Table4_global-ocn-bgc-metrics_x01-v2.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "b32e55d3-d037-40b9-96ac-b2ff03536e23",
   "metadata": {},
   "source": [
    "# Global BGC metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e13795c3-000f-465c-b07b-e3bb31415aef",
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e8199a6d-1b51-453e-a34c-45ed5f88c59f",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import xarray as xr\n",
    "\n",
    "from dask.distributed import Client\n",
    "\n",
    "#import catalog\n",
    "#import util\n",
    "import utils\n",
    "xr.set_options(keep_attrs=True)\n",
    "from glob import glob\n",
    "import matplotlib.pyplot as plt\n",
    "import cartopy\n",
    "import cartopy.crs as ccrs\n",
    "import pop_tools\n",
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0850149e-56d4-4f28-88bd-2639e11ad20a",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "ds_grid = pop_tools.get_grid('POP_tx0.1v3')\n",
    "lons=ds_grid.TLONG\n",
    "lats=ds_grid.TLAT\n",
    "area=ds_grid.TAREA\n",
    "area_m=ds_grid.TAREA * 1e-4\n",
    "lons_norm = utils.normal_lons(lons)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "29fafcd9-095a-4d6b-a88d-81c6c79623c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x15332c5b5c50>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "masked_area = area.where(ds_grid.REGION_MASK > 0).fillna(0.) \n",
    "masked_area.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8e5fd23a-c09c-4fff-8d7b-d2881051ec05",
   "metadata": {},
   "source": [
    "### Parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "7aba216b-6257-44cb-b711-41178010c5e9",
   "metadata": {
    "tags": [
     "parameters"
    ]
   },
   "outputs": [],
   "source": [
    "case = 'g.e22.TL319_t13.G1850ECOIAF_JRA_HR.4p2z.001'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b29c2ce8-1aea-4c88-a488-aef634305748",
   "metadata": {},
   "outputs": [],
   "source": [
    "path = '/glade/campaign/cgd/oce/projects/FOSI_BGC/HR/' + case + '/ocn/proc/tseries/month_1'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "54d88bcd-27b7-4fa0-a449-26e95337597d",
   "metadata": {},
   "outputs": [],
   "source": [
    "variables =['photoC_sp_zint','photoC_diat_zint',\n",
    "            'photoC_diaz_zint','photoC_cocco_zint',\n",
    "            'SiO2_PROD','CaCO3_PROD_zint','diaz_Nfix',\n",
    "            'mesozooC','microzooC','x_graze_microzoo_zint','x_graze_mesozoo_zint',\n",
    "            'POC_FLUX_100m']\n",
    "cvars = ['photoC_sp_zint','photoC_diat_zint',\n",
    "         'photoC_diaz_zint','photoC_cocco_zint', 'POC_FLUX_100m',\n",
    "         'CaCO3_PROD_zint','x_graze_microzoo_zint','x_graze_mesozoo_zint']\n",
    "coords = {'x':'TLONG','y':'TLAT'}\n",
    "keepthese=['z_t','z_t_150m','time_bound','time','dz','TAREA','REGION_MASK'] + variables + list(coords.values())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "65c9a4b0-87b0-4ef0-bdd5-40f1910e40de",
   "metadata": {},
   "outputs": [],
   "source": [
    "def preprocess(ds):\n",
    "    ds=ds.mean(dim='time')\n",
    "    ds=ds.isel(z_t=slice(0,10))\n",
    "    return ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "60bc00c2-5785-4471-8c3b-c8ca68a3147b",
   "metadata": {},
   "outputs": [],
   "source": [
    "nmols_to_PgCyr = 1e-9 * 12. * 1e-15 * 365. * 86400."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "c5218fd3-7923-4f6c-9673-920f1cf0f2b2",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_ClusterClient():\n",
    "    import dask\n",
    "    from dask_jobqueue import PBSCluster\n",
    "    from dask.distributed import Client\n",
    "    cluster = PBSCluster(\n",
    "        cores=1,\n",
    "        memory='20GB',\n",
    "        processes=1,\n",
    "        queue='casper',\n",
    "        resource_spec='select=1:ncpus=1:mem=20GB',\n",
    "        project='NCGD0011',\n",
    "        walltime='04:00:00',\n",
    "        interface='ext',)\n",
    "\n",
    "    dask.config.set({\n",
    "        'distributed.dashboard.link':\n",
    "        'https://jupyterhub.hpc.ucar.edu/stable/user/{USER}/proxy/{port}/status'\n",
    "    })\n",
    "    client = Client(cluster)\n",
    "    return cluster, client"
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   "execution_count": 11,
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    "cluster, client = get_ClusterClient()\n",
    "cluster.scale(20) \n",
    "client"
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   "cell_type": "markdown",
   "id": "4eee5ccb-e2dd-40e6-bb28-a41ee65c6897",
   "metadata": {},
   "source": [
    "### Select 1986 to 2005"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "664ee26d-a816-4e77-b93c-648434b411e0",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "starting on  photoC_sp_zint\n",
      "1986\n",
      "1987\n",
      "1988\n",
      "1989\n",
      "1990\n",
      "1991\n",
      "1992\n",
      "1993\n",
      "1994\n",
      "1995\n",
      "1996\n",
      "1997\n",
      "1998\n",
      "1999\n",
      "2000\n",
      "2001\n",
      "2002\n",
      "2003\n",
      "2004\n",
      "2005\n",
      "starting on  photoC_diat_zint\n",
      "1986\n",
      "1987\n",
      "1988\n",
      "1989\n",
      "1990\n",
      "1991\n",
      "1992\n",
      "1993\n",
      "1994\n",
      "1995\n",
      "1996\n",
      "1997\n",
      "1998\n",
      "1999\n",
      "2000\n",
      "2001\n",
      "2002\n",
      "2003\n",
      "2004\n",
      "2005\n",
      "starting on  photoC_diaz_zint\n",
      "1986\n",
      "1987\n",
      "1988\n",
      "1989\n",
      "1990\n",
      "1991\n",
      "1992\n",
      "1993\n",
      "1994\n",
      "1995\n",
      "1996\n",
      "1997\n",
      "1998\n",
      "1999\n",
      "2000\n",
      "2001\n",
      "2002\n",
      "2003\n",
      "2004\n",
      "2005\n",
      "starting on  photoC_cocco_zint\n",
      "1986\n",
      "1987\n",
      "1988\n",
      "1989\n",
      "1990\n",
      "1991\n",
      "1992\n",
      "1993\n",
      "1994\n",
      "1995\n",
      "1996\n",
      "1997\n",
      "1998\n",
      "1999\n",
      "2000\n",
      "2001\n",
      "2002\n",
      "2003\n",
      "2004\n",
      "2005\n",
      "starting on  POC_FLUX_100m\n",
      "1986\n",
      "1987\n",
      "1988\n",
      "1989\n",
      "1990\n",
      "1991\n",
      "1992\n",
      "1993\n",
      "1994\n",
      "1995\n",
      "1996\n",
      "1997\n",
      "1998\n",
      "1999\n",
      "2000\n",
      "2001\n",
      "2002\n",
      "2003\n",
      "2004\n",
      "2005\n",
      "starting on  CaCO3_PROD_zint\n",
      "1986\n",
      "1987\n",
      "1988\n",
      "1989\n",
      "1990\n",
      "1991\n",
      "1992\n",
      "1993\n",
      "1994\n",
      "1995\n",
      "1996\n",
      "1997\n",
      "1998\n",
      "1999\n",
      "2000\n",
      "2001\n",
      "2002\n",
      "2003\n",
      "2004\n",
      "2005\n",
      "starting on  x_graze_microzoo_zint\n",
      "1986\n",
      "1987\n",
      "1988\n",
      "1989\n",
      "1990\n",
      "1991\n",
      "1992\n",
      "1993\n",
      "1994\n",
      "1995\n",
      "1996\n",
      "1997\n",
      "1998\n",
      "1999\n",
      "2000\n",
      "2001\n",
      "2002\n",
      "2003\n",
      "2004\n",
      "2005\n",
      "starting on  x_graze_mesozoo_zint\n",
      "1986\n",
      "1987\n",
      "1988\n",
      "1989\n",
      "1990\n",
      "1991\n",
      "1992\n",
      "1993\n",
      "1994\n",
      "1995\n",
      "1996\n",
      "1997\n",
      "1998\n",
      "1999\n",
      "2000\n",
      "2001\n",
      "2002\n",
      "2003\n",
      "2004\n",
      "2005\n"
     ]
    }
   ],
   "source": [
    "ds_fosi_x01 = xr.Dataset()\n",
    "\n",
    "ds_glb = xr.Dataset()\n",
    "\n",
    "for var in cvars:\n",
    "    \n",
    "    ds_var = xr.Dataset()\n",
    "    print('starting on ', var)\n",
    "\n",
    "    var_ts = np.zeros([20])\n",
    "    i = 0\n",
    "    \n",
    "    for yr in np.arange(1986,2006,1):\n",
    "    \n",
    "        print(yr)\n",
    "\n",
    "        files = sorted(glob(f'{path}/{case}.pop.h.{var}.{yr}??-{yr}??.nc'))       \n",
    "        ds_tmp = xr.open_mfdataset(files, data_vars=\"minimal\", coords='minimal', compat=\"override\", parallel=True, concat_dim=\"time\",combine='nested',\n",
    "                           drop_variables=[\"transport_components\", \"transport_regions\"], decode_times=True, preprocess=preprocess)\n",
    "                                  #chunks={\"nlat\": 1200, \"nlon\": 1200, \"time\": 1, \"z_t\": 1, \"z_t_150m\": 1})\n",
    "\n",
    "        keep_vars=['z_t','z_t_150m','time_bound','dz','TLAT','TLONG','time'] + [var]\n",
    "\n",
    "        ds_tmp = ds_tmp.drop([v for v in ds_tmp.variables if v not in keep_vars])\n",
    "\n",
    "        var_ts[i] = (ds_tmp [var] * masked_area).sum(['nlat', 'nlon'])\n",
    "\n",
    "        i = i + 1\n",
    "        \n",
    "    ### for C vars\n",
    "    ds_glb[var] = xr.DataArray(var_ts,dims=('time'))\n",
    "    ds_glb[var] = ds_glb[var] * nmols_to_PgCyr        \n",
    "    ds_glb[var].attrs['units'] = 'Pg C yr$^{-1}$'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "7e3c8a62-c12c-48f7-a7fa-1562fcca490c",
   "metadata": {},
   "outputs": [],
   "source": [
    "ds_glb['photoC_TOT_zint'] = ds_glb.photoC_sp_zint + ds_glb.photoC_diat_zint + ds_glb.photoC_diaz_zint + ds_glb.photoC_cocco_zint"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "29e7d059-75dd-467d-8e98-b1fa2d33ba4c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "d383793f-3b08-4da4-9be6-6f229c8d9908",
   "metadata": {},
   "source": [
    "### Percent diatoms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "a924e3eb-54b8-4c71-abd3-2e30e4759eae",
   "metadata": {},
   "outputs": [],
   "source": [
    "ds_glb['diatNPPpercent'] = ds_glb.photoC_diat_zint / ds_glb.photoC_TOT_zint * 100.\n",
    "ds_glb['diatNPPpercent'].attrs['units'] = '%'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "20e79256-9240-4791-a813-dcf5f135e773",
   "metadata": {},
   "outputs": [
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       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:                (time: 20)\n",
       "Dimensions without coordinates: time\n",
       "Data variables:\n",
       "    photoC_sp_zint         (time) float64 28.12 28.1 28.21 ... 28.29 28.21 28.29\n",
       "    photoC_diat_zint       (time) float64 20.11 19.14 21.28 ... 19.75 19.72 20.1\n",
       "    photoC_diaz_zint       (time) float64 1.039 1.053 1.032 ... 1.03 1.033 1.023\n",
       "    photoC_cocco_zint      (time) float64 2.924 2.955 3.114 ... 3.106 3.034\n",
       "    POC_FLUX_100m          (time) float64 6.392 6.165 6.743 ... 6.35 6.353 6.407\n",
       "    CaCO3_PROD_zint        (time) float64 0.8447 0.8386 0.9727 ... 0.8829 0.8612\n",
       "    x_graze_microzoo_zint  (time) float64 8.899 8.902 8.945 ... 8.97 8.958 8.97\n",
       "    x_graze_mesozoo_zint   (time) float64 4.327 4.16 4.486 ... 4.233 4.258 4.303\n",
       "    photoC_TOT_zint        (time) float64 52.2 51.25 53.63 ... 52.1 52.06 52.44\n",
       "    diatNPPpercent         (time) float64 38.53 37.35 39.68 ... 37.87 38.33</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-d6cc3040-88f4-4c15-ad06-9e41e29fe42e' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d6cc3040-88f4-4c15-ad06-9e41e29fe42e' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span>time</span>: 20</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-5ea3d442-988c-4fe7-a068-975b7e6983cd' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-5ea3d442-988c-4fe7-a068-975b7e6983cd' class='xr-section-summary'  title='Expand/collapse section'>Coordinates: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-335f9e6c-ffff-4fab-9b31-72e2b4308e87' class='xr-section-summary-in' type='checkbox'  checked><label for='section-335f9e6c-ffff-4fab-9b31-72e2b4308e87' class='xr-section-summary' >Data variables: <span>(10)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>photoC_sp_zint</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>28.12 28.1 28.21 ... 28.21 28.29</div><input id='attrs-d48da99e-7bc3-4585-9453-b5aadbf71c5f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d48da99e-7bc3-4585-9453-b5aadbf71c5f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b474af19-a99e-4263-841b-bfba38d06f90' class='xr-var-data-in' type='checkbox'><label for='data-b474af19-a99e-4263-841b-bfba38d06f90' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array([28.12080958, 28.10090083, 28.20807863, 28.19867801, 28.07037043,\n",
       "       28.18481506, 28.30437962, 28.2684149 , 28.30427603, 28.29453545,\n",
       "       28.34360432, 28.23906279, 28.45885584, 28.55578897, 28.33340397,\n",
       "       28.20644434, 28.14446092, 28.28863943, 28.20619498, 28.28892154])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>photoC_diat_zint</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>20.11 19.14 21.28 ... 19.72 20.1</div><input id='attrs-da59dac5-ae5c-4fcd-aa70-d3e32a523f14' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-da59dac5-ae5c-4fcd-aa70-d3e32a523f14' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2b8b6773-df89-465f-aeca-690b81518a07' class='xr-var-data-in' type='checkbox'><label for='data-2b8b6773-df89-465f-aeca-690b81518a07' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array([20.11333782, 19.14140427, 21.28004095, 20.05141834, 19.69241513,\n",
       "       19.45494987, 19.5842319 , 19.44011408, 20.33291889, 19.97888113,\n",
       "       20.32058078, 19.09979804, 19.78698534, 20.97483168, 20.44259561,\n",
       "       19.97730106, 19.70572438, 19.75298166, 19.71757163, 20.09971698])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>photoC_diaz_zint</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.039 1.053 1.032 ... 1.033 1.023</div><input id='attrs-69f650fe-d405-4d01-8d23-387e74f941c0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-69f650fe-d405-4d01-8d23-387e74f941c0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0c52309e-ce74-4dfd-9956-41017e98eaf5' class='xr-var-data-in' type='checkbox'><label for='data-0c52309e-ce74-4dfd-9956-41017e98eaf5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array([1.03942678, 1.05300799, 1.03204802, 1.03633606, 1.05227645,\n",
       "       1.04617619, 1.03561446, 1.03650463, 1.03118554, 1.0437508 ,\n",
       "       1.02819687, 1.04417418, 1.03683791, 1.01565221, 1.02070631,\n",
       "       1.02724451, 1.03095752, 1.02972618, 1.03302529, 1.02280604])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>photoC_cocco_zint</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.924 2.955 3.114 ... 3.106 3.034</div><input id='attrs-87ed6a7c-8b05-436f-b44f-4729f52f7456' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-87ed6a7c-8b05-436f-b44f-4729f52f7456' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-71b5b57f-9706-4944-8f27-5ec098d56421' class='xr-var-data-in' type='checkbox'><label for='data-71b5b57f-9706-4944-8f27-5ec098d56421' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array([2.92371398, 2.95541985, 3.11358915, 3.0529191 , 2.97888774,\n",
       "       3.06869107, 3.0003195 , 3.07042723, 3.01119465, 2.97770043,\n",
       "       3.04210651, 3.03149354, 3.04578616, 3.02040296, 2.99351679,\n",
       "       3.10674091, 2.885288  , 3.03251621, 3.10606519, 3.03352745])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>POC_FLUX_100m</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.392 6.165 6.743 ... 6.353 6.407</div><input id='attrs-fd8388e0-3e59-4fda-96cf-39a72f4e160f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fd8388e0-3e59-4fda-96cf-39a72f4e160f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-522e2a8d-2479-4f81-8b91-4f1312b8973f' class='xr-var-data-in' type='checkbox'><label for='data-522e2a8d-2479-4f81-8b91-4f1312b8973f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array([6.39160081, 6.16539768, 6.74259174, 6.42881298, 6.31602442,\n",
       "       6.28065116, 6.30462531, 6.28984473, 6.47770432, 6.404808  ,\n",
       "       6.47367665, 6.19942344, 6.34490032, 6.6390989 , 6.51871313,\n",
       "       6.41980549, 6.315596  , 6.35033002, 6.35301422, 6.40685052])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>CaCO3_PROD_zint</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.8447 0.8386 ... 0.8829 0.8612</div><input id='attrs-921ab8f5-14f9-4dbc-94bd-01b2e5c842db' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-921ab8f5-14f9-4dbc-94bd-01b2e5c842db' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6a06e1fb-fe75-4c78-952c-80b10b44371f' class='xr-var-data-in' type='checkbox'><label for='data-6a06e1fb-fe75-4c78-952c-80b10b44371f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array([0.84471738, 0.83855943, 0.97271311, 0.89736441, 0.85664673,\n",
       "       0.87552449, 0.8572005 , 0.88487038, 0.89103146, 0.8601045 ,\n",
       "       0.86241382, 0.85993863, 0.87875951, 0.8692833 , 0.87994399,\n",
       "       0.88244658, 0.84077688, 0.86172673, 0.88293735, 0.86118509])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x_graze_microzoo_zint</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>8.899 8.902 8.945 ... 8.958 8.97</div><input id='attrs-da595bb5-c44b-4cb2-9fc5-ea066b69c364' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-da595bb5-c44b-4cb2-9fc5-ea066b69c364' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8aec2954-7036-4401-b66a-c8609b34b65e' class='xr-var-data-in' type='checkbox'><label for='data-8aec2954-7036-4401-b66a-c8609b34b65e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array([8.89915796, 8.90202509, 8.94463098, 8.94957734, 8.88865804,\n",
       "       8.94750024, 8.97120639, 8.9768794 , 8.97234625, 8.96880255,\n",
       "       8.99021888, 8.97251369, 9.02811393, 9.05838241, 8.97748218,\n",
       "       8.95782636, 8.89442629, 8.96954255, 8.95795421, 8.9701858 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x_graze_mesozoo_zint</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.327 4.16 4.486 ... 4.258 4.303</div><input id='attrs-b609369b-d10a-483d-8136-40fcecf34a4e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b609369b-d10a-483d-8136-40fcecf34a4e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-55f78c5b-d18b-4ee1-af00-a6577b6214d9' class='xr-var-data-in' type='checkbox'><label for='data-55f78c5b-d18b-4ee1-af00-a6577b6214d9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array([4.32666758, 4.15951974, 4.48638957, 4.34547906, 4.21474661,\n",
       "       4.21164035, 4.2082431 , 4.20338183, 4.34261543, 4.2902415 ,\n",
       "       4.35924034, 4.1719262 , 4.28777082, 4.4836253 , 4.37661502,\n",
       "       4.26317697, 4.23270257, 4.23315411, 4.25801741, 4.30327509])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>photoC_TOT_zint</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>52.2 51.25 53.63 ... 52.06 52.44</div><input id='attrs-a3f154cf-1ce6-4d67-8286-b27485cf04ae' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a3f154cf-1ce6-4d67-8286-b27485cf04ae' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-704ce677-f6a9-443e-8d84-d6876ca2f433' class='xr-var-data-in' type='checkbox'><label for='data-704ce677-f6a9-443e-8d84-d6876ca2f433' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array([52.19728815, 51.25073294, 53.63375675, 52.33935151, 51.79394974,\n",
       "       51.75463219, 51.92454548, 51.81546085, 52.6795751 , 52.29486781,\n",
       "       52.73448847, 51.41452856, 52.32846526, 53.56667582, 52.79022268,\n",
       "       52.31773083, 51.76643083, 52.10386348, 52.0628571 , 52.44497201])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>diatNPPpercent</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>38.53 37.35 39.68 ... 37.87 38.33</div><input id='attrs-80c6dc72-d097-4bcc-99c7-9d1b6b6d264c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-80c6dc72-d097-4bcc-99c7-9d1b6b6d264c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b556690f-f847-4c35-96d4-c25a78606e50' class='xr-var-data-in' type='checkbox'><label for='data-b556690f-f847-4c35-96d4-c25a78606e50' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>%</dd></dl></div><div class='xr-var-data'><pre>array([38.53330036, 37.34854737, 39.67658101, 38.31040654, 38.02068624,\n",
       "       37.59074124, 37.7167132 , 37.5179797 , 38.59734793, 38.20428652,\n",
       "       38.53375915, 37.14863985, 37.81304353, 39.15649302, 38.72420795,\n",
       "       38.18457098, 38.06660815, 37.91078117, 37.87262692, 38.32534599])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-df37c029-1eea-46c9-93c2-0329d99d11dd' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-df37c029-1eea-46c9-93c2-0329d99d11dd' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:                (time: 20)\n",
       "Dimensions without coordinates: time\n",
       "Data variables:\n",
       "    photoC_sp_zint         (time) float64 28.12 28.1 28.21 ... 28.29 28.21 28.29\n",
       "    photoC_diat_zint       (time) float64 20.11 19.14 21.28 ... 19.75 19.72 20.1\n",
       "    photoC_diaz_zint       (time) float64 1.039 1.053 1.032 ... 1.03 1.033 1.023\n",
       "    photoC_cocco_zint      (time) float64 2.924 2.955 3.114 ... 3.106 3.034\n",
       "    POC_FLUX_100m          (time) float64 6.392 6.165 6.743 ... 6.35 6.353 6.407\n",
       "    CaCO3_PROD_zint        (time) float64 0.8447 0.8386 0.9727 ... 0.8829 0.8612\n",
       "    x_graze_microzoo_zint  (time) float64 8.899 8.902 8.945 ... 8.97 8.958 8.97\n",
       "    x_graze_mesozoo_zint   (time) float64 4.327 4.16 4.486 ... 4.233 4.258 4.303\n",
       "    photoC_TOT_zint        (time) float64 52.2 51.25 53.63 ... 52.1 52.06 52.44\n",
       "    diatNPPpercent         (time) float64 38.53 37.35 39.68 ... 37.87 38.33"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds_glb"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f5b0fea6-d376-4b55-993f-41507cc2ba78",
   "metadata": {},
   "source": [
    "### zooplankton biomass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "c00837a5-4a94-4095-8bf6-4b90c46067f1",
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    {
     "name": "stdout",
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     "text": [
      "starting on  microzooC\n",
      "1986\n",
      "1987\n",
      "1988\n",
      "1989\n",
      "1990\n",
      "1991\n",
      "1992\n",
      "1993\n",
      "1994\n",
      "1995\n",
      "1996\n",
      "1997\n",
      "1998\n",
      "1999\n",
      "2000\n",
      "2001\n",
      "2002\n",
      "2003\n",
      "2004\n",
      "2005\n",
      "starting on  mesozooC\n",
      "1986\n",
      "1987\n",
      "1988\n",
      "1989\n",
      "1990\n",
      "1991\n",
      "1992\n",
      "1993\n",
      "1994\n",
      "1995\n",
      "1996\n",
      "1997\n",
      "1998\n",
      "1999\n",
      "2000\n",
      "2001\n",
      "2002\n",
      "2003\n",
      "2004\n",
      "2005\n"
     ]
    }
   ],
   "source": [
    "for var in ['microzooC','mesozooC']:\n",
    "    \n",
    "    print('starting on ', var)\n",
    "    var_ts = np.zeros([20])\n",
    "    i = 0\n",
    "    \n",
    "    for yr in np.arange(1986,2006,1):\n",
    "    \n",
    "        print(yr)\n",
    "\n",
    "        files = sorted(glob(f'{path}/{case}.pop.h.{var}.{yr}??-{yr}??.nc'))       \n",
    "        ds_tmp = xr.open_mfdataset(files, data_vars=\"minimal\", coords='minimal', compat=\"override\", parallel=True, concat_dim=\"time\",combine='nested',\n",
    "                           drop_variables=[\"transport_components\", \"transport_regions\"], decode_times=True, preprocess=preprocess)\n",
    "                                  #chunks={\"nlat\": 1200, \"nlon\": 1200, \"time\": 1, \"z_t\": 1, \"z_t_150m\": 1})\n",
    "\n",
    "        keep_vars=['z_t','z_t_150m','time_bound','dz','TLAT','TLONG','time'] + [var]\n",
    "\n",
    "        #ds_tmp = ds_tmp.drop([v for v in ds_tmp.variables if v not in keep_vars])\n",
    "                              \n",
    "        ## depth integrate\n",
    "                              \n",
    "        ds_tmp[var] = (ds_tmp[var] * 10.).sum(dim='z_t_150m') #mmol/m2\n",
    "\n",
    "        var_ts[i] = (ds_tmp[var] * area_m * 0.001).sum(dim=('nlon','nlat')) ## mol\n",
    "\n",
    "        var_ts[i] = var_ts[i] * 1.e-15 * 12.011 #Pg C\n",
    "        \n",
    "        i = i + 1\n",
    "        \n",
    "    ds_glb[var] = xr.DataArray(var_ts,dims=('time'))\n",
    "    ds_glb[var].attrs['units'] = 'Pg C'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "9b0f5ba6-8da7-4fb3-8f48-a557abe92260",
   "metadata": {},
   "outputs": [
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:                (time: 20)\n",
       "Dimensions without coordinates: time\n",
       "Data variables:\n",
       "    photoC_sp_zint         (time) float64 28.12 28.1 28.21 ... 28.29 28.21 28.29\n",
       "    photoC_diat_zint       (time) float64 20.11 19.14 21.28 ... 19.75 19.72 20.1\n",
       "    photoC_diaz_zint       (time) float64 1.039 1.053 1.032 ... 1.03 1.033 1.023\n",
       "    photoC_cocco_zint      (time) float64 2.924 2.955 3.114 ... 3.106 3.034\n",
       "    POC_FLUX_100m          (time) float64 6.392 6.165 6.743 ... 6.35 6.353 6.407\n",
       "    CaCO3_PROD_zint        (time) float64 0.8447 0.8386 0.9727 ... 0.8829 0.8612\n",
       "    x_graze_microzoo_zint  (time) float64 8.899 8.902 8.945 ... 8.97 8.958 8.97\n",
       "    x_graze_mesozoo_zint   (time) float64 4.327 4.16 4.486 ... 4.233 4.258 4.303\n",
       "    photoC_TOT_zint        (time) float64 52.2 51.25 53.63 ... 52.1 52.06 52.44\n",
       "    diatNPPpercent         (time) float64 38.53 37.35 39.68 ... 37.87 38.33\n",
       "    microzooC              (time) float64 0.239 0.2395 0.2379 ... 0.2402 0.2404\n",
       "    mesozooC               (time) float64 0.3797 0.3728 0.3843 ... 0.3756 0.3764</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-2a2c8576-b37f-4515-b8ca-b5db91943e53' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-2a2c8576-b37f-4515-b8ca-b5db91943e53' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span>time</span>: 20</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-ead1db20-c187-41ec-89ba-e6d31195397f' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-ead1db20-c187-41ec-89ba-e6d31195397f' class='xr-section-summary'  title='Expand/collapse section'>Coordinates: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-c922c66c-095c-466d-92b4-63bbce9779e0' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c922c66c-095c-466d-92b4-63bbce9779e0' class='xr-section-summary' >Data variables: <span>(12)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>photoC_sp_zint</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>28.12 28.1 28.21 ... 28.21 28.29</div><input id='attrs-2d741128-b315-49e4-befe-7bc2be1e364d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2d741128-b315-49e4-befe-7bc2be1e364d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a2ae0d66-1b9a-4c32-9e35-013667d3c040' class='xr-var-data-in' type='checkbox'><label for='data-a2ae0d66-1b9a-4c32-9e35-013667d3c040' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array([28.12080958, 28.10090083, 28.20807863, 28.19867801, 28.07037043,\n",
       "       28.18481506, 28.30437962, 28.2684149 , 28.30427603, 28.29453545,\n",
       "       28.34360432, 28.23906279, 28.45885584, 28.55578897, 28.33340397,\n",
       "       28.20644434, 28.14446092, 28.28863943, 28.20619498, 28.28892154])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>photoC_diat_zint</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>20.11 19.14 21.28 ... 19.72 20.1</div><input id='attrs-fe085724-98ce-40e9-8102-c86d402c1c3c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fe085724-98ce-40e9-8102-c86d402c1c3c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-94a24772-104c-4880-a7f5-354d05361ccc' class='xr-var-data-in' type='checkbox'><label for='data-94a24772-104c-4880-a7f5-354d05361ccc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array([20.11333782, 19.14140427, 21.28004095, 20.05141834, 19.69241513,\n",
       "       19.45494987, 19.5842319 , 19.44011408, 20.33291889, 19.97888113,\n",
       "       20.32058078, 19.09979804, 19.78698534, 20.97483168, 20.44259561,\n",
       "       19.97730106, 19.70572438, 19.75298166, 19.71757163, 20.09971698])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>photoC_diaz_zint</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.039 1.053 1.032 ... 1.033 1.023</div><input id='attrs-a672ffc4-04fa-402e-8532-7e855eee711d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a672ffc4-04fa-402e-8532-7e855eee711d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2c123851-2d5f-4b8a-9ceb-db4a66fbb3c9' class='xr-var-data-in' type='checkbox'><label for='data-2c123851-2d5f-4b8a-9ceb-db4a66fbb3c9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array([1.03942678, 1.05300799, 1.03204802, 1.03633606, 1.05227645,\n",
       "       1.04617619, 1.03561446, 1.03650463, 1.03118554, 1.0437508 ,\n",
       "       1.02819687, 1.04417418, 1.03683791, 1.01565221, 1.02070631,\n",
       "       1.02724451, 1.03095752, 1.02972618, 1.03302529, 1.02280604])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>photoC_cocco_zint</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.924 2.955 3.114 ... 3.106 3.034</div><input id='attrs-f1ce880a-9868-41b6-a4cc-2539cc272394' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f1ce880a-9868-41b6-a4cc-2539cc272394' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-82aadbe3-9634-4611-9591-4287bcc74f4b' class='xr-var-data-in' type='checkbox'><label for='data-82aadbe3-9634-4611-9591-4287bcc74f4b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array([2.92371398, 2.95541985, 3.11358915, 3.0529191 , 2.97888774,\n",
       "       3.06869107, 3.0003195 , 3.07042723, 3.01119465, 2.97770043,\n",
       "       3.04210651, 3.03149354, 3.04578616, 3.02040296, 2.99351679,\n",
       "       3.10674091, 2.885288  , 3.03251621, 3.10606519, 3.03352745])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>POC_FLUX_100m</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.392 6.165 6.743 ... 6.353 6.407</div><input id='attrs-1ca5a041-5ca7-444b-bdd7-92eb53eea2c2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1ca5a041-5ca7-444b-bdd7-92eb53eea2c2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-48abc588-5114-4960-b4c8-6b58b4d356d7' class='xr-var-data-in' type='checkbox'><label for='data-48abc588-5114-4960-b4c8-6b58b4d356d7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array([6.39160081, 6.16539768, 6.74259174, 6.42881298, 6.31602442,\n",
       "       6.28065116, 6.30462531, 6.28984473, 6.47770432, 6.404808  ,\n",
       "       6.47367665, 6.19942344, 6.34490032, 6.6390989 , 6.51871313,\n",
       "       6.41980549, 6.315596  , 6.35033002, 6.35301422, 6.40685052])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>CaCO3_PROD_zint</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.8447 0.8386 ... 0.8829 0.8612</div><input id='attrs-b43ab13b-e745-44cd-8f1f-178899b1a215' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b43ab13b-e745-44cd-8f1f-178899b1a215' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d85e48fc-1128-40f5-ad59-0bfcf0a272ff' class='xr-var-data-in' type='checkbox'><label for='data-d85e48fc-1128-40f5-ad59-0bfcf0a272ff' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array([0.84471738, 0.83855943, 0.97271311, 0.89736441, 0.85664673,\n",
       "       0.87552449, 0.8572005 , 0.88487038, 0.89103146, 0.8601045 ,\n",
       "       0.86241382, 0.85993863, 0.87875951, 0.8692833 , 0.87994399,\n",
       "       0.88244658, 0.84077688, 0.86172673, 0.88293735, 0.86118509])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x_graze_microzoo_zint</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>8.899 8.902 8.945 ... 8.958 8.97</div><input id='attrs-6eb177a7-4d8f-4358-8cd1-1bb4bfddbe95' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6eb177a7-4d8f-4358-8cd1-1bb4bfddbe95' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-353ab415-6fae-4017-9e43-77f2e624a76e' class='xr-var-data-in' type='checkbox'><label for='data-353ab415-6fae-4017-9e43-77f2e624a76e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array([8.89915796, 8.90202509, 8.94463098, 8.94957734, 8.88865804,\n",
       "       8.94750024, 8.97120639, 8.9768794 , 8.97234625, 8.96880255,\n",
       "       8.99021888, 8.97251369, 9.02811393, 9.05838241, 8.97748218,\n",
       "       8.95782636, 8.89442629, 8.96954255, 8.95795421, 8.9701858 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x_graze_mesozoo_zint</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.327 4.16 4.486 ... 4.258 4.303</div><input id='attrs-85851628-64e9-450e-8c89-901563e29bb7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-85851628-64e9-450e-8c89-901563e29bb7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3896eee0-2344-4b78-b221-ade4b5b666f7' class='xr-var-data-in' type='checkbox'><label for='data-3896eee0-2344-4b78-b221-ade4b5b666f7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array([4.32666758, 4.15951974, 4.48638957, 4.34547906, 4.21474661,\n",
       "       4.21164035, 4.2082431 , 4.20338183, 4.34261543, 4.2902415 ,\n",
       "       4.35924034, 4.1719262 , 4.28777082, 4.4836253 , 4.37661502,\n",
       "       4.26317697, 4.23270257, 4.23315411, 4.25801741, 4.30327509])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>photoC_TOT_zint</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>52.2 51.25 53.63 ... 52.06 52.44</div><input id='attrs-3096cce1-37a1-4aba-b2dc-a32826e28222' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3096cce1-37a1-4aba-b2dc-a32826e28222' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5f176ba9-2443-499e-a601-230cbd3ffa52' class='xr-var-data-in' type='checkbox'><label for='data-5f176ba9-2443-499e-a601-230cbd3ffa52' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array([52.19728815, 51.25073294, 53.63375675, 52.33935151, 51.79394974,\n",
       "       51.75463219, 51.92454548, 51.81546085, 52.6795751 , 52.29486781,\n",
       "       52.73448847, 51.41452856, 52.32846526, 53.56667582, 52.79022268,\n",
       "       52.31773083, 51.76643083, 52.10386348, 52.0628571 , 52.44497201])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>diatNPPpercent</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>38.53 37.35 39.68 ... 37.87 38.33</div><input id='attrs-8645cd5e-f8ba-4eff-8b8f-f0f072fa754d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8645cd5e-f8ba-4eff-8b8f-f0f072fa754d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-43aab1b5-056e-4503-ad00-d6b9a22a0433' class='xr-var-data-in' type='checkbox'><label for='data-43aab1b5-056e-4503-ad00-d6b9a22a0433' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>%</dd></dl></div><div class='xr-var-data'><pre>array([38.53330036, 37.34854737, 39.67658101, 38.31040654, 38.02068624,\n",
       "       37.59074124, 37.7167132 , 37.5179797 , 38.59734793, 38.20428652,\n",
       "       38.53375915, 37.14863985, 37.81304353, 39.15649302, 38.72420795,\n",
       "       38.18457098, 38.06660815, 37.91078117, 37.87262692, 38.32534599])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>microzooC</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.239 0.2395 ... 0.2402 0.2404</div><input id='attrs-9da4b350-12d9-4076-9a3a-4b39ea9c999f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9da4b350-12d9-4076-9a3a-4b39ea9c999f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1453a524-ce10-4f10-8b6a-0a88f7a47ae6' class='xr-var-data-in' type='checkbox'><label for='data-1453a524-ce10-4f10-8b6a-0a88f7a47ae6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C</dd></dl></div><div class='xr-var-data'><pre>array([0.23904682, 0.23951415, 0.23794143, 0.23975037, 0.23966918,\n",
       "       0.24024717, 0.24139746, 0.24216632, 0.24081923, 0.24084815,\n",
       "       0.24066249, 0.24149176, 0.23997028, 0.24067213, 0.24070898,\n",
       "       0.24018753, 0.23903722, 0.239918  , 0.24024584, 0.24037921])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mesozooC</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.3797 0.3728 ... 0.3756 0.3764</div><input id='attrs-9bc6c662-1e96-4223-9d47-92a5c280ce3b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9bc6c662-1e96-4223-9d47-92a5c280ce3b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-99643f36-4924-4f32-96aa-eceefd489434' class='xr-var-data-in' type='checkbox'><label for='data-99643f36-4924-4f32-96aa-eceefd489434' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C</dd></dl></div><div class='xr-var-data'><pre>array([0.37973119, 0.37275768, 0.38432333, 0.38241238, 0.37206123,\n",
       "       0.37457721, 0.37470579, 0.37476274, 0.37964634, 0.37773666,\n",
       "       0.38083162, 0.37443823, 0.37521227, 0.38633425, 0.38077154,\n",
       "       0.37402931, 0.3740985 , 0.3733004 , 0.37561112, 0.37635111])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-20d88a46-8fa6-4ef5-b16e-203a04ecb077' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-20d88a46-8fa6-4ef5-b16e-203a04ecb077' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:                (time: 20)\n",
       "Dimensions without coordinates: time\n",
       "Data variables:\n",
       "    photoC_sp_zint         (time) float64 28.12 28.1 28.21 ... 28.29 28.21 28.29\n",
       "    photoC_diat_zint       (time) float64 20.11 19.14 21.28 ... 19.75 19.72 20.1\n",
       "    photoC_diaz_zint       (time) float64 1.039 1.053 1.032 ... 1.03 1.033 1.023\n",
       "    photoC_cocco_zint      (time) float64 2.924 2.955 3.114 ... 3.106 3.034\n",
       "    POC_FLUX_100m          (time) float64 6.392 6.165 6.743 ... 6.35 6.353 6.407\n",
       "    CaCO3_PROD_zint        (time) float64 0.8447 0.8386 0.9727 ... 0.8829 0.8612\n",
       "    x_graze_microzoo_zint  (time) float64 8.899 8.902 8.945 ... 8.97 8.958 8.97\n",
       "    x_graze_mesozoo_zint   (time) float64 4.327 4.16 4.486 ... 4.233 4.258 4.303\n",
       "    photoC_TOT_zint        (time) float64 52.2 51.25 53.63 ... 52.1 52.06 52.44\n",
       "    diatNPPpercent         (time) float64 38.53 37.35 39.68 ... 37.87 38.33\n",
       "    microzooC              (time) float64 0.239 0.2395 0.2379 ... 0.2402 0.2404\n",
       "    mesozooC               (time) float64 0.3797 0.3728 0.3843 ... 0.3756 0.3764"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds_glb"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7265cf37-1b27-4a89-899b-af53fff08eac",
   "metadata": {},
   "source": [
    "### silicification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "dc01f80d-7500-43d2-8dbf-aab9e2daddc9",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "distributed.client - ERROR - Failed to reconnect to scheduler after 10.00 seconds, closing client\n",
      "ERROR:asyncio:_GatheringFuture exception was never retrieved\n",
      "future: <_GatheringFuture finished exception=CancelledError()>\n",
      "concurrent.futures._base.CancelledError\n"
     ]
    }
   ],
   "source": [
    "cluster.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "ab61166e-2867-42f9-ac10-1ccf7a89ce1c",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_ClusterClient():\n",
    "    import dask\n",
    "    from dask_jobqueue import PBSCluster\n",
    "    from dask.distributed import Client\n",
    "    cluster = PBSCluster(\n",
    "        cores=1,\n",
    "        memory='256GB',\n",
    "        processes=1,\n",
    "        queue='casper',\n",
    "        resource_spec='select=1:ncpus=1:mem=256GB',\n",
    "        project='NCGD0011',\n",
    "        walltime='04:00:00',\n",
    "        interface='ext',)\n",
    "\n",
    "    dask.config.set({\n",
    "        'distributed.dashboard.link':\n",
    "        'https://jupyterhub.hpc.ucar.edu/stable/user/{USER}/proxy/{port}/status'\n",
    "    })\n",
    "    client = Client(cluster)\n",
    "    return cluster, client"
   ]
  },
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   "cell_type": "code",
   "execution_count": 32,
   "id": "33f4e120-fe31-49dd-923a-f13045246941",
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   "outputs": [
    {
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       "<h3 style=\"text-align: left;\">Client</h3>\n",
       "<ul style=\"text-align: left; list-style: none; margin: 0; padding: 0;\">\n",
       "  <li><b>Scheduler: </b>tcp://128.117.208.109:38787</li>\n",
       "  <li><b>Dashboard: </b><a href='https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/8787/status' target='_blank'>https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/8787/status</a></li>\n",
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       "</td>\n",
       "<td style=\"vertical-align: top; border: 0px solid white\">\n",
       "<h3 style=\"text-align: left;\">Cluster</h3>\n",
       "<ul style=\"text-align: left; list-style:none; margin: 0; padding: 0;\">\n",
       "  <li><b>Workers: </b>0</li>\n",
       "  <li><b>Cores: </b>0</li>\n",
       "  <li><b>Memory: </b>0 B</li>\n",
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    "cluster, client = get_ClusterClient()\n",
    "cluster.scale(20) \n",
    "client"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "97aef41f-feea-4804-9f10-09afef056e8d",
   "metadata": {},
   "outputs": [],
   "source": [
    "var = 'SiO2_PROD'\n",
    "yr = 1986\n",
    "\n",
    "files = sorted(glob(f'{path}/{case}.pop.h.{var}.{yr}??-{yr}??.nc'))       \n",
    "ds_tmp = xr.open_mfdataset(files, data_vars=\"minimal\", coords='minimal', compat=\"override\", parallel=True, concat_dim=\"time\",combine='nested',\n",
    "                   drop_variables=[\"transport_components\", \"transport_regions\"], decode_times=True, preprocess=preprocess)\n",
    "                          #chunks={\"nlat\": 1200, \"nlon\": 1200, \"time\": 1, \"z_t\": 1, \"z_t_150m\": 1})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "b94de8fb-d043-439c-ac7e-e252f7a0feda",
   "metadata": {},
   "outputs": [],
   "source": [
    "ds_tmp[var] = (ds_tmp[var] * 10.).sum(dim='z_t') ## depth integral, units in mmol/m2/s\n",
    "ds_tmp[var] = ds_tmp[var] * area_m ## mmol/s\n",
    "ds_tmp[var] = ds_tmp[var] * 86400. * 365 * 0.001 ## mol/yr "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "df2f0b92-d821-4305-bb24-c5bfe954923f",
   "metadata": {},
   "outputs": [],
   "source": [
    "test = ds_tmp[var].sum(dim=('nlon','nlat'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "479bbd3c-97a5-4c81-b9f4-3f5b46da174a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(1.02473929e+14)"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e5038f83-82be-4257-9802-a76008ad4e6f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "starting on  SiO2_PROD\n",
      "1986\n",
      "1987\n",
      "1988\n",
      "1989\n",
      "1990\n",
      "1991\n",
      "1992\n",
      "1993\n",
      "1994\n",
      "1995\n",
      "1996\n",
      "1997\n"
     ]
    }
   ],
   "source": [
    "var = 'SiO2_PROD'\n",
    "\n",
    "print('starting on ', var)\n",
    "var_ts = np.zeros([20])\n",
    "i = 0\n",
    "\n",
    "for yr in np.arange(1986,2006,1):\n",
    "    print(yr)\n",
    "    \n",
    "    files = sorted(glob(f'{path}/{case}.pop.h.{var}.{yr}??-{yr}??.nc'))       \n",
    "    ds_tmp = xr.open_mfdataset(files, data_vars=\"minimal\", coords='minimal', compat=\"override\", parallel=True, concat_dim=\"time\",combine='nested',\n",
    "                       drop_variables=[\"transport_components\", \"transport_regions\"], decode_times=True, preprocess=preprocess)\n",
    "                              #chunks={\"nlat\": 1200, \"nlon\": 1200, \"time\": 1, \"z_t\": 1, \"z_t_150m\": 1})\n",
    "\n",
    "    ds_tmp[var] = (ds_tmp[var] * 10.).sum(dim='z_t') ## depth integral, units in mmol/m2/s\n",
    "    ds_tmp[var] = ds_tmp[var] * area_m ## mmol/s\n",
    "    ds_tmp[var] = ds_tmp[var] * 86400. * 365 * 0.001 ## mol/yr \n",
    "    var_ts[i] = ds_tmp[var].sum(dim=('nlon','nlat')).values * 1.e-12 #Tmol/yr\n",
    "    i = i + 1\n",
    "    \n",
    "ds_glb['SiO2_PROD'] = xr.DataArray(var_ts,dims=('time'))\n",
    "ds_glb['SiO2_PROD'].attrs['units'] = 'Tmol Si yr$^{-1}$'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1111829a-37c6-4244-912b-bfbd73e661fa",
   "metadata": {},
   "source": [
    "### Nitrogen fixation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "0983f90c-0b02-4e00-8bab-2c1b543b6dbc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "starting on  diaz_Nfix\n",
      "1986\n",
      "1987\n",
      "1988\n",
      "1989\n",
      "1990\n",
      "1991\n",
      "1992\n",
      "1993\n",
      "1994\n",
      "1995\n",
      "1996\n",
      "1997\n",
      "1998\n",
      "1999\n",
      "2000\n",
      "2001\n",
      "2002\n",
      "2003\n",
      "2004\n",
      "2005\n"
     ]
    }
   ],
   "source": [
    "var = 'diaz_Nfix'\n",
    "\n",
    "print('starting on ', var)\n",
    "var_ts = np.zeros([20])\n",
    "i = 0\n",
    "\n",
    "for yr in np.arange(1986,2006,1):\n",
    "    print(yr)\n",
    "    \n",
    "    files = sorted(glob(f'{path}/{case}.pop.h.{var}.{yr}??-{yr}??.nc'))       \n",
    "    ds_tmp = xr.open_mfdataset(files, data_vars=\"minimal\", coords='minimal', compat=\"override\", parallel=True, concat_dim=\"time\",combine='nested',\n",
    "                       drop_variables=[\"transport_components\", \"transport_regions\"], decode_times=True, preprocess=preprocess)\n",
    "                              #chunks={\"nlat\": 1200, \"nlon\": 1200, \"time\": 1, \"z_t\": 1, \"z_t_150m\": 1})\n",
    "\n",
    "    ds_tmp[var] = (ds_tmp[var] * 10.).sum(dim='z_t_150m') ## depth integral, units in mmol/m2/s\n",
    "    ds_tmp[var] = ds_tmp[var] * area_m ## mmol/s\n",
    "    ds_tmp[var] = ds_tmp[var] * 86400. * 365. * 0.001 * 14. * 1e-12 #convert to Tg N / yr\n",
    "    var_ts[i] = ds_tmp[var].sum(dim=('nlon','nlat')).values\n",
    "\n",
    "    i = i + 1\n",
    "\n",
    "ds_glb['diaz_Nfix'] = xr.DataArray(var_ts,dims=('time'))\n",
    "ds_glb['diaz_Nfix'].attrs['units'] = 'Tg N yr$^{-1}$'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e10dbded-7f28-4941-8dbd-0c2736d35b99",
   "metadata": {},
   "source": [
    "### Zooplankton productivity as % NPP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "1b7ba11c-5c12-4c13-8237-a2c172210695",
   "metadata": {},
   "outputs": [],
   "source": [
    "ds_glb['zooprodNPPpercent'] = (ds_glb['x_graze_mesozoo_zint'] + ds_glb['x_graze_microzoo_zint'])/ds_glb['photoC_TOT_zint'] * 100.\n",
    "ds_glb['zooprodNPPpercent'].attrs['units'] = '%'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "efcb7ad7-39de-43aa-ac9a-d28d5d2608fe",
   "metadata": {},
   "outputs": [
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       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:                (time: 20)\n",
       "Dimensions without coordinates: time\n",
       "Data variables: (12/15)\n",
       "    photoC_sp_zint         (time) float64 28.12 28.1 28.21 ... 28.29 28.21 28.29\n",
       "    photoC_diat_zint       (time) float64 20.11 19.14 21.28 ... 19.75 19.72 20.1\n",
       "    photoC_diaz_zint       (time) float64 1.039 1.053 1.032 ... 1.03 1.033 1.023\n",
       "    photoC_cocco_zint      (time) float64 2.924 2.955 3.114 ... 3.106 3.034\n",
       "    POC_FLUX_100m          (time) float64 6.392 6.165 6.743 ... 6.35 6.353 6.407\n",
       "    CaCO3_PROD_zint        (time) float64 0.8447 0.8386 0.9727 ... 0.8829 0.8612\n",
       "    ...                     ...\n",
       "    diatNPPpercent         (time) float64 38.53 37.35 39.68 ... 37.87 38.33\n",
       "    microzooC              (time) float64 0.239 0.2395 0.2379 ... 0.2402 0.2404\n",
       "    mesozooC               (time) float64 0.3797 0.3728 0.3843 ... 0.3756 0.3764\n",
       "    diaz_Nfix              (time) float64 177.8 180.6 176.1 ... 175.7 173.6\n",
       "    zooprodNPPpercent      (time) float64 25.34 25.49 25.04 ... 25.38 25.31\n",
       "    SiO2_PROD              (time) float64 102.5 96.46 108.5 ... 100.5 101.5</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-c19f7f24-7476-4708-a40a-ff4421cecf1a' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-c19f7f24-7476-4708-a40a-ff4421cecf1a' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span>time</span>: 20</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-2573bd90-3fcc-4ffa-86c6-61af53575a79' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-2573bd90-3fcc-4ffa-86c6-61af53575a79' class='xr-section-summary'  title='Expand/collapse section'>Coordinates: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-dd8266fb-5b91-471e-ab61-521c6a42c1ef' class='xr-section-summary-in' type='checkbox'  ><label for='section-dd8266fb-5b91-471e-ab61-521c6a42c1ef' class='xr-section-summary' >Data variables: <span>(15)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>photoC_sp_zint</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>28.12 28.1 28.21 ... 28.21 28.29</div><input id='attrs-d301e7e8-a624-4459-898a-e06191f6ef1c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d301e7e8-a624-4459-898a-e06191f6ef1c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2bacf930-75d8-489b-97fc-1e41f4044e45' class='xr-var-data-in' type='checkbox'><label for='data-2bacf930-75d8-489b-97fc-1e41f4044e45' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array([28.12080958, 28.10090083, 28.20807863, 28.19867801, 28.07037043,\n",
       "       28.18481506, 28.30437962, 28.2684149 , 28.30427603, 28.29453545,\n",
       "       28.34360432, 28.23906279, 28.45885584, 28.55578897, 28.33340397,\n",
       "       28.20644434, 28.14446092, 28.28863943, 28.20619498, 28.28892154])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>photoC_diat_zint</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>20.11 19.14 21.28 ... 19.72 20.1</div><input id='attrs-1a631d21-c03f-493a-8144-5dcbe30f4000' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1a631d21-c03f-493a-8144-5dcbe30f4000' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-475d2e95-dbd4-478c-a1b3-eb1bdd0b8c39' class='xr-var-data-in' type='checkbox'><label for='data-475d2e95-dbd4-478c-a1b3-eb1bdd0b8c39' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array([20.11333782, 19.14140427, 21.28004095, 20.05141834, 19.69241513,\n",
       "       19.45494987, 19.5842319 , 19.44011408, 20.33291889, 19.97888113,\n",
       "       20.32058078, 19.09979804, 19.78698534, 20.97483168, 20.44259561,\n",
       "       19.97730106, 19.70572438, 19.75298166, 19.71757163, 20.09971698])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>photoC_diaz_zint</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.039 1.053 1.032 ... 1.033 1.023</div><input id='attrs-471aab5d-bd99-43b1-9a96-7001db87c06c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-471aab5d-bd99-43b1-9a96-7001db87c06c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f6d55314-c6c7-4fee-9e4f-5a94fa412e54' class='xr-var-data-in' type='checkbox'><label for='data-f6d55314-c6c7-4fee-9e4f-5a94fa412e54' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array([1.03942678, 1.05300799, 1.03204802, 1.03633606, 1.05227645,\n",
       "       1.04617619, 1.03561446, 1.03650463, 1.03118554, 1.0437508 ,\n",
       "       1.02819687, 1.04417418, 1.03683791, 1.01565221, 1.02070631,\n",
       "       1.02724451, 1.03095752, 1.02972618, 1.03302529, 1.02280604])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>photoC_cocco_zint</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.924 2.955 3.114 ... 3.106 3.034</div><input id='attrs-a72fe1be-7f10-4ef0-acb9-58eb9601b3c2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a72fe1be-7f10-4ef0-acb9-58eb9601b3c2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-81619062-ac76-4f92-b16b-bcafb07847a6' class='xr-var-data-in' type='checkbox'><label for='data-81619062-ac76-4f92-b16b-bcafb07847a6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array([2.92371398, 2.95541985, 3.11358915, 3.0529191 , 2.97888774,\n",
       "       3.06869107, 3.0003195 , 3.07042723, 3.01119465, 2.97770043,\n",
       "       3.04210651, 3.03149354, 3.04578616, 3.02040296, 2.99351679,\n",
       "       3.10674091, 2.885288  , 3.03251621, 3.10606519, 3.03352745])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>POC_FLUX_100m</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.392 6.165 6.743 ... 6.353 6.407</div><input id='attrs-8ae2ec69-d4c4-4fa9-997e-9d1f37fd1996' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8ae2ec69-d4c4-4fa9-997e-9d1f37fd1996' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-62e542e8-366b-4663-9251-0dee8c4e0573' class='xr-var-data-in' type='checkbox'><label for='data-62e542e8-366b-4663-9251-0dee8c4e0573' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array([6.39160081, 6.16539768, 6.74259174, 6.42881298, 6.31602442,\n",
       "       6.28065116, 6.30462531, 6.28984473, 6.47770432, 6.404808  ,\n",
       "       6.47367665, 6.19942344, 6.34490032, 6.6390989 , 6.51871313,\n",
       "       6.41980549, 6.315596  , 6.35033002, 6.35301422, 6.40685052])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>CaCO3_PROD_zint</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.8447 0.8386 ... 0.8829 0.8612</div><input id='attrs-86d19a4d-53a9-47ed-953c-5ec502815cf8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-86d19a4d-53a9-47ed-953c-5ec502815cf8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5ad968e5-601c-44c4-83f1-3c1eee4da04f' class='xr-var-data-in' type='checkbox'><label for='data-5ad968e5-601c-44c4-83f1-3c1eee4da04f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array([0.84471738, 0.83855943, 0.97271311, 0.89736441, 0.85664673,\n",
       "       0.87552449, 0.8572005 , 0.88487038, 0.89103146, 0.8601045 ,\n",
       "       0.86241382, 0.85993863, 0.87875951, 0.8692833 , 0.87994399,\n",
       "       0.88244658, 0.84077688, 0.86172673, 0.88293735, 0.86118509])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x_graze_microzoo_zint</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>8.899 8.902 8.945 ... 8.958 8.97</div><input id='attrs-7ca52899-29f6-49e6-8512-ae9f70ba9229' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7ca52899-29f6-49e6-8512-ae9f70ba9229' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b38d65c0-3918-4cd0-9ca3-8cff068f01c7' class='xr-var-data-in' type='checkbox'><label for='data-b38d65c0-3918-4cd0-9ca3-8cff068f01c7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array([8.89915796, 8.90202509, 8.94463098, 8.94957734, 8.88865804,\n",
       "       8.94750024, 8.97120639, 8.9768794 , 8.97234625, 8.96880255,\n",
       "       8.99021888, 8.97251369, 9.02811393, 9.05838241, 8.97748218,\n",
       "       8.95782636, 8.89442629, 8.96954255, 8.95795421, 8.9701858 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x_graze_mesozoo_zint</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.327 4.16 4.486 ... 4.258 4.303</div><input id='attrs-b08657f3-9070-4aaa-bcec-2c4ccf51b2f2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b08657f3-9070-4aaa-bcec-2c4ccf51b2f2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-22c1f72a-f8bb-4855-a55a-fb4fc10a331e' class='xr-var-data-in' type='checkbox'><label for='data-22c1f72a-f8bb-4855-a55a-fb4fc10a331e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array([4.32666758, 4.15951974, 4.48638957, 4.34547906, 4.21474661,\n",
       "       4.21164035, 4.2082431 , 4.20338183, 4.34261543, 4.2902415 ,\n",
       "       4.35924034, 4.1719262 , 4.28777082, 4.4836253 , 4.37661502,\n",
       "       4.26317697, 4.23270257, 4.23315411, 4.25801741, 4.30327509])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>photoC_TOT_zint</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>52.2 51.25 53.63 ... 52.06 52.44</div><input id='attrs-0b224aa3-e3a7-4fb2-be55-a7ecd8108bf9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0b224aa3-e3a7-4fb2-be55-a7ecd8108bf9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6ecaf97d-49a4-4dc9-94bd-748ad6e46d33' class='xr-var-data-in' type='checkbox'><label for='data-6ecaf97d-49a4-4dc9-94bd-748ad6e46d33' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array([52.19728815, 51.25073294, 53.63375675, 52.33935151, 51.79394974,\n",
       "       51.75463219, 51.92454548, 51.81546085, 52.6795751 , 52.29486781,\n",
       "       52.73448847, 51.41452856, 52.32846526, 53.56667582, 52.79022268,\n",
       "       52.31773083, 51.76643083, 52.10386348, 52.0628571 , 52.44497201])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>diatNPPpercent</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>38.53 37.35 39.68 ... 37.87 38.33</div><input id='attrs-b8363687-fd17-4dce-9199-c8a593c4054c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b8363687-fd17-4dce-9199-c8a593c4054c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0d3c0290-76ff-430b-a0f4-7ce1df684bb3' class='xr-var-data-in' type='checkbox'><label for='data-0d3c0290-76ff-430b-a0f4-7ce1df684bb3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>%</dd></dl></div><div class='xr-var-data'><pre>array([38.53330036, 37.34854737, 39.67658101, 38.31040654, 38.02068624,\n",
       "       37.59074124, 37.7167132 , 37.5179797 , 38.59734793, 38.20428652,\n",
       "       38.53375915, 37.14863985, 37.81304353, 39.15649302, 38.72420795,\n",
       "       38.18457098, 38.06660815, 37.91078117, 37.87262692, 38.32534599])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>microzooC</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.239 0.2395 ... 0.2402 0.2404</div><input id='attrs-33d8d6e6-a8ac-4d2d-85a5-9bf0e9bfa476' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-33d8d6e6-a8ac-4d2d-85a5-9bf0e9bfa476' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e9418463-9bd2-4f3c-ae56-0159afa034da' class='xr-var-data-in' type='checkbox'><label for='data-e9418463-9bd2-4f3c-ae56-0159afa034da' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C</dd></dl></div><div class='xr-var-data'><pre>array([0.23904682, 0.23951415, 0.23794143, 0.23975037, 0.23966918,\n",
       "       0.24024717, 0.24139746, 0.24216632, 0.24081923, 0.24084815,\n",
       "       0.24066249, 0.24149176, 0.23997028, 0.24067213, 0.24070898,\n",
       "       0.24018753, 0.23903722, 0.239918  , 0.24024584, 0.24037921])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mesozooC</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.3797 0.3728 ... 0.3756 0.3764</div><input id='attrs-ba777afd-b9da-4c50-aca6-abb694a21278' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ba777afd-b9da-4c50-aca6-abb694a21278' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-96ec6431-c154-452c-95d1-aca2a2215d52' class='xr-var-data-in' type='checkbox'><label for='data-96ec6431-c154-452c-95d1-aca2a2215d52' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C</dd></dl></div><div class='xr-var-data'><pre>array([0.37973119, 0.37275768, 0.38432333, 0.38241238, 0.37206123,\n",
       "       0.37457721, 0.37470579, 0.37476274, 0.37964634, 0.37773666,\n",
       "       0.38083162, 0.37443823, 0.37521227, 0.38633425, 0.38077154,\n",
       "       0.37402931, 0.3740985 , 0.3733004 , 0.37561112, 0.37635111])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>diaz_Nfix</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>177.8 180.6 176.1 ... 175.7 173.6</div><input id='attrs-bdbc6806-170a-40ad-967e-22e8d81eeb3f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bdbc6806-170a-40ad-967e-22e8d81eeb3f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c7ce805e-c0aa-4c57-a2d5-af74ae63838f' class='xr-var-data-in' type='checkbox'><label for='data-c7ce805e-c0aa-4c57-a2d5-af74ae63838f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Tg N yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array([177.84042266, 180.59908541, 176.06031584, 176.80811934,\n",
       "       180.29073091, 178.66517179, 176.66926743, 176.85373434,\n",
       "       175.63203307, 178.24880053, 174.89594379, 178.11467506,\n",
       "       176.26360966, 171.70656581, 173.26586101, 174.69354755,\n",
       "       175.64103838, 175.18731368, 175.72587897, 173.55522467])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>zooprodNPPpercent</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>25.34 25.49 25.04 ... 25.38 25.31</div><input id='attrs-b1565f4b-16ea-4165-a596-3f9d15a68aaa' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b1565f4b-16ea-4165-a596-3f9d15a68aaa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-49afe484-1a1a-4458-af38-ea336653c4e9' class='xr-var-data-in' type='checkbox'><label for='data-49afe484-1a1a-4458-af38-ea336653c4e9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>%</dd></dl></div><div class='xr-var-data'><pre>array([25.33814688, 25.48557666, 25.04210289, 25.40164526, 25.29910292,\n",
       "       25.42601508, 25.38192559, 25.43692754, 25.2753779 , 25.3543887 ,\n",
       "       25.3144756 , 25.56561396, 25.44673283, 25.28065724, 25.2965351 ,\n",
       "       25.27059779, 25.3583812 , 25.33918942, 25.38464532, 25.30931066])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>SiO2_PROD</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>102.5 96.46 108.5 ... 100.5 101.5</div><input id='attrs-77273a73-9557-462b-af95-57f3e08e1a25' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-77273a73-9557-462b-af95-57f3e08e1a25' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9b57bb01-3992-44e8-b7e5-968b214855ea' class='xr-var-data-in' type='checkbox'><label for='data-9b57bb01-3992-44e8-b7e5-968b214855ea' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Tmol Si yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array([102.47392901,  96.45621811, 108.47374894, 101.70978348,\n",
       "       100.84427386,  99.1801257 ,  99.18680976,  98.80538062,\n",
       "       103.13238538, 101.76797339, 102.63510778,  97.21111794,\n",
       "       100.46967239, 107.84511126, 105.88928074, 101.81211659,\n",
       "       104.37785588, 100.35645605, 100.45782998, 101.52611661])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2bb89ccc-f6b3-4ffb-ad15-c1583c8faf4f' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-2bb89ccc-f6b3-4ffb-ad15-c1583c8faf4f' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
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       "<xarray.Dataset>\n",
       "Dimensions:                (time: 20)\n",
       "Dimensions without coordinates: time\n",
       "Data variables: (12/15)\n",
       "    photoC_sp_zint         (time) float64 28.12 28.1 28.21 ... 28.29 28.21 28.29\n",
       "    photoC_diat_zint       (time) float64 20.11 19.14 21.28 ... 19.75 19.72 20.1\n",
       "    photoC_diaz_zint       (time) float64 1.039 1.053 1.032 ... 1.03 1.033 1.023\n",
       "    photoC_cocco_zint      (time) float64 2.924 2.955 3.114 ... 3.106 3.034\n",
       "    POC_FLUX_100m          (time) float64 6.392 6.165 6.743 ... 6.35 6.353 6.407\n",
       "    CaCO3_PROD_zint        (time) float64 0.8447 0.8386 0.9727 ... 0.8829 0.8612\n",
       "    ...                     ...\n",
       "    diatNPPpercent         (time) float64 38.53 37.35 39.68 ... 37.87 38.33\n",
       "    microzooC              (time) float64 0.239 0.2395 0.2379 ... 0.2402 0.2404\n",
       "    mesozooC               (time) float64 0.3797 0.3728 0.3843 ... 0.3756 0.3764\n",
       "    diaz_Nfix              (time) float64 177.8 180.6 176.1 ... 175.7 173.6\n",
       "    zooprodNPPpercent      (time) float64 25.34 25.49 25.04 ... 25.38 25.31\n",
       "    SiO2_PROD              (time) float64 102.5 96.46 108.5 ... 100.5 101.5"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds_glb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "3feb0917-c060-4e48-a18c-cbd040ec7037",
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   "outputs": [],
   "source": [
    "ds_glb_mean =  ds_glb.mean(dim='time')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "b3bf64f5-8d89-45d6-bdbe-648c4ff5b605",
   "metadata": {},
   "outputs": [],
   "source": [
    "ds_glb_stdev = ds_glb.std(dim='time')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "64cffb6e-83a9-472d-9e92-774ecdb7aed9",
   "metadata": {},
   "outputs": [
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       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:                ()\n",
       "Data variables: (12/15)\n",
       "    photoC_sp_zint         float64 28.26\n",
       "    photoC_diat_zint       float64 19.95\n",
       "    photoC_diaz_zint       float64 1.035\n",
       "    photoC_cocco_zint      float64 3.023\n",
       "    POC_FLUX_100m          float64 6.391\n",
       "    CaCO3_PROD_zint        float64 0.8729\n",
       "    ...                     ...\n",
       "    diatNPPpercent         float64 38.16\n",
       "    microzooC              float64 0.2402\n",
       "    mesozooC               float64 0.3772\n",
       "    diaz_Nfix              float64 176.3\n",
       "    zooprodNPPpercent      float64 25.35\n",
       "    SiO2_PROD              float64 101.7</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-9778d67d-60a7-4b95-a13d-c3055404adcf' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-9778d67d-60a7-4b95-a13d-c3055404adcf' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-128edf7f-bfb0-4923-a65a-dc752a55169c' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-128edf7f-bfb0-4923-a65a-dc752a55169c' class='xr-section-summary'  title='Expand/collapse section'>Coordinates: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-813a0ece-6b28-466d-84b7-1215fe1624f1' class='xr-section-summary-in' type='checkbox'  ><label for='section-813a0ece-6b28-466d-84b7-1215fe1624f1' class='xr-section-summary' >Data variables: <span>(15)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>photoC_sp_zint</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>28.26</div><input id='attrs-9458c4b3-3689-4223-ac92-48a1717278a6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9458c4b3-3689-4223-ac92-48a1717278a6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3829b569-7b17-4b29-aabd-d6dd6d6a0630' class='xr-var-data-in' type='checkbox'><label for='data-3829b569-7b17-4b29-aabd-d6dd6d6a0630' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array(28.25603178)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>photoC_diat_zint</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>19.95</div><input id='attrs-88fc61f5-a842-4245-8b02-610b39882ee1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-88fc61f5-a842-4245-8b02-610b39882ee1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e855cf5d-0701-4225-a5cb-91e0786928d8' class='xr-var-data-in' type='checkbox'><label for='data-e855cf5d-0701-4225-a5cb-91e0786928d8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array(19.94738998)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>photoC_diaz_zint</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.035</div><input id='attrs-a2149c65-6014-46a4-96b8-96a3b845548e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a2149c65-6014-46a4-96b8-96a3b845548e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-42ffb31c-5045-40e2-8051-08d00bfc50ed' class='xr-var-data-in' type='checkbox'><label for='data-42ffb31c-5045-40e2-8051-08d00bfc50ed' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array(1.0347827)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>photoC_cocco_zint</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.023</div><input id='attrs-ce3ae14d-2a52-4e9c-bc76-38f97367c67c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ce3ae14d-2a52-4e9c-bc76-38f97367c67c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e30a15b5-74b0-4170-9f2e-99d63123a49a' class='xr-var-data-in' type='checkbox'><label for='data-e30a15b5-74b0-4170-9f2e-99d63123a49a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array(3.02251532)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>POC_FLUX_100m</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.391</div><input id='attrs-fa2b92a8-39e4-4c1c-8ac4-0235244697f3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fa2b92a8-39e4-4c1c-8ac4-0235244697f3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6091972c-3d30-4ca3-9e03-87dddf08f3a4' class='xr-var-data-in' type='checkbox'><label for='data-6091972c-3d30-4ca3-9e03-87dddf08f3a4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array(6.39117349)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>CaCO3_PROD_zint</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.8729</div><input id='attrs-06b78ac2-1907-4dbc-8b45-e0917ed3f713' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-06b78ac2-1907-4dbc-8b45-e0917ed3f713' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ae64d3b7-b742-45d1-8fad-0935a38aa919' class='xr-var-data-in' type='checkbox'><label for='data-ae64d3b7-b742-45d1-8fad-0935a38aa919' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array(0.87290721)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x_graze_microzoo_zint</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>8.96</div><input id='attrs-47c6a24f-35c8-4e62-a1cb-b900400df4d8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-47c6a24f-35c8-4e62-a1cb-b900400df4d8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e4a5aaff-82a3-403c-b664-dbc713288adf' class='xr-var-data-in' type='checkbox'><label for='data-e4a5aaff-82a3-403c-b664-dbc713288adf' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array(8.95987153)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x_graze_mesozoo_zint</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.288</div><input id='attrs-8de4c48b-9f82-4c38-8f32-7f874e9ab6dc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8de4c48b-9f82-4c38-8f32-7f874e9ab6dc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-17858538-df0b-45e1-84fb-c773ceeed389' class='xr-var-data-in' type='checkbox'><label for='data-17858538-df0b-45e1-84fb-c773ceeed389' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array(4.28792143)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>photoC_TOT_zint</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>52.26</div><input id='attrs-f11d60a6-5942-4b3b-850d-6b416b68e0e5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f11d60a6-5942-4b3b-850d-6b416b68e0e5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3bdf033a-b876-446b-9aad-82b7b493ec58' class='xr-var-data-in' type='checkbox'><label for='data-3bdf033a-b876-446b-9aad-82b7b493ec58' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array(52.26071978)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>diatNPPpercent</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>38.16</div><input id='attrs-21efcb1a-84ec-4214-864d-826684b6a089' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-21efcb1a-84ec-4214-864d-826684b6a089' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-78f1ab90-f8ca-4c11-95f6-d4df24c62e16' class='xr-var-data-in' type='checkbox'><label for='data-78f1ab90-f8ca-4c11-95f6-d4df24c62e16' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>%</dd></dl></div><div class='xr-var-data'><pre>array(38.16263334)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>microzooC</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.2402</div><input id='attrs-08de3d45-5d9c-4d7b-9572-77481349b220' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-08de3d45-5d9c-4d7b-9572-77481349b220' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cee76976-4e74-426c-861d-59cb20b5a2e7' class='xr-var-data-in' type='checkbox'><label for='data-cee76976-4e74-426c-861d-59cb20b5a2e7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C</dd></dl></div><div class='xr-var-data'><pre>array(0.24023369)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mesozooC</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.3772</div><input id='attrs-2db44720-02b0-44e6-be05-113035eb763d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2db44720-02b0-44e6-be05-113035eb763d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bfa628be-0b4f-44bd-a8ed-232507971fc6' class='xr-var-data-in' type='checkbox'><label for='data-bfa628be-0b4f-44bd-a8ed-232507971fc6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C</dd></dl></div><div class='xr-var-data'><pre>array(0.37718464)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>diaz_Nfix</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>176.3</div><input id='attrs-c7c36a2a-bd5a-44ee-8dd9-8552b674ffc0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c7c36a2a-bd5a-44ee-8dd9-8552b674ffc0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aa6bbcc7-4494-4690-8cea-374704f4bd3c' class='xr-var-data-in' type='checkbox'><label for='data-aa6bbcc7-4494-4690-8cea-374704f4bd3c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Tg N yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array(176.33586699)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>zooprodNPPpercent</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>25.35</div><input id='attrs-b0177f34-22ef-495c-8b2b-b58b9ee0286e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b0177f34-22ef-495c-8b2b-b58b9ee0286e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e28196d6-f81a-441a-9588-f5243d87964a' class='xr-var-data-in' type='checkbox'><label for='data-e28196d6-f81a-441a-9588-f5243d87964a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>%</dd></dl></div><div class='xr-var-data'><pre>array(25.35036743)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>SiO2_PROD</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>101.7</div><input id='attrs-ab5cb3f5-9080-4e65-bc52-de0285a1f71d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ab5cb3f5-9080-4e65-bc52-de0285a1f71d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ed6d2084-957a-45f0-ae77-c4e053df0917' class='xr-var-data-in' type='checkbox'><label for='data-ed6d2084-957a-45f0-ae77-c4e053df0917' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Tmol Si yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array(101.73056467)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3492cd71-abb0-40a6-b484-341d58446c30' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-3492cd71-abb0-40a6-b484-341d58446c30' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:                ()\n",
       "Data variables: (12/15)\n",
       "    photoC_sp_zint         float64 28.26\n",
       "    photoC_diat_zint       float64 19.95\n",
       "    photoC_diaz_zint       float64 1.035\n",
       "    photoC_cocco_zint      float64 3.023\n",
       "    POC_FLUX_100m          float64 6.391\n",
       "    CaCO3_PROD_zint        float64 0.8729\n",
       "    ...                     ...\n",
       "    diatNPPpercent         float64 38.16\n",
       "    microzooC              float64 0.2402\n",
       "    mesozooC               float64 0.3772\n",
       "    diaz_Nfix              float64 176.3\n",
       "    zooprodNPPpercent      float64 25.35\n",
       "    SiO2_PROD              float64 101.7"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds_glb_mean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "eaf28ba2-d567-45e3-a691-d15ed94c5ff5",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
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       "  float: left;\n",
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       "  width: auto;\n",
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       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
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       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
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       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
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       "  stroke: currentColor;\n",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:                ()\n",
       "Data variables: (12/15)\n",
       "    photoC_sp_zint         float64 0.1136\n",
       "    photoC_diat_zint       float64 0.5323\n",
       "    photoC_diaz_zint       float64 0.009592\n",
       "    photoC_cocco_zint      float64 0.05806\n",
       "    POC_FLUX_100m          float64 0.1328\n",
       "    CaCO3_PROD_zint        float64 0.02788\n",
       "    ...                     ...\n",
       "    diatNPPpercent         float64 0.5934\n",
       "    microzooC              float64 0.0009314\n",
       "    mesozooC               float64 0.003968\n",
       "    diaz_Nfix              float64 2.18\n",
       "    zooprodNPPpercent      float64 0.1031\n",
       "    SiO2_PROD              float64 3.051</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-a9235afd-da9d-456a-8024-20f2f46f075c' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-a9235afd-da9d-456a-8024-20f2f46f075c' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-fff6be76-8277-401d-8d53-90f447cc2e1f' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-fff6be76-8277-401d-8d53-90f447cc2e1f' class='xr-section-summary'  title='Expand/collapse section'>Coordinates: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-6abc6db7-d4b4-498f-a76e-5d046a946c8e' class='xr-section-summary-in' type='checkbox'  ><label for='section-6abc6db7-d4b4-498f-a76e-5d046a946c8e' class='xr-section-summary' >Data variables: <span>(15)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>photoC_sp_zint</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.1136</div><input id='attrs-0855f0a5-e749-4668-a5c1-772143ef831b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0855f0a5-e749-4668-a5c1-772143ef831b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f9e10cec-b646-4382-8a39-bad5e12d5b9e' class='xr-var-data-in' type='checkbox'><label for='data-f9e10cec-b646-4382-8a39-bad5e12d5b9e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array(0.11363394)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>photoC_diat_zint</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.5323</div><input id='attrs-c54433c4-6581-4cd4-89ff-5fd83865bb91' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c54433c4-6581-4cd4-89ff-5fd83865bb91' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c00bc442-4333-480c-90b1-ecc52aea9351' class='xr-var-data-in' type='checkbox'><label for='data-c00bc442-4333-480c-90b1-ecc52aea9351' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array(0.53233768)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>photoC_diaz_zint</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.009592</div><input id='attrs-026c74c0-b942-4acc-99a3-c8c31b159d2b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-026c74c0-b942-4acc-99a3-c8c31b159d2b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-049c430d-20fc-4ae5-bc3b-8f5c139ef2a9' class='xr-var-data-in' type='checkbox'><label for='data-049c430d-20fc-4ae5-bc3b-8f5c139ef2a9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array(0.00959155)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>photoC_cocco_zint</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.05806</div><input id='attrs-9928339b-3ac5-4fdb-bf49-c30a2b65d31a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9928339b-3ac5-4fdb-bf49-c30a2b65d31a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ddb9c39a-dcbc-48b5-8246-990c151c5086' class='xr-var-data-in' type='checkbox'><label for='data-ddb9c39a-dcbc-48b5-8246-990c151c5086' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array(0.0580608)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>POC_FLUX_100m</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.1328</div><input id='attrs-5cce8488-7460-46ac-b5b1-36ce34eb0f48' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5cce8488-7460-46ac-b5b1-36ce34eb0f48' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1aab0530-10cc-42d7-96ab-44ce4a2c8725' class='xr-var-data-in' type='checkbox'><label for='data-1aab0530-10cc-42d7-96ab-44ce4a2c8725' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array(0.13276518)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>CaCO3_PROD_zint</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.02788</div><input id='attrs-06fbc658-2889-4f50-a898-f8fff2024d2c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-06fbc658-2889-4f50-a898-f8fff2024d2c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3acf0c52-09a4-4c82-825f-252ae9ac4346' class='xr-var-data-in' type='checkbox'><label for='data-3acf0c52-09a4-4c82-825f-252ae9ac4346' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array(0.02788265)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x_graze_microzoo_zint</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.04092</div><input id='attrs-930447c3-4471-48ff-9cc4-1865635860eb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-930447c3-4471-48ff-9cc4-1865635860eb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8b21423e-fd4a-4bf2-9228-034fbca8a11c' class='xr-var-data-in' type='checkbox'><label for='data-8b21423e-fd4a-4bf2-9228-034fbca8a11c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array(0.04092146)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x_graze_mesozoo_zint</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.08968</div><input id='attrs-4b5eb8e5-4223-4dcd-b876-859aa49e6565' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4b5eb8e5-4223-4dcd-b876-859aa49e6565' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-15f7d88b-4a6b-4be3-9c66-1f9a1f08a680' class='xr-var-data-in' type='checkbox'><label for='data-15f7d88b-4a6b-4be3-9c66-1f9a1f08a680' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array(0.08968144)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>photoC_TOT_zint</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.5981</div><input id='attrs-64dea0d9-575e-494f-8845-6c7cf997d72b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-64dea0d9-575e-494f-8845-6c7cf997d72b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5b61d42c-4821-4d62-b99d-520e94efd7d4' class='xr-var-data-in' type='checkbox'><label for='data-5b61d42c-4821-4d62-b99d-520e94efd7d4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array(0.59806515)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>diatNPPpercent</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.5934</div><input id='attrs-4e6274a8-f98c-4ad3-8109-4cb8939d68f8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4e6274a8-f98c-4ad3-8109-4cb8939d68f8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-95f3afa3-eb58-499b-9739-1279682a3679' class='xr-var-data-in' type='checkbox'><label for='data-95f3afa3-eb58-499b-9739-1279682a3679' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>%</dd></dl></div><div class='xr-var-data'><pre>array(0.5933512)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>microzooC</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0009314</div><input id='attrs-95c42e37-1fc0-43d9-b7fd-46b5571c4cd5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-95c42e37-1fc0-43d9-b7fd-46b5571c4cd5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7e03c733-1a1a-45b0-a0a0-76df9ddc6bdf' class='xr-var-data-in' type='checkbox'><label for='data-7e03c733-1a1a-45b0-a0a0-76df9ddc6bdf' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C</dd></dl></div><div class='xr-var-data'><pre>array(0.00093145)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mesozooC</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.003968</div><input id='attrs-f5fac620-9d3e-44fe-a138-c1362a0b618c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f5fac620-9d3e-44fe-a138-c1362a0b618c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3ed23380-8e73-42eb-bdc4-8d2bb50a6ffb' class='xr-var-data-in' type='checkbox'><label for='data-3ed23380-8e73-42eb-bdc4-8d2bb50a6ffb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Pg C</dd></dl></div><div class='xr-var-data'><pre>array(0.00396768)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>diaz_Nfix</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.18</div><input id='attrs-18b0b886-4ac1-49a3-b000-ee2343cbe3f3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-18b0b886-4ac1-49a3-b000-ee2343cbe3f3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3033f9f2-2275-4100-ad72-3d476ef151b1' class='xr-var-data-in' type='checkbox'><label for='data-3033f9f2-2275-4100-ad72-3d476ef151b1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Tg N yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array(2.17990452)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>zooprodNPPpercent</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.1031</div><input id='attrs-68d481b0-9d3f-444b-b08c-322df610fd68' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-68d481b0-9d3f-444b-b08c-322df610fd68' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-847a74a0-1d10-4b7a-92b3-73da9139f6d9' class='xr-var-data-in' type='checkbox'><label for='data-847a74a0-1d10-4b7a-92b3-73da9139f6d9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>%</dd></dl></div><div class='xr-var-data'><pre>array(0.1031121)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>SiO2_PROD</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.051</div><input id='attrs-2e5c4132-4e22-4e84-9391-e1c7127a4fdc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2e5c4132-4e22-4e84-9391-e1c7127a4fdc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a37d6b1f-1a18-4bd7-889b-e4f981842556' class='xr-var-data-in' type='checkbox'><label for='data-a37d6b1f-1a18-4bd7-889b-e4f981842556' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>Tmol Si yr$^{-1}$</dd></dl></div><div class='xr-var-data'><pre>array(3.05128747)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a3ecd91b-1741-4480-a2cc-107f0eafd855' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-a3ecd91b-1741-4480-a2cc-107f0eafd855' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:                ()\n",
       "Data variables: (12/15)\n",
       "    photoC_sp_zint         float64 0.1136\n",
       "    photoC_diat_zint       float64 0.5323\n",
       "    photoC_diaz_zint       float64 0.009592\n",
       "    photoC_cocco_zint      float64 0.05806\n",
       "    POC_FLUX_100m          float64 0.1328\n",
       "    CaCO3_PROD_zint        float64 0.02788\n",
       "    ...                     ...\n",
       "    diatNPPpercent         float64 0.5934\n",
       "    microzooC              float64 0.0009314\n",
       "    mesozooC               float64 0.003968\n",
       "    diaz_Nfix              float64 2.18\n",
       "    zooprodNPPpercent      float64 0.1031\n",
       "    SiO2_PROD              float64 3.051"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds_glb_stdev"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5ae8c5ab-47ce-40f6-a5bb-4a9e796d7bfa",
   "metadata": {},
   "source": [
    "### Make a table of global metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "1b19bf5c-ed13-475d-b90b-e0b2d1c076bc",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame(columns=['Metric','unit','CESM','Obs','Reference'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "82127ac9-e6ad-433b-b4f0-39748d340f8e",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.loc[0] = ['NPP',ds_glb_mean.photoC_TOT_zint.attrs['units'],np.round(ds_glb_mean.photoC_TOT_zint.values, 2),'45 to 55','Behrenfeld & Falkowski 1997; Carr et al., 2006']\n",
    "df.loc[1] = ['POC export 100m',ds_glb_mean.POC_FLUX_100m.attrs['units'],np.round(ds_glb_mean.POC_FLUX_100m.values, 2),'4 to 12','DeVries & Weber, 2017']\n",
    "df.loc[2] = ['%NPP by diatoms',ds_glb_mean.diatNPPpercent.attrs['units'],np.round(ds_glb_mean.diatNPPpercent.values, 2),'40%','Nelson et al., 1995']\n",
    "df.loc[3] = ['Silicification',ds_glb_mean.SiO2_PROD.attrs['units'],np.round(ds_glb_mean.SiO2_PROD.values, 2),'100 to 190','Nelson et al., 1995; Holzer et al., 2014']\n",
    "df.loc[4] = ['Calcification',ds_glb_mean.CaCO3_PROD_zint.attrs['units'],np.round(ds_glb_mean.CaCO3_PROD_zint.values, 2),'0.7 to 4.7','Liang et al., 2023; Ziveri et al., 2023 and refs therein']\n",
    "df.loc[5] = ['Nitrogen fixation',ds_glb_mean.diaz_Nfix.attrs['units'],np.round(ds_glb_mean.diaz_Nfix.values, 2),'125.6 and 222.9','Wang et al., 2019']\n",
    "df.loc[6] = ['Microzooplankton biomass',ds_glb_mean.microzooC.attrs['units'],np.round(ds_glb_mean.microzooC.values, 2),'0.24','Buitenhuis et al., 2010']\n",
    "df.loc[7] = ['Mesozooplankton biomass',ds_glb_mean.mesozooC.attrs['units'],np.round(ds_glb_mean.mesozooC.values, 2),'0.16 to 0.19','Buitenhuis et al., 2006; Moriarty & OBrien, 2013']\n",
    "df.loc[8] = ['Zoo prod % of NPP',ds_glb_mean.zooprodNPPpercent.attrs['units'],np.round(ds_glb_mean.zooprodNPPpercent.values, 2),'at least 21%','Landry and Calbet, 2004']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "7a38c5a8-91de-44b7-ab61-d48561e20625",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Metric</th>\n",
       "      <th>unit</th>\n",
       "      <th>CESM</th>\n",
       "      <th>Obs</th>\n",
       "      <th>Reference</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NPP</td>\n",
       "      <td>Pg C yr$^{-1}$</td>\n",
       "      <td>52.26</td>\n",
       "      <td>45 to 55</td>\n",
       "      <td>Behrenfeld &amp; Falkowski 1997; Carr et al., 2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>POC export 100m</td>\n",
       "      <td>Pg C yr$^{-1}$</td>\n",
       "      <td>6.39</td>\n",
       "      <td>4 to 12</td>\n",
       "      <td>DeVries &amp; Weber, 2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%NPP by diatoms</td>\n",
       "      <td>%</td>\n",
       "      <td>38.16</td>\n",
       "      <td>40%</td>\n",
       "      <td>Nelson et al., 1995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Silicification</td>\n",
       "      <td>Tmol Si yr$^{-1}$</td>\n",
       "      <td>101.73</td>\n",
       "      <td>100 to 190</td>\n",
       "      <td>Nelson et al., 1995; Holzer et al., 2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Calcification</td>\n",
       "      <td>Pg C yr$^{-1}$</td>\n",
       "      <td>0.87</td>\n",
       "      <td>0.7 to 4.7</td>\n",
       "      <td>Liang et al., 2023; Ziveri et al., 2023 and re...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Nitrogen fixation</td>\n",
       "      <td>Tg N yr$^{-1}$</td>\n",
       "      <td>176.34</td>\n",
       "      <td>125.6 and 222.9</td>\n",
       "      <td>Wang et al., 2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Microzooplankton biomass</td>\n",
       "      <td>Pg C</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.24</td>\n",
       "      <td>Buitenhuis et al., 2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Mesozooplankton biomass</td>\n",
       "      <td>Pg C</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.16 to 0.19</td>\n",
       "      <td>Buitenhuis et al., 2006; Moriarty &amp; OBrien, 2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Zoo prod % of NPP</td>\n",
       "      <td>%</td>\n",
       "      <td>25.35</td>\n",
       "      <td>at least 21%</td>\n",
       "      <td>Landry and Calbet, 2004</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Metric               unit    CESM              Obs  \\\n",
       "0                       NPP     Pg C yr$^{-1}$   52.26         45 to 55   \n",
       "1           POC export 100m     Pg C yr$^{-1}$    6.39          4 to 12   \n",
       "2           %NPP by diatoms                  %   38.16              40%   \n",
       "3            Silicification  Tmol Si yr$^{-1}$  101.73       100 to 190   \n",
       "4             Calcification     Pg C yr$^{-1}$    0.87       0.7 to 4.7   \n",
       "5         Nitrogen fixation     Tg N yr$^{-1}$  176.34  125.6 and 222.9   \n",
       "6  Microzooplankton biomass               Pg C    0.24             0.24   \n",
       "7   Mesozooplankton biomass               Pg C    0.38     0.16 to 0.19   \n",
       "8         Zoo prod % of NPP                  %   25.35     at least 21%   \n",
       "\n",
       "                                           Reference  \n",
       "0     Behrenfeld & Falkowski 1997; Carr et al., 2006  \n",
       "1                              DeVries & Weber, 2017  \n",
       "2                                Nelson et al., 1995  \n",
       "3           Nelson et al., 1995; Holzer et al., 2014  \n",
       "4  Liang et al., 2023; Ziveri et al., 2023 and re...  \n",
       "5                                  Wang et al., 2019  \n",
       "6                            Buitenhuis et al., 2010  \n",
       "7   Buitenhuis et al., 2006; Moriarty & OBrien, 2013  \n",
       "8                            Landry and Calbet, 2004  "
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "84f4a5fc-210d-4bc9-a07c-dd9713ab5829",
   "metadata": {},
   "outputs": [],
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    "cluster.close()"
   ]
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   "execution_count": null,
   "id": "3ec49a0c-75d2-4a7e-8786-e47b8dde8de6",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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