interpolate_to_access-om2.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Create initial and boundary conditions for BGC of ACCESS-OM2*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### A few notes:\n",
    "\n",
    "1. Directory structure\n",
    "    - directories are based on `basepath`\n",
    "    - `input` contains input data\n",
    "    - `tmp` is where the regridded data will be stored initially (**to be deleted manually after regridding is finished if you want to re-create fresh files**).\n",
    "    - `1deg, 025deg, 01deg` are where the regridded data used for model simulations will be stored (permanent locations).\n",
    "    - `insource` is where the input files are symlinked from.\n",
    "    - `cplpath` is the parent to the dirs that i2o.nc and o2i.nc are copied from.\n",
    "\n",
    "0. To run ACCESS-OM2* with BGC, the following files are required:\n",
    "    - bgc_param.nc (parameters)\n",
    "    - co2_iaf.nc or co2_ryf.nc (atmospheric co2 concentrations)\n",
    "    - csiro_bgc.res.nc (initial conditions)\n",
    "    - csiro_bgc_sediment.res.nc (initial sediment conditions)\n",
    "    - dust.nc (dust deposition for iron)\n",
    "\n",
    "0. In addition, the following files need to be updated by adding extra coupling tracers for ice BGC (initialised to zeros for simplicity):\n",
    "    - i2o.nc\n",
    "    - o2i.nc\n",
    "\n",
    "0. There are a few options for BGC initial conditions. The current version of this script supports generation of initial conditions either from:\n",
    "    - access-om2-1deg_omip2_cycle5 (adic,dic,alk)\n",
    "    - WOA13v2 (no3,o2; OMIP protocol)\n",
    "    - GLODAPv2 2016b (no3,o2,adic,dic,alk)\n",
    "    - FeMIP median (fe; mol L-1)\n",
    "    - 0.01 mmol m-3 is given to phy,zoo,det,caco3.\n",
    "\n",
    "0. Before regridding, input data are extrapolated over land to avoid missing values over the regridded ocean in case slight changes in the model bathymetry occurs in the future. This is done using `cdo fillmiss`.\n",
    "\n",
    "0. WOMBAT wants these fields in the units of mmol m-3 for all tracers except for iron (umol m-3). Therefore, appropriate unit conversion is needed if the input data are provided in different units. \n",
    "\n",
    "0. This script should be run using `gadi_jupyter` by requesting the maximum memory for a whole node i.e., `gadi_jupyter -m 192Gb -q normal -n 27 -t 15:00:00`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Load relevant modules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from scipy.interpolate import griddata,interpn\n",
    "import numpy as np\n",
    "import xarray as xr\n",
    "import xesmf as xe\n",
    "from pathlib import Path\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    <div style=\"margin-left: 48px;\">\n",
       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-93955098-95b2-11ec-878c-8c0f6f7f8888</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=\"/proxy/8787/status\" target=\"_blank\">/proxy/8787/status</a>\n",
       "                </td>\n",
       "                <td style=\"text-align: left;\"></td>\n",
       "            </tr>\n",
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       "\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",
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       "    <div style=\"margin-left: 48px;\">\n",
       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">5e82b4cb</p>\n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr>\n",
       "                <td style=\"text-align: left;\">\n",
       "                    <strong>Dashboard:</strong> <a href=\"/proxy/8787/status\" target=\"_blank\">/proxy/8787/status</a>\n",
       "                </td>\n",
       "                <td style=\"text-align: left;\">\n",
       "                    <strong>Workers:</strong> 27\n",
       "                </td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td style=\"text-align: left;\">\n",
       "                    <strong>Total threads:</strong> 27\n",
       "                </td>\n",
       "                <td style=\"text-align: left;\">\n",
       "                    <strong>Total memory:</strong> 192.00 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-94af7730-391a-403b-a899-6341f415b6f5</p>\n",
       "            <table style=\"width: 100%; text-align: left;\">\n",
       "                <tr>\n",
       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Comm:</strong> tcp://127.0.0.1:45997\n",
       "                    </td>\n",
       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Workers:</strong> 27\n",
       "                    </td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Dashboard:</strong> <a href=\"/proxy/8787/status\" target=\"_blank\">/proxy/8787/status</a>\n",
       "                    </td>\n",
       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Total threads:</strong> 27\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> 192.00 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://10.6.44.33:45661\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/proxy/36953/status\" target=\"_blank\">/proxy/36953/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 7.11 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46815\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> /jobfs/35810653.gadi-pbs/tmpo4flgukidask-worker-space/dask-worker-space/worker-vpnvx3gi\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://10.6.44.33:40805\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/proxy/44465/status\" target=\"_blank\">/proxy/44465/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 7.11 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44607\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> /jobfs/35810653.gadi-pbs/tmpo4flgukidask-worker-space/dask-worker-space/worker-jg7woaao\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://10.6.44.33:43911\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/proxy/40803/status\" target=\"_blank\">/proxy/40803/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 7.11 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34971\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> /jobfs/35810653.gadi-pbs/tmpo4flgukidask-worker-space/dask-worker-space/worker-6y7u9ees\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://10.6.44.33:33573\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/proxy/35755/status\" target=\"_blank\">/proxy/35755/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 7.11 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39125\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> /jobfs/35810653.gadi-pbs/tmpo4flgukidask-worker-space/dask-worker-space/worker-_i4v_7ty\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://10.6.44.33:43591\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/proxy/46431/status\" target=\"_blank\">/proxy/46431/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 7.11 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37061\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> /jobfs/35810653.gadi-pbs/tmpo4flgukidask-worker-space/dask-worker-space/worker-2hdtn3yk\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://10.6.44.33:46773\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/proxy/42019/status\" target=\"_blank\">/proxy/42019/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 7.11 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41377\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> /jobfs/35810653.gadi-pbs/tmpo4flgukidask-worker-space/dask-worker-space/worker-2vidrci0\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://10.6.44.33:38613\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/proxy/37559/status\" target=\"_blank\">/proxy/37559/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 7.11 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36879\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> /jobfs/35810653.gadi-pbs/tmpo4flgukidask-worker-space/dask-worker-space/worker-2ndyw6t1\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://10.6.44.33:37015\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/proxy/38233/status\" target=\"_blank\">/proxy/38233/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 7.11 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35699\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> /jobfs/35810653.gadi-pbs/tmpo4flgukidask-worker-space/dask-worker-space/worker-a_4t4kyr\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: 8</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://10.6.44.33:39285\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/proxy/45743/status\" target=\"_blank\">/proxy/45743/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 7.11 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37843\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> /jobfs/35810653.gadi-pbs/tmpo4flgukidask-worker-space/dask-worker-space/worker-7hvtbnzv\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: 9</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://10.6.44.33:40605\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/proxy/44291/status\" target=\"_blank\">/proxy/44291/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 7.11 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34865\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> /jobfs/35810653.gadi-pbs/tmpo4flgukidask-worker-space/dask-worker-space/worker-mc48l0we\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: 10</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://10.6.44.33:35457\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/proxy/41973/status\" target=\"_blank\">/proxy/41973/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 7.11 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37203\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> /jobfs/35810653.gadi-pbs/tmpo4flgukidask-worker-space/dask-worker-space/worker-10qklkcd\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: 11</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://10.6.44.33:39917\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/proxy/34217/status\" target=\"_blank\">/proxy/34217/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 7.11 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33333\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> /jobfs/35810653.gadi-pbs/tmpo4flgukidask-worker-space/dask-worker-space/worker-ubq4tox8\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: 12</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://10.6.44.33:37471\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/proxy/39525/status\" target=\"_blank\">/proxy/39525/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 7.11 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41101\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> /jobfs/35810653.gadi-pbs/tmpo4flgukidask-worker-space/dask-worker-space/worker-6guln4hm\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: 13</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://10.6.44.33:35099\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/proxy/39755/status\" target=\"_blank\">/proxy/39755/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 7.11 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37039\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> /jobfs/35810653.gadi-pbs/tmpo4flgukidask-worker-space/dask-worker-space/worker-8qfoc8fq\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: 14</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://10.6.44.33:40789\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/proxy/46479/status\" target=\"_blank\">/proxy/46479/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 7.11 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45601\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> /jobfs/35810653.gadi-pbs/tmpo4flgukidask-worker-space/dask-worker-space/worker-7xod07qc\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: 15</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://10.6.44.33:40555\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/proxy/45829/status\" target=\"_blank\">/proxy/45829/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 7.11 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41495\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> /jobfs/35810653.gadi-pbs/tmpo4flgukidask-worker-space/dask-worker-space/worker-6go1bbf1\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: 16</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://10.6.44.33:46835\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/proxy/37651/status\" target=\"_blank\">/proxy/37651/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 7.11 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42325\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> /jobfs/35810653.gadi-pbs/tmpo4flgukidask-worker-space/dask-worker-space/worker-akpjrxi_\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: 17</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://10.6.44.33:34197\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/proxy/37177/status\" target=\"_blank\">/proxy/37177/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 7.11 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41773\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> /jobfs/35810653.gadi-pbs/tmpo4flgukidask-worker-space/dask-worker-space/worker-9yw04wmz\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: 18</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://10.6.44.33:43523\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/proxy/42945/status\" target=\"_blank\">/proxy/42945/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 7.11 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35799\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> /jobfs/35810653.gadi-pbs/tmpo4flgukidask-worker-space/dask-worker-space/worker-3waupy23\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: 19</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://10.6.44.33:41865\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/proxy/44703/status\" target=\"_blank\">/proxy/44703/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 7.11 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34733\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> /jobfs/35810653.gadi-pbs/tmpo4flgukidask-worker-space/dask-worker-space/worker-rsp9t9ig\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: 20</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://10.6.44.33:38225\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/proxy/43481/status\" target=\"_blank\">/proxy/43481/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 7.11 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34997\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> /jobfs/35810653.gadi-pbs/tmpo4flgukidask-worker-space/dask-worker-space/worker-4vq9i69a\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: 21</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://10.6.44.33:40079\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/proxy/41473/status\" target=\"_blank\">/proxy/41473/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 7.11 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41545\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> /jobfs/35810653.gadi-pbs/tmpo4flgukidask-worker-space/dask-worker-space/worker-68jnky5r\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: 22</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://10.6.44.33:32981\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/proxy/41019/status\" target=\"_blank\">/proxy/41019/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 7.11 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46823\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> /jobfs/35810653.gadi-pbs/tmpo4flgukidask-worker-space/dask-worker-space/worker-6nfx809w\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: 23</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://10.6.44.33:35469\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/proxy/42895/status\" target=\"_blank\">/proxy/42895/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 7.11 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38651\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> /jobfs/35810653.gadi-pbs/tmpo4flgukidask-worker-space/dask-worker-space/worker-dfryddxz\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: 24</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://10.6.44.33:37433\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/proxy/41781/status\" target=\"_blank\">/proxy/41781/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 7.11 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35563\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> /jobfs/35810653.gadi-pbs/tmpo4flgukidask-worker-space/dask-worker-space/worker-_6coaahe\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: 25</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://10.6.44.33:37487\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/proxy/43309/status\" target=\"_blank\">/proxy/43309/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 7.11 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41667\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> /jobfs/35810653.gadi-pbs/tmpo4flgukidask-worker-space/dask-worker-space/worker-lytenf7w\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: 26</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://10.6.44.33:34943\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/proxy/40071/status\" target=\"_blank\">/proxy/40071/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 7.11 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33953\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> /jobfs/35810653.gadi-pbs/tmpo4flgukidask-worker-space/dask-worker-space/worker-mz1tub5_\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "\n",
       "    </details>\n",
       "</div>\n",
       "\n",
       "        </details>\n",
       "    </div>\n",
       "</div>\n",
       "            </details>\n",
       "        \n",
       "\n",
       "    </div>\n",
       "</div>"
      ],
      "text/plain": [
       "<Client: 'tcp://127.0.0.1:45997' processes=27 threads=27, memory=192.00 GiB>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import climtas.nci\n",
    "climtas.nci.GadiClient(malloc_trim_threshold='64kib')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Set up directories"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# res_list = ['1','025','01']\n",
    "res_list = ['01']\n",
    "\n",
    "# basepath = '/g/data/v45/hh0162/projects/icebgc/prep_omip2/input_om2-bgc/'\n",
    "basepath = '/g/data/v45/aek156/input_om2-bgc/'\n",
    "inpath = basepath+'input/'\n",
    "tmppath = basepath+'tmp/'\n",
    "\n",
    "# insource is where the input files are copied/symlinked from\n",
    "insource = '/g/data/ik11/inputs/BGC/'\n",
    "\n",
    "# cplpath is parent to dirs that i2o.nc and o2i.nc are copied from\n",
    "cplpath = '/g/data/ik11/inputs/access-om2/input_20201102/'\n",
    "\n",
    "# create dirs if they don't already exist\n",
    "Path(inpath).mkdir(parents=True, exist_ok=True)\n",
    "Path(tmppath).mkdir(parents=True, exist_ok=True)\n",
    "for r in res_list:\n",
    "    Path(basepath+r+'deg').mkdir(parents=True, exist_ok=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%bash -s \"$insource\" \"$cplpath\" \"$basepath\" \"$inpath\" \"{\" \".join(res_list)}\"\n",
    "insource=$1\n",
    "cplpath=$2\n",
    "basepath=$3\n",
    "inpath=$4\n",
    "res=$5\n",
    "cp -nprs ${insource}input/* ${inpath} # symlink input files from insource to inpath if they aren't already there\n",
    "for ir in $res\n",
    "do # copy coupler files from cplpath to basepath if they aren't already there\n",
    "    cp -np `realpath ${cplpath}/cice_${ir}deg/i2o.nc` ${basepath}/${ir}deg\n",
    "    cp -np `realpath ${cplpath}/cice_${ir}deg/o2i.nc` ${basepath}/${ir}deg\n",
    "done"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Create `csiro_bgc.res.nc`.\n",
    "\n",
    "- The input options `input_list` are:\n",
    "    - IRON = FEMIP median iron (mol/L)\n",
    "    - TAlk,TCO2,PI_TCO2,NO3,oxygen = GLODAPv2 2016b (umol/kg)\n",
    "    - no3, o2 = WOA2013v2 (mmol/m3, ml/L)\n",
    "    - dic,adic,alk = 1deg_jra55_iaf_omip2_cycle5_restart304 (mmol/m3 for all)\n",
    "    \n",
    "- `wombat_list` contains the names of variables that WOMBAT wants. The choices are `fe,dic,adic,alk,no3,o2`.\n",
    "\n",
    "- `wombat_list` must match the order of `input_list`. For example, if `input_list = ['NO3','oxygen']`, then `wombat_list = ['no3','o2']`\n",
    "\n",
    "- `res_list` is the output resolution you want to regrid to.\n",
    "\n",
    "- mean/min/max of both input and output data are printed to make sure that regridded values are reasonable and contains no NaNs."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Define `my_choice` to choose your input data based on your configuration, either `master+bgc`, `01deg_jra55v140_iaf_cycle4`, or `iamip2`.\n",
    "**WARNING:** if you change `my_choice` you must delete the files in `tmp` to create new versions!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# my_choice = 'master+bgc' # 'master+bgc', '01deg_jra55v140_iaf_cycle4', or 'iamip2'\n",
    "my_choice = '01deg_jra55v140_iaf_cycle4' # 'master+bgc', '01deg_jra55v140_iaf_cycle4', or 'iamip2'\n",
    "\n",
    "BGC_vars = { \n",
    "    'master+bgc':                 ['NO3','oxygen','PI_TCO2','TAlk','TCO2','IRON'],\n",
    "    '01deg_jra55v140_iaf_cycle4': ['NO3','oxygen','dic',    'alk', 'adic','IRON'],\n",
    "    'iamip2':                     ['no3','o2',    'PI_TCO2','TAlk','TCO2','IRON']\n",
    "}\n",
    "\n",
    "input_list = BGC_vars[my_choice]\n",
    "wombat_list = ['no3','o2','dic'  ,'alk' ,'adic',    'fe'] # must be in the same order as in BGC_vars\n",
    "\n",
    "wombat_attrs = { # netcdf attributes\n",
    "                'no3': {'long_name': 'nitrate', 'units': 'mmol/m^3'},\n",
    "                'o2': {'long_name': 'dissolved oxygen', 'units': 'mmol/m^3'},\n",
    "                'dic': {'long_name': 'natural dissolved inorganic carbon', 'units': 'mmol/m^3'},\n",
    "                'alk': {'long_name': 'alkalinity', 'units': 'mmol/m^3'},\n",
    "                'adic': {'long_name': 'natural + anthropogenic dissolved inorganic carbon', 'units': 'mmol/m^3'},\n",
    "                'fe': {'long_name': 'iron', 'units': 'umol/m^3'},  # NB: the only one with different units\n",
    "                'phy': {'long_name': 'phytoplankton', 'units': 'mmol/m^3'},\n",
    "                'zoo': {'long_name': 'zooplankton', 'units': 'mmol/m^3'},\n",
    "                'det': {'long_name': 'detritus', 'units': 'mmol/m^3'},\n",
    "                'caco3': {'long_name': 'calcium carbonate', 'units': 'mmol/m^3'}\n",
    "                }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-- skipping /g/data/v45/aek156/input_om2-bgc/tmp/no3_init_01deg.nc (file already exists)\n",
      "-- skipping /g/data/v45/aek156/input_om2-bgc/tmp/o2_init_01deg.nc (file already exists)\n",
      "-- skipping /g/data/v45/aek156/input_om2-bgc/tmp/dic_init_01deg.nc (file already exists)\n",
      "-- skipping /g/data/v45/aek156/input_om2-bgc/tmp/alk_init_01deg.nc (file already exists)\n",
      "-- skipping /g/data/v45/aek156/input_om2-bgc/tmp/adic_init_01deg.nc (file already exists)\n",
      "-- skipping /g/data/v45/aek156/input_om2-bgc/tmp/fe_init_01deg.nc (file already exists)\n"
     ]
    }
   ],
   "source": [
    "for ir in range(np.size(res_list)):\n",
    "    \n",
    "    for it in range(np.size(wombat_list)):\n",
    "\n",
    "        tmpoutfile = tmppath+wombat_list[it]+'_init_'+res_list[ir]+'deg.nc'\n",
    "        \n",
    "        if os.path.exists(tmpoutfile):\n",
    "            print('-- skipping', tmpoutfile, '(file already exists)')\n",
    "        else:\n",
    "            if input_list[it] == 'IRON':\n",
    "                ds_in = xr.open_dataset(inpath+'FEMIP_model_median_iron_2016_fillmiss.nc')\n",
    "                #rename the coordinates to the MOM coordinate names to enable interpolation.\n",
    "                ds_in = ds_in.rename(({'LON':'xt_ocean', 'LAT':'yt_ocean', 'DEPTH':'st_ocean'}))              \n",
    "            elif input_list[it] == 'no3':\n",
    "                ds_in = xr.open_dataset(inpath+'woa13_nitrate_OMIPinit_fillmiss.nc',decode_times=False)\n",
    "                ds_in = ds_in.rename(({'lon':'xt_ocean', 'lat':'yt_ocean', 'depth':'st_ocean'}))\n",
    "                ds_in = ds_in.isel(time=0,drop=True)\n",
    "            elif input_list[it] == 'o2':\n",
    "                ds_in = xr.open_dataset(inpath+'woa13_oxygen_OMIPinit_fillmiss.nc',decode_times=False)\n",
    "                ds_in = ds_in.rename(({'lon':'xt_ocean', 'lat':'yt_ocean', 'depth':'st_ocean'}))\n",
    "                ds_in = ds_in.isel(time=0,drop=True)\n",
    "            elif input_list[it] in ['alk','adic','dic']:\n",
    "                ds_in = xr.open_dataset(inpath+'1deg_jra55_iaf_omip2_cycle5_restart304_csiro_bgc.res_fillmiss.nc')\n",
    "                ds_in = ds_in.isel(time=0,drop=True)\n",
    "            elif input_list[it] in ['TAlk','TCO2','PI_TCO2','NO3','oxygen']:\n",
    "                ds_in = xr.open_dataset(inpath+'GLODAPv2.2016b.'+input_list[it]+'_fillmiss.nc')\n",
    "                ds_in = ds_in.rename(({'lon':'xt_ocean', 'lat':'yt_ocean', 'depth_surface':'st_ocean'}))\n",
    "                #the vertical coordinate (depth_surface) in GLODAPv2.2016b is wrong (it is index, not depth values).\n",
    "                #derive depth from FEMIP iron data (they are interpolated onto the same depths).\n",
    "                ds_tmp = xr.open_dataset(inpath+'FEMIP_model_median_iron_2016_fillmiss.nc')\n",
    "                ds_in['st_ocean'] = ds_tmp['DEPTH']\n",
    "            else:\n",
    "                exit()\n",
    "            ds_in = ds_in.rename({input_list[it]:wombat_list[it]})\n",
    "\n",
    "\n",
    "            #first convert the lon coordinate system to the standard system (0-360) if not already in the standard system (e.g. -180 to 180)\n",
    "            #retain lon values less than 360, otherwise subtract 360\n",
    "            ds_in['xt_ocean'] = ds_in['xt_ocean'].where(ds_in['xt_ocean']<360,ds_in['xt_ocean']-360)\n",
    "            #retain lon values greater than 0, otherwise add 360\n",
    "            ds_in['xt_ocean'] = ds_in['xt_ocean'].where(ds_in['xt_ocean']>0,ds_in['xt_ocean']+360)\n",
    "\n",
    "            #now convert to the MOM lon coordinate system, which spans from -280 to 80 (yes, a bit weird)\n",
    "            #retain lon values less than 80, otherwise subtract 360\n",
    "            ds_in['xt_ocean'] = ds_in['xt_ocean'].where(ds_in['xt_ocean']<80,ds_in['xt_ocean']-360)\n",
    "            #retain lon values greater than -280, otherwise add 360\n",
    "            ds_in['xt_ocean'] = ds_in['xt_ocean'].where(ds_in['xt_ocean']>-280,ds_in['xt_ocean']+360)\n",
    "\n",
    "\n",
    "            #read target grid\n",
    "            if res_list[ir] == '1':\n",
    "                ds_tar = xr.open_dataset('/g/data/ik11/inputs/access-om2/input_20201102/mom_1deg/ocean_temp_salt.res.nc')\n",
    "                ds_gri = xr.open_dataset('/g/data/ik11/grids/ocean_grid_10.nc')\n",
    "            elif res_list[ir] == '025':\n",
    "                ds_tar = xr.open_dataset('/g/data/ik11/inputs/access-om2/input_20201102/mom_025deg/ocean_temp_salt.res.nc')\n",
    "                ds_gri = xr.open_dataset('/g/data/ik11/grids/ocean_grid_025.nc')        \n",
    "            elif res_list[ir] == '01':\n",
    "                ds_tar = xr.open_dataset('/g/data/ik11/inputs/access-om2/input_20201102/mom_01deg/ocean_temp_salt.res.nc')\n",
    "                ds_gri = xr.open_dataset('/g/data/ik11/grids/ocean_grid_01.nc')\n",
    "            else:\n",
    "                exit()\n",
    "            ds_tar = ds_tar.rename({'ZT': 'st_ocean', 'GRID_Y_T': 'yt_ocean', 'GRID_X_T':'xt_ocean'})\n",
    "            #rename to lon and lat so that xesmf understands\n",
    "            ds_gri = ds_gri.rename({'geolon_t': 'lon', 'geolat_t': 'lat'})\n",
    "            # ensure nominal coords of regridded input data match those of ds_tar - see https://github.com/COSIMA/input_om2-bgc/issues/12\n",
    "            ds_gri = ds_gri.assign_coords(xt_ocean=ds_tar.xt_ocean)\n",
    "            ds_gri = ds_gri.assign_coords(yt_ocean=ds_tar.yt_ocean)\n",
    "\n",
    "            #vertical 1-d interpolation first\n",
    "            ar_zz = np.zeros((np.size(ds_tar['st_ocean']),np.size(ds_in['yt_ocean']),np.size(ds_in['xt_ocean'])))\n",
    "            ar_in = ds_in[wombat_list[it]].values\n",
    "            for ix in range(np.size(ar_zz,2)):\n",
    "                for iy in range(np.size(ar_zz,1)):\n",
    "                    #fill_value=None will extrapolate\n",
    "                    ar_zz[:,iy,ix] = interpn((ds_in['st_ocean'].values,),ar_in[:,iy,ix],ds_tar['st_ocean'].values,\n",
    "                                            method=\"linear\",fill_value=None,bounds_error=False)         \n",
    "            ds_zz = ds_in.copy()\n",
    "            ds_zz = ds_zz.isel(st_ocean=0,drop=True)\n",
    "            ds_zz = ds_zz.assign_coords(st_ocean=ds_tar['st_ocean'])\n",
    "            if input_list[it] in ['adic','alk','dic']:\n",
    "                ds_gri_1deg = xr.open_dataset('/g/data/ik11/grids/ocean_grid_10.nc')\n",
    "                ds_zz['lon'] = (['yt_ocean','xt_ocean'],ds_gri_1deg['geolon_t'].values)\n",
    "                ds_zz['lat'] = (['yt_ocean','xt_ocean'],ds_gri_1deg['geolat_t'].values)\n",
    "            else:        \n",
    "                ds_zz = ds_zz.rename({'xt_ocean': 'lon', 'yt_ocean': 'lat'})\n",
    "            ds_zz[wombat_list[it]] = (['st_ocean','yt_ocean','xt_ocean'],ar_zz)           \n",
    "            #use bilinear. i compared with nearest_s2d but the differences are minimal.\n",
    "            regridder = xe.Regridder(ds_zz,ds_gri,method='bilinear',periodic=True)\n",
    "            regridder        \n",
    "            ds_tar = ds_tar.rename({'temp':wombat_list[it]})\n",
    "            for attr in ['valid_range', 'longname', 'standard_name', 'units']:\n",
    "                try:\n",
    "                    del ds_tar[wombat_list[it]].attrs[attr]\n",
    "                except KeyError:\n",
    "                    pass\n",
    "            for iz in range(np.size(ds_zz['st_ocean'])):\n",
    "                ds_tar[wombat_list[it]][:,iz,:,:] = regridder(ds_zz[wombat_list[it]].isel(st_ocean=iz))\n",
    "            #some interpolated values are NaNs, so interpolate_na with the following options to fill in NaNs.\n",
    "            #dim='st_ocean' is essential. 'xt_ocean' produces NaNs.\n",
    "            #method='nearest' is essential. 'linear' gives extreme values.\n",
    "            #fill_value='extrapolate' is essential. without it, still NaNs exist.\n",
    "            ds_tar[wombat_list[it]] = ds_tar[wombat_list[it]].interpolate_na(dim='st_ocean',method='nearest',fill_value=\"extrapolate\")\n",
    "            print(['input: ',ds_in[wombat_list[it]].mean(),ds_in[wombat_list[it]].min(),ds_in[wombat_list[it]].max()])\n",
    "            print(['output: ',ds_tar[wombat_list[it]].mean(skipna=False),ds_tar[wombat_list[it]].min(skipna=False),ds_tar[wombat_list[it]].max(skipna=False)])\n",
    "            #set negative values to zero (negative values exist in NO3 input) \n",
    "            ds_tar[wombat_list[it]] = ds_tar[wombat_list[it]].where(ds_tar[wombat_list[it]]>0,0)\n",
    "\n",
    "            #unit conversion relevant for fe and o2\n",
    "            if input_list[it] == 'IRON':\n",
    "                #conversion from mol l-1 to umol m-3\n",
    "                ds_tar[wombat_list[it]] = ds_tar[wombat_list[it]]*1e9\n",
    "            elif input_list[it] == 'o2':\n",
    "                #conversion from ml l-1 to mmol m-3\n",
    "                ds_tar[wombat_list[it]] = ds_tar[wombat_list[it]]*44.661\n",
    "            elif input_list[it] in ['TAlk','TCO2','PI_TCO2','NO3','oxygen']:\n",
    "                #conversion from umol kg-1 to mmol m-3\n",
    "                ds_tar[wombat_list[it]] = ds_tar[wombat_list[it]]*1.025            \n",
    "            else:\n",
    "                exit()\n",
    "            #rename to what wombat wants.\n",
    "            ds_tar = ds_tar.rename(({'xt_ocean':'xaxis_1', 'yt_ocean':'yaxis_1', 'st_ocean':'zaxis_1', 'time':'Time'}))    \n",
    "\n",
    "    # convert units of 'degree_' to 'degrees_' so MOM will be able to infer the axis meaning\n",
    "    # https://github.com/mom-ocean/MOM5/blob/1d9af9d262b/src/shared/axis_utils/axis_utils.F90#L92-L99\n",
    "            for dim in ds_tar.dims:\n",
    "                try:\n",
    "                    units = ds_tar[dim].attrs['units'].lower()\n",
    "                    if units.startswith('degree_'):\n",
    "                        ds_tar[dim].attrs['units'] = units.replace('degree_', 'degrees_', 1)\n",
    "                except KeyError:\n",
    "                    pass\n",
    "\n",
    "            ds_tar = ds_tar.drop('salt', errors='ignore')  # remove 'salt' inherited from ocean_temp_salt.res.nc\n",
    "            ds_tar.attrs.pop('history', None)\n",
    "\n",
    "            ds_tar.to_netcdf(tmpoutfile,\n",
    "                             unlimited_dims='Time',\n",
    "                             encoding={wombat_list[it]:{'zlib': True,'complevel': 9}})\n",
    "            print('created', tmpoutfile, 'from input', input_list[it])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Combine the regridded output for each tracer into a single `csiro_bgc.res.nc`. Also add tracers that are set to constant (0.01 mmol m-3; phy,zoo,det,caco3).\n",
    "- `dic_eq_adic = True` will set dic to be identical to adic (not using it for now)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/xarray/coding/times.py:527: SerializationWarning: Unable to decode time axis into full numpy.datetime64 objects, continuing using cftime.datetime objects instead, reason: dates out of range\n",
      "  dtype = _decode_cf_datetime_dtype(data, units, calendar, self.use_cftime)\n",
      "/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/xarray/core/indexing.py:419: SerializationWarning: Unable to decode time axis into full numpy.datetime64 objects, continuing using cftime.datetime objects instead, reason: dates out of range\n",
      "  return np.asarray(array[self.key], dtype=None)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "01 done\n"
     ]
    }
   ],
   "source": [
    "# res_list = ['1','025','01']\n",
    "\n",
    "dic_eq_adic = False\n",
    "\n",
    "for ir in range(np.size(res_list)):\n",
    "    \n",
    "    for it in range(np.size(wombat_list)):\n",
    "        ds_tar = xr.open_dataset(tmppath+wombat_list[it]+'_init_'+res_list[ir]+'deg.nc')\n",
    "        try:\n",
    "            ds_tar_all = ds_tar_all.assign(ds_tar)\n",
    "        except NameError:\n",
    "            ds_tar_all = ds_tar.copy()\n",
    "    ds_new = ds_tar[wombat_list[-1]].copy()\n",
    "    if dic_eq_adic:\n",
    "        ds_tar_all = ds_tar_all.assign(dic=ds_new)\n",
    "\n",
    "    ds_new[:,:,:,:] = 0.01\n",
    "    ds_tar_all = ds_tar_all.assign(phy=ds_new)\n",
    "    ds_tar_all = ds_tar_all.assign(zoo=ds_new)\n",
    "    ds_tar_all = ds_tar_all.assign(det=ds_new)\n",
    "    ds_tar_all = ds_tar_all.assign(caco3=ds_new)\n",
    "\n",
    "    for k, attrs in wombat_attrs.items():\n",
    "        ds_tar_all[k].attrs = attrs\n",
    "\n",
    "    ds_tar_all = ds_tar_all.drop('salt', errors='ignore')  # remove 'salt' inherited from ocean_temp_salt.res.nc\n",
    "    ds_tar_all.attrs.pop('history', None)\n",
    "\n",
    "    ds_tar_all.to_netcdf(tmppath+'csiro_bgc.res_'+res_list[ir]+'deg.nc')\n",
    "    del ds_tar_all\n",
    "    print(res_list[ir],'done')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Creation of `co2_iaf.nc` and `co2_ryf.nc`.\n",
    "\n",
    "1. Create atmospheric CO2 concentration (boundary conditions). One for IAF and one for RYF.\n",
    "1. Prescribe annual mean (for saving storage) and global mean (for simplicity) data.\n",
    "1. Follow OMIP2 protocol until 2014. From 2015-2021, use the global average data from https://gml.noaa.gov/webdata/ccgg/trends/co2/co2_annmean_gl.txt (as of 30 Jun 15:43:11 2022). For 2022 and beyond, use exponential extrapolation from final 20 years of data.\n",
    "1. For RYF, apply the mean of CO2 between 1957-58 (representative of 01/01/1958, the start of IAF). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from cftime import DatetimeNoLeap\n",
    "from scipy.optimize import curve_fit\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# combined atmospheric co2 data for input from 1850 onward\n",
    "# OMIP2 protocol for 1850-2014.\n",
    "# NOAA GML DATA for 2015 onward.\n",
    "# atmco2_data = [284.32, 284.45, 284.60, 284.73, 284.85, 284.94, 285.05, 285.20, 285.37, 285.54, 285.74, 285.93, 286.10, 286.27, 286.44, 286.61, 286.78, 286.95, 287.10, 287.22, 287.35, 287.49, 287.66, 287.86, 288.06, 288.29, 288.52, 288.75, 288.99, 289.22, 289.47, 289.74, 290.02, 290.26, 290.51, 290.80, 291.10, 291.41, 291.76, 292.11, 292.46, 292.82, 293.17, 293.48, 293.79, 294.08, 294.36, 294.65, 294.95, 295.30, 295.67, 296.01, 296.32, 296.65, 296.95, 297.29, 297.66, 298.10, 298.52, 298.94, 299.38, 299.83, 300.35, 300.91, 301.42, 301.94, 302.48, 303.01, 303.45, 303.81, 304.25, 304.60, 304.94, 305.27, 305.63, 305.81, 305.95, 306.18, 306.33, 306.49, 306.62, 306.82, 307.09, 307.40, 307.78, 308.23, 309.01, 309.76, 310.29, 310.85, 311.36, 311.81, 312.17, 312.39, 312.41, 312.38, 312.39, 312.49, 312.52, 312.63, 312.82, 313.01, 313.34, 313.73, 314.09, 314.41, 314.70, 314.99, 315.34, 315.81, 316.62, 317.30, 318.04, 318.65, 319.33, 319.82, 320.88, 321.48, 322.39, 323.25, 324.78, 325.40, 327.35, 329.91, 330.76, 330.83, 331.54, 333.35, 335.01, 336.60, 338.70, 340.06, 340.64, 342.27, 344.01, 345.46, 346.90, 348.77, 351.28, 352.89, 354.07, 355.35, 356.23, 356.92, 358.25, 360.24, 362.00, 363.25, 365.93, 367.84, 369.12, 370.67, 372.83, 375.41, 376.99, 378.91, 381.01, 382.60, 384.74, 386.28, 388.72, 390.94, 393.02, 395.72, 397.55, 399.65, 403.08, 405.22, 407.62, 410.07, 412.44] # 2015- is from NOAA GML as of Oct 5 13:17:31 2021\n",
    "atmco2_data = [284.32, 284.45, 284.60, 284.73, 284.85, 284.94, 285.05, 285.20, 285.37, 285.54, 285.74, 285.93, 286.10, 286.27, 286.44, 286.61, 286.78, 286.95, 287.10, 287.22, 287.35, 287.49, 287.66, 287.86, 288.06, 288.29, 288.52, 288.75, 288.99, 289.22, 289.47, 289.74, 290.02, 290.26, 290.51, 290.80, 291.10, 291.41, 291.76, 292.11, 292.46, 292.82, 293.17, 293.48, 293.79, 294.08, 294.36, 294.65, 294.95, 295.30, 295.67, 296.01, 296.32, 296.65, 296.95, 297.29, 297.66, 298.10, 298.52, 298.94, 299.38, 299.83, 300.35, 300.91, 301.42, 301.94, 302.48, 303.01, 303.45, 303.81, 304.25, 304.60, 304.94, 305.27, 305.63, 305.81, 305.95, 306.18, 306.33, 306.49, 306.62, 306.82, 307.09, 307.40, 307.78, 308.23, 309.01, 309.76, 310.29, 310.85, 311.36, 311.81, 312.17, 312.39, 312.41, 312.38, 312.39, 312.49, 312.52, 312.63, 312.82, 313.01, 313.34, 313.73, 314.09, 314.41, 314.70, 314.99, 315.34, 315.81, 316.62, 317.30, 318.04, 318.65, 319.33, 319.82, 320.88, 321.48, 322.39, 323.25, 324.78, 325.40, 327.35, 329.91, 330.76, 330.83, 331.54, 333.35, 335.01, 336.60, 338.70, 340.06, 340.64, 342.27, 344.01, 345.46, 346.90, 348.77, 351.28, 352.89, 354.07, 355.35, 356.23, 356.92, 358.25, 360.24, 362.00, 363.25, 365.93, 367.84, 369.12, 370.67, 372.83, 375.41, 376.99, 378.91, 381.01, 382.60, 384.74, 386.28, 388.72, 390.94, 393.02, 395.72, 397.55, 399.65, 403.09, 405.22, 407.62, 410.07, 412.44, 414.72 ] # 2015- is from NOAA GML as of 30 Jun 15:43:11 2022\n",
    "\n",
    "# Fit the function a * np.exp(b * t) + c to extrapolate beyond the data\n",
    "num_to_fit = 20\n",
    "atmco2_to_fit = atmco2_data[-num_to_fit:]\n",
    "fitparams, _ = curve_fit(lambda t, a, b, c: a * np.exp(b * t) + c, range(0, len(atmco2_to_fit)), atmco2_to_fit)\n",
    "\n",
    "def fit(index, fitparams=fitparams, offset=len(atmco2_data)-num_to_fit):\n",
    "    return fitparams[0] * np.exp(fitparams[1] * (index - offset)) + fitparams[2]\n",
    "\n",
    "atmco2 = atmco2_data + [ fit(i) for i in range(len(atmco2_data), len(atmco2_data) + 10 ) ]\n",
    "\n",
    "date_iaf = [ DatetimeNoLeap(1850 + i, 7, 1) for i in range(0, len(atmco2)) ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[284.32,\n",
       " 284.45,\n",
       " 284.6,\n",
       " 284.73,\n",
       " 284.85,\n",
       " 284.94,\n",
       " 285.05,\n",
       " 285.2,\n",
       " 285.37,\n",
       " 285.54,\n",
       " 285.74,\n",
       " 285.93,\n",
       " 286.1,\n",
       " 286.27,\n",
       " 286.44,\n",
       " 286.61,\n",
       " 286.78,\n",
       " 286.95,\n",
       " 287.1,\n",
       " 287.22,\n",
       " 287.35,\n",
       " 287.49,\n",
       " 287.66,\n",
       " 287.86,\n",
       " 288.06,\n",
       " 288.29,\n",
       " 288.52,\n",
       " 288.75,\n",
       " 288.99,\n",
       " 289.22,\n",
       " 289.47,\n",
       " 289.74,\n",
       " 290.02,\n",
       " 290.26,\n",
       " 290.51,\n",
       " 290.8,\n",
       " 291.1,\n",
       " 291.41,\n",
       " 291.76,\n",
       " 292.11,\n",
       " 292.46,\n",
       " 292.82,\n",
       " 293.17,\n",
       " 293.48,\n",
       " 293.79,\n",
       " 294.08,\n",
       " 294.36,\n",
       " 294.65,\n",
       " 294.95,\n",
       " 295.3,\n",
       " 295.67,\n",
       " 296.01,\n",
       " 296.32,\n",
       " 296.65,\n",
       " 296.95,\n",
       " 297.29,\n",
       " 297.66,\n",
       " 298.1,\n",
       " 298.52,\n",
       " 298.94,\n",
       " 299.38,\n",
       " 299.83,\n",
       " 300.35,\n",
       " 300.91,\n",
       " 301.42,\n",
       " 301.94,\n",
       " 302.48,\n",
       " 303.01,\n",
       " 303.45,\n",
       " 303.81,\n",
       " 304.25,\n",
       " 304.6,\n",
       " 304.94,\n",
       " 305.27,\n",
       " 305.63,\n",
       " 305.81,\n",
       " 305.95,\n",
       " 306.18,\n",
       " 306.33,\n",
       " 306.49,\n",
       " 306.62,\n",
       " 306.82,\n",
       " 307.09,\n",
       " 307.4,\n",
       " 307.78,\n",
       " 308.23,\n",
       " 309.01,\n",
       " 309.76,\n",
       " 310.29,\n",
       " 310.85,\n",
       " 311.36,\n",
       " 311.81,\n",
       " 312.17,\n",
       " 312.39,\n",
       " 312.41,\n",
       " 312.38,\n",
       " 312.39,\n",
       " 312.49,\n",
       " 312.52,\n",
       " 312.63,\n",
       " 312.82,\n",
       " 313.01,\n",
       " 313.34,\n",
       " 313.73,\n",
       " 314.09,\n",
       " 314.41,\n",
       " 314.7,\n",
       " 314.99,\n",
       " 315.34,\n",
       " 315.81,\n",
       " 316.62,\n",
       " 317.3,\n",
       " 318.04,\n",
       " 318.65,\n",
       " 319.33,\n",
       " 319.82,\n",
       " 320.88,\n",
       " 321.48,\n",
       " 322.39,\n",
       " 323.25,\n",
       " 324.78,\n",
       " 325.4,\n",
       " 327.35,\n",
       " 329.91,\n",
       " 330.76,\n",
       " 330.83,\n",
       " 331.54,\n",
       " 333.35,\n",
       " 335.01,\n",
       " 336.6,\n",
       " 338.7,\n",
       " 340.06,\n",
       " 340.64,\n",
       " 342.27,\n",
       " 344.01,\n",
       " 345.46,\n",
       " 346.9,\n",
       " 348.77,\n",
       " 351.28,\n",
       " 352.89,\n",
       " 354.07,\n",
       " 355.35,\n",
       " 356.23,\n",
       " 356.92,\n",
       " 358.25,\n",
       " 360.24,\n",
       " 362.0,\n",
       " 363.25,\n",
       " 365.93,\n",
       " 367.84,\n",
       " 369.12,\n",
       " 370.67,\n",
       " 372.83,\n",
       " 375.41,\n",
       " 376.99,\n",
       " 378.91,\n",
       " 381.01,\n",
       " 382.6,\n",
       " 384.74,\n",
       " 386.28,\n",
       " 388.72,\n",
       " 390.94,\n",
       " 393.02,\n",
       " 395.72,\n",
       " 397.55,\n",
       " 399.65,\n",
       " 403.09,\n",
       " 405.22,\n",
       " 407.62,\n",
       " 410.07,\n",
       " 412.44,\n",
       " 414.72,\n",
       " 417.83440862154134,\n",
       " 420.5857871955466,\n",
       " 423.3944534401594,\n",
       " 426.2616001673157,\n",
       " 429.18844502501673,\n",
       " 432.17623101445133,\n",
       " 435.22622701788606,\n",
       " 438.3397283375466,\n",
       " 441.51805724571926,\n",
       " 444.76256354630686]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "atmco2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1488bb4f3dc0>]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "plt.plot(date_iaf, [fit(i) for i in range(0, len(atmco2))])\n",
    "plt.plot(date_iaf, atmco2)\n",
    "plt.plot(date_iaf[0:len(atmco2_data)], atmco2_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(370.0, 450.0)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "plt.plot(date_iaf, [fit(i) for i in range(0, len(atmco2))])\n",
    "plt.plot(date_iaf, atmco2)\n",
    "plt.plot(date_iaf[0:len(atmco2_data)], atmco2_data)\n",
    "plt.xlim([DatetimeNoLeap(2000, 7, 1), DatetimeNoLeap(2040, 7, 1)])\n",
    "plt.ylim([370, 450])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/g/data/hh5/public/apps/miniconda3/envs/analysis3-22.04/lib/python3.9/site-packages/xarray/coding/times.py:673: SerializationWarning: Unable to decode time axis into full numpy.datetime64 objects, continuing using cftime.datetime objects instead, reason: dates out of range\n",
      "  dtype = _decode_cf_datetime_dtype(data, units, calendar, self.use_cftime)\n",
      "/g/data/hh5/public/apps/miniconda3/envs/analysis3-22.04/lib/python3.9/site-packages/xarray/core/indexing.py:423: SerializationWarning: Unable to decode time axis into full numpy.datetime64 objects, continuing using cftime.datetime objects instead, reason: dates out of range\n",
      "  return np.asarray(array[self.key], dtype=None)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "01 done\n"
     ]
    }
   ],
   "source": [
    "# res_list = ['1','025','01']\n",
    "\n",
    "for ir in range(np.size(res_list)):\n",
    "    if res_list[ir] == '1':\n",
    "        ds_tar = xr.open_dataset('/g/data/ik11/inputs/access-om2/input_20201102/mom_1deg/ocean_temp_salt.res.nc')\n",
    "    elif res_list[ir] == '025':\n",
    "        ds_tar = xr.open_dataset('/g/data/ik11/inputs/access-om2/input_20201102/mom_025deg/ocean_temp_salt.res.nc')\n",
    "    elif res_list[ir] == '01':\n",
    "        ds_tar = xr.open_dataset('/g/data/ik11/inputs/access-om2/input_20201102/mom_01deg/ocean_temp_salt.res.nc')\n",
    "    ds_tar = ds_tar.rename({'ZT': 'st_ocean', 'GRID_Y_T': 'yt_ocean', 'GRID_X_T':'xt_ocean'})\n",
    "\n",
    "    ds_tar = ds_tar.drop_dims('st_ocean')\n",
    "    for v in ['time','time_bounds']:\n",
    "        try:\n",
    "            ds_tar = ds_tar.drop_vars(v)\n",
    "        except ValueError:\n",
    "            pass\n",
    "    ds_tar = ds_tar.rename(({'xt_ocean':'grid_x_T', 'yt_ocean':'grid_y_T'}))\n",
    "    ds_tar.attrs.pop('history', None)\n",
    "\n",
    "    #RYF first\n",
    "    #RYF only has two dates (the same concentration is used throughout the simulation.)    \n",
    "    date_ryf = [\n",
    "        DatetimeNoLeap(1800,7,1),\n",
    "        DatetimeNoLeap(2101,7,1)\n",
    "    ]    \n",
    "    co2_3d = np.zeros((np.size(date_ryf),np.size(ds_tar.grid_y_T),np.size(ds_tar.grid_x_T)))\n",
    "    #take the average of OMIP2 protocol CO2 between 1957-1958. fixed value is given to both RYF and nat_co2/dic\n",
    "    co2_fix = np.mean(atmco2[1957-1850:1958+1-1850])\n",
    "    co2_3d[:,:,:] = co2_fix\n",
    "    ds_tar = ds_tar.assign_coords({\"time\":date_ryf})\n",
    "    ds_tar['co2'] = xr.DataArray(co2_3d,dims=['time','grid_y_T','grid_x_T'])\n",
    "    ds_tar['co2'].attrs = {'long_name': 'atmospheric CO2 concentration', 'units': 'ppm'}\n",
    "    ds_tar.attrs['source'] = 'mean of OMIP2 protocol CO2 between 1957-58 (for repeat-year forcing)'\n",
    "    ds_tar.to_netcdf(tmppath+'co2_ryf_'+res_list[ir]+'deg.nc',\n",
    "                     unlimited_dims='time',\n",
    "                     encoding={'co2':{'_FillValue': None,'zlib': True,'complevel': 9},'time':{'_FillValue':None,'dtype':'float64'}})\n",
    "    \n",
    "    ds_tar = ds_tar.drop_vars(['co2','time'])\n",
    "    \n",
    "    #IAF next\n",
    "    co2_3d = np.zeros((np.size(date_iaf),np.size(ds_tar.grid_y_T),np.size(ds_tar.grid_x_T)))\n",
    "    for it, atmco2i in enumerate(atmco2):\n",
    "        co2_3d[it,:,:] = atmco2i\n",
    "    \n",
    "    ds_tar = ds_tar.assign_coords({\"time\":date_iaf})\n",
    "    ds_tar['co2'] = xr.DataArray(co2_3d,dims=['time','grid_y_T','grid_x_T'])\n",
    "    ds_tar['co2'].attrs = {'long_name': 'atmospheric CO2 concentration', 'units': 'ppm'}\n",
    "    ds_tar.attrs['source'] = 'OMIP2 protocol until 2014. From 2015-2021, use the global average data from https://gml.noaa.gov/webdata/ccgg/trends/co2/co2_annmean_gl.txt (as of 30 Jun 15:43:11 2022). For 2022 and beyond, use exponential extrapolation from final 20 years of data.'\n",
    "    ds_tar.to_netcdf(tmppath+'co2_iaf_'+res_list[ir]+'deg.nc',\n",
    "                     unlimited_dims='time',\n",
    "                     encoding={'co2':{'_FillValue': None,'zlib': True,'complevel': 9},'time':{'_FillValue':None,'dtype':'float64'}})\n",
    "    print(res_list[ir],'done')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "01,done\n"
     ]
    }
   ],
   "source": [
    "%%bash -s \"$tmppath\" \"{\" \".join(res_list)}\"\n",
    "cd $1\n",
    "for ir in $2\n",
    "do\n",
    "    for it in iaf ryf\n",
    "    do\n",
    "        filename=co2_${it}_${ir}deg.nc\n",
    "        ncatted -a cartesian_axis,grid_x_T,c,c,\"X\" $filename\n",
    "        ncatted -a cartesian_axis,grid_y_T,c,c,\"Y\" $filename\n",
    "    done\n",
    "    echo $ir,done\n",
    "done"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Creation of `bgc_param.nc`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Define parameter values.\n",
    "- For the names and units of these parameters, see Table of Supporting Information of Hayashida et al. (2020): Background nutrient concentration determines phytoplankton bloom response to marine heatwaves. Global Change Biology. https://doi.org/10.1111/gcb.15255\n",
    "- However, note that units given below may be different from Table of Hayashida et al. (2020), because the model wants them in SI. For example, `abio = 0.27 d-1` in Hayashida et al. (2020), but `abio = 3.125e-6 s-1` in `bgc_param.nc` below. Parameters are given in the same units as Ziehn et al (2020) in `param_list_Ziehn2020`.\n",
    "- The parameter values specifed below are identical to those of Ziehn et al. (2020): The Australian Earth System Model: ACCESS-ESM1.5. Journal of Southern Hemisphere Earth Systems Science. https://doi.org/10.1071%2Fes19035, except for `nat_co2`.\n",
    "- `nat_co2` is the fixed atmospheric co2 concentration (ppm) applied to `dic`. Typically this is set to a pre-industrial co2 value, as long as `dic` is representative of natural DIC. However, in some applications, you might prescribe different values. We use `nat_co2`=284.32, which is the value used in the OMIP-BGC protocol (Orr et al. 2017, GMD)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "param_list = [\n",
    "    # Phytoplankton parameters\n",
    " ['alphabio', 2.96296e-6, {'long_name': 'Initial slope of P-I curve', 'units': 'm^2/W/s'}],\n",
    " ['parbio', 0.43, {'long_name': 'Photosynthetically active radiation', 'units': '1'}],\n",
    " ['abio', 3.125e-6, {'long_name': 'Phytoplankton maximum growth rate parameter a', 'units': '1/s'}],\n",
    " ['bbio', 1.066,  {'long_name': 'Phytoplankton maximum growth rate parameter b', 'units': '1'}],\n",
    " ['cbio', 1, {'long_name': 'Phytoplankton maximum growth rate parameter c', 'units': '1/K'}],\n",
    " ['k1bio', 0.7, {'long_name': 'Phytoplankton half saturation constant for N uptake', 'units': 'mmol N m^-3'}],\n",
    " ['muepbio', 4.62963e-7, {'long_name': 'Phytoplankton mortality', 'units': '1/s'}],\n",
    " ['muepsbio', 2.89352e-6, {'long_name': 'Phytoplankton quadratic mortality', 'units': '1/(mmol N m^-3)/s'}],\n",
    "    # Zooplankton parameters\n",
    " ['gam1bio', 0.925, {'long_name': 'Zooplankton assimilation efficiency', 'units': '1'}],\n",
    " ['gbio', 1.82292e-5, {'long_name': 'Zooplankton maximum grazing rate', 'units': '1/s'}],\n",
    " ['epsbio', 1.85185e-5, {'long_name': 'Zooplankton prey capture rate', 'units': '1/(mmol N m^-3)/s'}],\n",
    " ['muezbio', 3.93519e-6, {'long_name': 'Zooplankton quadratic mortality', 'units': '1/(mmol N m^-3)/s'}],\n",
    " ['gam2bio', 1.15741e-7, {'long_name': 'Zooplankton excretion', 'units': '1/s'}],\n",
    "    # Detritus parameters\n",
    " ['muedbio', 5.55556e-7, {'long_name': 'Detritus remineralisation rate for <180 m; value for >=180m is half of this', 'units': '1/s'}], # Detritus remineralisation rate for (>=180 m) is hard-coded to be muedbio/2\n",
    " ['muedbio_sed', 2.31481e-7, {'long_name': 'Detritus remineralisation rate in sediments', 'units': '1/s'}], # would normally equal muedbio, but we use this value to be consistent with what is in ESM1.5 (undocumented in Ziehn et al 2020)\n",
    " ['wdetbio', 2.77778e-4, {'long_name': 'Detritus sinking velocity', 'units': 'm/s'}], # matches Ziehn et al 2020 but differs from Hayashida et al (2020)\n",
    "    # CaCO3 parameters\n",
    " ['muecaco3', 1.9838e-8, {'long_name': 'CaCO3 remineralisation rate', 'units': '1/s'}], # CaCO3 remineralisation rate (matches 0.001714 day-1 in Ziehn et al 2020; differs from Hayashida et al 2020)\n",
    " ['muecaco3_sed', 4.05093e-8, {'long_name': 'CaCO3 remineralisation rate in sediments', 'units': '1/s'}],\n",
    " ['wcaco3', 6.94444e-5, {'long_name': 'CaCO3 sinking velocity', 'units': 'm/s'}], # matches Ziehn et al 2020 but differs from Hayashida et al (2020)\n",
    " ['f_inorg', 0.062, {'long_name': 'CaCO3 inorganic fraction', 'units': '1'}], # CaCO3 inorganic fraction\n",
    "    # Fe paramaters\n",
    " ['tscav_fe', 3.17098e-8, {'long_name': 'Iron scavenging rate', 'units': '1/s'}],\n",
    " ['fe_bkgnd', 0.6, {'long_name': 'Background iron concentration', 'units': 'umol Fe m^-3'}],\n",
    "    # Others\n",
    " ['kcbio', 21.2766, {}], # required as an input in WOMBAT but not actually used; not in Ziehn et al (2020) or Hayashida et al (2020) tables\n",
    " ['kwbio', 25, {}], # required as an input in WOMBAT but not actually used; not in Ziehn et al (2020) or Hayashida et al (2020) tables\n",
    " ['nat_co2', 284.32, {'long_name': 'Natural atmospheric CO2 concentration', 'units': 'ppm'}], # 284.32 in the OMIP-BGC protocol (Orr et al. 2017, GMD)\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['alphabio',\n",
       "  0.25599974400000003,\n",
       "  {'long_name': 'Initial slope of P-I curve', 'units': 'm^2/W/s'},\n",
       "  'converted to per-day'],\n",
       " ['parbio',\n",
       "  0.43,\n",
       "  {'long_name': 'Photosynthetically active radiation', 'units': '1'}],\n",
       " ['abio',\n",
       "  0.27,\n",
       "  {'long_name': 'Phytoplankton maximum growth rate parameter a',\n",
       "   'units': '1/s'},\n",
       "  'converted to per-day'],\n",
       " ['bbio',\n",
       "  1.066,\n",
       "  {'long_name': 'Phytoplankton maximum growth rate parameter b',\n",
       "   'units': '1'}],\n",
       " ['cbio',\n",
       "  1,\n",
       "  {'long_name': 'Phytoplankton maximum growth rate parameter c',\n",
       "   'units': '1/K'}],\n",
       " ['k1bio',\n",
       "  0.7,\n",
       "  {'long_name': 'Phytoplankton half saturation constant for N uptake',\n",
       "   'units': 'mmol N m^-3'}],\n",
       " ['muepbio',\n",
       "  0.040000003199999995,\n",
       "  {'long_name': 'Phytoplankton mortality', 'units': '1/s'},\n",
       "  'converted to per-day'],\n",
       " ['muepsbio',\n",
       "  0.25000012800000004,\n",
       "  {'long_name': 'Phytoplankton quadratic mortality',\n",
       "   'units': '1/(mmol N m^-3)/s'},\n",
       "  'converted to per-day'],\n",
       " ['gam1bio',\n",
       "  0.925,\n",
       "  {'long_name': 'Zooplankton assimilation efficiency', 'units': '1'}],\n",
       " ['gbio',\n",
       "  1.57500288,\n",
       "  {'long_name': 'Zooplankton maximum grazing rate', 'units': '1/s'},\n",
       "  'converted to per-day'],\n",
       " ['epsbio',\n",
       "  1.5999983999999998,\n",
       "  {'long_name': 'Zooplankton prey capture rate', 'units': '1/(mmol N m^-3)/s'},\n",
       "  'converted to per-day'],\n",
       " ['muezbio',\n",
       "  0.34000041599999997,\n",
       "  {'long_name': 'Zooplankton quadratic mortality',\n",
       "   'units': '1/(mmol N m^-3)/s'},\n",
       "  'converted to per-day'],\n",
       " ['gam2bio',\n",
       "  0.010000022400000001,\n",
       "  {'long_name': 'Zooplankton excretion', 'units': '1/s'},\n",
       "  'converted to per-day'],\n",
       " ['muedbio',\n",
       "  0.0480000384,\n",
       "  {'long_name': 'Detritus remineralisation rate for <180 m; value for >=180m is half of this',\n",
       "   'units': '1/s'},\n",
       "  'converted to per-day'],\n",
       " ['muedbio_sed',\n",
       "  0.0199999584,\n",
       "  {'long_name': 'Detritus remineralisation rate in sediments', 'units': '1/s'},\n",
       "  'converted to per-day'],\n",
       " ['wdetbio',\n",
       "  24.0000192,\n",
       "  {'long_name': 'Detritus sinking velocity', 'units': 'm/s'},\n",
       "  'converted to per-day'],\n",
       " ['muecaco3',\n",
       "  0.0017140032,\n",
       "  {'long_name': 'CaCO3 remineralisation rate', 'units': '1/s'},\n",
       "  'converted to per-day'],\n",
       " ['muecaco3_sed',\n",
       "  0.0035000035200000003,\n",
       "  {'long_name': 'CaCO3 remineralisation rate in sediments', 'units': '1/s'},\n",
       "  'converted to per-day'],\n",
       " ['wcaco3',\n",
       "  5.99999616,\n",
       "  {'long_name': 'CaCO3 sinking velocity', 'units': 'm/s'},\n",
       "  'converted to per-day'],\n",
       " ['f_inorg', 0.062, {'long_name': 'CaCO3 inorganic fraction', 'units': '1'}],\n",
       " ['tscav_fe',\n",
       "  0.0027397267199999998,\n",
       "  {'long_name': 'Iron scavenging rate', 'units': '1/s'},\n",
       "  'converted to per-day'],\n",
       " ['fe_bkgnd',\n",
       "  0.6,\n",
       "  {'long_name': 'Background iron concentration', 'units': 'umol Fe m^-3'}],\n",
       " ['kcbio', 1838298.2399999998, {}, 'converted to per-day'],\n",
       " ['kwbio', 2160000, {}, 'converted to per-day'],\n",
       " ['nat_co2',\n",
       "  284.32,\n",
       "  {'long_name': 'Natural atmospheric CO2 concentration', 'units': 'ppm'}]]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Show parameters in same units as Ziehn et al. (2020) https://doi.org/10.1071%2Fes19035 for checking against their table 2\n",
    "param_list_Ziehn2020 = [ x if x[0] in ['parbio', 'bbio', 'cbio', 'k1bio', 'gam1bio', 'f_inorg', 'fe_bkgnd', 'nat_co2']\n",
    "                        else [x[0], x[1]*24*60*60, x[2], 'converted to per-day'] # convert from per-day to per-second\n",
    "                        for x in param_list ]\n",
    "param_list_Ziehn2020"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/xarray/coding/times.py:527: SerializationWarning: Unable to decode time axis into full numpy.datetime64 objects, continuing using cftime.datetime objects instead, reason: dates out of range\n",
      "  dtype = _decode_cf_datetime_dtype(data, units, calendar, self.use_cftime)\n",
      "/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/xarray/core/indexing.py:419: SerializationWarning: Unable to decode time axis into full numpy.datetime64 objects, continuing using cftime.datetime objects instead, reason: dates out of range\n",
      "  return np.asarray(array[self.key], dtype=None)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "01 done\n"
     ]
    }
   ],
   "source": [
    "# res_list = ['1','025','01']\n",
    "\n",
    "for ir in range(np.size(res_list)):\n",
    "    if res_list[ir] == '1':\n",
    "        ds_tar = xr.open_dataset('/g/data/ik11/inputs/access-om2/input_20201102/mom_1deg/ocean_temp_salt.res.nc')\n",
    "    elif res_list[ir] == '025':\n",
    "        ds_tar = xr.open_dataset('/g/data/ik11/inputs/access-om2/input_20201102/mom_025deg/ocean_temp_salt.res.nc')\n",
    "    elif res_list[ir] == '01':\n",
    "        ds_tar = xr.open_dataset('/g/data/ik11/inputs/access-om2/input_20201102/mom_01deg/ocean_temp_salt.res.nc')\n",
    "    ds_tar = ds_tar.rename({'ZT': 'st_ocean', 'GRID_Y_T': 'yt_ocean', 'GRID_X_T':'xt_ocean'})\n",
    "\n",
    "    ds_tar['temp'] = ds_tar['temp'].isel(st_ocean=0,drop=True)\n",
    "    ds_tar = ds_tar.drop_dims('st_ocean')\n",
    "    try:\n",
    "        ds_tar = ds_tar.drop_vars('time_bounds')\n",
    "    except ValueError:\n",
    "        pass\n",
    "    ds_tar = ds_tar.rename(({'xt_ocean':'grid_x_T', 'yt_ocean':'grid_y_T'}))\n",
    "    for it in range(np.size(param_list,0)):\n",
    "        #where() is needed to remove the land mask.\n",
    "        ds_tar[param_list[it][0]] = ds_tar['temp'].where(ds_tar['temp']>0,0)*0 + param_list[it][1]\n",
    "        ds_tar[param_list[it][0]].attrs = param_list[it][2]\n",
    "    ds_tar = ds_tar.drop_vars('temp')\n",
    "    ds_tar.attrs.pop('history', None)\n",
    "    ds_tar.attrs['source'] = 'Ziehn et al. (2020): The Australian Earth System Model: ACCESS-ESM1.5. J. Southern Hem. Earth Syst. Sci. https://doi.org/10.1071%2Fes19035, except for nat_co2 which is from the OMIP-BGC protocol (Orr et al. 2017, GMD)'\n",
    "    comp = dict(_FillValue=-1e34, missing_value=-1e34)\n",
    "    encoding = {var: comp for var in ds_tar.data_vars}\n",
    "\n",
    "# convert units of 'degree_' to 'degrees_' so MOM will be able to infer the axis meaning\n",
    "# https://github.com/mom-ocean/MOM5/blob/1d9af9d262b/src/shared/axis_utils/axis_utils.F90#L92-L99\n",
    "    for dim in ds_tar.dims:\n",
    "        try:\n",
    "            units = ds_tar[dim].attrs['units'].lower()\n",
    "            if units.startswith('degree_'):\n",
    "                ds_tar[dim].attrs['units'] = units.replace('degree_', 'degrees_', 1)\n",
    "        except KeyError:\n",
    "            pass\n",
    "\n",
    "    ds_tar.to_netcdf(tmppath+'bgc_param_'+res_list[ir]+'deg.nc',\n",
    "                     encoding=encoding,\n",
    "                     unlimited_dims='time')#,encoding={'time':{'_FillValue':None,'dtype':'float64'}})\n",
    "    print(res_list[ir],'done')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "01,done\n"
     ]
    }
   ],
   "source": [
    "%%bash -s \"$tmppath\" \"{\" \".join(res_list)}\"\n",
    "cd $1\n",
    "for ir in $2\n",
    "do\n",
    "    filename=bgc_param_${ir}deg.nc\n",
    "    ncatted -a cartesian_axis,grid_x_T,c,c,\"X\" $filename\n",
    "    ncatted -a cartesian_axis,grid_y_T,c,c,\"Y\" $filename\n",
    "    ncks -O -L 9 $filename $filename\n",
    "    echo $ir,done\n",
    "done"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Creation of `dust.nc`\n",
    "1. The original source file for dust input is not available, so use the 1-degree interpolated file as input. the method is described in Mongin et al. (2011), https://doi.org/10.1016/j.dsr2.2011.06.001."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/xarray/coding/times.py:527: SerializationWarning: Unable to decode time axis into full numpy.datetime64 objects, continuing using cftime.datetime objects instead, reason: dates out of range\n",
      "  dtype = _decode_cf_datetime_dtype(data, units, calendar, self.use_cftime)\n",
      "/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/xarray/core/indexing.py:419: SerializationWarning: Unable to decode time axis into full numpy.datetime64 objects, continuing using cftime.datetime objects instead, reason: dates out of range\n",
      "  return np.asarray(array[self.key], dtype=None)\n",
      "/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/xesmf/frontend.py:598: UserWarning: Using dimensions ('grid_y_T', 'grid_x_T') from data variable dust as the horizontal dimensions for the regridding.\n",
      "  warnings.warn(\n",
      "tornado.application - ERROR - Exception in callback functools.partial(<bound method IOLoop._discard_future_result of <zmq.eventloop.ioloop.ZMQIOLoop object at 0x149e9afc2250>>, <Task finished name='Task-1941' coro=<Cluster._sync_cluster_info() done, defined at /g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/deploy/cluster.py:98> exception=OSError('Timed out trying to connect to tcp://127.0.0.1:45997 after 30 s')>)\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/comm/tcp.py\", line 391, in connect\n",
      "    stream = await self.client.connect(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/tornado/tcpclient.py\", line 275, in connect\n",
      "    af, addr, stream = await connector.start(connect_timeout=timeout)\n",
      "asyncio.exceptions.CancelledError\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/asyncio/tasks.py\", line 492, in wait_for\n",
      "    fut.result()\n",
      "asyncio.exceptions.CancelledError\n",
      "\n",
      "The above exception was the direct cause of the following exception:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/comm/core.py\", line 283, in connect\n",
      "    comm = await asyncio.wait_for(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/asyncio/tasks.py\", line 494, in wait_for\n",
      "    raise exceptions.TimeoutError() from exc\n",
      "asyncio.exceptions.TimeoutError\n",
      "\n",
      "The above exception was the direct cause of the following exception:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/tornado/ioloop.py\", line 741, in _run_callback\n",
      "    ret = callback()\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/tornado/ioloop.py\", line 765, in _discard_future_result\n",
      "    future.result()\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/deploy/cluster.py\", line 99, in _sync_cluster_info\n",
      "    await self.scheduler_comm.set_metadata(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/core.py\", line 796, in send_recv_from_rpc\n",
      "    comm = await self.live_comm()\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/core.py\", line 753, in live_comm\n",
      "    comm = await connect(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/comm/core.py\", line 307, in connect\n",
      "    raise OSError(\n",
      "OSError: Timed out trying to connect to tcp://127.0.0.1:45997 after 30 s\n",
      "tornado.application - ERROR - Exception in callback functools.partial(<bound method IOLoop._discard_future_result of <zmq.eventloop.ioloop.ZMQIOLoop object at 0x149e9afc2250>>, <Task finished name='Task-1945' coro=<Cluster._sync_cluster_info() done, defined at /g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/deploy/cluster.py:98> exception=OSError('Timed out trying to connect to tcp://127.0.0.1:45997 after 30 s')>)\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/comm/tcp.py\", line 391, in connect\n",
      "    stream = await self.client.connect(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/tornado/tcpclient.py\", line 275, in connect\n",
      "    af, addr, stream = await connector.start(connect_timeout=timeout)\n",
      "asyncio.exceptions.CancelledError\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/asyncio/tasks.py\", line 492, in wait_for\n",
      "    fut.result()\n",
      "asyncio.exceptions.CancelledError\n",
      "\n",
      "The above exception was the direct cause of the following exception:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/comm/core.py\", line 283, in connect\n",
      "    comm = await asyncio.wait_for(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/asyncio/tasks.py\", line 494, in wait_for\n",
      "    raise exceptions.TimeoutError() from exc\n",
      "asyncio.exceptions.TimeoutError\n",
      "\n",
      "The above exception was the direct cause of the following exception:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/tornado/ioloop.py\", line 741, in _run_callback\n",
      "    ret = callback()\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/tornado/ioloop.py\", line 765, in _discard_future_result\n",
      "    future.result()\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/deploy/cluster.py\", line 99, in _sync_cluster_info\n",
      "    await self.scheduler_comm.set_metadata(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/core.py\", line 796, in send_recv_from_rpc\n",
      "    comm = await self.live_comm()\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/core.py\", line 753, in live_comm\n",
      "    comm = await connect(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/comm/core.py\", line 307, in connect\n",
      "    raise OSError(\n",
      "OSError: Timed out trying to connect to tcp://127.0.0.1:45997 after 30 s\n",
      "tornado.application - ERROR - Exception in callback functools.partial(<bound method IOLoop._discard_future_result of <zmq.eventloop.ioloop.ZMQIOLoop object at 0x149e9afc2250>>, <Task finished name='Task-1953' coro=<Cluster._sync_cluster_info() done, defined at /g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/deploy/cluster.py:98> exception=OSError('Timed out trying to connect to tcp://127.0.0.1:45997 after 30 s')>)\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/comm/tcp.py\", line 391, in connect\n",
      "    stream = await self.client.connect(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/tornado/tcpclient.py\", line 275, in connect\n",
      "    af, addr, stream = await connector.start(connect_timeout=timeout)\n",
      "asyncio.exceptions.CancelledError\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/asyncio/tasks.py\", line 492, in wait_for\n",
      "    fut.result()\n",
      "asyncio.exceptions.CancelledError\n",
      "\n",
      "The above exception was the direct cause of the following exception:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/comm/core.py\", line 283, in connect\n",
      "    comm = await asyncio.wait_for(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/asyncio/tasks.py\", line 494, in wait_for\n",
      "    raise exceptions.TimeoutError() from exc\n",
      "asyncio.exceptions.TimeoutError\n",
      "\n",
      "The above exception was the direct cause of the following exception:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/tornado/ioloop.py\", line 741, in _run_callback\n",
      "    ret = callback()\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/tornado/ioloop.py\", line 765, in _discard_future_result\n",
      "    future.result()\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/deploy/cluster.py\", line 99, in _sync_cluster_info\n",
      "    await self.scheduler_comm.set_metadata(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/core.py\", line 796, in send_recv_from_rpc\n",
      "    comm = await self.live_comm()\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/core.py\", line 753, in live_comm\n",
      "    comm = await connect(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/comm/core.py\", line 307, in connect\n",
      "    raise OSError(\n",
      "OSError: Timed out trying to connect to tcp://127.0.0.1:45997 after 30 s\n",
      "tornado.application - ERROR - Exception in callback functools.partial(<bound method IOLoop._discard_future_result of <zmq.eventloop.ioloop.ZMQIOLoop object at 0x149e9afc2250>>, <Task finished name='Task-1968' coro=<Cluster._sync_cluster_info() done, defined at /g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/deploy/cluster.py:98> exception=OSError('Timed out trying to connect to tcp://127.0.0.1:45997 after 30 s')>)\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/comm/tcp.py\", line 391, in connect\n",
      "    stream = await self.client.connect(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/tornado/tcpclient.py\", line 265, in connect\n",
      "    addrinfo = await self.resolver.resolve(host, port, af)\n",
      "asyncio.exceptions.CancelledError\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/asyncio/tasks.py\", line 492, in wait_for\n",
      "    fut.result()\n",
      "asyncio.exceptions.CancelledError\n",
      "\n",
      "The above exception was the direct cause of the following exception:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/comm/core.py\", line 283, in connect\n",
      "    comm = await asyncio.wait_for(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/asyncio/tasks.py\", line 494, in wait_for\n",
      "    raise exceptions.TimeoutError() from exc\n",
      "asyncio.exceptions.TimeoutError\n",
      "\n",
      "The above exception was the direct cause of the following exception:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/tornado/ioloop.py\", line 741, in _run_callback\n",
      "    ret = callback()\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/tornado/ioloop.py\", line 765, in _discard_future_result\n",
      "    future.result()\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/deploy/cluster.py\", line 99, in _sync_cluster_info\n",
      "    await self.scheduler_comm.set_metadata(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/core.py\", line 796, in send_recv_from_rpc\n",
      "    comm = await self.live_comm()\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/core.py\", line 753, in live_comm\n",
      "    comm = await connect(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/comm/core.py\", line 307, in connect\n",
      "    raise OSError(\n",
      "OSError: Timed out trying to connect to tcp://127.0.0.1:45997 after 30 s\n",
      "tornado.application - ERROR - Exception in callback functools.partial(<bound method IOLoop._discard_future_result of <zmq.eventloop.ioloop.ZMQIOLoop object at 0x149e9afc2250>>, <Task finished name='Task-1975' coro=<Cluster._sync_cluster_info() done, defined at /g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/deploy/cluster.py:98> exception=OSError('Timed out trying to connect to tcp://127.0.0.1:45997 after 30 s')>)\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/comm/tcp.py\", line 391, in connect\n",
      "    stream = await self.client.connect(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/tornado/tcpclient.py\", line 275, in connect\n",
      "    af, addr, stream = await connector.start(connect_timeout=timeout)\n",
      "asyncio.exceptions.CancelledError\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/asyncio/tasks.py\", line 492, in wait_for\n",
      "    fut.result()\n",
      "asyncio.exceptions.CancelledError\n",
      "\n",
      "The above exception was the direct cause of the following exception:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/comm/core.py\", line 283, in connect\n",
      "    comm = await asyncio.wait_for(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/asyncio/tasks.py\", line 494, in wait_for\n",
      "    raise exceptions.TimeoutError() from exc\n",
      "asyncio.exceptions.TimeoutError\n",
      "\n",
      "The above exception was the direct cause of the following exception:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/tornado/ioloop.py\", line 741, in _run_callback\n",
      "    ret = callback()\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/tornado/ioloop.py\", line 765, in _discard_future_result\n",
      "    future.result()\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/deploy/cluster.py\", line 99, in _sync_cluster_info\n",
      "    await self.scheduler_comm.set_metadata(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/core.py\", line 796, in send_recv_from_rpc\n",
      "    comm = await self.live_comm()\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/core.py\", line 753, in live_comm\n",
      "    comm = await connect(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/comm/core.py\", line 307, in connect\n",
      "    raise OSError(\n",
      "OSError: Timed out trying to connect to tcp://127.0.0.1:45997 after 30 s\n",
      "tornado.application - ERROR - Exception in callback functools.partial(<bound method IOLoop._discard_future_result of <zmq.eventloop.ioloop.ZMQIOLoop object at 0x149e9afc2250>>, <Task finished name='Task-1995' coro=<Cluster._sync_cluster_info() done, defined at /g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/deploy/cluster.py:98> exception=OSError('Timed out trying to connect to tcp://127.0.0.1:45997 after 30 s')>)\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/comm/tcp.py\", line 391, in connect\n",
      "    stream = await self.client.connect(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/tornado/tcpclient.py\", line 275, in connect\n",
      "    af, addr, stream = await connector.start(connect_timeout=timeout)\n",
      "asyncio.exceptions.CancelledError\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/asyncio/tasks.py\", line 492, in wait_for\n",
      "    fut.result()\n",
      "asyncio.exceptions.CancelledError\n",
      "\n",
      "The above exception was the direct cause of the following exception:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/comm/core.py\", line 283, in connect\n",
      "    comm = await asyncio.wait_for(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/asyncio/tasks.py\", line 494, in wait_for\n",
      "    raise exceptions.TimeoutError() from exc\n",
      "asyncio.exceptions.TimeoutError\n",
      "\n",
      "The above exception was the direct cause of the following exception:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/tornado/ioloop.py\", line 741, in _run_callback\n",
      "    ret = callback()\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/tornado/ioloop.py\", line 765, in _discard_future_result\n",
      "    future.result()\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/deploy/cluster.py\", line 99, in _sync_cluster_info\n",
      "    await self.scheduler_comm.set_metadata(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/core.py\", line 796, in send_recv_from_rpc\n",
      "    comm = await self.live_comm()\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/core.py\", line 753, in live_comm\n",
      "    comm = await connect(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/comm/core.py\", line 307, in connect\n",
      "    raise OSError(\n",
      "OSError: Timed out trying to connect to tcp://127.0.0.1:45997 after 30 s\n",
      "tornado.application - ERROR - Exception in callback functools.partial(<bound method IOLoop._discard_future_result of <zmq.eventloop.ioloop.ZMQIOLoop object at 0x149e9afc2250>>, <Task finished name='Task-2002' coro=<Cluster._sync_cluster_info() done, defined at /g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/deploy/cluster.py:98> exception=OSError('Timed out trying to connect to tcp://127.0.0.1:45997 after 30 s')>)\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/comm/tcp.py\", line 391, in connect\n",
      "    stream = await self.client.connect(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/tornado/tcpclient.py\", line 275, in connect\n",
      "    af, addr, stream = await connector.start(connect_timeout=timeout)\n",
      "asyncio.exceptions.CancelledError\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/asyncio/tasks.py\", line 492, in wait_for\n",
      "    fut.result()\n",
      "asyncio.exceptions.CancelledError\n",
      "\n",
      "The above exception was the direct cause of the following exception:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/comm/core.py\", line 283, in connect\n",
      "    comm = await asyncio.wait_for(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/asyncio/tasks.py\", line 494, in wait_for\n",
      "    raise exceptions.TimeoutError() from exc\n",
      "asyncio.exceptions.TimeoutError\n",
      "\n",
      "The above exception was the direct cause of the following exception:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/tornado/ioloop.py\", line 741, in _run_callback\n",
      "    ret = callback()\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/tornado/ioloop.py\", line 765, in _discard_future_result\n",
      "    future.result()\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/deploy/cluster.py\", line 99, in _sync_cluster_info\n",
      "    await self.scheduler_comm.set_metadata(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/core.py\", line 796, in send_recv_from_rpc\n",
      "    comm = await self.live_comm()\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/core.py\", line 753, in live_comm\n",
      "    comm = await connect(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/comm/core.py\", line 307, in connect\n",
      "    raise OSError(\n",
      "OSError: Timed out trying to connect to tcp://127.0.0.1:45997 after 30 s\n",
      "tornado.application - ERROR - Exception in callback functools.partial(<bound method IOLoop._discard_future_result of <zmq.eventloop.ioloop.ZMQIOLoop object at 0x149e9afc2250>>, <Task finished name='Task-2030' coro=<Cluster._sync_cluster_info() done, defined at /g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/deploy/cluster.py:98> exception=OSError('Timed out trying to connect to tcp://127.0.0.1:45997 after 30 s')>)\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/comm/tcp.py\", line 391, in connect\n",
      "    stream = await self.client.connect(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/tornado/tcpclient.py\", line 275, in connect\n",
      "    af, addr, stream = await connector.start(connect_timeout=timeout)\n",
      "asyncio.exceptions.CancelledError\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/asyncio/tasks.py\", line 492, in wait_for\n",
      "    fut.result()\n",
      "asyncio.exceptions.CancelledError\n",
      "\n",
      "The above exception was the direct cause of the following exception:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/comm/core.py\", line 283, in connect\n",
      "    comm = await asyncio.wait_for(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/asyncio/tasks.py\", line 494, in wait_for\n",
      "    raise exceptions.TimeoutError() from exc\n",
      "asyncio.exceptions.TimeoutError\n",
      "\n",
      "The above exception was the direct cause of the following exception:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/tornado/ioloop.py\", line 741, in _run_callback\n",
      "    ret = callback()\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/tornado/ioloop.py\", line 765, in _discard_future_result\n",
      "    future.result()\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/deploy/cluster.py\", line 99, in _sync_cluster_info\n",
      "    await self.scheduler_comm.set_metadata(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/core.py\", line 796, in send_recv_from_rpc\n",
      "    comm = await self.live_comm()\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/core.py\", line 753, in live_comm\n",
      "    comm = await connect(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/comm/core.py\", line 307, in connect\n",
      "    raise OSError(\n",
      "OSError: Timed out trying to connect to tcp://127.0.0.1:45997 after 30 s\n",
      "tornado.application - ERROR - Exception in callback functools.partial(<bound method IOLoop._discard_future_result of <zmq.eventloop.ioloop.ZMQIOLoop object at 0x149e9afc2250>>, <Task finished name='Task-2050' coro=<Cluster._sync_cluster_info() done, defined at /g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/deploy/cluster.py:98> exception=OSError('Timed out trying to connect to tcp://127.0.0.1:45997 after 30 s')>)\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/comm/tcp.py\", line 391, in connect\n",
      "    stream = await self.client.connect(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/tornado/tcpclient.py\", line 275, in connect\n",
      "    af, addr, stream = await connector.start(connect_timeout=timeout)\n",
      "asyncio.exceptions.CancelledError\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/asyncio/tasks.py\", line 492, in wait_for\n",
      "    fut.result()\n",
      "asyncio.exceptions.CancelledError\n",
      "\n",
      "The above exception was the direct cause of the following exception:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/comm/core.py\", line 283, in connect\n",
      "    comm = await asyncio.wait_for(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/asyncio/tasks.py\", line 494, in wait_for\n",
      "    raise exceptions.TimeoutError() from exc\n",
      "asyncio.exceptions.TimeoutError\n",
      "\n",
      "The above exception was the direct cause of the following exception:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/tornado/ioloop.py\", line 741, in _run_callback\n",
      "    ret = callback()\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/tornado/ioloop.py\", line 765, in _discard_future_result\n",
      "    future.result()\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/deploy/cluster.py\", line 99, in _sync_cluster_info\n",
      "    await self.scheduler_comm.set_metadata(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/core.py\", line 796, in send_recv_from_rpc\n",
      "    comm = await self.live_comm()\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/core.py\", line 753, in live_comm\n",
      "    comm = await connect(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/comm/core.py\", line 307, in connect\n",
      "    raise OSError(\n",
      "OSError: Timed out trying to connect to tcp://127.0.0.1:45997 after 30 s\n",
      "tornado.application - ERROR - Exception in callback functools.partial(<bound method IOLoop._discard_future_result of <zmq.eventloop.ioloop.ZMQIOLoop object at 0x149e9afc2250>>, <Task finished name='Task-2057' coro=<Cluster._sync_cluster_info() done, defined at /g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/deploy/cluster.py:98> exception=OSError('Timed out trying to connect to tcp://127.0.0.1:45997 after 30 s')>)\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/comm/tcp.py\", line 391, in connect\n",
      "    stream = await self.client.connect(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/tornado/tcpclient.py\", line 275, in connect\n",
      "    af, addr, stream = await connector.start(connect_timeout=timeout)\n",
      "asyncio.exceptions.CancelledError\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/asyncio/tasks.py\", line 492, in wait_for\n",
      "    fut.result()\n",
      "asyncio.exceptions.CancelledError\n",
      "\n",
      "The above exception was the direct cause of the following exception:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/comm/core.py\", line 283, in connect\n",
      "    comm = await asyncio.wait_for(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/asyncio/tasks.py\", line 494, in wait_for\n",
      "    raise exceptions.TimeoutError() from exc\n",
      "asyncio.exceptions.TimeoutError\n",
      "\n",
      "The above exception was the direct cause of the following exception:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/tornado/ioloop.py\", line 741, in _run_callback\n",
      "    ret = callback()\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/tornado/ioloop.py\", line 765, in _discard_future_result\n",
      "    future.result()\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/deploy/cluster.py\", line 99, in _sync_cluster_info\n",
      "    await self.scheduler_comm.set_metadata(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/core.py\", line 796, in send_recv_from_rpc\n",
      "    comm = await self.live_comm()\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/core.py\", line 753, in live_comm\n",
      "    comm = await connect(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/comm/core.py\", line 307, in connect\n",
      "    raise OSError(\n",
      "OSError: Timed out trying to connect to tcp://127.0.0.1:45997 after 30 s\n",
      "tornado.application - ERROR - Exception in callback functools.partial(<bound method IOLoop._discard_future_result of <zmq.eventloop.ioloop.ZMQIOLoop object at 0x149e9afc2250>>, <Task finished name='Task-2078' coro=<Cluster._sync_cluster_info() done, defined at /g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/deploy/cluster.py:98> exception=OSError('Timed out trying to connect to tcp://127.0.0.1:45997 after 30 s')>)\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/comm/tcp.py\", line 391, in connect\n",
      "    stream = await self.client.connect(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/tornado/tcpclient.py\", line 275, in connect\n",
      "    af, addr, stream = await connector.start(connect_timeout=timeout)\n",
      "asyncio.exceptions.CancelledError\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/asyncio/tasks.py\", line 492, in wait_for\n",
      "    fut.result()\n",
      "asyncio.exceptions.CancelledError\n",
      "\n",
      "The above exception was the direct cause of the following exception:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/comm/core.py\", line 283, in connect\n",
      "    comm = await asyncio.wait_for(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/asyncio/tasks.py\", line 494, in wait_for\n",
      "    raise exceptions.TimeoutError() from exc\n",
      "asyncio.exceptions.TimeoutError\n",
      "\n",
      "The above exception was the direct cause of the following exception:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/tornado/ioloop.py\", line 741, in _run_callback\n",
      "    ret = callback()\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/tornado/ioloop.py\", line 765, in _discard_future_result\n",
      "    future.result()\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/deploy/cluster.py\", line 99, in _sync_cluster_info\n",
      "    await self.scheduler_comm.set_metadata(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/core.py\", line 796, in send_recv_from_rpc\n",
      "    comm = await self.live_comm()\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/core.py\", line 753, in live_comm\n",
      "    comm = await connect(\n",
      "  File \"/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/distributed/comm/core.py\", line 307, in connect\n",
      "    raise OSError(\n",
      "OSError: Timed out trying to connect to tcp://127.0.0.1:45997 after 30 s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['input: ', <xarray.DataArray 'dust' ()>\n",
      "array(5.21357542e-08), <xarray.DataArray 'dust' ()>\n",
      "array(0.), <xarray.DataArray 'dust' ()>\n",
      "array(2.1554396e-05)]\n",
      "['output: ', <xarray.DataArray 'dust' ()>\n",
      "array(3.92675238e-08), <xarray.DataArray 'dust' ()>\n",
      "array(0.), <xarray.DataArray 'dust' ()>\n",
      "array(2.12758077e-05)]\n",
      "01 done\n"
     ]
    }
   ],
   "source": [
    "# res_list = ['1','025','01']\n",
    "\n",
    "for ir in range(np.size(res_list)):\n",
    "    #read target grid\n",
    "    if res_list[ir] == '1':\n",
    "        ds_tar = xr.open_dataset('/g/data/ik11/inputs/access-om2/input_20201102/mom_1deg/ocean_temp_salt.res.nc')\n",
    "        ds_gri = xr.open_dataset('/g/data/ik11/grids/ocean_grid_10.nc')\n",
    "    elif res_list[ir] == '025':\n",
    "        ds_tar = xr.open_dataset('/g/data/ik11/inputs/access-om2/input_20201102/mom_025deg/ocean_temp_salt.res.nc')\n",
    "        ds_gri = xr.open_dataset('/g/data/ik11/grids/ocean_grid_025.nc')        \n",
    "    elif res_list[ir] == '01':\n",
    "        ds_tar = xr.open_dataset('/g/data/ik11/inputs/access-om2/input_20201102/mom_01deg/ocean_temp_salt.res.nc')\n",
    "        ds_gri = xr.open_dataset('/g/data/ik11/grids/ocean_grid_01.nc')        \n",
    "    #rename to lon and lat so that xesmf understands\n",
    "    ds_gri = ds_gri.rename({'geolon_t': 'lon', 'geolat_t': 'lat'})\n",
    "    ds_tar = ds_tar.rename({'ZT': 'st_ocean', 'GRID_Y_T': 'yt_ocean', 'GRID_X_T':'xt_ocean'})\n",
    "\n",
    "    ds_in = xr.open_dataset(inpath+'dust.nc')\n",
    "    ds_gri_in = xr.open_dataset('/g/data/ik11/grids/ocean_grid_10.nc')\n",
    "    ds_gri_in = ds_gri_in.rename({'geolon_t': 'lon', 'geolat_t': 'lat'})\n",
    "    \n",
    "    ds_tar['temp'] = ds_tar['temp'].isel(st_ocean=0,drop=True)\n",
    "    ds_tar = ds_tar.drop_dims('st_ocean')\n",
    "    for v in ['time','time_bounds']:\n",
    "        try:\n",
    "            ds_tar = ds_tar.drop_vars(v)\n",
    "        except ValueError:\n",
    "            pass\n",
    "    ds_tar = ds_tar.drop_vars('temp')\n",
    "    ds_tar = ds_tar.assign_coords({\"time\":ds_in['time']})\n",
    "    ds_tar['lon'] = (['yt_ocean','xt_ocean'],ds_gri['lon'].values)\n",
    "    ds_tar['lat'] = (['yt_ocean','xt_ocean'],ds_gri['lat'].values)\n",
    "    ds_in['lon'] = (['yt_ocean','xt_ocean'],ds_gri_in['lon'].values)\n",
    "    ds_in['lat'] = (['yt_ocean','xt_ocean'],ds_gri_in['lat'].values)\n",
    "\n",
    "    regridder = xe.Regridder(ds_gri_in,ds_gri,method='bilinear',periodic=True)\n",
    "    ds_tar['dust'] = (['time','yt_ocean','xt_ocean'],regridder(ds_in['dust']).values)    \n",
    "    ds_tar = ds_tar.rename(({'xt_ocean':'grid_x_T', 'yt_ocean':'grid_y_T'}))\n",
    "    #some interpolated values are NaNs, so interpolate_na with the following options to fill in NaNs.\n",
    "    #dim='st_ocean' is essential. 'xt_ocean' produces NaNs.\n",
    "    #method='nearest' is essential. 'linear' gives extreme values.\n",
    "    #fill_value='extrapolate' is essential. without it, still NaNs exist.\n",
    "    ds_tar['dust'] = ds_tar['dust'].interpolate_na(dim='time',method='nearest',fill_value=\"extrapolate\")\n",
    "    print(['input: ',ds_in['dust'].mean(),ds_in['dust'].min(),ds_in['dust'].max()])\n",
    "    print(['output: ',ds_tar['dust'].mean(),ds_tar['dust'].min(),ds_tar['dust'].max()])\n",
    "\n",
    "# convert units of 'degree_' to 'degrees_' so MOM will be able to infer the axis meaning\n",
    "# https://github.com/mom-ocean/MOM5/blob/1d9af9d262b/src/shared/axis_utils/axis_utils.F90#L92-L99\n",
    "    for dim in ds_tar.dims:\n",
    "        try:\n",
    "            units = ds_tar[dim].attrs['units'].lower()\n",
    "            if units.startswith('degree_'):\n",
    "                ds_tar[dim].attrs['units'] = units.replace('degree_', 'degrees_', 1)\n",
    "        except KeyError:\n",
    "            pass\n",
    "\n",
    "    ds_tar.attrs.pop('history', None)\n",
    "    ds_tar.to_netcdf(tmppath+'dust_'+res_list[ir]+'deg.nc',\n",
    "                     unlimited_dims='time',\n",
    "                     encoding={'dust':{'zlib': True,'complevel': 1,\n",
    "                                       '_FillValue':-1.e34, 'missing_value':-1.e34}})\n",
    "    print(res_list[ir],'done')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Creation of `csiro_bgc_sediment.res.nc`\n",
    "1. for simplicity, initialise with zero values everywhere.\n",
    "1. the x and y dimensions of the input file are not helpful (given indices instead of actual lon/lat values), so replace them with dust.nc for interpolation purposes.\n",
    "1. This script relies on `csiro_bgc.res.nc`, so make sure to compute this after creating `csiro_bgc.res.nc`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/xarray/coding/times.py:527: SerializationWarning: Unable to decode time axis into full numpy.datetime64 objects, continuing using cftime.datetime objects instead, reason: dates out of range\n",
      "  dtype = _decode_cf_datetime_dtype(data, units, calendar, self.use_cftime)\n",
      "/g/data/hh5/public/apps/miniconda3/envs/analysis3-21.07/lib/python3.9/site-packages/xarray/core/indexing.py:419: SerializationWarning: Unable to decode time axis into full numpy.datetime64 objects, continuing using cftime.datetime objects instead, reason: dates out of range\n",
      "  return np.asarray(array[self.key], dtype=None)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "01 done\n"
     ]
    }
   ],
   "source": [
    "# res_list = ['1','025','01']\n",
    "\n",
    "for ir in range(np.size(res_list)):\n",
    "    ds_in = xr.open_dataset(tmppath+'csiro_bgc.res_'+res_list[ir]+'deg.nc')\n",
    "    ds_tar = ds_in['phy'].isel(zaxis_1=0,drop=True)\n",
    "    ds_tar = ds_tar*0\n",
    "    ds_tar = ds_tar.rename('caco3_sediment')\n",
    "\n",
    "# convert units of 'degree_' to 'degrees_' so MOM will be able to infer the axis meaning\n",
    "# https://github.com/mom-ocean/MOM5/blob/1d9af9d262b/src/shared/axis_utils/axis_utils.F90#L92-L99\n",
    "    for dim in ds_tar.dims:\n",
    "        try:\n",
    "            units = ds_tar[dim].attrs['units'].lower()\n",
    "            if units.startswith('degree_'):\n",
    "                ds_tar[dim].attrs['units'] = units.replace('degree_', 'degrees_', 1)\n",
    "        except KeyError:\n",
    "            pass\n",
    "\n",
    "    ds_tar.to_netcdf(tmppath+'csiro_bgc_sediment.res_'+res_list[ir]+'deg.nc',unlimited_dims='Time',encoding={'Time':{'_FillValue':None,'dtype':'float64'}})\n",
    "    print(res_list[ir],'done')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "%%bash -s \"$tmppath\" \"{\" \".join(res_list)}\"\n",
    "cd $1\n",
    "for ir in $2\n",
    "do\n",
    "    filename=csiro_bgc_sediment.res_${ir}deg.nc\n",
    "    ncap2 -O -s 'det_sediment=caco3_sediment' $filename $filename\n",
    "    ncatted -a cartesian_axis,xaxis_1,c,c,\"X\" $filename\n",
    "    ncatted -a cartesian_axis,yaxis_1,c,c,\"Y\" $filename\n",
    "    ncks -O -L 9 $filename $filename\n",
    "done"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Update `o2i.nc` and `i2o.nc`\n",
    "- two bgc tracers added to each file.\n",
    "- wind speed is added to `i2o.nc` for gas flux calculation.\n",
    "- these are the initial conditions for fluxes. set to zeros for simplicity."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%bash -s \"$basepath\" \"{\" \".join(res_list)}\"\n",
    "basepath=$1\n",
    "for ir in $2\n",
    "do\n",
    "    cd $basepath${ir}deg/\n",
    "    ncap2 -O -s 'ssn_i=sst_i*0' o2i.nc o2i.nc\n",
    "    ncap2 -O -s 'ssalg_i=sst_i*0' o2i.nc o2i.nc\n",
    "    ncap2 -O -s 'wnd10_io=licefh_io*0' i2o.nc i2o.nc\n",
    "    ncap2 -O -s 'nit_io=wnd10_io*0' i2o.nc i2o.nc\n",
    "    ncap2 -O -s 'alg_io=wnd10_io*0' i2o.nc i2o.nc\n",
    "done"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Copy the regridded files to their respective destinations.\n",
    "1. the regridded files will be copied to each resolution directory and given the same file names (so that no need to customise ocean/field_table for each resolution)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%bash -s \"$tmppath\" \"{\" \".join(res_list)}\"\n",
    "cd $1\n",
    "for ir in $2\n",
    "do\n",
    "    for it in bgc_param co2_iaf co2_ryf dust csiro_bgc.res csiro_bgc_sediment.res\n",
    "    do\n",
    "        if [ -f ${it}_${ir}deg.nc ]; then\n",
    "            cp -p ${it}_${ir}deg.nc ../${ir}deg/${it}.nc\n",
    "        fi\n",
    "    done\n",
    "done"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# That's it! If you are happy with the output stored in `1deg, 025deg, 01deg`, then delete `tmp`.\n",
    "# When it's completely finalised, run `finalise.sh`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pre-processing of input and reference grid data (NOT NECESSARY, as these data already exist, but keeping it for reproducibility)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Download GLODAPv2 2016b and OMIP archives of WOA13v2 (no3, o2) and FEMIP (fe)\n",
    "#Extract GLODAPv2\n",
    "%%bash -s \"$inpath\"\n",
    "cd $1\n",
    "wget https://www.nodc.noaa.gov/archive/arc0107/0162565/1.1/data/0-data/mapped/GLODAPv2.2016b_MappedClimatologies.tar.gz\n",
    "tar -xvf GLODAPv2.2016b_MappedClimatologies.tar.gz\n",
    "wget https://vesg.ipsl.upmc.fr/thredds/fileServer/IPSLFS/jomce/OMIP/initconds/FEMIP_model_median_iron_2016.nc\n",
    "wget https://vesg.ipsl.upmc.fr/thredds/fileServer/IPSLFS/jomce/OMIP/initconds/woa13_oxygen_OMIPinit.nc\n",
    "wget https://vesg.ipsl.upmc.fr/thredds/fileServer/IPSLFS/jomce/OMIP/initconds/woa13_nitrate_OMIPinit.nc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Extrapolate over land\n",
    "%%bash -s \"$inpath\"\n",
    "cd $1\n",
    "cdo -O fillmiss woa13_oxygen_OMIPinit.nc woa13_oxygen_OMIPinit_fillmiss.nc\n",
    "cdo -O fillmiss woa13_nitrate_OMIPinit.nc woa13_nitrate_OMIPinit_fillmiss.nc\n",
    "cdo -O fillmiss FEMIP_model_median_iron_2016.nc FEMIP_model_median_iron_2016_fillmiss.nc\n",
    "for iv in oxygen NO3 PI_TCO2 TCO2 TAlk\n",
    "do\n",
    "    filename=GLODAPv2.2016b.${iv}\n",
    "    cdo -O fillmiss GLODAPv2.2016b_MappedClimatologies/${filename}.nc ${filename}_fillmiss.nc\n",
    "done "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Apply fillmiss for `adic` and `dic` of ACCESS-OM2 OMIP2 output. \n",
    "# For adic and alk, use the 1-deg omip2 cycle 5 restart 304. \n",
    "# Because restart files have weird values over land, i cannot do `cdo fillmiss`. \n",
    "# To resolve this issue, i need to first apply the landsea mask \n",
    "# and also give appropriate grid coordinates based on an output file.\n",
    "ds_in = xr.open_dataset('/g/data/ik11/outputs/access-om2/1deg_jra55_iaf_omip2_cycle5/restart304/ocean/csiro_bgc.res.nc')\n",
    "ds_ou = xr.open_dataset('/g/data/ik11/outputs/access-om2/1deg_jra55_iaf_omip2_cycle5/output304/ocean/ocean_bgc_ann.nc')\n",
    "ds_ou['adic'] = ds_ou['adic'].where(ds_ou['adic']!=ds_ou['adic'],ds_in['adic'].values)\n",
    "ds_ou['alk'] = ds_ou['alk'].where(ds_ou['alk']!=ds_ou['alk'],ds_in['alk'].values)\n",
    "ds_ou.to_netcdf(inpath+'1deg_jra55_iaf_omip2_cycle5_restart304_csiro_bgc.res.nc')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Extrapolate over land\n",
    "%%bash -s \"$inpath\"\n",
    "cd $1\n",
    "cdo -fillmiss 1deg_jra55_iaf_omip2_cycle5_restart304_csiro_bgc.res.nc 1deg_jra55_iaf_omip2_cycle5_restart304_csiro_bgc.res_fillmiss.nc\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Create a reference grid file for each resolution (used as a target grid for regridding)\n",
    "ncks -d time,1 -v temp /g/data/ik11/outputs/access-om2/1deg_jra55_iaf_omip2_cycle6/output365/ocean/ocean_month.nc 1deg/ocean_grid_xyz.nc\n",
    "ncks -d time,1 -v temp /g/data/ik11/outputs/access-om2-025/025deg_jra55_iaf_omip2_cycle6/output365/ocean/ocean_month.nc 025deg/ocean_grid_xyz.nc\n",
    "ncks -d time,1 -v temp /g/data/ik11/outputs/access-om2-01/01deg_jra55v140_iaf_cycle3/output700/ocean/ocean-3d-temp-1-daily-mean-ym_2011_01.nc 01deg/ocean_grid_xyz.nc\n"
   ]
  }
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