percentile_doy.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7edfe1e6-61b7-402b-8b31-df522cc932ed",
   "metadata": {},
   "outputs": [],
   "source": [
    "import xarray as xr\n",
    "from xclim.core.calendar import percentile_doy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "df33fe60-85a6-473e-acd7-d13426cef0d5",
   "metadata": {},
   "outputs": [],
   "source": [
    "from dask.distributed import Client\n",
    "\n",
    "client = Client(n_workers=8, threads_per_worker=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "71d3e093-064e-43db-860c-6914f33fd52f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-9a0e019d-be72-11ed-99d5-080038c036dd</p>\n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "\n",
       "        <tr>\n",
       "        \n",
       "            <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
       "            <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n",
       "        \n",
       "        </tr>\n",
       "\n",
       "        \n",
       "            <tr>\n",
       "                <td style=\"text-align: left;\">\n",
       "                    <strong>Dashboard: </strong> <a href=\"/user/g300046/levante-spawner-preset//proxy/8787/status\" target=\"_blank\">/user/g300046/levante-spawner-preset//proxy/8787/status</a>\n",
       "                </td>\n",
       "                <td style=\"text-align: left;\"></td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        </table>\n",
       "\n",
       "        \n",
       "            <details>\n",
       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">07536629</p>\n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr>\n",
       "                <td style=\"text-align: left;\">\n",
       "                    <strong>Dashboard:</strong> <a href=\"/user/g300046/levante-spawner-preset//proxy/8787/status\" target=\"_blank\">/user/g300046/levante-spawner-preset//proxy/8787/status</a>\n",
       "                </td>\n",
       "                <td style=\"text-align: left;\">\n",
       "                    <strong>Workers:</strong> 8\n",
       "                </td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td style=\"text-align: left;\">\n",
       "                    <strong>Total threads:</strong> 32\n",
       "                </td>\n",
       "                <td style=\"text-align: left;\">\n",
       "                    <strong>Total memory:</strong> 100.00 GiB\n",
       "                </td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "    <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
       "</tr>\n",
       "\n",
       "            \n",
       "        </table>\n",
       "\n",
       "        <details>\n",
       "            <summary style=\"margin-bottom: 20px;\">\n",
       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
       "            </summary>\n",
       "\n",
       "            <div style=\"\">\n",
       "    <div>\n",
       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
       "        <div style=\"margin-left: 48px;\">\n",
       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-d66cb124-2a9c-4d44-900f-46d25bb77fae</p>\n",
       "            <table style=\"width: 100%; text-align: left;\">\n",
       "                <tr>\n",
       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Comm:</strong> tcp://127.0.0.1:44563\n",
       "                    </td>\n",
       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Workers:</strong> 8\n",
       "                    </td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Dashboard:</strong> <a href=\"/user/g300046/levante-spawner-preset//proxy/8787/status\" target=\"_blank\">/user/g300046/levante-spawner-preset//proxy/8787/status</a>\n",
       "                    </td>\n",
       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Total threads:</strong> 32\n",
       "                    </td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Started:</strong> Just now\n",
       "                    </td>\n",
       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Total memory:</strong> 100.00 GiB\n",
       "                    </td>\n",
       "                </tr>\n",
       "            </table>\n",
       "        </div>\n",
       "    </div>\n",
       "\n",
       "    <details style=\"margin-left: 48px;\">\n",
       "        <summary style=\"margin-bottom: 20px;\">\n",
       "            <h3 style=\"display: inline;\">Workers</h3>\n",
       "        </summary>\n",
       "\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:33069\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 4\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/user/g300046/levante-spawner-preset//proxy/34657/status\" target=\"_blank\">/user/g300046/levante-spawner-preset//proxy/34657/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 12.50 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33171\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /work/ch0636/g300046/dev/batch-run/dask-worker-space/worker-k0_ysq27\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:42107\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 4\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/user/g300046/levante-spawner-preset//proxy/32937/status\" target=\"_blank\">/user/g300046/levante-spawner-preset//proxy/32937/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 12.50 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42077\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /work/ch0636/g300046/dev/batch-run/dask-worker-space/worker-8oo_ejbi\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 2</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:41969\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 4\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/user/g300046/levante-spawner-preset//proxy/46675/status\" target=\"_blank\">/user/g300046/levante-spawner-preset//proxy/46675/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 12.50 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40517\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /work/ch0636/g300046/dev/batch-run/dask-worker-space/worker-x87o89ug\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 3</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:34589\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 4\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/user/g300046/levante-spawner-preset//proxy/46087/status\" target=\"_blank\">/user/g300046/levante-spawner-preset//proxy/46087/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 12.50 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38029\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /work/ch0636/g300046/dev/batch-run/dask-worker-space/worker-guz7clgc\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 4</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:38147\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 4\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/user/g300046/levante-spawner-preset//proxy/41565/status\" target=\"_blank\">/user/g300046/levante-spawner-preset//proxy/41565/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 12.50 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42313\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /work/ch0636/g300046/dev/batch-run/dask-worker-space/worker-8pct1j3d\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 5</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:37257\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 4\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/user/g300046/levante-spawner-preset//proxy/45181/status\" target=\"_blank\">/user/g300046/levante-spawner-preset//proxy/45181/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 12.50 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43497\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /work/ch0636/g300046/dev/batch-run/dask-worker-space/worker-qoanl27o\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 6</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:34409\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 4\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/user/g300046/levante-spawner-preset//proxy/33583/status\" target=\"_blank\">/user/g300046/levante-spawner-preset//proxy/33583/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 12.50 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44933\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /work/ch0636/g300046/dev/batch-run/dask-worker-space/worker-xzn4grhp\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 7</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:38411\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 4\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/user/g300046/levante-spawner-preset//proxy/34751/status\" target=\"_blank\">/user/g300046/levante-spawner-preset//proxy/34751/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
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       "    units:             kg m-2 s-1\n",
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       "    comment:           at surface; includes both liquid and solid phases from...\n",
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       "    associated_files:  gridspecFile: gridspec_atmos_fx_GERICS-REMO2015_histor...</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'pr'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 11323</li><li><span class='xr-has-index'>rlat</span>: 412</li><li><span class='xr-has-index'>rlon</span>: 424</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-f8609277-e633-4ba3-b77d-2c7de0462a85' class='xr-array-in' type='checkbox' checked><label for='section-f8609277-e633-4ba3-b77d-2c7de0462a85' 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>dask.array&lt;chunksize=(360, 220, 230), meta=np.ndarray&gt;</span></div><div class='xr-array-data'><table>\n",
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       "        </td>\n",
       "    </tr>\n",
       "</table></div></div></li><li class='xr-section-item'><input id='section-eba98f96-923a-4b06-8e17-d8ae80e5901b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-eba98f96-923a-4b06-8e17-d8ae80e5901b' class='xr-section-summary' >Coordinates: <span>(5)</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'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1970-01-01T12:00:00 ... 2000-12-...</div><input id='attrs-8593dcd9-d7b5-4b46-8b9f-b9292002e7d8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8593dcd9-d7b5-4b46-8b9f-b9292002e7d8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9b93dbab-ae7a-4af9-bd18-2b4f1a26812c' class='xr-var-data-in' type='checkbox'><label for='data-9b93dbab-ae7a-4af9-bd18-2b4f1a26812c' 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>standard_name :</span></dt><dd>time</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1970-01-01T12:00:00.000000000&#x27;, &#x27;1970-01-02T12:00:00.000000000&#x27;,\n",
       "       &#x27;1970-01-03T12:00:00.000000000&#x27;, ..., &#x27;2000-12-29T12:00:00.000000000&#x27;,\n",
       "       &#x27;2000-12-30T12:00:00.000000000&#x27;, &#x27;2000-12-31T12:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(rlat, rlon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(220, 230), meta=np.ndarray&gt;</div><input id='attrs-a1b04e0f-b7be-433a-9111-5d677cb736a8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a1b04e0f-b7be-433a-9111-5d677cb736a8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-02b89da8-80dc-43b6-9115-81ddb2be5b8e' class='xr-var-data-in' type='checkbox'><label for='data-02b89da8-80dc-43b6-9115-81ddb2be5b8e' 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>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude coordinate</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>_CoordinateAxisType :</span></dt><dd>Lon</dd><dt><span>bounds :</span></dt><dd>lon_bnds</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
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       "                    </tr>\n",
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       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 682.38 kiB </td>\n",
       "                        <td> 197.66 kiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (412, 424) </td>\n",
       "                        <td> (220, 230) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Count </th>\n",
       "                        <td> 5 Tasks </td>\n",
       "                        <td> 4 Chunks </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                    <th> Type </th>\n",
       "                    <td> float32 </td>\n",
       "                    <td> numpy.ndarray </td>\n",
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       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
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       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(rlat, rlon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(220, 230), meta=np.ndarray&gt;</div><input id='attrs-7e8b2b0d-edb3-407c-9ccc-736072e179ec' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7e8b2b0d-edb3-407c-9ccc-736072e179ec' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c009061b-6c45-485d-b40e-4b50922a433e' class='xr-var-data-in' type='checkbox'><label for='data-c009061b-6c45-485d-b40e-4b50922a433e' 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>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude coordinate</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>_CoordinateAxisType :</span></dt><dd>Lat</dd><dt><span>bounds :</span></dt><dd>lat_bnds</dd></dl></div><div class='xr-var-data'><table>\n",
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       "                    <tr>\n",
       "                        <th> Count </th>\n",
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       "                        <td> 4 Chunks </td>\n",
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       "                    <tr>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>rlon</span></div><div class='xr-var-dims'>(rlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-28.38 -28.27 ... 18.04 18.16</div><input id='attrs-c0040b39-d194-497c-9e05-e58f9380639e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c0040b39-d194-497c-9e05-e58f9380639e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7d1f0cf3-f028-4fa9-8ccc-f5fa4dd20b9d' class='xr-var-data-in' type='checkbox'><label for='data-7d1f0cf3-f028-4fa9-8ccc-f5fa4dd20b9d' 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>standard_name :</span></dt><dd>grid_longitude</dd><dt><span>long_name :</span></dt><dd>longitude in rotated pole grid</dd><dt><span>units :</span></dt><dd>degrees</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([-28.375, -28.265, -28.155, ...,  17.935,  18.045,  18.155])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>rlat</span></div><div class='xr-var-dims'>(rlat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-23.38 -23.27 ... 21.72 21.84</div><input id='attrs-2f343c9c-1462-4767-9ea7-a68d39b6f678' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2f343c9c-1462-4767-9ea7-a68d39b6f678' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b309ff55-41ae-4d9e-b82d-cd6c53dd748d' class='xr-var-data-in' type='checkbox'><label for='data-b309ff55-41ae-4d9e-b82d-cd6c53dd748d' 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>standard_name :</span></dt><dd>grid_latitude</dd><dt><span>long_name :</span></dt><dd>latitude in rotated pole grid</dd><dt><span>units :</span></dt><dd>degrees</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><pre>array([-23.375, -23.265, -23.155, ...,  21.615,  21.725,  21.835])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d328a8a2-f2ff-4724-8b26-b785dc3cd06b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d328a8a2-f2ff-4724-8b26-b785dc3cd06b' class='xr-section-summary' >Attributes: <span>(7)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>long_name :</span></dt><dd>Precipitation</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>grid_mapping :</span></dt><dd>rotated_latitude_longitude</dd><dt><span>comment :</span></dt><dd>at surface; includes both liquid and solid phases from all types of clouds (both large-scale and convective)</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>associated_files :</span></dt><dd>gridspecFile: gridspec_atmos_fx_GERICS-REMO2015_historical_r0i0p0.nc</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'pr' (time: 11323, rlat: 412, rlon: 424)>\n",
       "dask.array<getitem, shape=(11323, 412, 424), dtype=float32, chunksize=(365, 220, 230), chunktype=numpy.ndarray>\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 1970-01-01T12:00:00 ... 2000-12-31T12:00:00\n",
       "    lon      (rlat, rlon) float32 dask.array<chunksize=(220, 230), meta=np.ndarray>\n",
       "    lat      (rlat, rlon) float32 dask.array<chunksize=(220, 230), meta=np.ndarray>\n",
       "  * rlon     (rlon) float64 -28.38 -28.27 -28.16 -28.05 ... 17.93 18.04 18.16\n",
       "  * rlat     (rlat) float64 -23.38 -23.27 -23.16 -23.05 ... 21.61 21.72 21.84\n",
       "Attributes:\n",
       "    standard_name:     precipitation_flux\n",
       "    long_name:         Precipitation\n",
       "    units:             kg m-2 s-1\n",
       "    grid_mapping:      rotated_latitude_longitude\n",
       "    comment:           at surface; includes both liquid and solid phases from...\n",
       "    cell_methods:      time: mean\n",
       "    associated_files:  gridspecFile: gridspec_atmos_fx_GERICS-REMO2015_histor..."
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url = \"/work/ch0636/eddy/pool/sims/cordex/euro-cordex/esgf/EUR11/day/var/pr/pr_EUR-11_NOAA-GFDL-GFDL-ESM2G_rcp26_r1i1p1_GERICS-REMO2015_v1_day_19480102-21001231.nc\"\n",
    "ds = xr.open_dataset(url, chunks={\"time\": 365, \"rlon\": 230, \"rlat\": 220})\n",
    "pr = ds.pr.sel(time=slice(\"1970\", \"2000\"))\n",
    "pr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1ee7d65e-9bc3-4795-b07a-6ba935554d4f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import dask\n",
    "\n",
    "with dask.config.set(**{\"array.slicing.split_large_chunks\": False}):\n",
    "    doy = percentile_doy(pr, per=95)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c7475be1-2d10-4825-8abd-9fb664e30286",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 17.7 s, sys: 2.43 s, total: 20.1 s\n",
      "Wall time: 1min 13s\n"
     ]
    }
   ],
   "source": [
    "%time doy_ = doy.compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "7c6c560b-1763-492d-99ca-33fdd2fba33a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7ffd8ae85f90>]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "doy_.mean((\"rlon\", \"rlat\")).plot()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "xclim",
   "language": "python",
   "name": "xclim"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}