "# calculate a threshold by random shuffling (based on bootstrapping with replacement at 95% significance level)\n", "threshold = climpred.bootstrap.dpp_threshold(\n", " control3d, m=10, chunk=False, iterations=10, sig=95\n", ")\n", "# plot grid cells where DPP above threshold\n", "DPP10.where(DPP10 > threshold).plot(\n", " yincrease=False, vmin=-0.1, vmax=0.6, cmap=\"viridis\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we can turn on ``chunking`` (default) to use the {cite:t}`Boer2004` method. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2020-01-06T18:17:09.930970Z", "start_time": "2020-01-06T18:17:03.174973Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/aaron.spring/anaconda3/envs/climpred-dev/lib/python3.9/site-packages/xarray/core/nputils.py:155: RuntimeWarning: Degrees of freedom <= 0 for slice.\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n", "/Users/aaron.spring/anaconda3/envs/climpred-dev/lib/python3.9/site-packages/xarray/core/nputils.py:155: RuntimeWarning: Degrees of freedom <= 0 for slice.\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 5, "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 = 5;\n", " var nbb_unformatted_code = \"# chunk = True signals the Boer 2004 method\\nDPP10 = climpred.stats.dpp(control3d, m=10, chunk=True)\\nthreshold = climpred.bootstrap.dpp_threshold(\\n control3d, m=10, chunk=True, iterations=10, sig=95\\n)\\nDPP10.where(DPP10 > 0).plot(yincrease=False, vmin=-0.1, vmax=0.6, cmap=\\\"viridis\\\")\";\n", " var nbb_formatted_code = \"# chunk = True signals the Boer 2004 method\\nDPP10 = climpred.stats.dpp(control3d, m=10, chunk=True)\\nthreshold = climpred.bootstrap.dpp_threshold(\\n control3d, m=10, chunk=True, iterations=10, sig=95\\n)\\nDPP10.where(DPP10 > 0).plot(yincrease=False, vmin=-0.1, vmax=0.6, cmap=\\\"viridis\\\")\";\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": [ "# chunk = True signals the Boer 2004 method\n", "DPP10 = climpred.stats.dpp(control3d, m=10, chunk=True)\n", "threshold = climpred.bootstrap.dpp_threshold(\n", " control3d, m=10, chunk=True, iterations=10, sig=95\n", ")\n", "DPP10.where(DPP10 > 0).plot(yincrease=False, vmin=-0.1, vmax=0.6, cmap=\"viridis\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Variance-Weighted Mean Period\n", "\n", "{py:func}`.climpred.stats.varweighted_mean_period` uses a periodogram based on a control simulation to extract the mean period of variations, which are weighted by the respective variance. Regions with a high mean period value indicate low-frequency variations with are potentially predictable {cite:p}`Branstator2010`." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2020-01-06T18:17:14.785424Z", "start_time": "2020-01-06T18:17:09.932175Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "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 = 6;\n", " var nbb_unformatted_code = \"vwmp = climpred.stats.varweighted_mean_period(control3d, dim=\\\"time\\\")\\nthreshold = climpred.bootstrap.varweighted_mean_period_threshold(\\n control3d, iterations=10\\n)\\nvwmp.where(vwmp > threshold).plot(yincrease=False, robust=True)\";\n", " var nbb_formatted_code = \"vwmp = climpred.stats.varweighted_mean_period(control3d, dim=\\\"time\\\")\\nthreshold = climpred.bootstrap.varweighted_mean_period_threshold(\\n control3d, iterations=10\\n)\\nvwmp.where(vwmp > threshold).plot(yincrease=False, robust=True)\";\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": [ "vwmp = climpred.stats.varweighted_mean_period(control3d, dim=\"time\")\n", "threshold = climpred.bootstrap.varweighted_mean_period_threshold(\n", " control3d, iterations=10\n", ")\n", "vwmp.where(vwmp > threshold).plot(yincrease=False, robust=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Lag-1 Autocorrelation\n", "\n", "The lag-1 autocorrelation also indicates where slower modes of variability occur by identifying regions with high temporal correlation {cite:p}`Storch1999`." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2020-01-06T18:17:21.071115Z", "start_time": "2020-01-06T18:17:14.786652Z" } }, "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 = \"from esmtools.stats import autocorr\\n\\n# use climpred.bootstrap._bootstrap_func to wrap any stats function. `esmtools.stats.autocorr` computes the autocorrelation\\n# coefficient out to N lags. The first lag is at lag 0, so we select `lead=1`).\\nthreshold = climpred.bootstrap._bootstrap_func(\\n autocorr, control3d, nlags=2, resample_dim=\\\"time\\\", iterations=10\\n).isel(lead=1)\\ncorr_ef = autocorr(control3d, nlags=2, dim=\\\"time\\\").isel(lead=1)\\ncorr_ef.where(corr_ef > threshold).plot(yincrease=False, robust=False)\";\n", " var nbb_formatted_code = \"from esmtools.stats import autocorr\\n\\n# use climpred.bootstrap._bootstrap_func to wrap any stats function. `esmtools.stats.autocorr` computes the autocorrelation\\n# coefficient out to N lags. The first lag is at lag 0, so we select `lead=1`).\\nthreshold = climpred.bootstrap._bootstrap_func(\\n autocorr, control3d, nlags=2, resample_dim=\\\"time\\\", iterations=10\\n).isel(lead=1)\\ncorr_ef = autocorr(control3d, nlags=2, dim=\\\"time\\\").isel(lead=1)\\ncorr_ef.where(corr_ef > threshold).plot(yincrease=False, robust=False)\";\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": [ "from esmtools.stats import autocorr\n", "\n", "# use climpred.bootstrap._bootstrap_func to wrap any stats function. `esmtools.stats.autocorr` computes the autocorrelation\n", "# coefficient out to N lags. The first lag is at lag 0, so we select `lead=1`).\n", "threshold = climpred.bootstrap._bootstrap_func(\n", " autocorr, control3d, nlags=2, resample_dim=\"time\", iterations=10\n", ").isel(lead=1)\n", "corr_ef = autocorr(control3d, nlags=2, dim=\"time\").isel(lead=1)\n", "corr_ef.where(corr_ef > threshold).plot(yincrease=False, robust=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Decorrelation time\n", "\n", "Taking the lagged correlation further over all lags, {py:func}`.climpred.stats.decorrelation_time` shows the time after which the autocorrelation fell beyond its e-folding {cite:p}`Storch1999`." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2020-01-06T18:18:03.616474Z", "start_time": "2020-01-06T18:17:21.072348Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "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 = 8;\n", " var nbb_unformatted_code = \"threshold = climpred.bootstrap._bootstrap_func(\\n climpred.stats.decorrelation_time, control3d, \\\"time\\\", iterations=10\\n)\\ndecorr_time = climpred.stats.decorrelation_time(control3d)\\ndecorr_time.where(decorr_time > threshold).plot(yincrease=False, robust=False)\";\n", " var nbb_formatted_code = \"threshold = climpred.bootstrap._bootstrap_func(\\n climpred.stats.decorrelation_time, control3d, \\\"time\\\", iterations=10\\n)\\ndecorr_time = climpred.stats.decorrelation_time(control3d)\\ndecorr_time.where(decorr_time > threshold).plot(yincrease=False, robust=False)\";\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": [ "threshold = climpred.bootstrap._bootstrap_func(\n", " climpred.stats.decorrelation_time, control3d, \"time\", iterations=10\n", ")\n", "decorr_time = climpred.stats.decorrelation_time(control3d)\n", "decorr_time.where(decorr_time > threshold).plot(yincrease=False, robust=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Verify diagnostic potential predictability in initialized simulations\n", "\n", "Do we find predictability in the areas highlighted above also in perfect-model experiments?" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/aaron.spring/Coding/climpred/climpred/utils.py:191: UserWarning: Assuming annual resolution starting Jan 1st due to numeric inits. Please change ``init`` to a datetime if it is another resolution. We recommend using xr.CFTimeIndex as ``init``, see https://climpred.readthedocs.io/en/stable/setting-up-data.html.\n", " warnings.warn(\n", "/Users/aaron.spring/Coding/climpred/climpred/utils.py:191: UserWarning: Assuming annual resolution starting Jan 1st due to numeric inits. Please change ``init`` to a datetime if it is another resolution. We recommend using xr.CFTimeIndex as ``init``, see https://climpred.readthedocs.io/en/stable/setting-up-data.html.\n", " warnings.warn(\n" ] }, { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 9;\n", " var nbb_unformatted_code = \"ds3d = climpred.tutorial.load_dataset(\\\"MPI-PM-DP-3D\\\")[varname]\\ncontrol3d = climpred.tutorial.load_dataset(\\\"MPI-control-3D\\\")[varname]\\nds3d[\\\"lead\\\"].attrs[\\\"units\\\"] = \\\"years\\\"\\n\\npm = climpred.PerfectModelEnsemble(ds3d).add_control(control3d)\";\n", " var nbb_formatted_code = \"ds3d = climpred.tutorial.load_dataset(\\\"MPI-PM-DP-3D\\\")[varname]\\ncontrol3d = climpred.tutorial.load_dataset(\\\"MPI-control-3D\\\")[varname]\\nds3d[\\\"lead\\\"].attrs[\\\"units\\\"] = \\\"years\\\"\\n\\npm = climpred.PerfectModelEnsemble(ds3d).add_control(control3d)\";\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": [ "ds3d = climpred.tutorial.load_dataset(\"MPI-PM-DP-3D\")[varname]\n", "control3d = climpred.tutorial.load_dataset(\"MPI-control-3D\")[varname]\n", "ds3d[\"lead\"].attrs[\"units\"] = \"years\"\n", "\n", "pm = climpred.PerfectModelEnsemble(ds3d).add_control(control3d)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/aaron.spring/Coding/climpred/climpred/checks.py:229: UserWarning: Consider chunking input `ds` along other dimensions than needed by algorithm, e.g. spatial dimensions, for parallelized performance increase.\n", " warnings.warn(\n" ] }, { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 10;\n", " var nbb_unformatted_code = \"bootstrap_skill = pm.bootstrap(\\n metric=\\\"rmse\\\",\\n comparison=\\\"m2e\\\",\\n dim=[\\\"init\\\", \\\"member\\\"],\\n reference=[\\\"uninitialized\\\"],\\n iterations=10,\\n)\";\n", " var nbb_formatted_code = \"bootstrap_skill = pm.bootstrap(\\n metric=\\\"rmse\\\",\\n comparison=\\\"m2e\\\",\\n dim=[\\\"init\\\", \\\"member\\\"],\\n reference=[\\\"uninitialized\\\"],\\n iterations=10,\\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": [ "bootstrap_skill = pm.bootstrap(\n", " metric=\"rmse\",\n", " comparison=\"m2e\",\n", " dim=[\"init\", \"member\"],\n", " reference=[\"uninitialized\"],\n", " iterations=10,\n", ")" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2020-01-06T18:20:11.618861Z", "start_time": "2020-01-06T18:20:11.612581Z" } }, "outputs": [ { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 11;\n", " var nbb_unformatted_code = \"init_skill = bootstrap_skill.sel(results=\\\"verify skill\\\", skill=\\\"initialized\\\")\\n# p value: probability that random uninitialized forecasts perform better than initialized\\np = bootstrap_skill.sel(results=\\\"p\\\", skill=\\\"uninitialized\\\")\";\n", " var nbb_formatted_code = \"init_skill = bootstrap_skill.sel(results=\\\"verify skill\\\", skill=\\\"initialized\\\")\\n# p value: probability that random uninitialized forecasts perform better than initialized\\np = bootstrap_skill.sel(results=\\\"p\\\", skill=\\\"uninitialized\\\")\";\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": [ "init_skill = bootstrap_skill.sel(results=\"verify skill\", skill=\"initialized\")\n", "# p value: probability that random uninitialized forecasts perform better than initialized\n", "p = bootstrap_skill.sel(results=\"p\", skill=\"uninitialized\")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2020-01-06T18:20:14.915944Z", "start_time": "2020-01-06T18:20:14.259808Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "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 = 12;\n", " var nbb_unformatted_code = \"init_skill.where(p <= 0.05)[varname].plot(\\n col=\\\"lead\\\", robust=True, yincrease=False, x=\\\"x\\\"\\n)\";\n", " var nbb_formatted_code = \"init_skill.where(p <= 0.05)[varname].plot(\\n col=\\\"lead\\\", robust=True, yincrease=False, x=\\\"x\\\"\\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": [ "init_skill.where(p <= 0.05)[varname].plot(\n", " col=\"lead\", robust=True, yincrease=False, x=\"x\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The metric {py:class}`.climpred.metrics.__rmse` is negatively oriented, e.g. higher values show large disprepancy between members and hence less skill. \n", "\n", "As suggested by {py:func}`.climpred.stats.dpp`, {py:func}`.climpred.stats.varweighted_mean_period` and {py:func}`.climpred.stats.decorrelation_time`, there is predictability in the North Atlantic, North Pacific and Southern Ocean in sea-surface temperatures in slight perturbed `initialized` ensembles ." ] }, { "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" }, "latex_envs": { "LaTeX_envs_menu_present": false, "autoclose": true, "autocomplete": true, "bibliofile": "large.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": false, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }