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bootstrapping multiplicative bias correction and quantile mapping in climpred
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "id": "a0642620-5416-4422-9091-40f2533be4dc", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import climpred\n", | |
| "import xarray as xr\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "from climpred import HindcastEnsemble\n", | |
| "from climpred.stats import rm_trend, rm_poly\n", | |
| "\n", | |
| "hind = climpred.tutorial.load_dataset('CESM-DP-SST')+2 # CESM-DPLE hindcast ensemble output.\n", | |
| "obs = climpred.tutorial.load_dataset('ERSST') # observations\n", | |
| "hind[\"lead\"].attrs[\"units\"] = \"years\"\n", | |
| "\n", | |
| "obs = obs - obs.sel(time=slice('1964', '2014')).mean('time') + 2\n", | |
| "\n", | |
| "o=2\n", | |
| "obs = rm_poly(obs, deg=o)\n", | |
| "\n", | |
| "obs = (obs + 1) * 2 -1 # artificial mul_bias\n", | |
| "\n", | |
| "hind = rm_poly(hind, dim='init', deg=o)+1" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "id": "364fcca7-443c-412a-9574-4ad4f4a87a76", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "hind['init']=xr.cftime_range(start='2000', freq='MS', periods=hind.init.size)\n", | |
| "hind['lead'].attrs['units']='months'\n", | |
| "obs['time']=xr.cftime_range(start='2000',freq='MS',periods=obs.time.size)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "id": "51838bdf-b944-4ea5-9e51-fbd94575fbe9", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<AxesSubplot:xlabel='time', ylabel='SST'>" | |
| ] | |
| }, | |
| "execution_count": 3, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 720x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "hindcast = HindcastEnsemble(hind)\n", | |
| "hindcast = hindcast.add_observations(obs)\n", | |
| "hindcast.plot()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "id": "32d33bf6-60f9-4273-affc-c9acb82bca40", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "metric='mae'\n", | |
| "skill = hindcast.verify(metric=metric, comparison='e2o', dim=['init'], alignment='same_inits')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "125b3e81-27b1-4a13-930c-bb8811dbb0da", | |
| "metadata": {}, | |
| "source": [ | |
| "# manually" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "id": "bfade6e7-1160-4c94-90b3-a01164fca2a7", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "from climpred.metrics import Metric" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "id": "87a8cb0d-6bac-41c2-8bf2-eacf9b2da418", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "def mul_bias(forecast, obs, dim=None, **metric_kwargs):\n", | |
| " return (forecast/obs).mean(dim=dim)\n", | |
| " \n", | |
| "Mul_bias = Metric('mul_bias',mul_bias, True, False, 0)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "id": "822590b5-3936-4549-b2a3-5a14a95123e7", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "def spread(forecast, obs, dim=None, **metric_kwargs):\n", | |
| " return forecast.std(dim)\n", | |
| " \n", | |
| "Spread = Metric('mul_bias',spread, True, False, 0)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "id": "b43875f4-8c17-47b7-b865-96e12fb2dc99", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "[<matplotlib.lines.Line2D at 0x14114f520>]" | |
| ] | |
| }, | |
| "execution_count": 8, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "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": [ | |
| "m_bias = hindcast.verify(metric=Mul_bias, comparison='e2o', dim=['init'], alignment='same_inits')\n", | |
| "\n", | |
| "m_bias.SST.plot()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "id": "452652d2-a580-4030-adb2-9d7202528f6a", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "[<matplotlib.lines.Line2D at 0x141276070>]" | |
| ] | |
| }, | |
| "execution_count": 9, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "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": [ | |
| "spread_ = hindcast.verify(metric=Spread, comparison='e2o', dim=['init'], alignment='same_inits')\n", | |
| "\n", | |
| "spread_.SST.plot()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 10, | |
| "id": "d8d8da8c-c9d4-4af7-8970-16a9ea650665", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n", | |
| "<defs>\n", | |
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| "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n", | |
| " *\n", | |
| " */\n", | |
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| " --xr-border-color: var(--jp-border-color2, #e0e0e0);\n", | |
| " --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n", | |
| " --xr-background-color: var(--jp-layout-color0, white);\n", | |
| " --xr-background-color-row-even: var(--jp-layout-color1, white);\n", | |
| " --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n", | |
| "}\n", | |
| "\n", | |
| "html[theme=dark],\n", | |
| "body.vscode-dark {\n", | |
| " --xr-font-color0: rgba(255, 255, 255, 1);\n", | |
| " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", | |
| " --xr-font-color3: rgba(255, 255, 255, 0.38);\n", | |
| " --xr-border-color: #1F1F1F;\n", | |
| " --xr-disabled-color: #515151;\n", | |
| " --xr-background-color: #111111;\n", | |
| " --xr-background-color-row-even: #111111;\n", | |
| " --xr-background-color-row-odd: #313131;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-wrap {\n", | |
| " display: block;\n", | |
| " min-width: 300px;\n", | |
| " max-width: 700px;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-text-repr-fallback {\n", | |
| " /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n", | |
| " display: none;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-header {\n", | |
| " padding-top: 6px;\n", | |
| " padding-bottom: 6px;\n", | |
| " margin-bottom: 4px;\n", | |
| " border-bottom: solid 1px var(--xr-border-color);\n", | |
| "}\n", | |
| "\n", | |
| ".xr-header > div,\n", | |
| ".xr-header > ul {\n", | |
| " display: inline;\n", | |
| " margin-top: 0;\n", | |
| " margin-bottom: 0;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-obj-type,\n", | |
| ".xr-array-name {\n", | |
| " margin-left: 2px;\n", | |
| " margin-right: 10px;\n", | |
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| "\n", | |
| ".xr-obj-type {\n", | |
| " color: var(--xr-font-color2);\n", | |
| "}\n", | |
| "\n", | |
| ".xr-sections {\n", | |
| " padding-left: 0 !important;\n", | |
| " display: grid;\n", | |
| " grid-template-columns: 150px auto auto 1fr 20px 20px;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-section-item {\n", | |
| " display: contents;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-section-item input {\n", | |
| " display: none;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-section-item input + label {\n", | |
| " color: var(--xr-disabled-color);\n", | |
| "}\n", | |
| "\n", | |
| ".xr-section-item input:enabled + label {\n", | |
| " cursor: pointer;\n", | |
| " color: var(--xr-font-color2);\n", | |
| "}\n", | |
| "\n", | |
| ".xr-section-item input:enabled + label:hover {\n", | |
| " color: var(--xr-font-color0);\n", | |
| "}\n", | |
| "\n", | |
| ".xr-section-summary {\n", | |
| " grid-column: 1;\n", | |
| " color: var(--xr-font-color2);\n", | |
| " font-weight: 500;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-section-summary > span {\n", | |
| " display: inline-block;\n", | |
| " padding-left: 0.5em;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-section-summary-in:disabled + label {\n", | |
| " color: var(--xr-font-color2);\n", | |
| "}\n", | |
| "\n", | |
| ".xr-section-summary-in + label:before {\n", | |
| " display: inline-block;\n", | |
| " content: '►';\n", | |
| " font-size: 11px;\n", | |
| " width: 15px;\n", | |
| " text-align: center;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-section-summary-in:disabled + label:before {\n", | |
| " color: var(--xr-disabled-color);\n", | |
| "}\n", | |
| "\n", | |
| ".xr-section-summary-in:checked + label:before {\n", | |
| " content: '▼';\n", | |
| "}\n", | |
| "\n", | |
| ".xr-section-summary-in:checked + label > span {\n", | |
| " display: none;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-section-summary,\n", | |
| ".xr-section-inline-details {\n", | |
| " padding-top: 4px;\n", | |
| " padding-bottom: 4px;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-section-inline-details {\n", | |
| " grid-column: 2 / -1;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-section-details {\n", | |
| " display: none;\n", | |
| " grid-column: 1 / -1;\n", | |
| " margin-bottom: 5px;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-section-summary-in:checked ~ .xr-section-details {\n", | |
| " display: contents;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-array-wrap {\n", | |
| " grid-column: 1 / -1;\n", | |
| " display: grid;\n", | |
| " grid-template-columns: 20px auto;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-array-wrap > label {\n", | |
| " grid-column: 1;\n", | |
| " vertical-align: top;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-preview {\n", | |
| " color: var(--xr-font-color3);\n", | |
| "}\n", | |
| "\n", | |
| ".xr-array-preview,\n", | |
| ".xr-array-data {\n", | |
| " padding: 0 5px !important;\n", | |
| " grid-column: 2;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-array-data,\n", | |
| ".xr-array-in:checked ~ .xr-array-preview {\n", | |
| " display: none;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-array-in:checked ~ .xr-array-data,\n", | |
| ".xr-array-preview {\n", | |
| " display: inline-block;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-dim-list {\n", | |
| " display: inline-block !important;\n", | |
| " list-style: none;\n", | |
| " padding: 0 !important;\n", | |
| " margin: 0;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-dim-list li {\n", | |
| " display: inline-block;\n", | |
| " padding: 0;\n", | |
| " margin: 0;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-dim-list:before {\n", | |
| " content: '(';\n", | |
| "}\n", | |
| "\n", | |
| ".xr-dim-list:after {\n", | |
| " content: ')';\n", | |
| "}\n", | |
| "\n", | |
| ".xr-dim-list li:not(:last-child):after {\n", | |
| " content: ',';\n", | |
| " padding-right: 5px;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-has-index {\n", | |
| " font-weight: bold;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-var-list,\n", | |
| ".xr-var-item {\n", | |
| " display: contents;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-var-item > div,\n", | |
| ".xr-var-item label,\n", | |
| ".xr-var-item > .xr-var-name span {\n", | |
| " background-color: var(--xr-background-color-row-even);\n", | |
| " margin-bottom: 0;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-var-item > .xr-var-name:hover span {\n", | |
| " padding-right: 5px;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-var-list > li:nth-child(odd) > div,\n", | |
| ".xr-var-list > li:nth-child(odd) > label,\n", | |
| ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n", | |
| " background-color: var(--xr-background-color-row-odd);\n", | |
| "}\n", | |
| "\n", | |
| ".xr-var-name {\n", | |
| " grid-column: 1;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-var-dims {\n", | |
| " grid-column: 2;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-var-dtype {\n", | |
| " grid-column: 3;\n", | |
| " text-align: right;\n", | |
| " color: var(--xr-font-color2);\n", | |
| "}\n", | |
| "\n", | |
| ".xr-var-preview {\n", | |
| " grid-column: 4;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-var-name,\n", | |
| ".xr-var-dims,\n", | |
| ".xr-var-dtype,\n", | |
| ".xr-preview,\n", | |
| ".xr-attrs dt {\n", | |
| " white-space: nowrap;\n", | |
| " overflow: hidden;\n", | |
| " text-overflow: ellipsis;\n", | |
| " padding-right: 10px;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-var-name:hover,\n", | |
| ".xr-var-dims:hover,\n", | |
| ".xr-var-dtype:hover,\n", | |
| ".xr-attrs dt:hover {\n", | |
| " overflow: visible;\n", | |
| " width: auto;\n", | |
| " z-index: 1;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-var-attrs,\n", | |
| ".xr-var-data {\n", | |
| " display: none;\n", | |
| " background-color: var(--xr-background-color) !important;\n", | |
| " padding-bottom: 5px !important;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", | |
| ".xr-var-data-in:checked ~ .xr-var-data {\n", | |
| " display: block;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-var-data > table {\n", | |
| " float: right;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-var-name span,\n", | |
| ".xr-var-data,\n", | |
| ".xr-attrs {\n", | |
| " padding-left: 25px !important;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-attrs,\n", | |
| ".xr-var-attrs,\n", | |
| ".xr-var-data {\n", | |
| " grid-column: 1 / -1;\n", | |
| "}\n", | |
| "\n", | |
| "dl.xr-attrs {\n", | |
| " padding: 0;\n", | |
| " margin: 0;\n", | |
| " display: grid;\n", | |
| " grid-template-columns: 125px auto;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-attrs dt,\n", | |
| ".xr-attrs dd {\n", | |
| " padding: 0;\n", | |
| " margin: 0;\n", | |
| " float: left;\n", | |
| " padding-right: 10px;\n", | |
| " width: auto;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-attrs dt {\n", | |
| " font-weight: normal;\n", | |
| " grid-column: 1;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-attrs dt:hover span {\n", | |
| " display: inline-block;\n", | |
| " background: var(--xr-background-color);\n", | |
| " padding-right: 10px;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-attrs dd {\n", | |
| " grid-column: 2;\n", | |
| " white-space: pre-wrap;\n", | |
| " word-break: break-all;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-icon-database,\n", | |
| ".xr-icon-file-text2 {\n", | |
| " display: inline-block;\n", | |
| " vertical-align: middle;\n", | |
| " width: 1em;\n", | |
| " height: 1.5em !important;\n", | |
| " stroke-width: 0;\n", | |
| " stroke: currentColor;\n", | |
| " fill: currentColor;\n", | |
| "}\n", | |
| "</style><pre class='xr-text-repr-fallback'><xarray.Dataset>\n", | |
| "Dimensions: (init: 64, lead: 10, member: 10)\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) object 2000-01-01 00:00:00 ... 2005-04-01 00:00:00\n", | |
| " month (init) int64 1 2 3 4 5 6 7 8 9 10 11 ... 6 7 8 9 10 11 12 1 2 3 4\n", | |
| "Data variables:\n", | |
| " SST (init, lead, member) float64 0.8774 0.8943 0.9227 ... 1.021 1.013</pre><div class='xr-wrap' hidden><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-68fbd501-9ce3-4e26-9a4b-19f04217215d' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-68fbd501-9ce3-4e26-9a4b-19f04217215d' 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></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-29f854ae-093d-4707-8e52-fe67b9c7aa58' class='xr-section-summary-in' type='checkbox' checked><label for='section-29f854ae-093d-4707-8e52-fe67b9c7aa58' class='xr-section-summary' >Coordinates: <span>(4)</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-3937da97-1dff-4de1-86b5-55b2adbd8006' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3937da97-1dff-4de1-86b5-55b2adbd8006' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e9ddb445-6ce1-44ef-a594-f79bab8b4a8f' class='xr-var-data-in' type='checkbox'><label for='data-e9ddb445-6ce1-44ef-a594-f79bab8b4a8f' 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>months</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-016ff158-1dd1-4525-8ced-ac080702e368' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-016ff158-1dd1-4525-8ced-ac080702e368' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3a161353-5fe1-47fe-901c-1795e17a529b' class='xr-var-data-in' type='checkbox'><label for='data-3a161353-5fe1-47fe-901c-1795e17a529b' 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'>object</div><div class='xr-var-preview xr-preview'>2000-01-01 00:00:00 ... 2005-04-...</div><input id='attrs-90ad1d04-ad5b-461d-950b-2e7de6629f71' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-90ad1d04-ad5b-461d-950b-2e7de6629f71' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8c61d85e-fa60-4fbc-9e62-60e36fbf77a8' class='xr-var-data-in' type='checkbox'><label for='data-8c61d85e-fa60-4fbc-9e62-60e36fbf77a8' 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([cftime.DatetimeGregorian(2000, 1, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2000, 2, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2000, 3, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2000, 4, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2000, 5, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2000, 6, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2000, 7, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2000, 8, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2000, 9, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2000, 10, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2000, 11, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2000, 12, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2001, 1, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2001, 2, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2001, 3, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2001, 4, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2001, 5, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2001, 6, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2001, 7, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2001, 8, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2001, 9, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2001, 10, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2001, 11, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2001, 12, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2002, 1, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2002, 2, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2002, 3, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2002, 4, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2002, 5, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2002, 6, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2002, 7, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2002, 8, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2002, 9, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2002, 10, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2002, 11, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2002, 12, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2003, 1, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2003, 2, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2003, 3, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2003, 4, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2003, 5, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2003, 6, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2003, 7, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2003, 8, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2003, 9, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2003, 10, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2003, 11, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2003, 12, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2004, 1, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2004, 2, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2004, 3, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2004, 4, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2004, 5, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2004, 6, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2004, 7, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2004, 8, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2004, 9, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2004, 10, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2004, 11, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2004, 12, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2005, 1, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2005, 2, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2005, 3, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2005, 4, 1, 0, 0, 0, 0, has_year_zero=False)],\n", | |
| " dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>month</span></div><div class='xr-var-dims'>(init)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 6 7 ... 10 11 12 1 2 3 4</div><input id='attrs-1130f403-6753-4b24-a8da-c83354542e4d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1130f403-6753-4b24-a8da-c83354542e4d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a4042dee-7574-418d-9a06-4c7a08212d81' class='xr-var-data-in' type='checkbox'><label for='data-a4042dee-7574-418d-9a06-4c7a08212d81' 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, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 1, 2, 3, 4, 5,\n", | |
| " 6, 7, 8, 9, 10, 11, 12, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10,\n", | |
| " 11, 12, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 1, 2, 3,\n", | |
| " 4, 5, 6, 7, 8, 9, 10, 11, 12, 1, 2, 3, 4])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c8e096e8-5b33-4a88-886b-59bf78e30222' class='xr-section-summary-in' type='checkbox' checked><label for='section-c8e096e8-5b33-4a88-886b-59bf78e30222' 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)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.8774 0.8943 ... 1.021 1.013</div><input id='attrs-fb2d4cfc-b0e0-4ef8-ae0f-43870eb48b8d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fb2d4cfc-b0e0-4ef8-ae0f-43870eb48b8d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1ecf9325-381f-446d-b066-ab93ce45e5fd' class='xr-var-data-in' type='checkbox'><label for='data-1ecf9325-381f-446d-b066-ab93ce45e5fd' 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([[[0.87737724, 0.89431075, 0.9227044 , ..., 0.90150201,\n", | |
| " 0.91233226, 0.84659988],\n", | |
| " [0.93812312, 0.89706584, 0.91882706, ..., 0.91870574,\n", | |
| " 0.98601721, 0.86966159],\n", | |
| " [1.05771996, 1.01034629, 0.96893091, ..., 1.0016733 ,\n", | |
| " 1.06828653, 0.97767744],\n", | |
| " ...,\n", | |
| " [0.97393582, 0.99059548, 0.93597851, ..., 1.09291754,\n", | |
| " 0.98993789, 1.01730725],\n", | |
| " [1.01692546, 0.95235801, 0.96997088, ..., 1.05967972,\n", | |
| " 0.98370065, 1.05323928],\n", | |
| " [0.91417236, 0.9176456 , 0.91922243, ..., 0.94751795,\n", | |
| " 0.90145374, 0.91813159]],\n", | |
| "\n", | |
| " [[0.8902803 , 0.85526836, 0.90563243, ..., 0.89067538,\n", | |
| " 0.91919459, 0.89115112],\n", | |
| " [0.87229079, 0.88103677, 0.82555784, ..., 0.98607812,\n", | |
| " 0.97033052, 0.90788519],\n", | |
| " [1.03722306, 1.01080839, 0.91756419, ..., 0.96732897,\n", | |
| " 0.97612019, 0.97949098],\n", | |
| "...\n", | |
| " [1.00700246, 1.00484429, 1.04712993, ..., 1.00418707,\n", | |
| " 0.83611881, 1.04253333],\n", | |
| " [1.04944116, 1.05336548, 0.96790035, ..., 0.97969095,\n", | |
| " 0.93093588, 1.06673932],\n", | |
| " [1.05882388, 0.96903586, 0.89311233, ..., 0.97756449,\n", | |
| " 1.03954017, 1.14791471]],\n", | |
| "\n", | |
| " [[1.01838494, 1.02225145, 0.94389326, ..., 1.0254902 ,\n", | |
| " 0.98584237, 1.00930422],\n", | |
| " [0.95913189, 1.09618501, 0.87168427, ..., 1.02148522,\n", | |
| " 1.00098986, 1.01380973],\n", | |
| " [0.97635241, 1.06261116, 0.88615243, ..., 1.034212 ,\n", | |
| " 0.89208714, 0.9671234 ],\n", | |
| " ...,\n", | |
| " [1.0662405 , 0.96495074, 0.8887246 , ..., 0.9053119 ,\n", | |
| " 0.96324386, 1.05716005],\n", | |
| " [1.02698213, 0.96964508, 0.96677009, ..., 0.94315683,\n", | |
| " 1.01718486, 1.03042299],\n", | |
| " [0.99960195, 0.99568665, 1.08163331, ..., 1.00489234,\n", | |
| " 1.02141788, 1.01330006]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4747b9cc-6e5e-4296-8e4c-a43017694594' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-4747b9cc-6e5e-4296-8e4c-a43017694594' 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)\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) object 2000-01-01 00:00:00 ... 2005-04-01 00:00:00\n", | |
| " month (init) int64 1 2 3 4 5 6 7 8 9 10 11 ... 6 7 8 9 10 11 12 1 2 3 4\n", | |
| "Data variables:\n", | |
| " SST (init, lead, member) float64 0.8774 0.8943 0.9227 ... 1.021 1.013" | |
| ] | |
| }, | |
| "execution_count": 10, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "hindcast.get_initialized().groupby('init.month') - hindcast.get_initialized().std('member').groupby('init.month').mean()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 11, | |
| "id": "f56b0e62-7019-48aa-9a84-e24e3b86446f", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "def spread(forecast, obs, dim='member', **metric_kwargs):\n", | |
| " return forecast.std(dim)\n", | |
| "Spread = Metric('mul_bias',spread, True, False, 0)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 12, | |
| "id": "30537ec8-8211-49d2-a2db-ba2559e29b53", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "seasonality = 'month'" | |
| ] | |
| }, | |
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| "cell_type": "code", | |
| "execution_count": 13, | |
| "id": "ee201d50-62ef-407c-80a4-34acb9b6a010", | |
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| "\n", | |
| ".xr-icon-database,\n", | |
| ".xr-icon-file-text2 {\n", | |
| " display: inline-block;\n", | |
| " vertical-align: middle;\n", | |
| " width: 1em;\n", | |
| " height: 1.5em !important;\n", | |
| " stroke-width: 0;\n", | |
| " stroke: currentColor;\n", | |
| " fill: currentColor;\n", | |
| "}\n", | |
| "</style><pre class='xr-text-repr-fallback'><xarray.Dataset>\n", | |
| "Dimensions: (init: 60, lead: 10)\n", | |
| "Coordinates:\n", | |
| " * init (init) object 2000-02-01 00:00:00 ... 2005-01-01 00:00:00\n", | |
| " * lead (lead) int32 1 2 3 4 5 6 7 8 9 10\n", | |
| " skill <U11 'initialized'\n", | |
| "Data variables:\n", | |
| " SST (lead, init) float64 0.02816 0.02223 0.02257 ... 0.05662 0.07542</pre><div class='xr-wrap' hidden><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-e8674ba5-c12c-4859-b463-ee02e924dccb' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e8674ba5-c12c-4859-b463-ee02e924dccb' 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>: 60</li><li><span class='xr-has-index'>lead</span>: 10</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-b1f96cd6-db6d-4d4e-b243-697488f06c65' class='xr-section-summary-in' type='checkbox' checked><label for='section-b1f96cd6-db6d-4d4e-b243-697488f06c65' 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'>init</span></div><div class='xr-var-dims'>(init)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>2000-02-01 00:00:00 ... 2005-01-...</div><input id='attrs-dc6402df-c880-4dce-ae66-e0bcea0369c1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-dc6402df-c880-4dce-ae66-e0bcea0369c1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2916746f-d1d0-4a69-88e0-d9ba481bf936' class='xr-var-data-in' type='checkbox'><label for='data-2916746f-d1d0-4a69-88e0-d9ba481bf936' 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([cftime.DatetimeGregorian(2000, 2, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2000, 3, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2000, 4, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2000, 5, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2000, 6, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2000, 7, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2000, 8, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2000, 9, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2000, 10, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2000, 11, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2000, 12, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2001, 1, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2001, 2, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2001, 3, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2001, 4, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2001, 5, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2001, 6, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2001, 7, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2001, 8, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2001, 9, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2001, 10, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2001, 11, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2001, 12, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2002, 1, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2002, 2, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2002, 3, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2002, 4, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2002, 5, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2002, 6, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2002, 7, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2002, 8, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2002, 9, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2002, 10, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2002, 11, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2002, 12, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2003, 1, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2003, 2, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2003, 3, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2003, 4, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2003, 5, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2003, 6, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2003, 7, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2003, 8, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2003, 9, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2003, 10, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2003, 11, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2003, 12, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2004, 1, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2004, 2, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2004, 3, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2004, 4, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2004, 5, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2004, 6, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2004, 7, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2004, 8, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2004, 9, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2004, 10, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2004, 11, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2004, 12, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeGregorian(2005, 1, 1, 0, 0, 0, 0, has_year_zero=False)],\n", | |
| " dtype=object)</pre></div></li><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-d6b08af7-2357-49c0-aa69-dcb1c705d5ab' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d6b08af7-2357-49c0-aa69-dcb1c705d5ab' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-81385681-6007-4a22-964f-527f20315acf' class='xr-var-data-in' type='checkbox'><label for='data-81385681-6007-4a22-964f-527f20315acf' 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>months</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>skill</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'><U11</div><div class='xr-var-preview xr-preview'>'initialized'</div><input id='attrs-3c7cb025-221a-4dab-89fb-12666242eb41' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3c7cb025-221a-4dab-89fb-12666242eb41' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e94c66c9-b8df-40be-a02f-71d3219f6f16' class='xr-var-data-in' type='checkbox'><label for='data-e94c66c9-b8df-40be-a02f-71d3219f6f16' 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('initialized', dtype='<U11')</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-97fda6d9-ccbb-4a19-aa72-3ec4a0551e92' class='xr-section-summary-in' type='checkbox' checked><label for='section-97fda6d9-ccbb-4a19-aa72-3ec4a0551e92' 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, init)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.02816 0.02223 ... 0.05662 0.07542</div><input id='attrs-92e71439-6680-4de1-8298-7b04cd29ed5b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-92e71439-6680-4de1-8298-7b04cd29ed5b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-81b99502-36d1-40a4-8e73-a6542b727231' class='xr-var-data-in' type='checkbox'><label for='data-81b99502-36d1-40a4-8e73-a6542b727231' 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([[0.02815686, 0.02223327, 0.02257331, 0.02663718, 0.02364994,\n", | |
| " 0.03755395, 0.03220584, 0.02719417, 0.02940688, 0.04326615,\n", | |
| " 0.03140778, 0.04082658, 0.02492377, 0.02723741, 0.0305291 ,\n", | |
| " 0.02380364, 0.03402626, 0.03348439, 0.03418025, 0.02245674,\n", | |
| " 0.02614642, 0.03213211, 0.03123302, 0.03158068, 0.03798334,\n", | |
| " 0.02752986, 0.03772935, 0.01849933, 0.0553034 , 0.01869602,\n", | |
| " 0.02086617, 0.02547142, 0.03867883, 0.03633416, 0.02027433,\n", | |
| " 0.02961833, 0.0325549 , 0.04465448, 0.03436036, 0.02801886,\n", | |
| " 0.04105649, 0.03129469, 0.03203638, 0.02691255, 0.03741217,\n", | |
| " 0.03191859, 0.04411158, 0.02669871, 0.01973061, 0.02802147,\n", | |
| " 0.04610424, 0.03882657, 0.03565844, 0.03276585, 0.01395983,\n", | |
| " 0.03266071, 0.02114408, 0.02923242, 0.02564982, 0.02343299],\n", | |
| " [ nan, 0.03476371, 0.05714839, 0.0396946 , 0.04579665,\n", | |
| " 0.04128957, 0.03889572, 0.05001149, 0.05065857, 0.03961074,\n", | |
| " 0.0527465 , 0.04956526, 0.04977822, 0.03266497, 0.0408131 ,\n", | |
| " 0.04128981, 0.038694 , 0.06851941, 0.070148 , 0.03705255,\n", | |
| " 0.0450133 , 0.03814965, 0.0500147 , 0.04731035, 0.04646798,\n", | |
| " 0.04006061, 0.04994375, 0.04599023, 0.04815064, 0.05234462,\n", | |
| " 0.02637697, 0.03878091, 0.06310435, 0.05754401, 0.02892717,\n", | |
| " 0.06086867, 0.05113309, 0.06874867, 0.05277188, 0.05187952,\n", | |
| "...\n", | |
| " 0.04759686, 0.07769299, 0.05743918, 0.06413627, 0.07490316,\n", | |
| " 0.05610567, 0.06170857, 0.07607007, 0.05954408, 0.07132172,\n", | |
| " 0.06936752, 0.06802479, 0.03733856, 0.0334899 , 0.06207288,\n", | |
| " 0.07256856, 0.05174518, 0.05373438, 0.06415339, 0.0706712 ,\n", | |
| " 0.04212505, 0.09126807, 0.07526616, 0.06569356, 0.07302012,\n", | |
| " 0.07774903, 0.07314725, 0.09446221, 0.06806255, 0.08512939,\n", | |
| " 0.06089362, 0.08003416, 0.06921088, 0.07963421, 0.1014712 ,\n", | |
| " 0.08068716, 0.07553538, 0.05239539, 0.0580621 , 0.06633625],\n", | |
| " [ nan, nan, nan, nan, nan,\n", | |
| " nan, nan, nan, nan, 0.03646574,\n", | |
| " 0.0298504 , 0.0632208 , 0.06147928, 0.06808102, 0.04381257,\n", | |
| " 0.09696878, 0.05211224, 0.04327534, 0.0493358 , 0.05704137,\n", | |
| " 0.06612466, 0.08172474, 0.05995403, 0.06766534, 0.03518305,\n", | |
| " 0.06480876, 0.06171539, 0.08265671, 0.05372476, 0.04481973,\n", | |
| " 0.04419441, 0.05601738, 0.05677761, 0.06345885, 0.06580589,\n", | |
| " 0.05099169, 0.08237913, 0.05573082, 0.06559745, 0.05555197,\n", | |
| " 0.06893375, 0.04415762, 0.0700908 , 0.08150283, 0.05942201,\n", | |
| " 0.06922593, 0.06853113, 0.07144405, 0.052453 , 0.0572942 ,\n", | |
| " 0.08132067, 0.09484082, 0.0388483 , 0.06045503, 0.10120167,\n", | |
| " 0.07491091, 0.05455015, 0.07422829, 0.05661643, 0.07542275]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-55f1fd84-eeb3-4df2-8fc5-38492865a642' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-55f1fd84-eeb3-4df2-8fc5-38492865a642' 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: 60, lead: 10)\n", | |
| "Coordinates:\n", | |
| " * init (init) object 2000-02-01 00:00:00 ... 2005-01-01 00:00:00\n", | |
| " * lead (lead) int32 1 2 3 4 5 6 7 8 9 10\n", | |
| " skill <U11 'initialized'\n", | |
| "Data variables:\n", | |
| " SST (lead, init) float64 0.02816 0.02223 0.02257 ... 0.05662 0.07542" | |
| ] | |
| }, | |
| "execution_count": 13, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "hindcast.verify(metric=Spread, comparison='m2o', dim='member', alignment='maximize')#.groupby(f'init.{seasonality}').mean()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 14, | |
| "id": "e82250ad-810f-4ac6-b1b5-1dec8c52141a", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "def multiplicative_std_correction(hind, alignment, cross_validate=False):\n", | |
| " initialized = hindcast.get_initialized()\n", | |
| " seasonality = 'month'\n", | |
| " # assume no trend here\n", | |
| " # TODO: add cross_validate here\n", | |
| " \n", | |
| " model_spread = hind.verify(metric=Spread, comparison='m2o', dim='member', alignment=alignment).groupby(f'init.{seasonality}').mean()\n", | |
| " model_member_mean = initialized.mean('member').groupby(f'init.{seasonality}').mean()\n", | |
| " # assume that no trend here\n", | |
| " obs_spread = hindcast.get_observations().groupby(f'time.{seasonality}').std()\n", | |
| " \n", | |
| " # z distr\n", | |
| " init_z = (initialized.groupby(f'init.{seasonality}')-model_member_mean).groupby(f'init.{seasonality}')/model_spread\n", | |
| " # scale with obs_spread and model mean\n", | |
| " init_std_corrected = (init_z.groupby(f'init.{seasonality}') * obs_spread).groupby(f'init.{seasonality}') + model_member_mean\n", | |
| " return init_std_corrected" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 15, | |
| "id": "3edf1bb3-839b-4212-a3ba-b133ddd0fbbe", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.legend.Legend at 0x14115d7c0>" | |
| ] | |
| }, | |
| "execution_count": 15, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "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": [ | |
| "hindcast.get_observations().SST.plot.hist(alpha=.5,label='obs',density=True)\n", | |
| "hindcast.get_initialized().SST.plot(alpha=.5, label='ori',density=True)\n", | |
| "multiplicative_std_correction(hindcast, alignment='maximize').SST.plot(density=True,alpha=.5, label='corrected')\n", | |
| "plt.legend()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "id": "858b9c9f-30de-4730-807b-27d0464d0762", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 16, | |
| "id": "195ee7f0-5858-4488-8370-977238551415", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "hindcast_m_bias_corrected = hindcast.copy()\n", | |
| "hindcast_m_bias_corrected._datasets['initialized'] = hindcast_m_bias_corrected.get_initialized() / m_bias" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 17, | |
| "id": "34b6e8fd-9e6a-446b-9553-1bb54326fc5d", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "skill_m_bias = hindcast_m_bias_corrected.verify(metric=metric, comparison='e2o', dim=['init'], alignment='same_inits')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 18, | |
| "id": "aface431-2452-4318-bed0-ff622a5ff205", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.legend.Legend at 0x144485f40>" | |
| ] | |
| }, | |
| "execution_count": 18, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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zq8CSxsCZI7BzoddiU7XA8d1wcL01G7ErBIfB+BnWWJaPxsDRHa45rw9zZ1JJB1o4fI4B9rvgvBkiEg1g/zzk5uupCiquAlvqWAXWdojVaKpVYMqdUmdbP6tS9VVSWBNrcCTAlOut+cJUmdyZVFYC8SISJyJBWI3oM11w3pnA7fb724GvHLaPFZFgEYkD4oEVLrieqqD+7SKtKjDHXmABwZBwrfU/vQ4sU+6yeRY06eT6degbt7EHR2bA1NGQe8q15/chbksqxpgC4F7gW2AzMN0Ys1FEJorIRAARaSoi6cCDwF9EJF1E6tn7PgaWAu3t7Xfap34euEJEtgFX2J8xxmwEpgObgG+Ae4wxhe66P1W2kEB/BndswrcbS6kCyz8NW+Z6Lzjlu04dhr3LXFf1VVJMMox+3xrMO+N2bR8sg1snqzLGzAHmlNj2psP7g1jVVKWVHVfG9qPA4DL2PQc8V9l4leuMSIzmqzX7WbrjKP3b2W1XLS+1FkVaNx0Sb/RugMr3bJ1rzd9Vla7E5Wk/DK56Gb6+35oyf9S/zi3+pQAdUa/cZEC7SOoG+Z9fBebnZy3etWMBnD5admGlKsNx2WB3umQCDHgE1kyBH/7m3mvVQJpUlFtYVWBRpVeBFRXAxs+9F5zyPcXLBne42jNPDgMfg263wI8vWiucqrM0qSi3GZEYzfEz+Szb6fBUEtUZIjvqXGDKtYqXDXZXe0pJInDVKxB/Jcx+yJoRWQGaVJQbDWxfShWYCCSNhr3LrTEFSrlC6ixr2eAWvTx3Tf9Aq+E+uit8egfs1WmIQJOKcqOQQH8u7xjFtxszKHCsAutsN9Kv/9Q7gSnfUpALW7+D9sNLXzbYnYLqWl2Nw5tagyOPbPfs9SsrMx2ObHPLqTWpKLcamdiUY6fzWLbTYRq3hrHQorfOXKxcY9ePkJd18WWD3SksEm75zFriYcr11liW6qaoCPb9YnUseLMvvNwJFjzjlktpUlFuNbB9E0KD/JntWAUGVhXY4VRrSg2lqiJ1lnPLBrtT8eDI04fho9FWxwFvy8+2JsL8+n74Z0f47yD48R/Wd3XFMzD4CbdctvYuqq48IiTQn8s7WAMhnx3ViQB/+++YhOtg7iPW00p0kneDVDVXRZcNdqeYS6w2lo/HwfTb4eZpVruLJ2VlwNZvrNeOH6AgG4LCoe3l0H4EtL0C6jZ2awiaVJTbjUyMZta6AyzfdYzL2kZYG+s2tuYD2/AZDHnaGsOiVEVVZtlgd2o3FK5+BWb+DmbeB9e+4d4uzsZAxgbriWTLHNj/i7W9fkvofqvVzhTbFwKC3BdDCZpUlNsNbN+EOoFWFdjZpAKQONr6iyrtJ4jr570AVc21+WvwD7K69lYX3W+Dk/th4d+hXjMY/Lhrz1+QC7sXW4lk6zeQuRcQaH4JXP4X64mkSYLXRvprUlFuVyfIn8s7NuHbDQd55hqHKrD2wyGwLqyfrklFVZwxVntK3ABrzZ7qZMAjcHIfLJ4E9aKhx6+qdr7TR2Dbd9a8eTu+h7xTEBgKrQfBgD9C/FBrev5qQJOK8oiRidHMXneAFbuOcWnx00pQXWuw2qavYMQkayZjpZyVsdEa63TZ770dyYVEYOTLVhvHnD9AWNOKDcw0Bg5vseYz2/KNNa4LA+HR1hN+++EQ1x8C67jtFipLk4ryiEEOVWCXnlcFNgbWTbNGRHtqNLTyDakuWDbYnfwDYPR78L+r4bM74baZ0PIigzML8yHtZ6tKa8ucc4ODo7tYTz7th1kDLav5BJaaVJRH1Ak61wvsmVGd8fez/8doPdAaCb1+uiYVVTGps1yzbLA7FQ+OfOcK+PgmuHMeRMSf2599HLbNt55Its2H3EzwD4bWA+DS+6xluOu7YhV2z9GkojxmRGI0s9cfYPmuo1zaxn5a8Q+AztfDqv9BTqa1OqRS5SleNvjKv3o7kvLVjbAGR759BXx4Pdz4DuxdYbWP7FkKphDqRlqDN9sPt/7QCg7zdtSVpklFecygDpGEBPoxZ/2Bc0kFrCqwFW9ZPXm63eK9AFXNcXbZ4BrydNuotbXW/ftXWU8tYPXQuux+q7dW80t8plu9JhXlMaFBAVzeoQnfbMjg6WscqsBikqFhnDUQUpOKcsbmWdaM143ivB2J85p3h1u/sFaOjL8CGrbydkRu4RupUdUYIxKjOXIqlxW7HOYCE7F6tOz6EbIOei84VTOcOmxVG9WUpxRHLXtBz1/7bEIBTSrKwy7v0ORsFdh5EkdbS8Fu+Mw7gamaY8scwFTfXl+1nFuTiogME5EtIrJdRB4tZX8HEVkqIrki8rAzZUVkmoissV+7RWSNvb2ViGQ77HvTnfemKic0KIBB7Zswd8NBCoscZiiObGd1nVw33XvBqZoh1UPLBqtKcVtSERF/4HVgOJAAjBORhBKHHQPuAyY5W9YYc5MxpqsxpivwGeC4Lu2O4n3GmIluuC3lAsVVYCt3Hzt/R+IYOLDGbes8KB+QmwU7F3pu2WBVYe58UukJbDfG7DTG5AGfAKMcDzDGHDLGrATyK1pWRAQYA3zsrhtQ7nF5hyYEB5RSBdb5BkB0qWFVNk8vG6wqzJ1JpTmw1+Fzur3NVWX7ARnGGMc/a+NEZLWILBKRUieTEpG7RCRFRFIOHz7sZDjKleoGl1EFVi/amnpi3XRdvEuVzhvLBqsKcWdSKe3Z1NnfFM6UHcf5TykHgJbGmG7Ag8BHInLBLHPGmLeMMcnGmOTIyEgnw1GuNiIpmsNZuaRcUAU2Go7vgn2rvBOYqr6Klw3uMMLzywYrp7kzqaQDLRw+xwD7XVFWRAKA64FpxduMMbnGmKP2+1XADqBdpSJXbje4rCqwhGusaSq0wV6VVLxscAcvLRusnOLOpLISiBeROBEJAsYCM11UdgiQaoxJL94gIpF2Az8i0hqIB3a64D6UG9QNDmBg+0jmbjhIkWMVWEh9a6GjjZ9DYYH3AlTVz+av7WWD+3s7EnURbksqxpgC4F7gW2AzMN0Ys1FEJorIRAARaSoi6VjVVX8RkXQRqVdWWYfTj+XCBvr+wDoRWQt8Ckw0xpSoW1HVyYjEaA5l5ZKSdvz8HUljrLW+dy30SlyqGioqtManVIdlg9VFuXWaFmPMHGBOiW1vOrw/iFW15VRZh30TStn2GVYXY1VDDO4YRZBdBdYzrtG5HW2vgOD6sG6GteSwUukrrT80auIo+lpGR9QrrwkLDmBgu0jmbjhwfhVYYIjVtpI6C/LOeC9AVX1Ux2WDVak0qSivGpkUTcbJXFbtKaUKLO+Utc6Eqt2q87LB6gKaVJRXFVeBzV5XohdYbF8Ib2ZVganarXjZYB3wWCNoUlFeFRYcwIDSqsD8/CDxBtg+D85of4tarXjZ4PYjvB2JcoImFeV1IxOtKrBfSlaBJY6GogLY+IV3AlPVw+YasGywOkuTivK6wR2bWFVgJQdCNk2CiPY6F1htdnw3ZKyvctXX/E0ZjHlzKXuOascPd9OkorwuPCSQ/vGRzF1fYiCkCCSNthZkOrHHewEq79k8y/pZha7Exhj+OW8rK3YfY8x/lrL90CkXBadKo0lFVQsjk5py8GQOq/eWUgUGsP5TzwelvC91dpWXDV6z9wSbDpxkwqWtKCgy3PSfpWzcn+nCIJUjTSqqWhjcMYogfz9mryuxnHDDVhDTU6vAaiMXLRs8Zdke6gb58/DQ9kz/TW+CAvwY99ayC9vwlEtoUlHVQr2QQPq3i7iwFxhYY1YObYKDG7wTnPKO4mWDq9CecuJMHrPW7efabs0JCw6gdWQY03/Th4Z1g7jl7eUs3XHUdfEqQJOKqkZGJEZzIDOH1XtPnL+j03Ug/vq0UtukzoIGsVb1VyV9uiqd3IIixveKPbutRaNQpv+mD80b1GHCeyv4IfWQK6JVNk0qqtoYkmBVgV0wHX7dCGg72GpXKSryTnDKs3JO2ssGX1XpZYONMXy0fA/dWzYgodn5I/Gj6oUw7Td9aNskjLs+TGFuyX9zqtI0qahqo15IIP3iI5i7vpQqsMQxcDLdqmNXvm971ZcN/nnHUXYeOc0tvWNL3d+obhAf/bo3STENuOejX/hsVXqpx6mK0aSiqpURidHsz8xhTfqJ83e0Hw6BobBeF++qFTZXfdngqcvTaBAayIjE6DKPqV8nkA/u6Env1o15aMZapixLq/T1lEWTiqpWhiREEegvzCk5F1hwGHQYCRu/hII8r8SmPKQgF7bNq9KywYdO5vDdxgxGXxJDSODFz1E3OIB3J/RgcIcm/OXLDbz1445KXVNZNKmoaqV+nUD6xVsrQhpTShVYzgnYPt8rsSkPccGywdNW7qWgyHBzr9KrvkoKCfTnzVsvYWRSNH+bk8rL87Ze+O9POUWTiqp2RiRGs+9ENmtK9gJrMwhCG2sVmK/b/DUEhUPrAZUqXlhk+HjFHvq2jSAuoq7T5QL9/Xh1bDduvCSGyQu28dzszZpYKkGTiqp2riiuAivZI8c/0OpevGWu1TtI+R7HZYMDgit1iu9TD7E/M4dberescFl/P+HFG5K4vU8sby/ZxZ+/3HBhpxF1UZpUVLVTv04gfdtGMGd9GVVgBTn2dOjK5+xdYS0bXIVeX1OXpxFVL5jBHaMqVd7PT3jqmk78dmAbPlq+h4dmrKWgULuyO8utSUVEhonIFhHZLiKPlrK/g4gsFZFcEXnYmbIi8pSI7BORNfZrhMO+x+zjt4jIUHfem3KvkUnN2Hcim7XpJeZoatHTGhCnAyF9U+osa9ngtldUqvjeY2dYtPUwN/VoSaB/5X+9iQiPDOvAH4a254vV+7j3o9XkFhRW+ny1iduSioj4A68Dw4EEYJyIJJQ47BhwHzCpgmVfNsZ0tV9z7DIJwFigEzAMeMM+j6qByqwCE7Emmdy5ELIyvBKbchNjrPaUKiwb/NGKPQgwrmcLl4R0z6C2PHFVAt9sPMhdH6wiO6/mJ5asnHxe/2E7n7ppXI47n1R6AtuNMTuNMXnAJ8AoxwOMMYeMMSuB/IqWLcUo4BNjTK4xZhew3T6PqoGKq8BmrztQShXYaDBFsPFz7wSn3CNjI5xIq3TVV25BIdNX7mVwxyii69dxWVh39I3jhRsS+XHbYSa8t4JTuQUuO7cnFSeTfi/+wD++3cKqNPesqOrOpNIc2OvwOd3e5oqy94rIOhF5V0QaVuR6InKXiKSISMrhw4edDEd5Q3EvsHUlq8CadICmibBOe4H5lCouG/zNhoMcPZ1X5gj6qripR0teuakrKWnHGf/2ck6cqTljpbJy8vnX99vo+4KVTC5p2ZCZ917G369Pcsv13JlUSpuwx9luFBcr+2+gDdAVOAC8VJHrGWPeMsYkG2OSIyMjnQxHecOVCU1LrwIDq8F+/y9wVAeq+YzNs6Bl70ovGzx1+R5aNgqlX9sIFwdmGdW1Of8e353N+08y9q1lHM7Kdct1XMUxmUz6bis9WlnJ5J0JPUiKaeC267ozqaQDjhWbMcD+qpY1xmQYYwqNMUXAfzlXxVWV66lqqH5oIJe1jWD2+tKqwG4ERBvsfUXxssGVXDtla0YWK3Yd4+ZeLfHzq9wElM64slNT3pmQzO6jp7npP0s5kJnttmtVVlZOPq8tOD+ZfH1vX96+3b3JpJg7k8pKIF5E4kQkCKsRfWZVy4qI40Q+1wHFi2zMBMaKSLCIxAHxwAoX3IfyohGJ0aQfz2b9vhJVYPWaQau+VhWYDlCr+c4uGzyyUsWnLksjyN+P0ZfEuDCo0vWLj+SDO3pxKCuX0dVo3fuTDsnkpXnnJ5PEmPoei8NtScUYUwDcC3wLbAamG2M2ishEEZkIICJNRSQdeBD4i4iki0i9ssrap35RRNaLyDpgEPCAfb2NwHRgE/ANcI8xpuZ31ajlrkyIIsBPmF1qFdhoOLbDqgZTNVvqrEovG3wmr4DPf9nH8MSmNA6r3IDJiuoZ14iPft2LU7kFjP7Pz2w/lOWR65bmZE4+ry7YRt/nv7eTSSOvJJNiUpunIUhOTjYpKSneDkOV4/Z3V7DzyCl+/MMgxHFtjewTMCkeku+E4c97LT5VRacOwaR2MOARGPRYhYt/smIPj36+nhkT+9CjVSM3BFi2LQezGP/2coqM4cM7e9Kpmed+iZ/Myef9n3bz9uKdnMwpYEjHKO4fHO+RRCIiq4wxyaXt0xH1qtobmRjN3mPZbNhXYmqWOg0g/krY8Jk1vYeqmbbMpSrLBk9dvof2UeEkxzYs/2AXa980nBkT+xDiwXXvHZ9M/jlvK71aN2bW7/ry9u3JXnkyKUmTiqr2rux0kSqwpDFw+hDsWuT5wJRrVGHZ4LV7T7B+Xybje7c8/ynWg+Ii6jJ9Yh8a2eve/7zjiFuuczInn8nzL0wm/70tmc7NvZ9MimlSUdVeg9AgLm0bwZzSeoHFD4XgerBOe4HVSMXLBne8ulLLBk9ZlkZokD/XdXN2CJx7xDS01r2PaViH/3tvpUvXvc/MPpdMXp5ffZNJMU0qqkYYmdiUPcfOsHF/iSqwwBDoeI01vUd+9eveqcpRvGxwJboSZ57J5+t1+xnVtRnhIYFuCK5imtQL4ZO7+hAfZa17X+r4qgrIzM7nlflb6fuClUx6V/NkUkyTiqoRrkxoin+ZVWCjrUWdtn7j+cBU1WyeBXUjrYlCK+izX9LJyS9ivJMLcXlC8br3XWIacG8l1713TCavzN9GHzuZvFXNk0mxiyYVEbnXU4EodTEN6wZxaZvGpVeBteoHYU21CqymKV42uP3wCi8bbIxh6vI0urZoUO1+0dYLCeSDO3tyaZsIHpqxlg+dXPc+Mzufl+edSyaXtmnM7PtqTjIpVt6Tyh0eiUIpJ4xMjCbtaClVYH7+1gj7bd/BGfdMkqfcYOeiSi8bvGznMXYcPs34XhVfiMsTQoMCePv2ZIZ0bMLjX27gP4vKnk7IMZlMXnAumfzn1mSPdlF2Fa3+UjXGlZ0uUgWWeCMU5cOmrzwfmKqc1FmVXjZ4yvI06oUEcHWXZm4IzDVCAv359y2XcFVSNH+fm8o/S6x772vJpFhAOfuTRKS0dVsFMMaYyi16oFQlNHKoAvvj0PbndyGN7goR7eCXD+CSCZXqSaQ8qArLBh/OyuXbDQe5rU8rQgKr95JJgf5+TB7bjdAgf15dsI3TuQX87vK2vPvTbt5bsous3AKGdWrKfYPjSWjmG79Oy0sq640x3TwSiVJOGJEYzWOfr2fj/pPn1zOLQJ974Ov7rWqwdrrwZ7VWhWWDp6fspaDIML4Sa9B7g7+f8Pz1SYQGBfDOkl18uDSNvMIin0smxbT6S9UoQ+0qsFK7a3YdDw1bwQ/P6SST1V0llw0uLDJ8tHwPl7ZpTJvIMDcF53p+fsKTVyfwh6HtGda5KXPu68ebt17icwkFyk8q2p1GVSuN6gbRp3UZvcD8A635ow6stRd8qsVOH4V3h8P8p6z31UnxssGtB1Z42eBFWw+x70R2tepG7CwR4Z5BbXl1XDefTCbFyksqh0UkHkAs74nISXvVxe4eiE+pC4xIjGb30TNsOlBKc1/iGGjcFn74GxQVeT646mLxS7BnKSx5BV5JrF7JJWODtWxwJaa5n7JsD5HhwVzZKcoNgSlXKC+p3A/stt+PA5KAOKyp6ie7Lyylyja0U1TZVWD+ATDwMTi0CTZ94fngqoPjabDyv9BtPNy9DNoPs5LL5CSY/7T3k8vmyi0bnH78DD9sOcTYHi0I9Nea++qqvP8yBcaYfPv9VcAHxpijxpj5QF33hqZU6RqHBdO7dSPmrD94YRUYQKfrILIjLHy+ds5e/MPfQPys5NqkA9z4rpVc2g2FJS97P7mkVm7Z4I9X7EGAsT1rRgN9bVVeUikSkWgRCQEGA/Md9tVxX1hKXdyIxGh2HTnN5gOlLI7k5w8DH4UjW2vfcsMHN8C6adDrN1DfYRXEiyUXTw4YPbbLqv6q4FxfeQVFTFu5l8s7NKF5A/3VU52Vl1SeAFKwqsBmFq++KCIDgJ3uDU2psg3t1BQ/oexJ+zpeA1GJ1tNKYX7px/iiBU9bjd99Hyh9/9nkstRai2bJy1aby4JnPJNcUmdbPyvYlfi7TQc5ciqvRjbQ1zblJZUMoA/Q0RjzaxG5TUS+AsYDd7k9OqXKEBEWTO+yeoEB+PnBoD/B8V2w9mPPB+gNuxZbY3T6PQR1ylmwqklHGP3eueSy+J+eSS6ps6xk37BVhYpNWZZGTMM69G8X6Z64lMuUl1T+A5wyxhwXkf7A88AHWMlGG+qVV41IjGbnkdOkHixjffD2w6FZd1j0DyjI82xwnmYMzH8S6jWHnhX4e684ufz2Z2t0++J/witJsOBZ1yeXU4dgz7IKP6VsP3SKZTuPcXOvlvj76UwJ1V15ScXfGFP8L+sm4C1jzGfGmMeBtuWdXESGicgWEdkuIo+Wsr+DiCwVkVwRediZsiLyDxFJtbs1fyEiDeztrUQkW0TW2K83y4tP1WzDOpdTBSYCg/4MmXtg9QeeDc7TNs+EfausxvnASrQ5RCXA6Pft5DLE6pLs6uSyZQ5gKtyVeOryNAL9hTHJLVwTh3KrcpOKiBRP5TIY+N5h30WneBERf+B1YDiQAIwTkYQShx0D7gMmVaDsPKCzMSYJ2Ao85lB0hzGmq/2aWM69qRouIiyYXnGNmV1WFRhA28HQohf8+BLk53g2QE8pLLCqrSI7QJdxVTvXBcllkuuSy+aKLxucnVfIZ6vSGdY5moiwis0RpryjvKTyMbDIbkfJBhYDiEhbILOcsj2B7caYncaYPOATYJTjAcaYQ8aYlUDJltQyyxpjvjPGFNjHLQNiULXWiKRodh4+zZaMMqrAip9WsvbDqvc8G5ynrP4Qjm6HwU9a43Rc4WxyWWol5uLk8v1fK5dcck7CrkUVXjb463X7OZlTUG2nuFcXumhSMcY8BzwEvA/0Nef+HPQDflfOuZsDex0+p9vbnOFs2TuAuQ6f40RktYgsEpF+pZ1YRO4SkRQRSTl8+LCT4ajqalhxL7B1F1m6tfUAayGvxf+EvDOeC84T8k5bPdxa9LbakFwtKgHG/M96cmk7GH78R+WSSyWXDZ66LI34JmH0imtUwcCVt5Q7LNUYs8wY84Ux5rTDtq3GmF/KKVranyPOzvJXblkR+TNQAEy1Nx0AWtqzKj8IfCQiF0ywY4x5yxiTbIxJjozUniQ1XWR4MD3jGl28Cgysp5XTh2Dl254LzhOW/RtOHYQhT7l3uv+oThcml8ld4PvnIPt4+eUrsWzw+vRM1qZnMr5Xy/OXOVDVmjvnOkgHHFvWYoD9rigrIrdjjfAfX/z0ZIzJNcYctd+vAnYA7SodvaoxRiZGs+PwabZmnCr7oNg+0OZy+OkVyC2jqqymOXMMfppsTXcS28cz13RMLm0GwY8v2k8uF0kuZ5cNHlGhZYOnLk+jTqA/13XXGu6axJ1JZSUQLyJxIhIEjAVmVrWsiAwDHgGuMcacrcsQkUi7gR8RaQ3EowM0a4WhnZsiQukrQjoa9Bc4cxSW/8czgbnb4pcg7xQMfsLz147qBGM+cC65FC8b3NH5ZYNP5uTz1Zr9XNOlGfXrBLo4eOVObksqdmP6vcC3wGZgujFmo4hMFJGJACLSVETSsaqr/iIi6SJSr6yy9qn/BYQD80p0He4PrBORtcCnwESH7tDKhzUJD6Fnq0Zldy0uFnMJtBsGP78GOeX1M6nmTuyBFW9Bl5utsSbeUpxcJv5kTWVfnFx++Nu55JL6tbVscFx/p0/7xS/7yM4vrDELcalz5KL10D4uOTnZpKSkeDsM5QIfLN3NE19t5LsH+tMuKrzsAw+shf/0hwGPwqDHyj6uuvtiImz4HO775fw5vrzt4AZY9II1bia4HvT+LaS8a3WUGO1c7ztjDFe+/CN1gvyZeW9fNwesKkNEVhljkkvbp/NHK58wrLgK7GK9wACiu1jVMMve8OxEiq6UsRHWfnLhpJHVQdPOcNOH555cFr1Q4WWDV+w6xrZDp7hF5/mqkTSpKJ/QJDyEXnGN+HLNPoqKynn6Hvgnq7H+59c8E5yrzS9n0sjq4GxyWQJDnoYOzrenTF2+h/CQAK7qEu3GAJW7aFJRPmNcz5akHT3D4u1HLn5gVAJ0vt5qsD9dzrHVze4lsO1b6PsghNaAsRtNE6Hv7yEgyKnDj5zKZe6GA9zQPYbQIBcN5FQepUlF+YxhnZsSERbEh0vTyj944GNQkG1N/V5TGAPznoTwZlbVlw+akZJOfqHREfQ1mCYV5TOCA/y5qUcLvk/NIP14OSPnI+Ih6SZrMGTWQc8EWFWbv4Z9KVYHg8pMGlnNFRUZPlqRRq+4RsRfrLOFqtY0qSifcrPduPvR8j3lHzzgj9YCXov/6eaoXKB40siI9lY3Yh+0aNth9h7L5pbe2kBfk2lSUT6leYM6DO4YxbSVe8ktKGd9+katodt4a6LJzHTPBFhZa6bA0W0wxIWTRlYzU5ftISIsiKGdmno7FFUFmlSUz7m1dyxHT+fxzQYnqrX6/8Fqq/hxUvnHekveGfjh79YU/u1HeDsat9h3IpvvUzMYk9yCoAD9tVST6X895XP6to2gVeNQ5xrsG7SES263po8/vtvtsVXKcg9NGulF01bswWD14FM1myYV5XP8/IRbeseSknacTftPll+g30Mg/tayw9XNmWOwZDK0Gw6xl3o7GrfILyzik5V7GdgukhaNQr0djqoiTSrKJ914SQzBAX5MWe7E00q9ZtDjTlj7MRzd4f7gKmLxS9ZkjN6YNNJD5m3K4FBWrjbQ+whNKsonNQgN4pouzfhy9T5O5pRcWLQUfR+AgGBrwavq4uykkeOsAZs+auryNJo3qMPA9k28HYpyAU0qymfd1qcVZ/IK+XyVEz27wppAz1/D+hlwKNX9wTnjh78DYg3U9FE7D5/ip+1HGdezBf5+vtleVNtoUlE+KzGmPl1aNODDZWkXXxWy2KX3Q1BdWPh39wdXnoyNVnVcr7ugQYvyj6+hpi7fQ4CfMKaH795jbaNJRfm0W3vHsuPwaZbuPFr+wXUbW1O1b/oSDq53e2wXteAZa+r4vg96Nw43yskv5NNV6Qzt1JQm4SHeDke5iCYV5dOuSoqmQWggU5Y50WAP0OceCK5vVz15ye6fYOs31kSMNWHSyEqate4Amdn5uhCXj9GkonxaSKA/Y5Jb8O3GDDJO5pRfoE5DuPRe2DIb9v3i/gBLMgbmPwnh0dBrouev70FTl6fROrIufVo39nYoyoU0qSifN75XS4qMcW4+MLB+mddpaC2J62mpsyF9pdU4H+S7YzY27s9k9Z4TjO8Vi/jogM7aSpOK8nmxjesyoF0kH6/YQ35hUfkFQurBZffD9nmwd4X7AyxWWAALnoaIdtB1vOeu6wVTlu0hOMCPG7o393YoysXcmlREZJiIbBGR7SLyaCn7O4jIUhHJFZGHnSkrIo1EZJ6IbLN/NnTY95h9/BYRGerOe1M1y629YzmUlcu8TRnOFeh5F9SNhO//6t7AHK2ZCke2wmDfnTQSICsnn6/W7OPqLs1oEOrc4l2q5nBbUhERf+B1YDiQAIwTkZIjuI4B9wGTKlD2UWCBMSYeWGB/xt4/FugEDAPesM+jFAPbN6F5gzrOzQcGVtfivg/ArkXWaovulnfG6soc0xM6jHT/9bzoy9X7OJNXqCPofZQ7n1R6AtuNMTuNMXnAJ8AoxwOMMYeMMSuBkkOeL1Z2FPA/+/3/gGsdtn9ijMk1xuwCttvnUQp/P2F875Ys3XmU7YeynCuUfIfVYP79c1YDujstfxOyDvj0pJEAxhimLt9Dp2b16BJT39vhKDdwZ1JpDux1+Jxub6tq2ShjzAEA+2cTJ8qcJSJ3iUiKiKQcPnzYyXCUL7gpuQVB/n5MWeZkg31gHWuyyT0/w86F7gvszDFY8gq0GwatLnPfdaqBVWnHST2YxS29tYHeV7kzqZT2L8bZP/cqU9apMsaYt4wxycaY5MjISCfDUb6gcVgwI5Oi+WxVOqdzC5wr1P02qBcDP7jxaWXJPyH3pNWW4uOmLEsjLDiAa7o083Yoyk3cmVTSAce5F2KA/S4omyEi0QD2z0MuuJ6qJW7pHUtWbgFfrtnnXIGAYOj/sNXNd9s81wd0Yi8s9/1JIwGOnc5jzvqDXN+9OXWDfbcjQm3nzqSyEogXkTgRCcJqRJ/pgrIzgdvt97cDXzlsHysiwSISB8QDHuwPqmqC7i0bkBBdjw+XOjkfGEC3W6BBrHueVornGRv0J9eetxqakbKXvMIixvfSBnpf5rY/F4wxBSJyL/At4A+8a4zZKCIT7f1vikhTIAWoBxSJyO+BBGPMydLK2qd+HpguIncCe4DR9vk2ish0YBNQANxjjClnkXJV24gIt/aJ5bHP17Mq7TjJrZyYBsU/EAY8Al/dbQ1O7HiVa4LJ2GRNGtn7bpdPGnkyJ58HPllDnSB/2kWFE98kjPiocFo1DiXA3/PD04qKDB+t2EOPVg1p3zTc49dXniNO/7Xmg5KTk01KSoq3w1AediavgF7PLeDyjk2YPLabc4UKC+CNXuAfDBOXgJ8LfjF/NBbSfob717h8jq+nZm7kg6W7ad6wDnuPZZ/dHuTvR+vIurRtEka7qHDaRVnJJraRe5PNj1sPc9u7K5g8tiujuuqAx5pORFYZY5JL26cVm6rWCQ0K4IZLYpi6PI3Hr0ogIiy4/EL+ATDgUfj8V9Ysxp2vr1oQaT/D1rnWio4uTigb9mXywdLd3NI7lmdGdeZMXgE7Dp1ma0YWWw9lsS3jFGvTTzBr3YGzZYqTTXxUOO2ahBHv4mQzZVkajeoGMaxz0yqfS1VvmlRUrXRrn1je/3k301bu5Z5BbZ0r1Pl6WDzJWh0yYRT4VXJsrTEw70kIawq9flu5c5ShqMjw+FcbaBgaxENXtAesJJoYU5/EEuNCzuQVsP3QKbZlnDqbbFbvOc7Xa8/1b7kw2YQTHxVWoWRzIDObBamH+FW/OIIDdDyyr9OkomqlNpFhXNa2MVOXpTFxQBvnVh3087cmepxxO6z/FLrcVLmLb5kD6Svg6skunzTy01XprN5zgkmju1A/NPCix4YGBZAU04CkmAbnbS9ONlszTrEtI4tth0pJNgF+tI6oe157TbuoMGIb173gu/xkxV4Kiwzje2oDfW2gSUXVWrf2jmXilF/4PvUQVyREOVeo4zUQlQiLnofON1R8jq7CApj/NDSOh663VDzoizhxJo/nv0mlR6uGVZqosaxkczrXfrI5ZCWbrRlZrEo7zswykk27qDDaNgnnk5V76N8ukpaNfXfWZXWOJhVVaw3pGEVUvWA+XJbmfFLx87O6/34yzuq51f3Wil107UdwZAvcNMXlk0a++O0WMrPzeWZUZ7eMVq8bHECXFg3o0qLBeduLk81W+6lmWynJ5tlRuhBXbaFJRdVaAf5+3Nwzlpfnb2X3kdO0iqjrXMH2w6FZd1j0IiTdBAFOzrSbd8ZaUTKmB3RwUbdk29q9J/h4xR7+79I4OkbXc+m5y1NWsjllJ5vjZ/IY2E5nr6gtdD0VVauN69mCAD9h6nInZy8Ga8LHQX+GzD2w+kPny634D2Ttd/mkkYV243xkWDAPXBHvsvNWVVhwAF1bNGBQ+yY6z1ctoklF1WpN6oUwtHNTpqekk51XgbGybQdDi17w4yTId2KZ4jPHYMnLED8UWvWtfMCl+HjFHtalZ/LnkR0JD7l447xS7qZJRdV6t/aOJTM7n6/XVWCquOKnlaz9sOr98o9f8jLknIQhrp008uipXP7x7Rb6tG6skzSqakGTiqr1esU1Ir5JGFOWVaAKDKD1AGjVDxa/ZLWXlCUzHZb/B7qMhahOVQu2hBe+SeV0bgHPjOqkVUyqWtCkomq94vnA1qVnsnbviYoVHvRnOH0IVr5d9jE//B0wLp80clXaMaanpHNnvzjio3Q+LVU9aFJRCriuW3NCg/z5sKJPK7F9oM3l8NMrkFvKipKHNlvdiHveBQ1c1622oLCIv3y5kej6Idx3efVpnFdKk4pSQHhIINd1a87Xa/dz/HRexQoP+gucOWpVcZW04BkICrNWkHShD5elsfnASR6/KkHXJlHViiYVpWy39oklt6CIGav2ln+wo5hLrKWAf34NcjLPbU9bak3Jctn9Lp008lBWDv/8biv94iMYrhM0qmpGk4pStg5N69GzVSOmLNtDUVEFl4QY9CfIOQFL37A+GwPz7Ukje7t20si/z0klt6DIbSPnlaoKTSpKObilTyx7jp3hx22HK1Ywugt0vBqWvWGNSdkyF/Yuh4GPQpCTI/WdsGznUb5YvY/fDGhNnLMzACjlQZpUlHIwrFNTIsKCKt69GGDgn6zG+p9egQVPQ+O20K2Cc4NdRH5hEU98tYHmDepw90Anp+tXysM0qSjlICjAj7E9WrIg9RB7j11k7ElpohKsNVd+mgyHU2Hwky6dNPL9n3azNeMUT13TiTpBui6Jqp7cmlREZJiIbBGR7SLyaCn7RURetfevE5HuDvvuF5ENIrLRXru+ePs0EVljv3aLyBp7eysRyXbY96Y77035rpt7tUSwpj+psIGPgfhB82SrOsxFDmbm8Mr8rQzu0MT5GZWV8gK39UUUEX/gdeAKIB1YKSIzjTGbHA4bDsTbr17Av4FeItIZ+DXQE8gDvhGR2caYbcaYmxyu8RLg0N2GHcaYru66J1U7NGtQhyEdo5i2ci/3D4mv2GqFEfFw83Sr6suFjejPzt5EQZHhyatdOyJfKVdz55NKT2C7MWanMSYP+AQYVeKYUcAHxrIMaCAi0UBHYJkx5owxpgBYBFznWFCsbi9jgI/deA+qlrq1TyxHT+cxd/3BiheOvwIaxbksliXbjjB73QHuHthWF7pS1Z47k0pzwLHDf7q9zZljNgD9RaSxiIQCI4AWJcr2AzKMMdsctsWJyGoRWSQi/VxxE6p2uqxNBHERdSs+wt7FcgsKeWLmBmIbh/KbAa29GotSznBnUint2b9k5/9SjzHGbAZeAOYB3wBrgYISx43j/KeUA0BLY0w34EHgIxG5YLUiEblLRFJEJOXw4Qp2G1W1hp+fML5XS1alHWfj/szyC7jJ24t3sfPwaZ6+phMhgdo4r6o/dyaVdM5/uogBSs4tXuYxxph3jDHdjTH9gWPA2ScSEQkArgemFW8zxuQaY47a71cBO4B2JYMyxrxljEk2xiRHRupqdKpsoy9pQUigH1OWVaLB3gXSj5/hte+3MbRTFAPbN/FKDEpVlDuTykogXkTiRCQIGAvMLHHMTOA2uxdYbyDTGHMAQESa2D9bYiUQx6eSIUCqMSa9eIOIRNqdAxCR1liN/zvdc2uqNqgfGsioLs35cvU+Tubke/z6z87ahCA8oY3zqgZxW1KxG9jvBb4FNgPTjTEbRWSiiEy0D5uD9Yt/O/Bf4G6HU3wmIpuAr4F7jDHHHfaN5cIG+v7AOhFZC3wKTDTGHHP1fana5dY+sWTnF/LZqvTyD3ahH7Yc4tuNGfxucFuaN6jj0WsrVRViTAXnOPIhycnJJiUlxdthqGru2td/4mROPgseHOCRubZy8gsZ+sqP+PsJ39zfn6AAHaOsqhcRWWWMSS5tn86ZrVQ5bu0dy0Mz1rJ0x1EubRvh9uv9Z9FO0o6eYeqvepWaUPLz80lPTycnJ8ftsajaLSQkhJiYGAIDA50uo0lFqXKMTIrm2dmb+HBZmtuTyp6jZ3hj4XauSormsjKulZ6eTnh4OK1atdJZipXbGGM4evQo6enpxMU5P+5Kn6uVKkdIoD83Jbfgu00ZHMx039OBMYanvt5IgJ/wl5EJZR6Xk5ND48aNNaEotxIRGjduXOEnYk0qSjlhfK9Yioyp3HxgTpq3KYPvUw/x+yHtaFo/5KLHakJRnlCZf2eaVJRyQsvGoQxsF8nHK/aQX1jk8vNn5xXy9NebaBcVxoTLWrn8/Ep5iiYVpZx0a59YDmXl8t3GDJef+/UftrPvRDbPjupMoL/+b6lqLv3Xq5STBrRrQkzDOny4bLdLz7vz8Cne+nEn13drTq/WjV16bk8wxlBU5PqnN1Uzae8vpZzk7yeM7xXLC9+ksi0ji/io8Cqf0xjDkzM3Ehzgx6MjOlS4/NNfb2TT/pNVjsNRQrN65U6xv3v3boYPH86gQYNYunQpXbt2Zf369WRnZ3PjjTfy9NNPs2LFCp5//nk+//xzvvrqK8aOHUtmZiZFRUUkJCSwc6dOeOGL9ElFqQoYkxxDkL9f5ZYbLsXcDQdZvO0ID13ZjibhF2+cr262bNnCbbfdxurVq3nppZdISUlh3bp1LFq0iHXr1tG9e3dWr14NwOLFi+ncuTMrV65k+fLl9OrVy8vRK3fRJxWlKqBxWDBXJUXz2S/7+OOwDtQNrvz/QqdzC3jm600kRNfjlt6xlTqHNxftio2NpXfv3gBMnz6dt956i4KCAg4cOMCmTZtISkqibdu2bN68mRUrVvDggw/y448/UlhYSL9+ujKFr9InFaUq6JY+sZzKLeCL1fuqdJ5XF2zj4Mkcnr22MwE1sHG+bt26AOzatYtJkyaxYMEC1q1bx8iRI8+ObejXrx9z584lMDCQIUOGsGTJEpYsWUL//v29Gbpyo5r3L1kpL+vWogGdmtVjyrI0Kjt33raMLN5ZsosxyTFcEtvQxRF61smTJ6lbty7169cnIyODuXPnnt3Xv39/XnnlFfr06UNkZCRHjx4lNTWVTp105mVfpUlFqQoSEW7tHUvqwSxS0o6XX6AEYwyPf7WBusEBPDKs4o3z1U2XLl3o1q0bnTp14o477uCyyy47u69Xr15kZGScfTJJSkoiKSlJB2/6MG1TUaoSrunajOfmbObDpWn0aNWoQmVnrt3Psp3HeO66zjQOC3ZThO7VqlUrNmzYcPbz+++/X+pxderUITc39+znt956y92hKS/TJxWlKiE0KIDRl7Rg7oYDHM7KLb+A7WROPn+dvZmkmPqM7dHSjREq5R2aVJSqpPG9W5JfaJiestfpMq/M28aRU7n89drO+PtpFZDyPZpUlKqkNpFh9G0bwdRlaRQ4MR/Y5gMn+d/S3dzcsyVJMQ3cH6BSXqBJRakquKV3LPszc/g+9dBFjysqMjz+5Qbq1wnkD0Pbeyg6pTxPk4pSVTCkYxOa1gvhw3JG2H/2Szopacd5dFgHGoQGeSg6pTzPrUlFRIaJyBYR2S4ij5ayX0TkVXv/OhHp7rDvfhHZICIbReT3DtufEpF9IrLGfo1w2PeYfa4tIjLUnfemFECAvx8392rJ4m1H2HXkdKnHZJ7J5/m5qXRv2YAbL4nxcIRKeZbbkoqI+AOvA8OBBGCciJRczm44EG+/7gL+bZftDPwa6Al0Aa4SkXiHci8bY7rarzl2mQRgLNAJGAa8YceglFuN7dmCAD9hahlPK5O+28LxM3k8e21n/Hy8cX7GjBl07NiRQYMGsXDhQn7++WevxrN79246d+58wfaFCxdy1VVXlVpmxIgRnDhxws2RlS4sLKxS5dasWcOcOXPOfp45cybPP/+8q8KqEHc+qfQEthtjdhpj8oBPgFEljhkFfGAsy4AGIhINdASWGWPOGGMKgEXAdeVcbxTwiTEm1xizC9hux6CUWzUJD2FY56bMWJVOdl7hefvWp2cyZXkat/VpRadm9b0Uoee88847vPHGG/zwww+VSioFBQVuisx5c+bMoUGDBi47nyfuqWRSueaaa3j00QsqhzzCnYMfmwOOfS3TgZJTk5Z2THNgA/CciDQGsoERQIrDcfeKyG32toeMMcftcstKOdd5ROQurKciWrbUcQLKNW7tHcusdQf4eu1+xvRoAViN83/5agON6wbz4JXt3HPhuY/CwfWuPWfTRBh+8b9yr732Wvbu3UtOTg73338/d911F8888wxLlixh165dJCUlsXjxYvz9/ZkyZQqvvfYaHTp0YOLEiezZYy3J/Morr3DZZZfx1FNPsX//fnbv3k1ERAQfffTR2essXLiQJ598kqioKNasWcP1119PYmIikydPJjs7my+//JI2bdowYcIErrrqKm688UbA+ov/1KlTF72HkydPct1117Flyxb69+/PG2+8gZ+fH61atSIlJYWIiIhS77OwsJA777yTlJQURIQ77riDBx544LxzT5gwgUaNGrF69Wq6d+/O3XffzT333MPhw4cJDQ3lv//9Lx06dGDXrl3cfPPNFBQUMGzYsPPue9KkScyaNQuAe++9l+TkZCZMmMDKlSu5//77OX36NMHBwcybN48nnniC7OxslixZwmOPPUZ2djYpKSn861//Ii0tjTvuuIPDhw8TGRnJe++9R8uWLZkwYQL16tUjJSWFgwcP8uKLL579/qrCnUmltOf8khMllXqMMWaziLwAzANOAWuB4nT/b+BZ+1zPAi8Bdzh5PYwxbwFvASQnJ1du4ialSugZ14h2UWF8sGw3o5NjEBGmpexl7d4TvHxTF+qFBHo7RJd69913adSoEdnZ2fTo0YMbbriBJ554gu+//55JkyaRnJzMU089RVhYGA8//DAAN998Mw888AB9+/Zlz549DB06lM2bNwOwatUqlixZQp06dS641tq1a9m8eTONGjWidevW/OpXv2LFihVMnjyZ1157jVdeeaVS97BixQo2bdpEbGwsw4YN4/PPP7/gl2pp97l792727dt3dkaBsqrKtm7dyvz58/H392fw4MG8+eabxMfHs3z5cu6++26+//577r//fn77299y22238frrr5cbc15eHjfddBPTpk2jR48enDx5ktDQUJ555pmzSQTOn+Hg3nvv5bbbbuP222/n3Xff5b777uPLL78E4MCBAyxZsoTU1FSuueaaap9U0oEWDp9jgP3OHmOMeQd4B0BE/mYfizHm7FquIvJfYFYFrqeUWxTPB/b4VxtZm55Jy0ahvPBNKj3jGnFt1wsemF2nnCcKd3n11Vf54osvANi7dy/btm2jceOLr1o5f/58Nm3adPbzyZMnycrKAqzqmtISCkCPHj2Ijo4GoE2bNlx55ZUAJCYm8sMPP1T6Hnr27Enr1q0BGDduHEuWLLngl2pp99m+fXt27tzJ7373O0aOHHk2npJGjx6Nv78/p06d4ueff2b06NFn9xVPXfPTTz/x2WefAXDrrbfyyCOPXDTmLVu2EB0dTY8ePQCoV69eufe5dOlSPv/887PX+OMf/3h237XXXoufnx8JCQlkZLhmmWx3JpWVQLyIxAH7sBrRby5xzEysqqxPsKrGMo0xBwBEpIkx5pCItASuB/rY26OLj8FqZ9ngcK6PROSfQDOsxv8Vbrs7pUq4tltznp+byodL0wj0F7JyCnh2VGefmzxx4cKFzJ8/n6VLlxIaGsrAgQPPTnV/MUVFRSxdurTU5FE8jX5pgoPPzY/m5+d39rOfn9/Z9oqAgICzSxobY8jLyys3npL/XUp+Lus+GzZsyNq1a/n22295/fXXmT59Ou+++26Z91RUVESDBg1Ys2aNU3GUvB/g7PdrjKnyvyfH8o7fbWVn3C7JbQ31dgP7vcC3wGZgujFmo4hMFJGJ9mFzgJ1Yjer/Be52OMVnIrIJ+Bq4x243AXhRRNaLyDpgEPCAfb2NwHRgE/CNXeb8VlOl3Cg8JJDru8cwc+0+Plm5lzsua0X7plVfcri6yczMpGHDhoSGhpKamsqyZctKPS48PPzskwjAlVdeebZ6Bijzl2xltGrVilWrVgHw1VdfkZ+fX26ZFStWsGvXLoqKipg2bRp9+/Y9b39Z93nkyBGKioq44YYbePbZZ/nll18uep169eoRFxfHjBkzAOuX99q1awG47LLL+OSTTwCYOnXq2TKxsbFs2rSJ3NxcMjMzWbBgAQAdOnRg//79rFy5EoCsrCwKCgou+K4dXXrppeddo+R9uppbx6kYY+YYY9oZY9oYY56zt71pjHnTfm+MMffY+xONMSkOZfsZYxKMMV2MMQsctt9qH5tkjLnG4akFY8xz9rnaG2PmopSH3dI7lvxCQ1S9YO4f4qbGeS8bNmwYBQUFJCUl8fjjj59d/bGkq6++mi+++IKuXbuyePFiXn31VVJSUkhKSiIhIYE333zTZTH9+te/ZtGiRfTs2ZPly5df9MmnWJ8+fXj00Ufp3LkzcXFxXHfd+R1My7rPffv2MXDgQLp27cqECRP4+9//Xu61pk6dyjvvvEOXLl3o1KkTX331FQCTJ0/m9ddfp0ePHmRmZp49vkWLFowZM4akpCTGjx9Pt27dAAgKCmLatGn87ne/o0uXLlxxxRXk5OQwaNAgNm3aRNeuXZk2bdp513711Vd57733SEpK4sMPP2Ty5MnlxlsV4qpHnpooOTnZpKSklH+gUhXw74U76NqiAX3aXLyNobI2b95Mx44d3XJupUoq7d+biKwyxiSXdryup6KUi/12YBtvh6CU1+jcX0oppVxGk4pSNVBtrrZWnlOZf2eaVJSqYUJCQjh69KgmFuVWxhiOHj1KSEhIhcppm4pSNUxMTAzp6ekcPnzY26EoHxcSEkJMTMVm1takolQNExgYSFxcnLfDUKpUWv2llFLKZTSpKKWUchlNKkoppVymVo+oF5HDwMUXF6/+IoAj3g6iGtHv43z6fZyj38X5qvJ9xBpjIkvbUauTii8QkZSypkuojfT7OJ9+H+fod3E+d30fWv2llFLKZTSpKKWUchlNKjXfW94OoJrR7+N8+n2co9/F+dzyfWibilJKKZfRJxWllFIuo0lFKaWUy2hSqaFEpIWI/CAim0Vko4jc7+2YvE1E/EVktYjM8nYs3iYiDUTkUxFJtf+N9PF2TN4kIg/Y/59sEJGPRaRiU+/WcCLyrogcEpENDtsaicg8Edlm/2zoimtpUqm5CoCHjDEdgd7APSKS4OWYvO1+YLO3g6gmJgPfGGM6AF2oxd+LiDQH7gOSjTGdAX9grHej8rj3gWEltj0KLDDGxAML7M9VpkmlhjLGHDDG/GK/z8L6pdHcu1F5j4jEACOBt70di7eJSD2gP/AOgDEmzxhzwqtBeV8AUEdEAoBQYL+X4/EoY8yPwLESm0cB/7Pf/w+41hXX0qTiA0SkFdANWO7lULzpFeCPQJGX46gOWgOHgffs6sC3RaSut4PyFmPMPmASsAc4AGQaY77zblTVQpQx5gBYf6QCTVxxUk0qNZyIhAGfAb83xpz0djzeICJXAYeMMau8HUs1EQB0B/5tjOkGnMZFVRs1kd1WMAqIA5oBdUXkFu9G5bs0qdRgIhKIlVCmGmM+93Y8XnQZcI2I7AY+AS4XkSneDcmr0oF0Y0zxk+unWEmmthoC7DLGHDbG5AOfA5d6OabqIENEogHsn4dccVJNKjWUiAhWnflmY8w/vR2PNxljHjPGxBhjWmE1wH5vjKm1f4kaYw4Ce0Wkvb1pMLDJiyF52x6gt4iE2v/fDKYWd1xwMBO43X5/O/CVK06qywnXXJcBtwLrRWSNve1Pxpg53gtJVSO/A6aKSBCwE/g/L8fjNcaY5SLyKfALVq/J1dSyKVtE5GNgIBAhIunAk8DzwHQRuRMr8Y52ybV0mhallFKuotVfSimlXEaTilJKKZfRpKKUUsplNKkopZRyGU0qSimlXEaTiqqxROQ+ewbeqd6OBUBErvXmpJ4iMlBEMkXErd3KRaSViNzs8HmCiPyrAuX/ISIHReRh90SovEmTiqrJ7gZGGGPGO3OwPZmgO10LeCyplHE/i40xI9x86VbAzeUdVBZjzB+AN10WjapWNKmoGklE3sSaOHGmvVZGIxH5UkTWicgyEUmyj3tKRN4Ske+AD0QkUkQ+E5GV9usy+7gwEXlPRNbb57jB3v5vEUmx1+J42uH6z4vIJvvYSSJyKXAN8A8RWSMibRyODReRXfa0OohIPRHZLSKBItJGRL4RkVUislhEOtjHXC0iy+0JIeeLSFRp91POdzRQRBaJyHQR2WrHPF5EVtj32cY+LlZEFtj3skBEWtrb3xeRV0XkZxHZKSI32qd+Huhn3+cD9rZm9n1sE5EX7fL+9jk22Nd74IIgle8xxuhLXzXyBewGIuz3rwFP2u8vB9bY758CVgF17M8fAX3t9y2xprkBeAF4xeHcDe2fjeyf/sBCIAloBGzh3ODhBvbP94Eby4j1PeBa+/1dwEv2+wVAvP2+F9YUMwANHc7/K4fjz7ufEtcYCMwq8fkEEA0EA/uAp+199xffL/A1cLv9/g7gS4f7mYH1x2cCsL2M60zAGrVfHwgB0oAWwCXAPIfjGji8fwp42Nv/hvTl+pdO06J8RV/gBgBjzPci0lhE6tv7Zhpjsu33Q4AEawooAOqJSLi9/ezCTcaY4/bbMSJyF9aURtFYv1w3ATnA2yIyG3Bmpcm3sabm/xJrypRf2zNMXwrMcIgn2P4ZA0yzJ/oLAnY5nMvxfsqz0tjTm4vIDqB4yvf1wCD7fR/gevv9h8CLDuW/NMYUAZuKn5bKsMAYk2lfZxMQC2wEWovIa8Bsh2srH6bVX8pXSCnbiucgOu2wzQ/oY4zpar+aG2uRM3E43jqhSBzwMDDYGJOE9YsxxBhTAPTEmiH6WuCb8oIzxvwEtBKRAYC/MWaDHcsJh1i6GmslT7CevP5ljEkEfoP1BFDsNM7LdXhf5PC5iLLn/nP8HhzLl/Ydl3ZcIRBgJ+YuWE9496ALqNUKmlSUr/gRGA9WWwJwxJS+vsx3wL3FH0SkaxnbGwL1sH6BZ9p/pQ+394UB9Y01eefvgeJzZAHhF4nxA+BjrKow7Ph2icho+7wiIl3sY+tjVVfBuZlk3eVnzj2ljQeWlHN8efcJgIhEAH7GmM+Ax6nd0+/XGppUlK94CkgWkXVYDcll/SK+r/g4u5pmor39r0BDu1F5LTDIGLMWa0bbjcC7wE/2seHALPtai4DiBuhPgD/YjetnG+odTMVqK/nYYdt44E77mhuxFpMqvp8ZIrIYOOLkd1BZ9wH/Z9/PrVjtLRezDigQkbXlNL43BxaKNYv2+8BjLohVVXM6S7FSHmL3nhpljLnVTecfiNX4fZU7zu9KIvIUcMoYM8nbsSjX0icVpTzAbqx+HnjWjZfJAzqLmwc/VpWI/AO4hYq1DakaQp9UlFJKuYw+qSillHIZTSpKKaVcRpOKUkopl9GkopRSymU0qSillHKZ/wfj3o8aXlXV2wAAAABJRU5ErkJggg==\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "skill.SST.plot(label='raw')\n", | |
| "skill_m_bias.SST.plot(label='after mul bias reduction')\n", | |
| "plt.legend()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "673c7218-a8e7-4622-910c-16df163ca217", | |
| "metadata": {}, | |
| "source": [ | |
| "# `how='multiplicative'`" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 19, | |
| "id": "c0505cee-f9b8-49aa-9d19-861c2eee893e", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "[<matplotlib.lines.Line2D at 0x144547e80>]" | |
| ] | |
| }, | |
| "execution_count": 19, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "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": [ | |
| "hindcast.remove_bias(how='multiplicative_std', alignment='same_inits', cross_validate=False).verify(metric=metric, comparison='e2o', dim=['init'], alignment='same_inits').SST.plot()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "id": "00cbd06c-89ba-41fc-8185-bd612e41d13e", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 20, | |
| "id": "8eca25bd-ee52-4ef2-86ab-a9f7c5bb4796", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
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| "<defs>\n", | |
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| "\n", | |
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| "\n", | |
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| "}\n", | |
| "\n", | |
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| " font-weight: normal;\n", | |
| " grid-column: 1;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-attrs dt:hover span {\n", | |
| " display: inline-block;\n", | |
| " background: var(--xr-background-color);\n", | |
| " padding-right: 10px;\n", | |
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| "\n", | |
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| "}\n", | |
| "</style><pre class='xr-text-repr-fallback'><xarray.DataArray (init: 2)>\n", | |
| "array(['2000-01-01T00:00:00.000000000', '2000-03-01T00:00:00.000000000'],\n", | |
| " dtype='datetime64[ns]')\n", | |
| "Coordinates:\n", | |
| " * init (init) object 2000-01-01 00:00:00 2000-03-01 00:00:00</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>init</span>: 2</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-1b54cb76-c61b-43f9-8a16-5637382dccff' class='xr-array-in' type='checkbox' checked><label for='section-1b54cb76-c61b-43f9-8a16-5637382dccff' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>2000-01-01 2000-03-01</span></div><div class='xr-array-data'><pre>array(['2000-01-01T00:00:00.000000000', '2000-03-01T00:00:00.000000000'],\n", | |
| " dtype='datetime64[ns]')</pre></div></div></li><li class='xr-section-item'><input id='section-6a8dfe04-866e-4062-ae4f-4751993b5b5d' class='xr-section-summary-in' type='checkbox' checked><label for='section-6a8dfe04-866e-4062-ae4f-4751993b5b5d' class='xr-section-summary' >Coordinates: <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 class='xr-has-index'>init</span></div><div class='xr-var-dims'>(init)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>2000-01-01 00:00:00 2000-03-01 0...</div><input id='attrs-ce0219b1-ba99-4d0e-8399-eaa1bb59e9ce' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ce0219b1-ba99-4d0e-8399-eaa1bb59e9ce' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3449f158-6360-4e2e-bd80-54fbec76729a' class='xr-var-data-in' type='checkbox'><label for='data-3449f158-6360-4e2e-bd80-54fbec76729a' 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([cftime.DatetimeProlepticGregorian(2000, 1, 1, 0, 0, 0, 0, has_year_zero=False),\n", | |
| " cftime.DatetimeProlepticGregorian(2000, 3, 1, 0, 0, 0, 0, has_year_zero=False)],\n", | |
| " dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a138d394-e272-4c90-9af4-718311a2836d' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-a138d394-e272-4c90-9af4-718311a2836d' 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.DataArray (init: 2)>\n", | |
| "array(['2000-01-01T00:00:00.000000000', '2000-03-01T00:00:00.000000000'],\n", | |
| " dtype='datetime64[ns]')\n", | |
| "Coordinates:\n", | |
| " * init (init) object 2000-01-01 00:00:00 2000-03-01 00:00:00" | |
| ] | |
| }, | |
| "execution_count": 20, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "# convert list of dates to desired calendar\n", | |
| "import pandas as pd\n", | |
| "dates = xr.DataArray(pd.DatetimeIndex(['2000-01-01','2000-03-01']), dims='init')\n", | |
| "climpred.utils.convert_time_index(dates, 'init', 'hind', calendar='DatetimeProlepticGregorian')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "id": "d82e7a93-f94b-47f2-8e34-b6f2534f67cb", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "id": "dd3adc9f-18e5-4f42-8cd4-88b1de32d689", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "27f84b4b-ead4-4024-80c6-b182af9285ff", | |
| "metadata": {}, | |
| "source": [ | |
| "# quantile mapping\n", | |
| "\n", | |
| "from https://github.com/pankajkarman/bias_correction/blob/master/bias_correction.py" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 24, | |
| "id": "c18052be-95af-4eee-aea8-be51b75f13d0", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "#!pip install bias-correction" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 64, | |
| "id": "233c3b0b-21be-4841-8901-a451e475d8cb", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "from bias_correction import BiasCorrection, XBiasCorrection" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 21, | |
| "id": "33a2edc2-1a85-4e96-8207-e1ffaf759504", | |
| "metadata": { | |
| "tags": [] | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "\n", | |
| "import numpy as np\n", | |
| "import pandas as pd\n", | |
| "from statsmodels.distributions.empirical_distribution import ECDF\n", | |
| "from scipy.stats import gamma, norm\n", | |
| "from scipy.signal import detrend\n", | |
| "import xarray as xr\n", | |
| "\n", | |
| "'''\n", | |
| "module for bias corrections. \n", | |
| "Available methods include:\n", | |
| "- basic_quantile\n", | |
| "- modified quantile\n", | |
| "- gamma_mapping\n", | |
| "- normal_mapping \n", | |
| "'''\n", | |
| "\n", | |
| "def quantile_correction(obs_data, mod_data, sce_data, modified=True):\n", | |
| " cdf = ECDF(mod_data)\n", | |
| " p = cdf(sce_data) * 100\n", | |
| " cor = np.subtract(*[np.nanpercentile(x, p) for x in [obs_data, mod_data]])\n", | |
| " if modified:\n", | |
| " mid = np.subtract(*[np.nanpercentile(x, 50) for x in [obs_data, mod_data]])\n", | |
| " g = np.true_divide(*[np.nanpercentile(x, 50) for x in [obs_data, mod_data]])\n", | |
| "\n", | |
| " iqr_obs_data = np.subtract(*np.nanpercentile(obs_data, [75, 25]))\n", | |
| " iqr_mod_data = np.subtract(*np.nanpercentile(mod_data, [75, 25]))\n", | |
| "\n", | |
| " f = np.true_divide(iqr_obs_data, iqr_mod_data)\n", | |
| " cor = g*mid + f*(cor - mid)\n", | |
| " return sce_data + cor\n", | |
| " else:\n", | |
| " return sce_data + cor\n", | |
| "\n", | |
| "def gamma_correction(obs_data, mod_data, sce_data, lower_limit=0.1, cdf_threshold=0.9999999):\n", | |
| " obs_raindays, mod_raindays, sce_raindays = [x[x >= lower_limit] for x in [obs_data, mod_data, sce_data]]\n", | |
| " obs_gamma, mod_gamma, sce_gamma = [gamma.fit(x) for x in [obs_raindays, mod_raindays, sce_raindays]]\n", | |
| "\n", | |
| " obs_cdf = gamma.cdf(np.sort(obs_raindays), *obs_gamma)\n", | |
| " mod_cdf = gamma.cdf(np.sort(mod_raindays), *mod_gamma)\n", | |
| " sce_cdf = gamma.cdf(np.sort(sce_raindays), *sce_gamma)\n", | |
| "\n", | |
| " obs_cdf[obs_cdf > cdf_threshold] = cdf_threshold\n", | |
| " mod_cdf[mod_cdf > cdf_threshold] = cdf_threshold\n", | |
| " sce_cdf[sce_cdf > cdf_threshold] = cdf_threshold\n", | |
| "\n", | |
| " obs_cdf_intpol = np.interp(np.linspace(1, len(obs_raindays), len(sce_raindays)),\n", | |
| " np.linspace(1, len(obs_raindays), len(obs_raindays)),\n", | |
| " obs_cdf)\n", | |
| "\n", | |
| " mod_cdf_intpol = np.interp(np.linspace(1, len(mod_raindays), len(sce_raindays)),\n", | |
| " np.linspace(1, len(mod_raindays), len(mod_raindays)),\n", | |
| " mod_cdf)\n", | |
| "\n", | |
| " obs_inverse, mod_inverse, sce_inverse = [1. / (1. - x) for x in [obs_cdf_intpol, mod_cdf_intpol, sce_cdf]]\n", | |
| "\n", | |
| " adapted_cdf = 1 - 1. / (obs_inverse * sce_inverse / mod_inverse)\n", | |
| " adapted_cdf[adapted_cdf < 0.] = 0.\n", | |
| "\n", | |
| " initial = gamma.ppf(np.sort(adapted_cdf), *obs_gamma) * gamma.ppf(sce_cdf, *sce_gamma) / gamma.ppf(sce_cdf, *mod_gamma)\n", | |
| "\n", | |
| " obs_frequency = 1. * obs_raindays.shape[0] / obs_data.shape[0]\n", | |
| " mod_frequency = 1. * mod_raindays.shape[0] / mod_data.shape[0]\n", | |
| " sce_frequency = 1. * sce_raindays.shape[0] / sce_data.shape[0]\n", | |
| "\n", | |
| " days_min = len(sce_raindays) * sce_frequency / mod_frequency\n", | |
| "\n", | |
| " expected_sce_raindays = int(min(days_min, len(sce_data)))\n", | |
| "\n", | |
| " sce_argsort = np.argsort(sce_data)\n", | |
| " correction = np.zeros(len(sce_data))\n", | |
| "\n", | |
| " if len(sce_raindays) > expected_sce_raindays:\n", | |
| " initial = np.interp(np.linspace(1, len(sce_raindays), expected_sce_raindays),\n", | |
| " np.linspace(1, len(sce_raindays), len(sce_raindays)),\n", | |
| " initial)\n", | |
| " else:\n", | |
| " initial = np.hstack((np.zeros(expected_sce_raindays - len(sce_raindays)), initial))\n", | |
| "\n", | |
| " correction[sce_argsort[:expected_sce_raindays]] = initial\n", | |
| " #correction = pd.Series(correction, index=sce_data.index)\n", | |
| " return correction\n", | |
| "\n", | |
| "def normal_correction(obs_data, mod_data, sce_data, cdf_threshold=0.9999999):\n", | |
| " obs_len, mod_len, sce_len = [len(x) for x in [obs_data, mod_data, sce_data]]\n", | |
| " obs_mean, mod_mean, sce_mean = [x.mean() for x in [obs_data, mod_data, sce_data]]\n", | |
| " obs_detrended, mod_detrended, sce_detrended = [detrend(x) for x in [obs_data, mod_data, sce_data]]\n", | |
| " obs_norm, mod_norm, sce_norm = [norm.fit(x) for x in [obs_detrended, mod_detrended, sce_detrended]]\n", | |
| "\n", | |
| " obs_cdf = norm.cdf(np.sort(obs_detrended), *obs_norm)\n", | |
| " mod_cdf = norm.cdf(np.sort(mod_detrended), *mod_norm)\n", | |
| " sce_cdf = norm.cdf(np.sort(sce_detrended), *sce_norm)\n", | |
| "\n", | |
| " obs_cdf = np.maximum(np.minimum(obs_cdf, cdf_threshold), 1 - cdf_threshold)\n", | |
| " mod_cdf = np.maximum(np.minimum(mod_cdf, cdf_threshold), 1 - cdf_threshold)\n", | |
| " sce_cdf = np.maximum(np.minimum(sce_cdf, cdf_threshold), 1 - cdf_threshold)\n", | |
| "\n", | |
| " sce_diff = sce_data - sce_detrended\n", | |
| " sce_argsort = np.argsort(sce_detrended)\n", | |
| "\n", | |
| " obs_cdf_intpol = np.interp(np.linspace(1, obs_len, sce_len),\n", | |
| " np.linspace(1, obs_len, obs_len),\n", | |
| " obs_cdf)\n", | |
| " mod_cdf_intpol = np.interp(np.linspace(1, mod_len, sce_len),\n", | |
| " np.linspace(1, mod_len, mod_len),\n", | |
| " mod_cdf)\n", | |
| " obs_cdf_shift, mod_cdf_shift, sce_cdf_shift = [(x - 0.5) for x in [obs_cdf_intpol, mod_cdf_intpol, sce_cdf]]\n", | |
| "\n", | |
| " obs_inverse, mod_inverse, sce_inverse = [1. / (.5 - np.abs(x)) for x in [obs_cdf_shift, mod_cdf_shift, sce_cdf_shift]]\n", | |
| "\n", | |
| " adapted_cdf = np.sign(obs_cdf_shift) * (1. - 1. / (obs_inverse * sce_inverse / mod_inverse))\n", | |
| " adapted_cdf[adapted_cdf < 0] += 1.\n", | |
| " adapted_cdf = np.maximum(np.minimum(adapted_cdf, cdf_threshold), 1 - cdf_threshold)\n", | |
| "\n", | |
| " xvals = norm.ppf(np.sort(adapted_cdf), *obs_norm) + obs_norm[-1] / mod_norm[-1] * (norm.ppf(sce_cdf, *sce_norm) - norm.ppf(sce_cdf, *mod_norm))\n", | |
| "\n", | |
| " xvals -= xvals.mean()\n", | |
| " xvals += obs_mean + (sce_mean - mod_mean)\n", | |
| "\n", | |
| " correction = np.zeros(sce_len)\n", | |
| " correction[sce_argsort] = xvals\n", | |
| " correction += sce_diff - sce_mean\n", | |
| " #correction = pd.Series(correction, index=sce_data.index)\n", | |
| " return correction\n", | |
| "\n", | |
| "class BiasCorrection(object):\n", | |
| " def __init__(self, obs_data, mod_data, sce_data):\n", | |
| " self.obs_data = obs_data\n", | |
| " self.mod_data = mod_data\n", | |
| " self.sce_data = sce_data\n", | |
| "\n", | |
| " def correct(self, method = 'modified_quantile', lower_limit=0.1, cdf_threshold=0.9999999):\n", | |
| " if method == 'gamma_mapping':\n", | |
| " corrected = gamma_correction(self.obs_data, self.mod_data, self.sce_data, lower_limit=lower_limit,\\\n", | |
| " cdf_threshold=cdf_threshold)\n", | |
| " elif method == 'normal_mapping':\n", | |
| " corrected = normal_correction(self.obs_data, self.mod_data, self.sce_data, \\\n", | |
| " cdf_threshold=cdf_threshold)\n", | |
| " elif method == 'basic_quantile':\n", | |
| " corrected = quantile_correction(self.obs_data, self.mod_data, self.sce_data, modified = False)\n", | |
| " else:\n", | |
| " corrected = quantile_correction(self.obs_data, self.mod_data, self.sce_data, modified = True)\n", | |
| " self.corrected = pd.Series(corrected, index=self.sce_data.index)\n", | |
| " return self.corrected\n", | |
| " \n", | |
| "class XBiasCorrection(object):\n", | |
| " def __init__(self, obs_data, mod_data, sce_data, dim='time'):\n", | |
| " self.obs_data = obs_data\n", | |
| " self.mod_data = mod_data\n", | |
| " self.sce_data = sce_data\n", | |
| " self.dim = dim\n", | |
| " #print(sce_data)\n", | |
| "\n", | |
| " def correct(self, method = 'modified_quantile', \\\n", | |
| " lower_limit=0.1, cdf_threshold=0.9999999, \\\n", | |
| " vectorize=True, dask='parallelized'):\n", | |
| " dtype = self._set_dtype()\n", | |
| " dim = self.dim\n", | |
| " if method == 'gamma_mapping':\n", | |
| " corrected = xr.apply_ufunc(gamma_correction,\\\n", | |
| " self.obs_data, self.mod_data, self.sce_data,\\\n", | |
| " vectorize=vectorize, dask=dask,\\\n", | |
| " input_core_dims=[[dim],[dim], [dim]],\\\n", | |
| " output_core_dims=[[dim]], output_dtypes=[dtype],\\\n", | |
| " kwargs={'lower_limit':lower_limit, \\\n", | |
| " 'cdf_threshold':cdf_threshold})\n", | |
| " elif method == 'normal_mapping':\n", | |
| " corrected = xr.apply_ufunc(normal_correction,\\\n", | |
| " self.obs_data, self.mod_data, self.sce_data,\\\n", | |
| " vectorize=vectorize, dask=dask,\\\n", | |
| " input_core_dims=[[dim],[dim], [dim]],\\\n", | |
| " output_core_dims=[[dim]], output_dtypes=[dtype],\\\n", | |
| " kwargs={'cdf_threshold':cdf_threshold})\n", | |
| " elif method == 'basic_quantile':\n", | |
| " corrected = xr.apply_ufunc(quantile_correction, \n", | |
| " self.obs_data, self.mod_data, self.sce_data,\n", | |
| " vectorize=vectorize, dask=dask,\\\n", | |
| " input_core_dims=[[dim],[dim], [dim]],\n", | |
| " output_core_dims=[[dim]], kwargs={'modified':False})\n", | |
| " else:\n", | |
| " corrected = xr.apply_ufunc(quantile_correction, \n", | |
| " self.obs_data, self.mod_data, self.sce_data,\n", | |
| " vectorize=vectorize, dask=dask,\\\n", | |
| " input_core_dims=[[dim],[dim], [dim]],\n", | |
| " output_core_dims=[[dim]],\n", | |
| " output_dtypes=[dtype], kwargs={'modified':True})\n", | |
| " self.corrected = corrected\n", | |
| " return self.corrected\n", | |
| " \n", | |
| " def _set_dtype(self):\n", | |
| " aa = self.mod_data\n", | |
| " if isinstance(aa, xr.Dataset):\n", | |
| " dtype = aa[list(aa.data_vars)[0]].dtype\n", | |
| " print('No `dtype` chosen. Input is Dataset. \\\n", | |
| " Defaults to %s' % dtype)\n", | |
| " elif isinstance(aa, xr.DataArray):\n", | |
| " dtype = aa.dtype\n", | |
| " return dtype" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "id": "cf05792a-37a1-4036-9c42-ad1d044652cb", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 65, | |
| "id": "432b2621-93ff-4de9-b98c-6965489ddadd", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "#import bias_correction" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 66, | |
| "id": "bd4b5fe8-0705-4b98-86a8-c51bab6fe848", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "['BiasCorrection',\n", | |
| " 'ECDF',\n", | |
| " 'XBiasCorrection',\n", | |
| " '__builtins__',\n", | |
| " '__cached__',\n", | |
| " '__doc__',\n", | |
| " '__file__',\n", | |
| " '__loader__',\n", | |
| " '__name__',\n", | |
| " '__package__',\n", | |
| " '__spec__',\n", | |
| " 'detrend',\n", | |
| " 'gamma',\n", | |
| " 'gamma_correction',\n", | |
| " 'norm',\n", | |
| " 'normal_correction',\n", | |
| " 'np',\n", | |
| " 'pd',\n", | |
| " 'quantile_correction',\n", | |
| " 'xr']" | |
| ] | |
| }, | |
| "execution_count": 66, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "dir(bias_correction)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "53bacc0b-7d5e-490d-96d0-a7d2833c2f6c", | |
| "metadata": {}, | |
| "source": [ | |
| "# for one lead\n", | |
| "and on ensemble mean" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 67, | |
| "id": "3a5cd5e3-6bf9-4608-b0c3-c14671f7507a", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "Frozen({'time': 61})" | |
| ] | |
| }, | |
| "execution_count": 67, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "v='SST'\n", | |
| "l=1\n", | |
| "reference = obs[v]\n", | |
| "reference.sizes" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 68, | |
| "id": "6b990675-5abe-447d-aadc-40a66983f6ee", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "Frozen({'time': 61})" | |
| ] | |
| }, | |
| "execution_count": 68, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "# get model to time dim\n", | |
| "# training\n", | |
| "model = hind[v].sel(lead=l).rename({'init':'time'}).sel(time=obs.time).mean('member')\n", | |
| "model.sizes" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 69, | |
| "id": "4a29529b-2f7e-4ef6-a5ad-ea5951aac38d", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "# test\n", | |
| "data_to_be_corrected = model# hind[v].sel(lead=l).mean('member').rename({'init':'time'})" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 70, | |
| "id": "823c8fe8-44da-4b11-84de-9ad86b78202a", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.legend.Legend at 0x1491c0eb0>" | |
| ] | |
| }, | |
| "execution_count": 70, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "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": [ | |
| "reference.plot.hist(label='reference')\n", | |
| "model.plot.hist(label='model')\n", | |
| "plt.legend()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 71, | |
| "id": "f851b6c1-a88a-40ab-bd68-f34255e6290d", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "# model, reference = xr.broadcast(model, reference)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 72, | |
| "id": "702abcb0-e6da-41b2-987e-90e2add61326", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "(61,)" | |
| ] | |
| }, | |
| "execution_count": 72, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "model.shape" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 73, | |
| "id": "8299bde1-dc5b-446d-9b94-ac8e80d6cf3f", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "(61,)" | |
| ] | |
| }, | |
| "execution_count": 73, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "reference.shape" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 74, | |
| "id": "cd32d7b2-a4d3-4ec0-9fea-1b1769ef02a1", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "# Instantiate the bias correction class as:\n", | |
| "# bc = BiasCorrection(reference, model, data_to_be_corrected " | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 75, | |
| "id": "3bf4062c-b502-47cd-96d3-a5a45be9daf1", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "bc = BiasCorrection(reference, model, data_to_be_corrected)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 76, | |
| "id": "4483e0a6-c2ec-4f5f-948b-4769faff6ebf", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "from statsmodels.distributions.empirical_distribution import ECDF" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 92, | |
| "id": "4a5ce85f-8d15-48ba-8097-ab853b8291da", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "[<matplotlib.lines.Line2D at 0x14b2b69d0>]" | |
| ] | |
| }, | |
| "execution_count": 92, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "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": [ | |
| "xr.DataArray(ECDF(model)(data_to_be_corrected)*100,dims='sample').plot()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 78, | |
| "id": "ecd53a1b-d0e9-47c0-98a2-450149ffef64", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "('time',)" | |
| ] | |
| }, | |
| "execution_count": 78, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "bc.mod_data.dims" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 79, | |
| "id": "2b1f15af-38b9-4578-9fea-36de1324aa8d", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "('time',)" | |
| ] | |
| }, | |
| "execution_count": 79, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "bc.obs_data.dims" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 80, | |
| "id": "087ab29a-6a70-438f-a668-8ffafa1cdcd8", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "('time',)" | |
| ] | |
| }, | |
| "execution_count": 80, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "bc.sce_data.dims" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 81, | |
| "id": "82b2eeba-eae5-4a7c-abd2-4468acef14be", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "ename": "AttributeError", | |
| "evalue": "'DataArray' object has no attribute 'index'", | |
| "output_type": "error", | |
| "traceback": [ | |
| "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", | |
| "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", | |
| "\u001b[0;32m<ipython-input-81-d927c78a2ace>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;31m# Perform correction specifying the method to be used:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mcorrected\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mbc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcorrect\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmethod\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'basic_quantile'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", | |
| "\u001b[0;32m~/Coding/climpred/bias_correction.py\u001b[0m in \u001b[0;36mcorrect\u001b[0;34m(self, method, lower_limit, cdf_threshold)\u001b[0m\n\u001b[1;32m 142\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 143\u001b[0m \u001b[0mcorrected\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mquantile_correction\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mobs_data\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmod_data\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msce_data\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmodified\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 144\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcorrected\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mSeries\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcorrected\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindex\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msce_data\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 145\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcorrected\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 146\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", | |
| "\u001b[0;32m~/anaconda3/envs/climpred-dev/lib/python3.9/site-packages/xarray/core/common.py\u001b[0m in \u001b[0;36m__getattr__\u001b[0;34m(self, name)\u001b[0m\n\u001b[1;32m 237\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0msuppress\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mKeyError\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 238\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0msource\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 239\u001b[0;31m raise AttributeError(\n\u001b[0m\u001b[1;32m 240\u001b[0m \u001b[0;34m\"{!r} object has no attribute {!r}\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 241\u001b[0m )\n", | |
| "\u001b[0;31mAttributeError\u001b[0m: 'DataArray' object has no attribute 'index'" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "# Perform correction specifying the method to be used:\n", | |
| "corrected = bc.correct(method='basic_quantile')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 101, | |
| "id": "a9e53b57-bf4b-4df9-a24d-336134f11141", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.legend.Legend at 0x1457796a0>" | |
| ] | |
| }, | |
| "execution_count": 101, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "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": [ | |
| "data_to_be_corrected.plot(label='before')\n", | |
| "corrected.plot(label='after')\n", | |
| "reference.plot(label='ref')\n", | |
| "plt.legend()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 102, | |
| "id": "c11d2153-4dc0-4540-a426-00fe01eb7c10", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.legend.Legend at 0x145937ca0>" | |
| ] | |
| }, | |
| "execution_count": 102, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "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": [ | |
| "a=.5\n", | |
| "reference.plot.hist(label='reference', alpha=a)\n", | |
| "model.plot.hist(label='model', alpha=a)\n", | |
| "corrected.plot.hist(label='corrected', alpha=a)\n", | |
| "plt.legend()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "id": "d6434e10-b7b2-4e35-b6c7-9206a387d561", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "278c787a-0b54-487b-b462-174c978a5a59", | |
| "metadata": {}, | |
| "source": [ | |
| "# on all leads\n", | |
| "\n", | |
| "# build your own metric: https://climpred.readthedocs.io/en/stable/metrics.html#user-defined-metrics" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 19, | |
| "id": "b47c0b91-3899-4dd1-b4d5-3f3700aa2ccf", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "from climpred.metrics import Metric\n", | |
| "\n", | |
| "def bc_func(forecast, observations, dim=None, method='quantile_mapping', **metric_kwargs):\n", | |
| " \"\"\"Metrics are used after alignment.\n", | |
| " Todo:\n", | |
| " - nicer way to map to many variables?\n", | |
| " \"\"\"\n", | |
| " corrected = xr.Dataset() # BiasCorrection only works on xr.DataArrays\n", | |
| " for v in forecast.data_vars:\n", | |
| " if 'member' in forecast.dims: # broadcast member dim to observations, then stack to use all members for training\n", | |
| " forecast,observations=xr.broadcast(forecast,observations)\n", | |
| " forecast = forecast.rename({'time':'t'}).stack(time=['t','member'])\n", | |
| " observations = observations.rename({'time':'t'}).stack(time=['t','member'])\n", | |
| " reference = observations[v]\n", | |
| " # no cross val\n", | |
| " model = forecast[v]\n", | |
| " data_to_be_corrected = forecast[v]\n", | |
| " # using bias-correction\n", | |
| " print(forecast.dims)\n", | |
| " bc = XBiasCorrection(reference, model, data_to_be_corrected)\n", | |
| " corrected[v] = bc.correct(method=method)\n", | |
| " return corrected.unstack('time').rename({'t':'time'})\n", | |
| "\n", | |
| "bc = Metric('bias_correction', bc_func,positive=False,probabilistic=False,unit_power=1)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 22, | |
| "id": "cd19167f-2e0e-4fff-9922-575ee2173f60", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Frozen(SortedKeysDict({'time': 520}))\n", | |
| "Frozen(SortedKeysDict({'time': 520}))\n", | |
| "Frozen(SortedKeysDict({'time': 520}))\n", | |
| "Frozen(SortedKeysDict({'time': 520}))\n", | |
| "Frozen(SortedKeysDict({'time': 520}))\n", | |
| "Frozen(SortedKeysDict({'time': 520}))\n", | |
| "Frozen(SortedKeysDict({'time': 520}))\n", | |
| "Frozen(SortedKeysDict({'time': 520}))\n", | |
| "Frozen(SortedKeysDict({'time': 520}))\n", | |
| "Frozen(SortedKeysDict({'time': 520}))\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "# returns corrected.to_dataset(name=v)\n", | |
| "hind_quantile_mapped = hindcast.verify(metric=bc, comparison='m2o', dim='init', alignment='same_verifs')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 23, | |
| "id": "002968d4-37aa-4076-8e10-c40bef50a7cc", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "# create new HindcastEnsemble or copy and exchange initialized\n", | |
| "hindcast_quantile_mapped = hindcast.copy()\n", | |
| "hindcast_quantile_mapped._datasets['initialized'] = hind_quantile_mapped" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 24, | |
| "id": "9b65c49e-ed7f-4ac1-b813-6b1266cb0415", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<AxesSubplot:xlabel='time', ylabel='SST'>" | |
| ] | |
| }, | |
| "execution_count": 24, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 720x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "hindcast_quantile_mapped.plot()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "id": "392231bd-e3da-471b-8f13-2ff136ab9550", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "id": "25e5ee3d-11dc-42af-b340-e9f621e71239", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "id": "6002749e-538c-45d5-83a3-319984bb0b18", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "id": "d0377a39-b493-4b8a-a5d0-8b801aa474c8", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "id": "d408ac02-c9cc-4c79-b988-ea56e488b31f", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "id": "d405b673-f2a0-414a-b2db-01251bd13ec3", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "id": "b879d06d-c8a7-483c-b302-d99333c511f4", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "/Users/aaron.spring/Coding/climpred/climpred/utils.py:128: UserWarning: Assuming annual resolution due to numeric inits. Change init to a datetime if it is another resolution.\n", | |
| " warnings.warn(\n", | |
| "/Users/aaron.spring/Coding/climpred/climpred/utils.py:128: UserWarning: Assuming annual resolution due to numeric inits. Change init to a datetime if it is another resolution.\n", | |
| " warnings.warn(\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<AxesSubplot:xlabel='time', ylabel='SST'>" | |
| ] | |
| }, | |
| "execution_count": 1, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 720x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "import climpred\n", | |
| "import xarray as xr\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "from climpred import HindcastEnsemble\n", | |
| "from climpred.stats import rm_trend, rm_poly\n", | |
| "\n", | |
| "hind = climpred.tutorial.load_dataset('CESM-DP-SST')+2 # CESM-DPLE hindcast ensemble output.\n", | |
| "obs = climpred.tutorial.load_dataset('ERSST') # observations\n", | |
| "hind[\"lead\"].attrs[\"units\"] = \"years\"\n", | |
| "\n", | |
| "obs = obs - obs.sel(time=slice('1964', '2014')).mean('time') + 2\n", | |
| "\n", | |
| "o=2\n", | |
| "obs = rm_poly(obs, deg=o)\n", | |
| "\n", | |
| "obs = (obs + 1) * 2 # artificial mul_bias\n", | |
| "\n", | |
| "hind = rm_poly(hind, dim='init', deg=o)+1\n", | |
| "hindcast = HindcastEnsemble(hind)\n", | |
| "hindcast = hindcast.add_observations(obs)\n", | |
| "hindcast.plot()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "id": "ff0e4187-601c-41ca-9dc0-b35cbd314141", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "#hindcast=hindcast.mean('member')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "id": "09f5ebb9-aca0-49d5-96d6-75578d0ee282", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "# setting nice plotting cmap\n", | |
| "#!pip install seaborn\n", | |
| "import seaborn as sns\n", | |
| "sns.set_palette('viridis', hind.lead.size)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "id": "52fa117b-f433-47bb-b5ae-8197295fb9db", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "verify_metrics=dict(metric='rank_histogram', comparison='m2o', dim=['init','member'], alignment='maximize')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "id": "9478acbc-fa6a-4449-bc75-399ef2fe8f17", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "#verify_metrics=dict(metric='rmse', comparison='e2o', dim=['init'], alignment='maximize', skipna=True)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "id": "85cb8438-3772-4f69-96d3-89f88464d316", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<AxesSubplot:xlabel='time', ylabel='SST'>" | |
| ] | |
| }, | |
| "execution_count": 6, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 720x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "hindcast.plot()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "id": "3d593265-ca38-4d6e-a7d6-0e5c160d1097", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "Text(0.5, 1.0, 'raw')" | |
| ] | |
| }, | |
| "execution_count": 7, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "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": [ | |
| "hindcast.verify(**verify_metrics).SST.plot(hue='lead')\n", | |
| "plt.title('raw')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "id": "fd6a09bf-8339-4ae7-93a8-9bd0fc4a505b", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<climpred.options.set_options at 0x10a0854f0>" | |
| ] | |
| }, | |
| "execution_count": 8, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "climpred.set_options(seasonality='month')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "id": "60454b3c-b7e0-4b1d-bc0f-5ca3e351354e", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 720x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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