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Created November 11, 2022 16:25
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try `xbootstrap` for `climpred`
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<!--\n",
"{py:class}`.PredictionEnsemble`\n",
"\n",
"{py:class}`.HindcastEnsemble`\n",
"{py:class}`.PerfectModelEnsemble`\n",
"\n",
"{py:meth}`.HindcastEnsemble.bootstrap`\n",
"{py:meth}`.HindcastEnsemble.verify`\n",
"\n",
"{py:meth}`.PerfectModelEnsemble.bootstrap`\n",
"{py:meth}`.PerfectModelEnsemble.verify`\n",
"\n",
"{py:class}`xarray.Dataset` -->"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"ExecuteTime": {
"end_time": "2020-01-06T18:16:20.185284Z",
"start_time": "2020-01-06T18:16:18.011271Z"
}
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import xarray as xr\n",
"\n",
"from climpred import HindcastEnsemble\n",
"from climpred.tutorial import load_dataset\n",
"import climpred\n",
"\n",
"from xbootstrap import block_bootstrap"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"ExecuteTime": {
"end_time": "2020-01-06T18:16:21.157630Z",
"start_time": "2020-01-06T18:16:21.142034Z"
}
},
"outputs": [],
"source": [
"initialized = climpred.tutorial.load_dataset(\"CESM-DP-SST\")\n",
"# Add lead attribute units.\n",
"initialized[\"lead\"].attrs[\"units\"] = \"years\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# bootstrap along one dimension: member"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
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"</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
"Dimensions: (init: 64, lead: 10, member: 10, iteration: 100)\n",
"Coordinates:\n",
" * lead (lead) int32 1 2 3 4 5 6 7 8 9 10\n",
" * member (member) int32 1 2 3 4 5 6 7 8 9 10\n",
" * init (init) float32 1.954e+03 1.955e+03 ... 2.016e+03 2.017e+03\n",
"Dimensions without coordinates: iteration\n",
"Data variables:\n",
" SST (init, lead, member, iteration) float64 -0.2076 -0.1969 ... 0.7815</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-2324ca98-8df3-4748-a584-665f8b1cd63a' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-2324ca98-8df3-4748-a584-665f8b1cd63a' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>init</span>: 64</li><li><span class='xr-has-index'>lead</span>: 10</li><li><span class='xr-has-index'>member</span>: 10</li><li><span>iteration</span>: 100</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-b8f563ef-c4c7-4318-9264-83da72cec2aa' class='xr-section-summary-in' type='checkbox' checked><label for='section-b8f563ef-c4c7-4318-9264-83da72cec2aa' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lead</span></div><div class='xr-var-dims'>(lead)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 6 7 8 9 10</div><input id='attrs-0703c596-8e60-4327-8ff5-e2acaf08a4fe' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0703c596-8e60-4327-8ff5-e2acaf08a4fe' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-40830e69-83f7-4254-9420-b694cd7c2a10' class='xr-var-data-in' type='checkbox'><label for='data-40830e69-83f7-4254-9420-b694cd7c2a10' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>forecast year</dd><dt><span>units :</span></dt><dd>years</dd></dl></div><div class='xr-var-data'><pre>array([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>member</span></div><div class='xr-var-dims'>(member)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 6 7 8 9 10</div><input id='attrs-63470aa2-d07a-44bb-bc29-7552c4ccc49e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-63470aa2-d07a-44bb-bc29-7552c4ccc49e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eecc5438-64c6-4405-b734-9ad19ba8394d' class='xr-var-data-in' type='checkbox'><label for='data-eecc5438-64c6-4405-b734-9ad19ba8394d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>ensemble member</dd></dl></div><div class='xr-var-data'><pre>array([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>init</span></div><div class='xr-var-dims'>(init)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>1.954e+03 1.955e+03 ... 2.017e+03</div><input id='attrs-e8459ba7-7bff-424d-9a13-7127311ecc53' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e8459ba7-7bff-424d-9a13-7127311ecc53' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-45f52dad-13cc-4d43-a0b5-1b26332f3f28' class='xr-var-data-in' type='checkbox'><label for='data-45f52dad-13cc-4d43-a0b5-1b26332f3f28' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1954., 1955., 1956., 1957., 1958., 1959., 1960., 1961., 1962., 1963.,\n",
" 1964., 1965., 1966., 1967., 1968., 1969., 1970., 1971., 1972., 1973.,\n",
" 1974., 1975., 1976., 1977., 1978., 1979., 1980., 1981., 1982., 1983.,\n",
" 1984., 1985., 1986., 1987., 1988., 1989., 1990., 1991., 1992., 1993.,\n",
" 1994., 1995., 1996., 1997., 1998., 1999., 2000., 2001., 2002., 2003.,\n",
" 2004., 2005., 2006., 2007., 2008., 2009., 2010., 2011., 2012., 2013.,\n",
" 2014., 2015., 2016., 2017.], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-1886dff6-b5d1-4788-a042-e65ee8c0c62f' class='xr-section-summary-in' type='checkbox' checked><label for='section-1886dff6-b5d1-4788-a042-e65ee8c0c62f' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>SST</span></div><div class='xr-var-dims'>(init, lead, member, iteration)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.2076 -0.1969 ... 0.7815 0.7815</div><input id='attrs-4877835d-adbf-4f52-89c5-4d050f93ca80' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4877835d-adbf-4f52-89c5-4d050f93ca80' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7d955695-efdd-4523-a0c3-6bb17d3318c4' class='xr-var-data-in' type='checkbox'><label for='data-7d955695-efdd-4523-a0c3-6bb17d3318c4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[[-0.20759399, -0.19685612, -0.20845685, ..., -0.23760604,\n",
" -0.18739199, -0.25807476],\n",
" [-0.23760604, -0.24041315, -0.19226145, ..., -0.19685612,\n",
" -0.19226145, -0.18739199],\n",
" [-0.24041315, -0.20845685, -0.20845685, ..., -0.19685612,\n",
" -0.2138748 , -0.2138748 ],\n",
" ...,\n",
" [-0.23760604, -0.24041315, -0.19685612, ..., -0.20845685,\n",
" -0.24041315, -0.18739199],\n",
" [-0.19685612, -0.20845685, -0.18739199, ..., -0.17860393,\n",
" -0.17860393, -0.19226145],\n",
" [-0.24041315, -0.19226145, -0.17860393, ..., -0.23760604,\n",
" -0.17860393, -0.17860393]],\n",
"\n",
" [[-0.18630024, -0.20867523, -0.14507206, ..., -0.20620281,\n",
" -0.1124075 , -0.21873931],\n",
" [-0.20620281, -0.15601581, -0.16447079, ..., -0.20867523,\n",
" -0.16447079, -0.1124075 ],\n",
" [-0.15601581, -0.14507206, -0.14507206, ..., -0.20867523,\n",
" -0.10766084, -0.10766084],\n",
"...\n",
" [ 0.7868468 , 0.74238844, 0.80849568, ..., 0.69014014,\n",
" 0.74238844, 0.63614935],\n",
" [ 0.80849568, 0.69014014, 0.63614935, ..., 0.63531422,\n",
" 0.63531422, 0.6849051 ],\n",
" [ 0.74238844, 0.6849051 , 0.63531422, ..., 0.7868468 ,\n",
" 0.63531422, 0.63531422]],\n",
"\n",
" [[ 0.79085455, 0.72262294, 0.74770317, ..., 0.79975702,\n",
" 0.66020551, 0.73844207],\n",
" [ 0.79975702, 0.77068998, 0.77565721, ..., 0.72262294,\n",
" 0.77565721, 0.66020551],\n",
" [ 0.77068998, 0.74770317, 0.74770317, ..., 0.72262294,\n",
" 0.74416999, 0.74416999],\n",
" ...,\n",
" [ 0.79975702, 0.77068998, 0.72262294, ..., 0.74770317,\n",
" 0.77068998, 0.66020551],\n",
" [ 0.72262294, 0.74770317, 0.66020551, ..., 0.78150958,\n",
" 0.78150958, 0.77565721],\n",
" [ 0.77068998, 0.77565721, 0.78150958, ..., 0.79975702,\n",
" 0.78150958, 0.78150958]]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c1e304af-1ee7-44f9-9c73-77f0263eba28' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-c1e304af-1ee7-44f9-9c73-77f0263eba28' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (init: 64, lead: 10, member: 10, iteration: 100)\n",
"Coordinates:\n",
" * lead (lead) int32 1 2 3 4 5 6 7 8 9 10\n",
" * member (member) int32 1 2 3 4 5 6 7 8 9 10\n",
" * init (init) float32 1.954e+03 1.955e+03 ... 2.016e+03 2.017e+03\n",
"Dimensions without coordinates: iteration\n",
"Data variables:\n",
" SST (init, lead, member, iteration) float64 -0.2076 -0.1969 ... 0.7815"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"initialized1 = block_bootstrap(initialized,\n",
" blocks={\"member\": 1},\n",
" n_iteration=100,\n",
" exclude_dims=[[\"init\"]],\n",
" circular=True,)\n",
"initialized1"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x164e4bb80>]"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"initialized1.isel(member=1,lead=1).SST.plot(hue=\"iteration\",add_legend=False)\n",
"initialized.isel(member=1,lead=1).SST.plot(c=\"k\")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/aaron.spring/Coding/climpred/climpred/utils.py:195: 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:195: 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": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"kw=dict(metric=\"rmse\",comparison=\"m2e\",dim=[\"init\",\"member\"])\n",
"climpred.PerfectModelEnsemble(initialized1).verify(**kw).SST.plot(hue=\"iteration\",add_legend=False)\n",
"climpred.PerfectModelEnsemble(initialized).verify(**kw).SST.plot(c='k')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# bootstrap along one dimension: init"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
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"</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
"Dimensions: (lead: 10, member: 10, init: 64, iteration: 100)\n",
"Coordinates:\n",
" * lead (lead) int32 1 2 3 4 5 6 7 8 9 10\n",
" * member (member) int32 1 2 3 4 5 6 7 8 9 10\n",
" * init (init) float32 1.954e+03 1.955e+03 ... 2.016e+03 2.017e+03\n",
"Dimensions without coordinates: iteration\n",
"Data variables:\n",
" SST (lead, member, init, iteration) float64 0.07893 -0.2291 ... 0.2712</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-8a56e903-cb85-4d56-b83d-e7edb59c4927' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-8a56e903-cb85-4d56-b83d-e7edb59c4927' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>lead</span>: 10</li><li><span class='xr-has-index'>member</span>: 10</li><li><span class='xr-has-index'>init</span>: 64</li><li><span>iteration</span>: 100</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-4da24288-bcec-405c-ab5d-96ca27c3222a' class='xr-section-summary-in' type='checkbox' checked><label for='section-4da24288-bcec-405c-ab5d-96ca27c3222a' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lead</span></div><div class='xr-var-dims'>(lead)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 6 7 8 9 10</div><input id='attrs-5beb9b3c-365b-4bf1-bebe-614e4ee9d0ae' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5beb9b3c-365b-4bf1-bebe-614e4ee9d0ae' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-97eac974-51e1-42ab-99cf-9640fd66b3bb' class='xr-var-data-in' type='checkbox'><label for='data-97eac974-51e1-42ab-99cf-9640fd66b3bb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>forecast year</dd><dt><span>units :</span></dt><dd>years</dd></dl></div><div class='xr-var-data'><pre>array([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>member</span></div><div class='xr-var-dims'>(member)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 6 7 8 9 10</div><input id='attrs-7fa6319d-d7f0-4853-b2a7-a613662e47fb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7fa6319d-d7f0-4853-b2a7-a613662e47fb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-33e56c7d-6c93-49d4-a2b2-c9d8c2b52bfe' class='xr-var-data-in' type='checkbox'><label for='data-33e56c7d-6c93-49d4-a2b2-c9d8c2b52bfe' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>ensemble member</dd></dl></div><div class='xr-var-data'><pre>array([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>init</span></div><div class='xr-var-dims'>(init)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>1.954e+03 1.955e+03 ... 2.017e+03</div><input id='attrs-e66f68f7-3a99-4599-8cc5-225c133c9b80' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e66f68f7-3a99-4599-8cc5-225c133c9b80' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7c609514-2f26-4986-a022-cfe3d803ae25' class='xr-var-data-in' type='checkbox'><label for='data-7c609514-2f26-4986-a022-cfe3d803ae25' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1954., 1955., 1956., 1957., 1958., 1959., 1960., 1961., 1962., 1963.,\n",
" 1964., 1965., 1966., 1967., 1968., 1969., 1970., 1971., 1972., 1973.,\n",
" 1974., 1975., 1976., 1977., 1978., 1979., 1980., 1981., 1982., 1983.,\n",
" 1984., 1985., 1986., 1987., 1988., 1989., 1990., 1991., 1992., 1993.,\n",
" 1994., 1995., 1996., 1997., 1998., 1999., 2000., 2001., 2002., 2003.,\n",
" 2004., 2005., 2006., 2007., 2008., 2009., 2010., 2011., 2012., 2013.,\n",
" 2014., 2015., 2016., 2017.], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-fbd3ec59-e809-4431-a46a-66576792dd89' class='xr-section-summary-in' type='checkbox' checked><label for='section-fbd3ec59-e809-4431-a46a-66576792dd89' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>SST</span></div><div class='xr-var-dims'>(lead, member, init, iteration)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.07893 -0.2291 ... 0.1172 0.2712</div><input id='attrs-058d72f0-1a25-48a7-9d35-cd8bceb45802' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-058d72f0-1a25-48a7-9d35-cd8bceb45802' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-32cd62c8-acbf-433f-a92d-eb812244659d' class='xr-var-data-in' type='checkbox'><label for='data-32cd62c8-acbf-433f-a92d-eb812244659d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[[ 7.89342089e-02, -2.29101118e-01, 4.76777394e-02, ...,\n",
" 3.74337241e-01, -5.91676842e-02, 1.40341235e-01],\n",
" [ 5.04395520e-02, -1.46113548e-01, -3.05494204e-02, ...,\n",
" 3.76787756e-01, -2.16021931e-02, 1.69519744e-01],\n",
" [-7.04376129e-02, -4.74099485e-02, -7.27155862e-02, ...,\n",
" 3.79569653e-01, -1.10655786e-01, 1.49966492e-01],\n",
" ...,\n",
" [ 1.49966492e-01, -1.05412105e-01, 7.57281862e-02, ...,\n",
" -2.05528076e-01, 6.17886868e-02, 5.04395520e-02],\n",
" [ 5.21913004e-02, -8.37594033e-02, 2.12129689e-01, ...,\n",
" -2.24645608e-01, -3.43275713e-02, -7.04376129e-02],\n",
" [ 7.57281862e-02, 2.68657603e-02, 1.06885073e-01, ...,\n",
" -1.07474126e-01, 1.09916237e-01, -6.18245648e-02]],\n",
"\n",
" [[ 7.47992776e-02, -2.49643985e-01, 1.27128560e-01, ...,\n",
" 3.90510119e-01, -6.99602945e-02, 2.65695003e-01],\n",
" [ 8.55393642e-02, -9.54092991e-02, -1.44632308e-02, ...,\n",
" 3.97560031e-01, -8.82906109e-02, 1.38717243e-01],\n",
" [ 1.32427698e-02, -3.70079355e-02, -7.27720637e-02, ...,\n",
" 4.11850169e-01, -1.13100991e-01, 2.18853947e-01],\n",
"...\n",
" [ 3.76610674e-01, -9.64635181e-02, 5.50654358e-01, ...,\n",
" -1.78114976e-01, 3.74071225e-02, 2.43363587e-01],\n",
" [ 4.21733273e-01, -8.19051238e-02, 4.37575899e-01, ...,\n",
" -2.30188409e-01, 8.90256001e-03, 2.11433698e-01],\n",
" [ 5.50654358e-01, -3.35104254e-02, 4.55696492e-01, ...,\n",
" -9.17480715e-02, 1.34444076e-01, 2.67882767e-01]],\n",
"\n",
" [[ 2.20828560e-01, -2.69628663e-01, -1.30582993e-02, ...,\n",
" 6.05040293e-01, -2.07393153e-01, 5.22853223e-01],\n",
" [ 1.17238697e-01, -3.38840596e-01, -1.69110318e-02, ...,\n",
" 8.61920010e-01, -1.56863782e-01, 3.56818760e-01],\n",
" [ 1.62151048e-01, -2.27483869e-01, 5.88501679e-02, ...,\n",
" 7.38442068e-01, -3.03221530e-01, 4.44423409e-01],\n",
" ...,\n",
" [ 4.44423409e-01, -5.47378912e-02, 4.44407052e-01, ...,\n",
" -1.56241934e-01, 5.13531941e-02, 1.17238697e-01],\n",
" [ 3.70544143e-01, -1.80873845e-01, 4.41934899e-01, ...,\n",
" -2.44121117e-01, 2.25612686e-01, 1.62151048e-01],\n",
" [ 4.44407052e-01, 1.03514304e-01, 4.65078971e-01, ...,\n",
" -1.49564592e-01, 1.17167451e-01, 2.71230380e-01]]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8b702157-868e-4906-ba42-a212df4e5bff' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-8b702157-868e-4906-ba42-a212df4e5bff' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (lead: 10, member: 10, init: 64, iteration: 100)\n",
"Coordinates:\n",
" * lead (lead) int32 1 2 3 4 5 6 7 8 9 10\n",
" * member (member) int32 1 2 3 4 5 6 7 8 9 10\n",
" * init (init) float32 1.954e+03 1.955e+03 ... 2.016e+03 2.017e+03\n",
"Dimensions without coordinates: iteration\n",
"Data variables:\n",
" SST (lead, member, init, iteration) float64 0.07893 -0.2291 ... 0.2712"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"initialized1i = block_bootstrap(initialized,\n",
" blocks={\"init\": 5},\n",
" n_iteration=100,\n",
" exclude_dims=[[\"member\"]],\n",
" circular=True,)\n",
"initialized1i"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x1648c0340>]"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"initialized1i.isel(member=1,lead=1).SST.plot(hue=\"iteration\",add_legend=False)\n",
"initialized.isel(member=1,lead=1).SST.plot(c=\"k\")"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/aaron.spring/Coding/climpred/climpred/utils.py:195: 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:195: 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": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"kw=dict(metric=\"rmse\",comparison=\"m2e\",dim=[\"init\",\"member\"])\n",
"climpred.PerfectModelEnsemble(initialized1i).verify(**kw).SST.plot(hue=\"iteration\",add_legend=False)\n",
"climpred.PerfectModelEnsemble(initialized).verify(**kw).SST.plot(c='k')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# bootstrap along two dimensions\n",
"\n",
"mimicks uninitialized resampling or initialized resampling?"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
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"</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
"Dimensions: (lead: 10, member: 10, init: 64, iteration: 100)\n",
"Coordinates:\n",
" * lead (lead) int32 1 2 3 4 5 6 7 8 9 10\n",
" * member (member) int32 1 2 3 4 5 6 7 8 9 10\n",
" * init (init) float32 1.954e+03 1.955e+03 ... 2.016e+03 2.017e+03\n",
"Dimensions without coordinates: iteration\n",
"Data variables:\n",
" SST (lead, member, init, iteration) float64 -0.1461 0.1962 ... -0.05474</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-849d0de6-c580-44db-9511-10fc4d75f77f' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-849d0de6-c580-44db-9511-10fc4d75f77f' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>lead</span>: 10</li><li><span class='xr-has-index'>member</span>: 10</li><li><span class='xr-has-index'>init</span>: 64</li><li><span>iteration</span>: 100</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-1e89d8ef-4b46-455b-a087-6f3b206e5900' class='xr-section-summary-in' type='checkbox' checked><label for='section-1e89d8ef-4b46-455b-a087-6f3b206e5900' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lead</span></div><div class='xr-var-dims'>(lead)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 6 7 8 9 10</div><input id='attrs-cdf8aa24-bf51-4d29-b222-34c469b79c7f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cdf8aa24-bf51-4d29-b222-34c469b79c7f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a227b3b4-c794-4265-a8cf-3dc631e275f6' class='xr-var-data-in' type='checkbox'><label for='data-a227b3b4-c794-4265-a8cf-3dc631e275f6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>forecast year</dd><dt><span>units :</span></dt><dd>years</dd></dl></div><div class='xr-var-data'><pre>array([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>member</span></div><div class='xr-var-dims'>(member)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 6 7 8 9 10</div><input id='attrs-8aa7b4a9-e69b-439c-9a29-9541c72e778a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8aa7b4a9-e69b-439c-9a29-9541c72e778a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-af9bf781-faab-4edb-8fc2-de9a3141807f' class='xr-var-data-in' type='checkbox'><label for='data-af9bf781-faab-4edb-8fc2-de9a3141807f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>ensemble member</dd></dl></div><div class='xr-var-data'><pre>array([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>init</span></div><div class='xr-var-dims'>(init)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>1.954e+03 1.955e+03 ... 2.017e+03</div><input id='attrs-9bae7338-22f4-4c09-8f23-578854a42d3a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9bae7338-22f4-4c09-8f23-578854a42d3a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-634ae3a1-751a-4410-a37e-1a609ffc7c3e' class='xr-var-data-in' type='checkbox'><label for='data-634ae3a1-751a-4410-a37e-1a609ffc7c3e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1954., 1955., 1956., 1957., 1958., 1959., 1960., 1961., 1962., 1963.,\n",
" 1964., 1965., 1966., 1967., 1968., 1969., 1970., 1971., 1972., 1973.,\n",
" 1974., 1975., 1976., 1977., 1978., 1979., 1980., 1981., 1982., 1983.,\n",
" 1984., 1985., 1986., 1987., 1988., 1989., 1990., 1991., 1992., 1993.,\n",
" 1994., 1995., 1996., 1997., 1998., 1999., 2000., 2001., 2002., 2003.,\n",
" 2004., 2005., 2006., 2007., 2008., 2009., 2010., 2011., 2012., 2013.,\n",
" 2014., 2015., 2016., 2017.], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7d74d4c3-ca03-41c7-ba68-19bc2cfa995e' class='xr-section-summary-in' type='checkbox' checked><label for='section-7d74d4c3-ca03-41c7-ba68-19bc2cfa995e' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>SST</span></div><div class='xr-var-dims'>(lead, member, init, iteration)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.1461 0.1962 ... 0.405 -0.05474</div><input id='attrs-ace4ca06-7922-400b-897e-eb9a06e98c9b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ace4ca06-7922-400b-897e-eb9a06e98c9b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b616f0ff-8b02-4d8b-813c-cc4da63c3a40' class='xr-var-data-in' type='checkbox'><label for='data-b616f0ff-8b02-4d8b-813c-cc4da63c3a40' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[[-1.46113548e-01, 1.96152885e-01, -8.96787534e-02, ...,\n",
" -2.05907644e-01, 5.07718363e-02, -1.80224500e-01],\n",
" [-4.74099485e-02, 1.26508407e-01, -1.61913451e-01, ...,\n",
" -9.09410699e-02, 3.90598249e-03, -1.21275767e-01],\n",
" [-5.91676842e-02, 1.24971453e-01, -2.12403272e-01, ...,\n",
" -2.06831189e-01, -1.96167123e-02, -1.42610878e-01],\n",
" ...,\n",
" [-1.46113548e-01, -7.27720637e-02, -2.13443132e-01, ...,\n",
" -1.81370930e-01, -1.10178831e-01, 1.24971453e-01],\n",
" [-4.74099485e-02, -1.55931518e-01, -8.96787534e-02, ...,\n",
" -1.92294417e-01, -7.11886267e-02, 2.65695003e-01],\n",
" [-5.91676842e-02, -7.40478235e-02, -1.61913451e-01, ...,\n",
" -1.55786550e-01, -5.63745345e-02, 1.38717243e-01]],\n",
"\n",
" [[ 1.43444631e-01, -7.86050633e-02, 1.85872590e-03, ...,\n",
" 2.51568521e-03, -8.89178669e-02, -1.44044925e-01],\n",
" [ 9.48269153e-02, -9.82379769e-02, 1.57614389e-02, ...,\n",
" 1.75387203e-02, -2.00662720e-01, -1.80305473e-01],\n",
" [ 1.84317576e-01, -1.56364581e-01, 2.05591564e-01, ...,\n",
" 5.26107307e-02, -1.82679696e-01, -1.18642401e-01],\n",
"...\n",
" [ 4.38613821e-01, 2.71016415e-01, 4.60684884e-01, ...,\n",
" -9.64635181e-02, 4.03056380e-01, 1.23551688e-01],\n",
" [ 3.29696725e-01, 2.21211001e-01, 4.77547078e-01, ...,\n",
" -8.19051238e-02, 4.66178316e-01, 2.18425407e-01],\n",
" [ 4.41613357e-01, 2.45450028e-01, 5.32036993e-01, ...,\n",
" -3.35104254e-02, 3.78687284e-01, 7.37029474e-02]],\n",
"\n",
" [[-3.03221530e-01, 4.65078971e-01, 2.65963572e-02, ...,\n",
" 2.51815243e-01, 3.90849005e-01, -1.87943702e-01],\n",
" [-1.56241934e-01, 5.01894082e-01, 2.82016900e-01, ...,\n",
" 2.00167712e-01, 4.24540930e-01, -9.03506300e-02],\n",
" [-2.44121117e-01, 4.62326051e-01, 2.51815243e-01, ...,\n",
" 3.29217933e-01, 4.04976690e-01, -1.44159970e-01],\n",
" ...,\n",
" [ 2.25612686e-01, -2.69628663e-01, -1.10114116e-02, ...,\n",
" 1.29908140e-01, 3.90849005e-01, -9.03506300e-02],\n",
" [ 1.17167451e-01, -3.38840596e-01, -4.18341820e-02, ...,\n",
" 2.65963572e-02, 4.24540930e-01, -1.44159970e-01],\n",
" [ 2.05744600e-01, -2.27483869e-01, -4.84794001e-02, ...,\n",
" 2.82016900e-01, 4.04976690e-01, -5.47378912e-02]]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2de10728-e85d-4724-ab41-9ab78715f1e0' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-2de10728-e85d-4724-ab41-9ab78715f1e0' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (lead: 10, member: 10, init: 64, iteration: 100)\n",
"Coordinates:\n",
" * lead (lead) int32 1 2 3 4 5 6 7 8 9 10\n",
" * member (member) int32 1 2 3 4 5 6 7 8 9 10\n",
" * init (init) float32 1.954e+03 1.955e+03 ... 2.016e+03 2.017e+03\n",
"Dimensions without coordinates: iteration\n",
"Data variables:\n",
" SST (lead, member, init, iteration) float64 -0.1461 0.1962 ... -0.05474"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"initialized2 = block_bootstrap(initialized,\n",
" blocks={\"member\": 1,\"init\":5},\n",
" n_iteration=100,\n",
" exclude_dims=[[]],\n",
" circular=True,\n",
")\n",
"initialized2"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x164c192e0>]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"initialized2.isel(member=1,lead=1).SST.plot(hue=\"iteration\", add_legend=False)\n",
"initialized.isel(member=1,lead=1).SST.plot(c=\"k\")"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/aaron.spring/Coding/climpred/climpred/utils.py:195: 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:195: 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": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"climpred.PerfectModelEnsemble(initialized2).verify(**kw).SST.plot(hue=\"iteration\",add_legend=False)\n",
"climpred.PerfectModelEnsemble(initialized).verify(**kw).SST.plot(c='k')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:climpred-dev] *",
"language": "python",
"name": "conda-env-climpred-dev-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.10"
},
"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
}
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