diff --git a/bin/new-build-checks.ipynb b/bin/new-build-checks.ipynb
new file mode 100644
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--- /dev/null
+++ b/bin/new-build-checks.ipynb
@@ -0,0 +1,2390 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "ca1e904e-a043-46eb-97d9-c6e073157643",
+   "metadata": {},
+   "source": [
+    "Catalog build sanity checker\n",
+    "============================\n",
+    "\n",
+    "This notebook is designed to do some basic sanity checking on new `access-nri-intake-catalog` catalog builds, and to examine the experiments that have made it into the new catalog."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6f4e0c57-9c5a-431c-9b76-c1fc67ca6bbc",
+   "metadata": {},
+   "source": [
+    "Basic setup\n",
+    "-----------"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "c2e5f307-fc4c-44fe-838f-2f67839e218f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "4f486d1d-99c4-455e-a9b2-f80a925480d6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'1.0.0'"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import access_nri_intake\n",
+    "\n",
+    "access_nri_intake.__version__"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "51b7c298-e660-45f2-818f-063c0c97e490",
+   "metadata": {},
+   "source": [
+    "Load catalog & compare to older catalog\n",
+    "-----"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "f31e8849-2428-4ed0-afb6-7b342587e62c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<p><strong>access_nri catalog with 101 source(s) across 2357 rows</strong>:</p> <div style='max-height: 300px; overflow: auto; width: fit-content'><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>model</th>\n",
+       "      <th>description</th>\n",
+       "      <th>realm</th>\n",
+       "      <th>frequency</th>\n",
+       "      <th>variable</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>name</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>01deg_jra55v13_ryf9091</th>\n",
+       "      <td>{ACCESS-OM2-01}</td>\n",
+       "      <td>{0.1 degree ACCESS-OM2 global model configuration with JRA55-do v1.3 RYF9091  repeat year forcing (May 1990 to Apr 1991)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 3hr, 3mon, fx, 1day}</td>\n",
+       "      <td>{xt_ocean, sfc_salt_flux_restore, average_T2, shear_m, fmelttn_ai_m, rhoave, alvdf_ai_m, temp_surface_ave, eta_t, total_ocean_river, total_ocean_river_heat, total_ocean_heat, bih_fric_v, NCAT, mel...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>01deg_jra55v140_iaf</th>\n",
+       "      <td>{ACCESS-OM2-01}</td>\n",
+       "      <td>{Cycle 1 of 0.1 degree ACCESS-OM2 global model configuration with JRA55-do v1.4.0 OMIP2 interannual forcing}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, fx}</td>\n",
+       "      <td>{xt_ocean, sfc_salt_flux_restore, average_T2, shear_m, daidtd_m, rhoave, fmelttn_ai_m, alvdf_ai_m, temp_surface_ave, total_ocean_river, total_ocean_river_heat, total_ocean_heat, bih_fric_v, frazil...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>01deg_jra55v140_iaf_cycle2</th>\n",
+       "      <td>{ACCESS-OM2-01}</td>\n",
+       "      <td>{Cycle 2 of 0.1 degree ACCESS-OM2 global model configuration with JRA55-do v1.4.0 OMIP2 interannual forcing}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, fx}</td>\n",
+       "      <td>{xt_ocean, sfc_salt_flux_restore, average_T2, shear_m, daidtd_m, rhoave, fmelttn_ai_m, alvdf_ai_m, temp_surface_ave, total_ocean_river, total_ocean_river_heat, total_ocean_heat, bih_fric_v, frazil...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>01deg_jra55v140_iaf_cycle3</th>\n",
+       "      <td>{ACCESS-OM2-01}</td>\n",
+       "      <td>{Cycle 3 of 0.1 degree ACCESS-OM2 global model configuration with JRA55-do v1.4.0 OMIP2 interannual forcing}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, fx}</td>\n",
+       "      <td>{xt_ocean, sfc_salt_flux_restore, average_T2, shear_m, daidtd_m, rhoave, fmelttn_ai_m, alvdf_ai_m, temp_surface_ave, total_ocean_river, total_ocean_river_heat, total_ocean_heat, frazil, NCAT, fsur...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>01deg_jra55v140_iaf_cycle4</th>\n",
+       "      <td>{ACCESS-OM2-01}</td>\n",
+       "      <td>{Cycle 4 of 0.1 degree ACCESS-OM2 global model configuration with JRA55-do v1.4.0 OMIP2 interannual forcing}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 3hr, 6hr, fx, 1day}</td>\n",
+       "      <td>{xt_ocean, paco2, alvdf_ai_m, phy, adic_int100, surface_dic, total_ocean_river_heat, surface_no3, aice_h, fsurf_ai_m, melt, geolon_c, grid_xt_ocean, surface_pot_temp_max, fswthru_ai_m, fswthru_ai,...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>01deg_jra55v140_iaf_cycle4_jra55v150_extension</th>\n",
+       "      <td>{ACCESS-OM2-01}</td>\n",
+       "      <td>{Extensions of cycle 4 of 0.1 degree ACCESS-OM2 + WOMBAT BGC global model  configuration with JRA55-do v1.5.0 and v1.5.0.1 interannual forcing}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, subhr, fx}</td>\n",
+       "      <td>{xt_ocean, paco2, alvdf_ai_m, phy, adic_int100, surface_dic, total_ocean_river_heat, surface_no3, fsurf_ai_m, melt, geolon_c, grid_xt_ocean, surface_pot_temp_max, fswthru_ai_m, fswthru_ai, dvidtt_...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>01deg_jra55v150_iaf_cycle1</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 1 of 0.1 degree ACCESS-OM2 global model configuration with JRA55-do v1.5.0 OMIP2 interannual forcing}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, fx}</td>\n",
+       "      <td>{xt_ocean, sfc_salt_flux_restore, average_T2, eta_t, melt, sfc_hflux_coupler, geolon_c, grid_xt_ocean, sfc_salt_flux_coupler, evap, average_T1, ekman_we, sfc_hflux_from_runoff, sea_level, TLAT, pm...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>025deg_era5_iaf</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{0.25 degree ACCESS-OM2 global model configuration with ERA5 interannual\\nforcing (1980-2021)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, fx}</td>\n",
+       "      <td>{xt_ocean, sfc_salt_flux_restore, average_T2, daidtd_m, fhocn_ai_m, rhoave, fmelttn_ai_m, alvdf_ai_m, shear_m, temp_surface_ave, total_ocean_river, total_ocean_river_heat, total_ocean_heat, temp_x...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>025deg_era5_ryf</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{0.25 degree ACCESS-OM2 global model configuration with ERA5 RYF9091 repeat\\nyear forcing (May 1990 to Apr 1991)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, fx}</td>\n",
+       "      <td>{xt_ocean, sfc_salt_flux_restore, average_T2, daidtd_m, fhocn_ai_m, rhoave, fmelttn_ai_m, alvdf_ai_m, shear_m, temp_surface_ave, total_ocean_river, total_ocean_river_heat, total_ocean_heat, temp_x...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>025deg_jra55_iaf_era5comparison</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{0.25 degree ACCESS-OM2 global model configuration with JRA55-do v1.5.0\\ninterannual forcing (1980-2019)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, fx}</td>\n",
+       "      <td>{xt_ocean, sfc_salt_flux_restore, average_T2, daidtd_m, fhocn_ai_m, rhoave, fmelttn_ai_m, shear_m, temp_surface_ave, total_ocean_river, total_ocean_river_heat, total_ocean_heat, temp_xflux_submeso...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>025deg_jra55_iaf_omip2_cycle1</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 1/6 of 0.25 degree ACCESS-OM2 physics-only global configuration with JRA55-do v1.4 OMIP2 interannual forcing (1958-2019)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{xt_ocean, alvdf_ai_m, total_ocean_river_heat, temp_xflux_submeso_int_z, fsurf_ai_m, melt, geolon_c, grid_xt_ocean, tx_trans_rho_gm, surface_pot_temp_max, fswthru_ai_m, pbot_adjust, dvidtt_m, ekma...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>025deg_jra55_iaf_omip2_cycle2</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 1/6 of 0.25 degree ACCESS-OM2 physics-only global configuration with JRA55-do v1.4 OMIP2 interannual forcing (1958-2019)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{xt_ocean, alvdf_ai_m, total_ocean_river_heat, temp_xflux_submeso_int_z, fsurf_ai_m, melt, geolon_c, grid_xt_ocean, tx_trans_rho_gm, surface_pot_temp_max, fswthru_ai_m, pbot_adjust, dvidtt_m, ekma...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>025deg_jra55_iaf_omip2_cycle3</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 3/6 of 0.25 degree ACCESS-OM2 physics-only global configuration with JRA55-do v1.4 OMIP2 interannual forcing (1958-2019)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{xt_ocean, alvdf_ai_m, total_ocean_river_heat, temp_xflux_submeso_int_z, fsurf_ai_m, melt, geolon_c, grid_xt_ocean, tx_trans_rho_gm, surface_pot_temp_max, fswthru_ai_m, pbot_adjust, dvidtt_m, ekma...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>025deg_jra55_iaf_omip2_cycle4</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 4/6 of 0.25 degree ACCESS-OM2 physics-only global configuration with JRA55-do v1.4 OMIP2 interannual forcing (1958-2019)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{xt_ocean, alvdf_ai_m, total_ocean_river_heat, temp_xflux_submeso_int_z, fsurf_ai_m, melt, geolon_c, grid_xt_ocean, tx_trans_rho_gm, surface_pot_temp_max, fswthru_ai_m, pbot_adjust, dvidtt_m, ekma...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>025deg_jra55_iaf_omip2_cycle5</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 5/6 of 0.25 degree ACCESS-OM2 physics-only global configuration with JRA55-do v1.4 OMIP2 interannual forcing (1958-2019)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{xt_ocean, alvdf_ai_m, total_ocean_river_heat, temp_xflux_submeso_int_z, fsurf_ai_m, melt, geolon_c, grid_xt_ocean, tx_trans_rho_gm, surface_pot_temp_max, fswthru_ai_m, pbot_adjust, dvidtt_m, ekma...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>025deg_jra55_iaf_omip2_cycle6</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 6/6 of 0.25 degree ACCESS-OM2 physics-only global configuration with JRA55-do v1.4 OMIP2 interannual forcing (1958-2019)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, fx}</td>\n",
+       "      <td>{xt_ocean, alvdf_ai_m, total_ocean_river_heat, temp_xflux_submeso_int_z, fsurf_ai_m, melt, geolon_c, grid_xt_ocean, tx_trans_rho_gm, surface_pot_temp_max, fswthru_ai_m, pbot_adjust, dvidtt_m, ekma...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>025deg_jra55_ryf9091_gadi</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{0.25 degree ACCESS-OM2 physics-only global configuration with JRA55-do v1.3 RYF9091 repeat year forcing (May 1990 to Apr 1991)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr, fx}</td>\n",
+       "      <td>{sfc_salt_flux_restore, xt_ocean, average_T2, daidtd_m, fhocn_ai_m, rhoave, fmelttn_ai_m, alvdf_ai_m, shear_m, temp_surface_ave, eta_t, total_ocean_river, total_ocean_river_heat, total_ocean_heat,...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>025deg_jra55_ryf_era5comparison</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{0.25 degree ACCESS-OM2 global model configuration with JRA55-do v1.4.0\\nRYF9091 repeat year forcing (May 1990 to Apr 1991)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, fx}</td>\n",
+       "      <td>{xt_ocean, sfc_salt_flux_restore, average_T2, daidtd_m, fhocn_ai_m, rhoave, fmelttn_ai_m, alvdf_ai_m, shear_m, temp_surface_ave, total_ocean_river, total_ocean_river_heat, total_ocean_heat, temp_x...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_era5_iaf</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{1 degree ACCESS-OM2 global model configuration with ERA5 interannual\\nforcing (1960-2019)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, fx}</td>\n",
+       "      <td>{xt_ocean, sfc_salt_flux_restore, average_T2, daidtd_m, fhocn_ai_m, rhoave, fmelttn_ai_m, alvdf_ai_m, shear_m, temp_surface_ave, total_ocean_river, total_ocean_river_heat, total_ocean_heat, temp_x...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_era5_ryf</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{1 degree ACCESS-OM2 global model configuration with ERA5 RYF9091 repeat\\nyear forcing (May 1990 to Apr 1991)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, fx}</td>\n",
+       "      <td>{xt_ocean, sfc_salt_flux_restore, average_T2, daidtd_m, fhocn_ai_m, rhoave, fmelttn_ai_m, alvdf_ai_m, shear_m, temp_surface_ave, total_ocean_river, total_ocean_river_heat, total_ocean_heat, temp_x...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_era5comparison</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{1 degree ACCESS-OM2 global model configuration with JRA55-do v1.4.0\\ninterannual forcing (1960-2019)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, fx}</td>\n",
+       "      <td>{xt_ocean, sfc_salt_flux_restore, average_T2, daidtd_m, fhocn_ai_m, rhoave, fmelttn_ai_m, alvdf_ai_m, shear_m, temp_surface_ave, total_ocean_river, total_ocean_river_heat, total_ocean_heat, temp_x...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2_cycle1</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 1/6 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{xt_ocean, paco2, alvdf_ai_m, phy, surface_dic, total_ocean_river_heat, temp_xflux_submeso_int_z, melt, geolon_c, grid_xt_ocean, tx_trans_rho_gm, surface_pot_temp_max, fswthru_ai_m, pbot_adjust, d...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2_cycle2</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 2/6 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{xt_ocean, paco2, alvdf_ai_m, phy, surface_dic, total_ocean_river_heat, temp_xflux_submeso_int_z, melt, geolon_c, grid_xt_ocean, tx_trans_rho_gm, surface_pot_temp_max, fswthru_ai_m, pbot_adjust, d...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2_cycle3</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 3/6 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{xt_ocean, paco2, alvdf_ai_m, phy, surface_dic, total_ocean_river_heat, temp_xflux_submeso_int_z, melt, geolon_c, grid_xt_ocean, tx_trans_rho_gm, surface_pot_temp_max, fswthru_ai_m, pbot_adjust, d...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2_cycle4</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 4/6 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{xt_ocean, paco2, alvdf_ai_m, phy, surface_dic, total_ocean_river_heat, temp_xflux_submeso_int_z, melt, geolon_c, grid_xt_ocean, tx_trans_rho_gm, surface_pot_temp_max, fswthru_ai_m, pbot_adjust, d...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2_cycle5</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 5/6 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{xt_ocean, paco2, alvdf_ai_m, phy, surface_dic, total_ocean_river_heat, temp_xflux_submeso_int_z, melt, geolon_c, grid_xt_ocean, tx_trans_rho_gm, surface_pot_temp_max, fswthru_ai_m, pbot_adjust, d...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2_cycle6</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 6/6 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{xt_ocean, paco2, alvdf_ai_m, phy, surface_dic, total_ocean_river_heat, temp_xflux_submeso_int_z, melt, geolon_c, grid_xt_ocean, tx_trans_rho_gm, surface_pot_temp_max, fswthru_ai_m, pbot_adjust, d...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle1</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 1/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{xt_ocean, paco2, alvdf_ai_m, phy, surface_dic, total_ocean_river_heat, temp_xflux_submeso_int_z, melt, geolon_c, grid_xt_ocean, tx_trans_rho_gm, fswthru_ai_m, pbot_adjust, dvidtt_m, no3os_raw, sa...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle10</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 10/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{xt_ocean, average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, fswup_m, NCAT, uatm_m, time_bounds, tarea, time, eta_global, stf09, age_global, ad...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle11</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 11/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{xt_ocean, average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, fswup_m, NCAT, uatm_m, time_bounds, tarea, time, eta_global, stf09, age_global, ad...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle12</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 12/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{xt_ocean, average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, fswup_m, NCAT, uatm_m, time_bounds, tarea, time, eta_global, stf09, age_global, ad...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle13</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 13/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{xt_ocean, average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, fswup_m, NCAT, uatm_m, time_bounds, tarea, time, eta_global, stf09, age_global, ad...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle14</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 14/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{xt_ocean, average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, fswup_m, NCAT, uatm_m, time_bounds, tarea, time, eta_global, stf09, age_global, ad...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle15</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 15/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{xt_ocean, average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, fswup_m, NCAT, uatm_m, time_bounds, tarea, time, eta_global, stf09, age_global, ad...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle16</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 16/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{xt_ocean, average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, fswup_m, NCAT, uatm_m, time_bounds, tarea, time, eta_global, stf09, age_global, ad...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle17</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 17/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{xt_ocean, average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, fswup_m, NCAT, uatm_m, time_bounds, tarea, time, eta_global, stf09, age_global, ad...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle18</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 18/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{xt_ocean, average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, fswup_m, NCAT, uatm_m, time_bounds, tarea, time, eta_global, stf09, age_global, ad...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle19</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 19/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{xt_ocean, average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, fswup_m, NCAT, uatm_m, time_bounds, tarea, time, eta_global, stf09, age_global, ad...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle2</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 2/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{xt_ocean, paco2, alvdf_ai_m, phy, surface_dic, total_ocean_river_heat, temp_xflux_submeso_int_z, melt, geolon_c, grid_xt_ocean, tx_trans_rho_gm, fswthru_ai_m, pbot_adjust, dvidtt_m, no3os_raw, sa...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle20</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 20/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{xt_ocean, average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, fswup_m, NCAT, uatm_m, time_bounds, tarea, time, eta_global, stf09, age_global, ad...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle21</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 21/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{xt_ocean, average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, fswup_m, NCAT, uatm_m, time_bounds, tarea, time, eta_global, stf09, age_global, ad...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle22</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 22/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{xt_ocean, average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, fswup_m, NCAT, uatm_m, time_bounds, tarea, time, eta_global, stf09, age_global, ad...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle23</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 23/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{xt_ocean, average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, fswup_m, NCAT, uatm_m, time_bounds, tarea, time, eta_global, stf09, age_global, ad...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle24</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 24/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{xt_ocean, average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, fswup_m, NCAT, uatm_m, time_bounds, tarea, time, eta_global, stf09, age_global, ad...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle25</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 25/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{xt_ocean, average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, fswup_m, NCAT, uatm_m, time_bounds, tarea, time, eta_global, stf09, age_global, ad...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle26</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 26/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{xt_ocean, average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, fswup_m, NCAT, uatm_m, time_bounds, tarea, time, eta_global, stf09, age_global, ad...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle27</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 27/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{xt_ocean, average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, fswup_m, NCAT, uatm_m, time_bounds, tarea, time, eta_global, stf09, age_global, ad...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle28</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 28/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{xt_ocean, average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, fswup_m, NCAT, uatm_m, time_bounds, tarea, time, eta_global, stf09, age_global, ad...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle29</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 29/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{xt_ocean, average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, fswup_m, NCAT, uatm_m, time_bounds, tarea, time, eta_global, stf09, age_global, ad...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle3</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 3/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{xt_ocean, paco2, alvdf_ai_m, phy, surface_dic, total_ocean_river_heat, temp_xflux_submeso_int_z, melt, geolon_c, grid_xt_ocean, tx_trans_rho_gm, fswthru_ai_m, pbot_adjust, dvidtt_m, no3os_raw, sa...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle30</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 30/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{xt_ocean, average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, fswup_m, NCAT, uatm_m, time_bounds, tarea, time, eta_global, stf09, age_global, ad...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle31</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 31/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{xt_ocean, average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, fswup_m, NCAT, uatm_m, time_bounds, tarea, time, eta_global, stf09, age_global, ad...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle32</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 32/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{xt_ocean, average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, fswup_m, NCAT, uatm_m, time_bounds, tarea, time, eta_global, stf09, age_global, ad...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle33</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 33/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{xt_ocean, average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, fswup_m, NCAT, uatm_m, time_bounds, tarea, time, eta_global, stf09, age_global, ad...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle34</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 34/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{xt_ocean, sfc_salt_flux_restore, average_T2, phyos_raw, salt_tendency, rhoave, paco2, alvdf_ai_m, phy, sst_sq, temp_surface_ave, total_ocean_river, eta_t, total_ocean_river_heat, total_ocean_heat...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle35</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 35/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{xt_ocean, sfc_salt_flux_restore, average_T2, phyos_raw, salt_tendency, rhoave, paco2, alvdf_ai_m, phy, sst_sq, temp_surface_ave, total_ocean_river, eta_t, total_ocean_river_heat, total_ocean_heat...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle36</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 36/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{xt_ocean, sfc_salt_flux_restore, average_T2, phyos_raw, salt_tendency, rhoave, paco2, alvdf_ai_m, phy, sst_sq, temp_surface_ave, total_ocean_river, eta_t, total_ocean_river_heat, total_ocean_heat...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle37</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 37/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{xt_ocean, sfc_salt_flux_restore, average_T2, phyos_raw, salt_tendency, rhoave, paco2, alvdf_ai_m, phy, sst_sq, temp_surface_ave, total_ocean_river, eta_t, total_ocean_river_heat, total_ocean_heat...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle38</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 38/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{xt_ocean, sfc_salt_flux_restore, average_T2, phyos_raw, salt_tendency, rhoave, paco2, alvdf_ai_m, phy, sst_sq, temp_surface_ave, total_ocean_river, eta_t, total_ocean_river_heat, total_ocean_heat...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle39</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 39/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{xt_ocean, sfc_salt_flux_restore, average_T2, phyos_raw, salt_tendency, rhoave, paco2, alvdf_ai_m, phy, sst_sq, temp_surface_ave, total_ocean_river, eta_t, total_ocean_river_heat, total_ocean_heat...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle4</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 4/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{xt_ocean, paco2, alvdf_ai_m, phy, surface_dic, total_ocean_river_heat, temp_xflux_submeso_int_z, melt, geolon_c, grid_xt_ocean, tx_trans_rho_gm, fswthru_ai_m, pbot_adjust, dvidtt_m, no3os_raw, sa...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle40</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 40/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{xt_ocean, average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, fswup_m, NCAT, uatm_m, time_bounds, tarea, time, eta_global, stf09, age_global, ad...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle41</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 41/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{xt_ocean, average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, fswup_m, NCAT, uatm_m, time_bounds, tarea, time, eta_global, stf09, age_global, ad...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle42</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 42/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{xt_ocean, average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, fswup_m, NCAT, uatm_m, time_bounds, tarea, time, eta_global, stf09, age_global, ad...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle43</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 43/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{xt_ocean, average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, fswup_m, NCAT, uatm_m, time_bounds, tarea, time, eta_global, stf09, age_global, ad...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle44</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 44/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{xt_ocean, average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, fswup_m, NCAT, uatm_m, time_bounds, tarea, time, eta_global, stf09, age_global, ad...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle45</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 45/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{xt_ocean, average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, fswup_m, NCAT, uatm_m, time_bounds, tarea, time, eta_global, stf09, age_global, ad...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle5</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 5/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{xt_ocean, sfc_salt_flux_restore, average_T2, phyos_raw, salt_tendency, rhoave, paco2, alvdf_ai_m, phy, sst_sq, temp_surface_ave, total_ocean_river, eta_t, total_ocean_river_heat, total_ocean_heat...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle6</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 6/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{xt_ocean, sfc_salt_flux_restore, average_T2, phyos_raw, salt_tendency, rhoave, paco2, alvdf_ai_m, phy, sst_sq, temp_surface_ave, total_ocean_river, eta_t, total_ocean_river_heat, total_ocean_heat...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle7</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 7/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1day, 1mon, 1yr}</td>\n",
+       "      <td>{xt_ocean, shear_m, average_T2, daidtd_m, fhocn_ai_m, fmelttn_ai_m, alvdf_ai_m, phy, temp_surface_ave, frazil, NCAT, strtlty_m, uatm_m, tarea, fswabs_ai_m, strintx_m, alidf_ai_m, average_T1, trsig...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle8</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 8/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{xt_ocean, average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, fswup_m, NCAT, uatm_m, time_bounds, tarea, time, eta_global, stf09, age_global, ad...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle9</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 9/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{xt_ocean, average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, fswup_m, NCAT, uatm_m, time_bounds, tarea, time, eta_global, stf09, age_global, ad...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_ryf9091_gadi</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{1 degree ACCESS-OM2 physics-only global configuration with JRA55-do v1.3 RYF9091 repeat year forcing (May 1990 to Apr 1991)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr, fx}</td>\n",
+       "      <td>{xt_ocean, sfc_salt_flux_restore, average_T2, daidtd_m, fhocn_ai_m, rhoave, fmelttn_ai_m, alvdf_ai_m, shear_m, temp_surface_ave, eta_t, total_ocean_river, total_ocean_river_heat, total_ocean_heat,...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55v14_ryf</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{1 degree ACCESS-OM2 global model configuration with JRA55-do v1.4.0 RYF9091\\nrepeat year forcing (May 1990 to Apr 1991)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, fx}</td>\n",
+       "      <td>{xt_ocean, sfc_salt_flux_restore, average_T2, daidtd_m, fhocn_ai_m, rhoave, fmelttn_ai_m, alvdf_ai_m, shear_m, temp_surface_ave, total_ocean_river, total_ocean_river_heat, total_ocean_heat, temp_x...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>HI_CN_05</th>\n",
+       "      <td>{ACCESS-ESM1-5}</td>\n",
+       "      <td>{Historical run using same configuration as CMIP6 ACCESS-ESM1.5 historical r1i1p1f1,  but with phosphorus limitation disabled within CASA-CNP}</td>\n",
+       "      <td>{seaIce, ocean, atmos}</td>\n",
+       "      <td>{1mon, 3hr, 1yr, 6hr, 1day}</td>\n",
+       "      <td>{xt_ocean, paco2, total_ocean_pme_sbc, snow_ai, phy, fld_s08i236, temp_xflux_submeso_int_z, fld_s03i801, fld_s02i284, diff_cbt_drag, melt, geolon_c, evap_ai, fld_s03i825, fld_s00i436, tx_trans_rho...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>HI_C_05_r1</th>\n",
+       "      <td>{ACCESS-ESM1-5}</td>\n",
+       "      <td>{Historical run using same configuration as CMIP6 ACCESS-ESM1.5 historical r1i1p1f1,  but with nitrogen and phosphorus limitations disabled within CASA-CNP}</td>\n",
+       "      <td>{seaIce, ocean, atmos}</td>\n",
+       "      <td>{1mon, 1day, 1yr}</td>\n",
+       "      <td>{xt_ocean, paco2, total_ocean_pme_sbc, snow_ai, phy, fld_s08i236, temp_xflux_submeso_int_z, fld_s03i801, fld_s02i284, diff_cbt_drag, melt, geolon_c, evap_ai, fld_s03i825, fld_s00i436, tx_trans_rho...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>HI_nl_C_05_r1</th>\n",
+       "      <td>{ACCESS-ESM1-5}</td>\n",
+       "      <td>{Historical run using same configuration as CMIP6 ACCESS-ESM1.5 historical r1i1p1f1,  but with nitrogen and phosphorus limitations disabled within CASA-CNP, and land-use  change disabled}</td>\n",
+       "      <td>{seaIce, ocean, atmos}</td>\n",
+       "      <td>{1mon, 1day, 1yr}</td>\n",
+       "      <td>{xt_ocean, paco2, total_ocean_pme_sbc, snow_ai, phy, fld_s08i236, temp_xflux_submeso_int_z, fld_s03i801, fld_s02i284, diff_cbt_drag, melt, geolon_c, evap_ai, fld_s03i825, fld_s00i436, tx_trans_rho...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>HI_noluc_CN_05</th>\n",
+       "      <td>{ACCESS-ESM1-5}</td>\n",
+       "      <td>{Historical run using same configuration as CMIP6 ACCESS-ESM1.5 historical r1i1p1f1,  but with phosphorus limitation disabled within CASA-CNP, and land-use change disabled}</td>\n",
+       "      <td>{seaIce, ocean, atmos}</td>\n",
+       "      <td>{1mon, 3hr, 1yr, 6hr, 1day}</td>\n",
+       "      <td>{xt_ocean, paco2, total_ocean_pme_sbc, snow_ai, phy, fld_s08i236, temp_xflux_submeso_int_z, fld_s03i801, fld_s02i284, diff_cbt_drag, melt, geolon_c, evap_ai, fld_s03i825, fld_s00i436, tx_trans_rho...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>OM4_025.JRA_RYF</th>\n",
+       "      <td>{SIS2, MOM6}</td>\n",
+       "      <td>{0.25 degree GFDL-OM4 (MOM6+SIS2) global model configuration under 1990-1991 JRA55-do repeat year forcing.}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{average_T2, dxCv, volo, net_massin, fsitherm, xh, hflso, geolon_c, geolat_u, areacello_bu, tauvo, heat_content_cond, masso, hfrunoffds, uh, average_T1, umo, zossq, zosmin, sithick, vmo, prsn, Cor...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PI_GWL_B2035</th>\n",
+       "      <td>{ACCESS-ESM1-5}</td>\n",
+       "      <td>{Climate stabilization run at different global warming levels with zero C02  emissions and pre-industrial aerosols, starting in 2035 }</td>\n",
+       "      <td>{seaIce, ocean, atmos}</td>\n",
+       "      <td>{1mon, 1day, 1yr}</td>\n",
+       "      <td>{xt_ocean, paco2, total_ocean_pme_sbc, snow_ai, phy, fld_s08i236, temp_xflux_submeso_int_z, fld_s03i801, fld_s02i284, diff_cbt_drag, melt, geolon_c, evap_ai, fld_s03i825, fld_s00i436, tx_trans_rho...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PI_GWL_B2040</th>\n",
+       "      <td>{ACCESS-ESM1-5}</td>\n",
+       "      <td>{Climate stabilization run at different global warming levels with zero C02  emissions and pre-industrial aerosols, starting in 2040}</td>\n",
+       "      <td>{seaIce, ocean, atmos}</td>\n",
+       "      <td>{1mon, 1day, 1yr}</td>\n",
+       "      <td>{xt_ocean, paco2, total_ocean_pme_sbc, snow_ai, phy, fld_s08i236, temp_xflux_submeso_int_z, fld_s03i801, fld_s02i284, diff_cbt_drag, melt, geolon_c, evap_ai, fld_s03i825, fld_s00i436, tx_trans_rho...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PI_GWL_B2045</th>\n",
+       "      <td>{ACCESS-ESM1-5}</td>\n",
+       "      <td>{Climate stabilization run at different global warming levels with zero C02  emissions and pre-industrial aerosols, starting in 2045}</td>\n",
+       "      <td>{seaIce, ocean, atmos}</td>\n",
+       "      <td>{1mon, 1day, 1yr}</td>\n",
+       "      <td>{xt_ocean, paco2, total_ocean_pme_sbc, snow_ai, phy, fld_s08i236, temp_xflux_submeso_int_z, fld_s03i801, fld_s02i284, diff_cbt_drag, melt, geolon_c, evap_ai, fld_s03i825, fld_s00i436, tx_trans_rho...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PI_GWL_B2050</th>\n",
+       "      <td>{ACCESS-ESM1-5}</td>\n",
+       "      <td>{Climate stabilization run at different global warming levels with zero C02  emissions and pre-industrial aerosols, starting in 2050}</td>\n",
+       "      <td>{seaIce, ocean, atmos}</td>\n",
+       "      <td>{1mon, 1day, 1yr}</td>\n",
+       "      <td>{xt_ocean, paco2, total_ocean_pme_sbc, snow_ai, phy, fld_s08i236, temp_xflux_submeso_int_z, fld_s03i801, fld_s02i284, diff_cbt_drag, melt, geolon_c, evap_ai, fld_s03i825, fld_s00i436, tx_trans_rho...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PI_GWL_B2055</th>\n",
+       "      <td>{ACCESS-ESM1-5}</td>\n",
+       "      <td>{Climate stabilization run at different global warming levels with zero C02  emissions and pre-industrial aerosols, starting in 2055}</td>\n",
+       "      <td>{seaIce, ocean, atmos}</td>\n",
+       "      <td>{1mon, 1day, 1yr}</td>\n",
+       "      <td>{xt_ocean, paco2, total_ocean_pme_sbc, snow_ai, phy, fld_s08i236, temp_xflux_submeso_int_z, fld_s03i801, fld_s02i284, diff_cbt_drag, melt, geolon_c, evap_ai, fld_s03i825, fld_s00i436, tx_trans_rho...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PI_GWL_B2060</th>\n",
+       "      <td>{ACCESS-ESM1-5}</td>\n",
+       "      <td>{Climate stabilization run at different global warming levels with zero C02  emissions and pre-industrial aerosols, starting in 2060}</td>\n",
+       "      <td>{seaIce, ocean, atmos}</td>\n",
+       "      <td>{1mon, 1day, 1yr}</td>\n",
+       "      <td>{xt_ocean, paco2, total_ocean_pme_sbc, snow_ai, phy, fld_s08i236, temp_xflux_submeso_int_z, fld_s03i801, fld_s02i284, diff_cbt_drag, melt, geolon_c, evap_ai, fld_s03i825, fld_s00i436, tx_trans_rho...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>barpa_py18</th>\n",
+       "      <td>{BARPA-R}</td>\n",
+       "      <td>{Bureau of Meteorology Atmospheric Regional Projections for Australia (BARPA)}</td>\n",
+       "      <td>{none}</td>\n",
+       "      <td>{1mon, 6hr, fx, 1hr, 1day}</td>\n",
+       "      <td>{huss, wa925, sfcWind, rsdsdir, uas, ua1500m, va100, hus20, ua30, va500, rlut, ta100, hus150, omega500, va10, hus925, wa50, va200m, ta150, mrfsol, wa250, wa200, zg50, vasmean, ua50, evspsblpot, pr...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bx944</th>\n",
+       "      <td>{ACCESS-CM2}</td>\n",
+       "      <td>{Standard CMIP6 historical simulation, control experiment for by473 pacemaker experiment (948d8676-2c56-49db-8ea1-b80572b074c8)}</td>\n",
+       "      <td>{seaIce, ocean, atmos}</td>\n",
+       "      <td>{1mon, 1day}</td>\n",
+       "      <td>{xt_ocean, total_ocean_pme_sbc, fld_s08i236, temp_xflux_submeso_int_z, fld_s03i801, fld_s02i284, diff_cbt_drag, melt, geolon_c, fld_s03i825, fld_s00i436, grid_xt_ocean, tx_trans_rho_gm, sitempsnic...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>by473</th>\n",
+       "      <td>{ACCESS-CM2}</td>\n",
+       "      <td>{Pacemaker variation of CMIP6 historical simulation, Topical Atlantic region replaced  with fixed SSTs from observations}</td>\n",
+       "      <td>{seaIce, ocean, atmos}</td>\n",
+       "      <td>{1mon, 1day}</td>\n",
+       "      <td>{xt_ocean, total_ocean_pme_sbc, fld_s08i236, temp_xflux_submeso_int_z, fld_s03i801, fld_s02i284, diff_cbt_drag, melt, geolon_c, fld_s03i825, fld_s00i436, grid_xt_ocean, tx_trans_rho_gm, sitempsnic...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>by578</th>\n",
+       "      <td>{ACCESS-CM2}</td>\n",
+       "      <td>{Pacemaker variation of CMIP6 ssp245 simulation with Tropical Atlantic region replaced  with fixed SSTs from observations}</td>\n",
+       "      <td>{seaIce, ocean, atmos}</td>\n",
+       "      <td>{1mon, 1day}</td>\n",
+       "      <td>{xt_ocean, total_ocean_pme_sbc, fld_s08i236, temp_xflux_submeso_int_z, fld_s03i801, fld_s02i284, diff_cbt_drag, melt, geolon_c, fld_s03i825, fld_s00i436, grid_xt_ocean, tx_trans_rho_gm, sitempsnic...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>by647</th>\n",
+       "      <td>{ACCESS-CM2}</td>\n",
+       "      <td>{Standard CMIP6 ssp245 simulation, control experiment for by578 pacemaker experiment (1fd9e682-d393-4b17-a9cd-934c3a48a1f8)}</td>\n",
+       "      <td>{seaIce, ocean, atmos}</td>\n",
+       "      <td>{1mon, 1day}</td>\n",
+       "      <td>{xt_ocean, total_ocean_pme_sbc, fld_s08i236, temp_xflux_submeso_int_z, fld_s03i801, fld_s02i284, diff_cbt_drag, melt, geolon_c, fld_s03i825, fld_s00i436, grid_xt_ocean, tx_trans_rho_gm, sitempsnic...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bz687</th>\n",
+       "      <td>{ACCESS-CM2}</td>\n",
+       "      <td>{ACCESS-CM2 CMIP6 with 1 degree ocean. Present day atmospheric forcing with  1985-2014 mean GHG, aerosol emissions etc.}</td>\n",
+       "      <td>{seaIce, ocean, atmos}</td>\n",
+       "      <td>{1mon, 1day}</td>\n",
+       "      <td>{xt_ocean, total_ocean_pme_sbc, fld_s08i236, temp_xflux_submeso_int_z, fld_s03i801, fld_s02i284, diff_cbt_drag, melt, geolon_c, fld_s03i825, fld_s00i436, grid_xt_ocean, tx_trans_rho_gm, sitempsnic...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>cj877</th>\n",
+       "      <td>{ACCESS-CM2}</td>\n",
+       "      <td>{ACCESS-CM2 with COSIMA OM2 0.25 degree ocean configuration. Present day  atmospheric forcing with 1985-2014 mean GHG, aerosol emissions etc.}</td>\n",
+       "      <td>{seaIce, ocean, atmos}</td>\n",
+       "      <td>{1mon, 1day, fx}</td>\n",
+       "      <td>{xt_ocean, total_ocean_river_heat, fld_s08i236, temp_xflux_submeso_int_z, fld_s03i801, fld_s02i284, melt, geolon_c, fld_s03i825, fld_s00i436, grid_xt_ocean, surface_pot_temp_max, sitempsnic, theta...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>cmip5_al33</th>\n",
+       "      <td>{CSIRO-QCCCE-CSIRO-Mk3-6-0, IPSL-CM5A-MR, GEOS-5, CESM1-CAM5, CSIRO-BOM-ACCESS1-0, GFDL-ESM2M, MIROC-ESM, CMCC-CM, miroc5, GISS-E2-H-CC, CESM1-BGC, fio-esm, MIROC-MIROC5, HadCM3, NorESM1-M, GFDL-C...</td>\n",
+       "      <td>{Replicated CMIP5-era datasets catalogued by NCI}</td>\n",
+       "      <td>{landIce, land, ocnBgchem, none, atmos, aerosol, ocean, seaIce}</td>\n",
+       "      <td>{1mon, 3hr, 1yr, subhr, 6hr, fx, 1day}</td>\n",
+       "      <td>{rsdcs, concdms, zsatcalc, tnsccwbl, bsi, fsitherm, reffclws, va500, tnsccwcm, tnsccwce, hfrunoffds, wetdms, hus, strairy, reffclic, zossq, toffset, tntr, loadpoa, va, hfcorr, lwsnl, cdnc, od550ae...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>cmip5_rr3</th>\n",
+       "      <td>{CSIRO-BOM-ACCESS1-0, GFDL-ESM2M, MIROC-ESM, CSIRO-BOM-ACCESS1-3, MIROC-MIROC5, CSIRO-Mk3L-1-2, NorESM1-M, IPSL-CM5B-LR, NCC-NorESM1-M, CanESM2, MRI-CGCM3, NOAA-GFDL-GFDL-CM3, MPI-ESM-LR, MPI-ESM-...</td>\n",
+       "      <td>{Australian CMIP5-era datasets catalogued by NCI}</td>\n",
+       "      <td>{landIce, land, none, atmos, aerosol, ocean, seaIce}</td>\n",
+       "      <td>{1mon, 3hr, 3mon, 6hr, fx, 1hr, 1day}</td>\n",
+       "      <td>{concoa, concdms, huss, sfcWind, tossq, uas, volo, treeFrac, sconcbc, grassFrac, fsitherm, basin, rlut, va500, transix, shrubFrac, tauvo, concdust, masso, hfrunoffds, msftyrhoz, sconcdust, hus, um...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>cmip6_fs38</th>\n",
+       "      <td>{ACCESS-OM2-025, ACCESS-OM2, ACCESS-CM2, ACCESS-ESM1-5}</td>\n",
+       "      <td>{Australian CMIP6-era datasets catalogued by NCI}</td>\n",
+       "      <td>{landIce, land, ocnBgchem, atmos, aerosol, ocean, seaIce}</td>\n",
+       "      <td>{1mon, 3hr, 1yr, 6hr, fx, 1day}</td>\n",
+       "      <td>{fsitherm, dissicnatos, phycos, sndmasssi, grassFracC3, hus, zossq, va, siextents, sisnhc, od550aer, sihc, sidconcth, nLitter, mrsol, treeFracBdlEvg, zos, tsl, rsutcs, sisnthick, sidmasstranx, rsd...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>cmip6_oi10</th>\n",
+       "      <td>{NorCPM1, NorESM2-MM, GFDL-OM4p5B, CESM2, EC-Earth3-Veg, ACCESS-OM2-025, CMCC-CM2-SR5, GISS-E2-1-H, CESM2-FV2, HadGEM3-GC31-LM, CIESM, CanESM5-1, HiRAM-SIT-HR, BCC-CSM2-MR, CNRM-ESM2-1, CESM1-CAM5...</td>\n",
+       "      <td>{Replicated CMIP6-era datasets catalogued by NCI}</td>\n",
+       "      <td>{land, ocnBgchem, landIce, atmosChem, atmos, aerosol, ocean, seaIce}</td>\n",
+       "      <td>{1mon, 3hr, 1yr, subhr, 6hr, fx, 1hr, 1day}</td>\n",
+       "      <td>{fsitherm, opottemptend, dissicnatos, sitempsnic, grassFracC3, hus, zossq, va, hfcorr, lwsnl, od550aer, hfibthermds, sihc, nLitter, mrsol, laiLut, treeFracBdlEvg, zos, fco2fos, cOther, tsl, rsutcs...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>era5_rt52</th>\n",
+       "      <td>{era5-1, era5, era5-preliminary, era5-derived, era5t}</td>\n",
+       "      <td>{ERA5 fifth generation model reanalysis of global climate from ECMWF}</td>\n",
+       "      <td>{none}</td>\n",
+       "      <td>{1day, 1mon, 1hr}</td>\n",
+       "      <td>{tcwv, mper, mvimd, viwvn, strdc, lai-lv, vike, cvh, cvl, ssrdc, ishf, lict, msdwlwrf, lmlt, sshf, lai-hv, tvh, mpww, sp, sro, msnswrfcs, aluvd, viiwd, z, mror, tciw, gwd, msqs, mpts, dndza, istl2...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>narclim2_zz63</th>\n",
+       "      <td>{ACCESS-ESM1-5, UKESM1-0-LL, NorESM2-MM, MPI-ESM1-2-HR, EC-Earth3-Veg}</td>\n",
+       "      <td>{NARCliM2.0 climate pojections, downscaled from ACCESS-ESM1-5 over Australasia at ~18km resolution.}</td>\n",
+       "      <td>{atmos}</td>\n",
+       "      <td>{1mon, 3hr, fx, 1hr, 1day}</td>\n",
+       "      <td>{vegFrac, huss, wa925, sfcWind, rsdsdir, uas, va100, va500, rlut, ta100, hus150, va200m, hus925, wa750, ta150, wa250, wa200, prsn, tasmin, zg400, hus400, psl, hus300, ua150, wa400, prhmax, hus600,...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>panant-01-hycom1-v13</th>\n",
+       "      <td>{SIS2, MOM6}</td>\n",
+       "      <td>{0.1 degree (MOM6+SIS2) Pan-Antarctic regional model configuration under 1990-1991 JRA55-do repeat year forcing with a hybrid (HYCOM1) vertical coordinate..}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, fx}</td>\n",
+       "      <td>{dxCu, average_T2, geolat_c, dxCv, xh, geolon_c, siconc, geolat_u, areacello_bu, time, z_i, tauvo, geolon_v, wet_v, wet, areacello, time_bnds, geolon, volcello, geolon_u, average_T1, areacello_cv,...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>panant-01-zstar-v13</th>\n",
+       "      <td>{SIS2, MOM6}</td>\n",
+       "      <td>{0.1 degree (MOM6+SIS2) Pan-Antarctic regional model configuration under 1990-1991 JRA55-do repeat year forcing.}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, fx}</td>\n",
+       "      <td>{average_T2, dxCv, xh, geolon_c, geolat_u, areacello_bu, tauvo, intz_gKEu_2d, tauy_bot, average_T1, umo, col_height, sithick, vmo, intz_u_BT_accel_2d, Coriolis, wet_c, z_l, tos, zos, sos, areacell...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>rcm_ccam_hq89</th>\n",
+       "      <td>{CMCC-ESM2, ACCESS-ESM1-5, NorESM2-MM, EC-Earth3, ERA5, CESM2, CNRM-ESM2-1, ACCESS-CM2}</td>\n",
+       "      <td>{CMIP6 Regional Climate Model Data from CCAM for Australian Climate Service}</td>\n",
+       "      <td>{none}</td>\n",
+       "      <td>{1mon, 6hr, fx, 1hr, 1day}</td>\n",
+       "      <td>{huss, wa925, sfcWind, rsdsdir, uas, sfturf, va500, rlut, va200m, hus925, mrfsol, wa250, wa200, evspsblpot, prsn, tasmin, zg400, hus400, psl, hus300, sund, wa400, prhmax, mrsol, hus600, prw, zg300...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div></div>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import intake\n",
+    "\n",
+    "cat = intake.cat.access_nri\n",
+    "cat"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "12cad695-c09a-4edb-9b91-f9c381289e81",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2357"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(cat.df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "0a3c2c5e-ec8a-47f5-8a94-ac4d7d8e59a5",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "v2024-12-10*\n",
+      "v2024-11-08\n",
+      "v2024-10-02(-->v0.1.3)\n",
+      "v2024-03-28(-->v0.1.2)\n",
+      "v2024-03-04(-->v0.1.1)\n",
+      "v2023-11-29(-->v0.1.0)\n",
+      "v2023-09-29(-->v0.0.10)\n",
+      "v2023-07-20(-->v0.0.9)\n",
+      "v2023-07-10(-->v0.0.8)\n"
+     ]
+    }
+   ],
+   "source": [
+    "from access_nri_intake.data.utils import available_versions\n",
+    "\n",
+    "available_versions()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "0a92dc22-f197-47ca-b0cf-8c37bdd2c2a1",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<p><strong>access_nri catalog with 94 source(s) across 2272 rows</strong>:</p> <div style='max-height: 300px; overflow: auto; width: fit-content'><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>model</th>\n",
+       "      <th>description</th>\n",
+       "      <th>realm</th>\n",
+       "      <th>frequency</th>\n",
+       "      <th>variable</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>name</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>01deg_jra55v13_ryf9091</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{0.1 degree ACCESS-OM2 global model configuration with JRA55-do v1.3 RYF9091  repeat year forcing (May 1990 to Apr 1991)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 3hr, 3mon, fx, 1day}</td>\n",
+       "      <td>{sfc_salt_flux_restore, shear_m, average_T2, fmelttn_ai_m, rhoave, alvdf_ai_m, temp_surface_ave, eta_t, total_ocean_river, total_ocean_river_heat, total_ocean_heat, bih_fric_v, NCAT, melt, sfc_hfl...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>01deg_jra55v140_iaf</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 1 of 0.1 degree ACCESS-OM2 global model configuration with JRA55-do v1.4.0 OMIP2 interannual forcing}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, fx}</td>\n",
+       "      <td>{sfc_salt_flux_restore, shear_m, average_T2, daidtd_m, fmelttn_ai_m, rhoave, alvdf_ai_m, temp_surface_ave, total_ocean_river, total_ocean_river_heat, total_ocean_heat, bih_fric_v, frazil, NCAT, me...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>01deg_jra55v140_iaf_cycle2</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 2 of 0.1 degree ACCESS-OM2 global model configuration with JRA55-do v1.4.0 OMIP2 interannual forcing}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, fx}</td>\n",
+       "      <td>{sfc_salt_flux_restore, shear_m, average_T2, daidtd_m, fmelttn_ai_m, rhoave, alvdf_ai_m, temp_surface_ave, total_ocean_river, total_ocean_river_heat, total_ocean_heat, bih_fric_v, frazil, NCAT, fs...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>01deg_jra55v140_iaf_cycle3</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 3 of 0.1 degree ACCESS-OM2 global model configuration with JRA55-do v1.4.0 OMIP2 interannual forcing}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, fx}</td>\n",
+       "      <td>{sfc_salt_flux_restore, shear_m, average_T2, daidtd_m, fmelttn_ai_m, rhoave, alvdf_ai_m, temp_surface_ave, total_ocean_river, total_ocean_river_heat, total_ocean_heat, frazil, NCAT, fsurf_ai_m, me...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>01deg_jra55v140_iaf_cycle4</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 4 of 0.1 degree ACCESS-OM2 global model configuration with JRA55-do v1.4.0 OMIP2 interannual forcing}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 3hr, 6hr, fx, 1day}</td>\n",
+       "      <td>{paco2, alvdf_ai_m, adic_int100, phy, surface_dic, total_ocean_river_heat, surface_no3, aice_h, fsurf_ai_m, melt, geolon_c, surface_pot_temp_max, fswthru_ai_m, fswthru_ai, dvidtt_m, no3_zflux_adv,...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>01deg_jra55v140_iaf_cycle4_jra55v150_extension</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Extensions of cycle 4 of 0.1 degree ACCESS-OM2 + WOMBAT BGC global model  configuration with JRA55-do v1.5.0 and v1.5.0.1 interannual forcing}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, subhr, fx}</td>\n",
+       "      <td>{sfc_salt_flux_restore, shear_m, total_co2_flux, average_T2, daidtd_m, rhoave, paco2, fhocn_ai_m, alvdf_ai_m, adic_int100, temp_surface_ave, phy, total_ocean_river, surface_dic, total_ocean_river_...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>01deg_jra55v150_iaf_cycle1</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 1 of 0.1 degree ACCESS-OM2 global model configuration with JRA55-do v1.5.0 OMIP2 interannual forcing}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, fx}</td>\n",
+       "      <td>{sfc_salt_flux_restore, average_T2, eta_t, melt, sfc_hflux_coupler, geolon_c, sfc_salt_flux_coupler, evap, average_T1, ekman_we, sfc_hflux_from_runoff, sea_level, TLAT, pme_net, v, tx_trans, ty_tr...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>025deg_era5_iaf</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{0.25 degree ACCESS-OM2 global model configuration with ERA5 interannual\\nforcing (1980-2021)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, fx}</td>\n",
+       "      <td>{sfc_salt_flux_restore, shear_m, average_T2, daidtd_m, fhocn_ai_m, rhoave, fmelttn_ai_m, alvdf_ai_m, temp_surface_ave, total_ocean_river, total_ocean_river_heat, total_ocean_heat, temp_xflux_subme...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>025deg_era5_ryf</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{0.25 degree ACCESS-OM2 global model configuration with ERA5 RYF9091 repeat\\nyear forcing (May 1990 to Apr 1991)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, fx}</td>\n",
+       "      <td>{sfc_salt_flux_restore, shear_m, average_T2, daidtd_m, fhocn_ai_m, rhoave, fmelttn_ai_m, alvdf_ai_m, temp_surface_ave, total_ocean_river, total_ocean_river_heat, total_ocean_heat, temp_xflux_subme...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>025deg_jra55_iaf_era5comparison</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{0.25 degree ACCESS-OM2 global model configuration with JRA55-do v1.5.0\\ninterannual forcing (1980-2019)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, fx}</td>\n",
+       "      <td>{sfc_salt_flux_restore, shear_m, average_T2, daidtd_m, fhocn_ai_m, rhoave, fmelttn_ai_m, temp_surface_ave, total_ocean_river, total_ocean_river_heat, total_ocean_heat, temp_xflux_submeso_int_z, fr...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>025deg_jra55_iaf_omip2_cycle1</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 1/6 of 0.25 degree ACCESS-OM2 physics-only global configuration with JRA55-do v1.4 OMIP2 interannual forcing (1958-2019)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{sfc_salt_flux_restore, shear_m, average_T2, vvel_m, salt_tendency, rhoave, daidtd_m, fhocn_ai_m, alvdf_ai_m, fmelttn_ai_m, sst_sq, temp_surface_ave, total_ocean_river, eta_t, total_ocean_river_he...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>025deg_jra55_iaf_omip2_cycle2</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 1/6 of 0.25 degree ACCESS-OM2 physics-only global configuration with JRA55-do v1.4 OMIP2 interannual forcing (1958-2019)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{sfc_salt_flux_restore, shear_m, average_T2, vvel_m, salt_tendency, rhoave, daidtd_m, fhocn_ai_m, alvdf_ai_m, fmelttn_ai_m, sst_sq, temp_surface_ave, total_ocean_river, eta_t, total_ocean_river_he...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>025deg_jra55_iaf_omip2_cycle3</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 3/6 of 0.25 degree ACCESS-OM2 physics-only global configuration with JRA55-do v1.4 OMIP2 interannual forcing (1958-2019)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{sfc_salt_flux_restore, shear_m, average_T2, vvel_m, salt_tendency, rhoave, daidtd_m, fhocn_ai_m, alvdf_ai_m, fmelttn_ai_m, sst_sq, temp_surface_ave, total_ocean_river, eta_t, total_ocean_river_he...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>025deg_jra55_iaf_omip2_cycle4</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 4/6 of 0.25 degree ACCESS-OM2 physics-only global configuration with JRA55-do v1.4 OMIP2 interannual forcing (1958-2019)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{sfc_salt_flux_restore, shear_m, average_T2, vvel_m, salt_tendency, rhoave, daidtd_m, fhocn_ai_m, alvdf_ai_m, fmelttn_ai_m, sst_sq, temp_surface_ave, total_ocean_river, eta_t, total_ocean_river_he...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>025deg_jra55_iaf_omip2_cycle5</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 5/6 of 0.25 degree ACCESS-OM2 physics-only global configuration with JRA55-do v1.4 OMIP2 interannual forcing (1958-2019)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{sfc_salt_flux_restore, shear_m, average_T2, vvel_m, salt_tendency, rhoave, daidtd_m, fhocn_ai_m, alvdf_ai_m, fmelttn_ai_m, sst_sq, temp_surface_ave, total_ocean_river, eta_t, total_ocean_river_he...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>025deg_jra55_iaf_omip2_cycle6</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 6/6 of 0.25 degree ACCESS-OM2 physics-only global configuration with JRA55-do v1.4 OMIP2 interannual forcing (1958-2019)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, fx}</td>\n",
+       "      <td>{sfc_salt_flux_restore, shear_m, average_T2, vvel_m, salt_tendency, rhoave, daidtd_m, fhocn_ai_m, alvdf_ai_m, fmelttn_ai_m, sst_sq, temp_surface_ave, total_ocean_river, eta_t, total_ocean_river_he...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>025deg_jra55_ryf9091_gadi</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{0.25 degree ACCESS-OM2 physics-only global configuration with JRA55-do v1.3 RYF9091 repeat year forcing (May 1990 to Apr 1991)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr, fx}</td>\n",
+       "      <td>{sfc_salt_flux_restore, shear_m, average_T2, daidtd_m, fhocn_ai_m, rhoave, fmelttn_ai_m, alvdf_ai_m, temp_surface_ave, eta_t, total_ocean_river, total_ocean_river_heat, total_ocean_heat, NCAT, geo...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>025deg_jra55_ryf_era5comparison</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{0.25 degree ACCESS-OM2 global model configuration with JRA55-do v1.4.0\\nRYF9091 repeat year forcing (May 1990 to Apr 1991)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, fx}</td>\n",
+       "      <td>{sfc_salt_flux_restore, shear_m, average_T2, daidtd_m, fhocn_ai_m, rhoave, fmelttn_ai_m, alvdf_ai_m, temp_surface_ave, total_ocean_river, total_ocean_river_heat, total_ocean_heat, temp_xflux_subme...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_era5_iaf</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{1 degree ACCESS-OM2 global model configuration with ERA5 interannual\\nforcing (1960-2019)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, fx}</td>\n",
+       "      <td>{sfc_salt_flux_restore, shear_m, average_T2, daidtd_m, fhocn_ai_m, rhoave, fmelttn_ai_m, alvdf_ai_m, temp_surface_ave, total_ocean_river, total_ocean_river_heat, total_ocean_heat, temp_xflux_subme...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_era5_ryf</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{1 degree ACCESS-OM2 global model configuration with ERA5 RYF9091 repeat\\nyear forcing (May 1990 to Apr 1991)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, fx}</td>\n",
+       "      <td>{sfc_salt_flux_restore, shear_m, average_T2, daidtd_m, fhocn_ai_m, rhoave, fmelttn_ai_m, alvdf_ai_m, temp_surface_ave, total_ocean_river, total_ocean_river_heat, total_ocean_heat, temp_xflux_subme...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_era5comparison</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{1 degree ACCESS-OM2 global model configuration with JRA55-do v1.4.0\\ninterannual forcing (1960-2019)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, fx}</td>\n",
+       "      <td>{sfc_salt_flux_restore, shear_m, average_T2, daidtd_m, fhocn_ai_m, rhoave, fmelttn_ai_m, alvdf_ai_m, temp_surface_ave, total_ocean_river, total_ocean_river_heat, total_ocean_heat, temp_xflux_subme...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2_cycle1</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 1/6 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{paco2, alvdf_ai_m, phy, surface_dic, total_ocean_river_heat, temp_xflux_submeso_int_z, melt, geolon_c, tx_trans_rho_gm, surface_pot_temp_max, fswthru_ai_m, pbot_adjust, dvidtt_m, ekman_we, no3os_...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2_cycle2</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 2/6 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{paco2, alvdf_ai_m, phy, surface_dic, total_ocean_river_heat, temp_xflux_submeso_int_z, melt, geolon_c, tx_trans_rho_gm, surface_pot_temp_max, fswthru_ai_m, pbot_adjust, dvidtt_m, ekman_we, no3os_...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2_cycle3</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 3/6 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{paco2, alvdf_ai_m, phy, surface_dic, total_ocean_river_heat, temp_xflux_submeso_int_z, melt, geolon_c, tx_trans_rho_gm, surface_pot_temp_max, fswthru_ai_m, pbot_adjust, dvidtt_m, ekman_we, no3os_...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2_cycle4</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 4/6 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{paco2, alvdf_ai_m, phy, surface_dic, total_ocean_river_heat, temp_xflux_submeso_int_z, melt, geolon_c, tx_trans_rho_gm, surface_pot_temp_max, fswthru_ai_m, pbot_adjust, dvidtt_m, ekman_we, no3os_...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2_cycle5</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 5/6 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{paco2, alvdf_ai_m, phy, surface_dic, total_ocean_river_heat, temp_xflux_submeso_int_z, melt, geolon_c, tx_trans_rho_gm, surface_pot_temp_max, fswthru_ai_m, pbot_adjust, dvidtt_m, ekman_we, no3os_...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2_cycle6</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 6/6 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{paco2, alvdf_ai_m, phy, surface_dic, total_ocean_river_heat, temp_xflux_submeso_int_z, melt, geolon_c, tx_trans_rho_gm, surface_pot_temp_max, fswthru_ai_m, pbot_adjust, dvidtt_m, ekman_we, no3os_...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle1</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 1/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{paco2, alvdf_ai_m, phy, surface_dic, total_ocean_river_heat, temp_xflux_submeso_int_z, melt, geolon_c, tx_trans_rho_gm, fswthru_ai_m, pbot_adjust, dvidtt_m, no3os_raw, salt_rivermix, meltb_m, pme...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle10</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 10/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, NCAT, fswup_m, uatm_m, time_bounds, tarea, eta_global, stf09, adic, age_global, sst, no3, al...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle11</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 11/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, NCAT, fswup_m, uatm_m, time_bounds, tarea, eta_global, stf09, adic, age_global, sst, no3, al...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle12</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 12/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, NCAT, fswup_m, uatm_m, time_bounds, tarea, eta_global, stf09, adic, age_global, sst, no3, al...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle13</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 13/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, NCAT, fswup_m, uatm_m, time_bounds, tarea, eta_global, stf09, adic, age_global, sst, no3, al...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle14</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 14/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, NCAT, fswup_m, uatm_m, time_bounds, tarea, eta_global, stf09, adic, age_global, sst, no3, al...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle15</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 15/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, NCAT, fswup_m, uatm_m, time_bounds, tarea, eta_global, stf09, adic, age_global, sst, no3, al...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle16</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 16/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, NCAT, fswup_m, uatm_m, time_bounds, tarea, eta_global, stf09, adic, age_global, sst, no3, al...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle17</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 17/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, NCAT, fswup_m, uatm_m, time_bounds, tarea, eta_global, stf09, adic, age_global, sst, no3, al...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle18</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 18/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, NCAT, fswup_m, uatm_m, time_bounds, tarea, eta_global, stf09, adic, age_global, sst, no3, al...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle19</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 19/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, NCAT, fswup_m, uatm_m, time_bounds, tarea, eta_global, stf09, adic, age_global, sst, no3, al...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle2</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 2/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{paco2, alvdf_ai_m, phy, surface_dic, total_ocean_river_heat, temp_xflux_submeso_int_z, melt, geolon_c, tx_trans_rho_gm, fswthru_ai_m, pbot_adjust, dvidtt_m, no3os_raw, salt_rivermix, meltb_m, pme...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle20</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 20/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, NCAT, fswup_m, uatm_m, time_bounds, tarea, eta_global, stf09, adic, age_global, sst, no3, al...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle21</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 21/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, NCAT, fswup_m, uatm_m, time_bounds, tarea, eta_global, stf09, adic, age_global, sst, no3, al...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle22</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 22/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, NCAT, fswup_m, uatm_m, time_bounds, tarea, eta_global, stf09, adic, age_global, sst, no3, al...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle23</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 23/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, NCAT, fswup_m, uatm_m, time_bounds, tarea, eta_global, stf09, adic, age_global, sst, no3, al...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle24</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 24/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, NCAT, fswup_m, uatm_m, time_bounds, tarea, eta_global, stf09, adic, age_global, sst, no3, al...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle25</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 25/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, NCAT, fswup_m, uatm_m, time_bounds, tarea, eta_global, stf09, adic, age_global, sst, no3, al...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle26</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 26/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, NCAT, fswup_m, uatm_m, time_bounds, tarea, eta_global, stf09, adic, age_global, sst, no3, al...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle27</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 27/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, NCAT, fswup_m, uatm_m, time_bounds, tarea, eta_global, stf09, adic, age_global, sst, no3, al...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle28</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 28/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, NCAT, fswup_m, uatm_m, time_bounds, tarea, eta_global, stf09, adic, age_global, sst, no3, al...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle29</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 29/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, NCAT, fswup_m, uatm_m, time_bounds, tarea, eta_global, stf09, adic, age_global, sst, no3, al...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle3</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 3/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{paco2, alvdf_ai_m, phy, surface_dic, total_ocean_river_heat, temp_xflux_submeso_int_z, melt, geolon_c, tx_trans_rho_gm, fswthru_ai_m, pbot_adjust, dvidtt_m, no3os_raw, salt_rivermix, meltb_m, pme...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle30</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 30/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, NCAT, fswup_m, uatm_m, time_bounds, tarea, eta_global, stf09, adic, age_global, sst, no3, al...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle31</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 31/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, NCAT, fswup_m, uatm_m, time_bounds, tarea, eta_global, stf09, adic, age_global, sst, no3, al...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle32</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 32/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, NCAT, fswup_m, uatm_m, time_bounds, tarea, eta_global, stf09, adic, age_global, sst, no3, al...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle33</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 33/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, NCAT, fswup_m, uatm_m, time_bounds, tarea, eta_global, stf09, adic, age_global, sst, no3, al...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle34</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 34/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{sfc_salt_flux_restore, average_T2, phyos_raw, salt_tendency, rhoave, paco2, alvdf_ai_m, o2os_raw, sst_sq, temp_surface_ave, total_ocean_river, phy, total_ocean_river_heat, total_ocean_heat, temp_...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle35</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 35/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{sfc_salt_flux_restore, average_T2, phyos_raw, salt_tendency, rhoave, paco2, alvdf_ai_m, o2os_raw, sst_sq, temp_surface_ave, total_ocean_river, phy, total_ocean_river_heat, total_ocean_heat, temp_...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle36</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 36/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{sfc_salt_flux_restore, average_T2, phyos_raw, salt_tendency, rhoave, paco2, alvdf_ai_m, o2os_raw, sst_sq, temp_surface_ave, total_ocean_river, phy, total_ocean_river_heat, total_ocean_heat, temp_...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle37</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 37/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{sfc_salt_flux_restore, average_T2, phyos_raw, salt_tendency, rhoave, paco2, alvdf_ai_m, o2os_raw, sst_sq, temp_surface_ave, total_ocean_river, phy, total_ocean_river_heat, total_ocean_heat, temp_...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle38</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 38/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{sfc_salt_flux_restore, average_T2, phyos_raw, salt_tendency, rhoave, paco2, alvdf_ai_m, o2os_raw, sst_sq, temp_surface_ave, total_ocean_river, phy, total_ocean_river_heat, total_ocean_heat, temp_...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle39</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 39/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{sfc_salt_flux_restore, average_T2, phyos_raw, salt_tendency, rhoave, paco2, alvdf_ai_m, o2os_raw, sst_sq, temp_surface_ave, total_ocean_river, phy, total_ocean_river_heat, total_ocean_heat, temp_...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle4</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 4/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{paco2, alvdf_ai_m, phy, surface_dic, total_ocean_river_heat, temp_xflux_submeso_int_z, melt, geolon_c, tx_trans_rho_gm, fswthru_ai_m, pbot_adjust, dvidtt_m, no3os_raw, salt_rivermix, meltb_m, pme...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle40</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 40/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, NCAT, fswup_m, uatm_m, time_bounds, tarea, eta_global, stf09, adic, age_global, sst, no3, al...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle41</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 41/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, NCAT, fswup_m, uatm_m, time_bounds, tarea, eta_global, stf09, adic, age_global, sst, no3, al...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle42</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 42/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, NCAT, fswup_m, uatm_m, time_bounds, tarea, eta_global, stf09, adic, age_global, sst, no3, al...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle43</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 43/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, NCAT, fswup_m, uatm_m, time_bounds, tarea, eta_global, stf09, adic, age_global, sst, no3, al...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle44</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 44/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, NCAT, fswup_m, uatm_m, time_bounds, tarea, eta_global, stf09, adic, age_global, sst, no3, al...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle45</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 45/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, NCAT, fswup_m, uatm_m, time_bounds, tarea, eta_global, stf09, adic, age_global, sst, no3, al...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle5</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 5/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{sfc_salt_flux_restore, average_T2, phyos_raw, salt_tendency, rhoave, paco2, alvdf_ai_m, o2os_raw, sst_sq, temp_surface_ave, total_ocean_river, phy, total_ocean_river_heat, total_ocean_heat, temp_...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle6</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 6/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, 1yr, fx}</td>\n",
+       "      <td>{sfc_salt_flux_restore, average_T2, phyos_raw, salt_tendency, rhoave, paco2, alvdf_ai_m, o2os_raw, sst_sq, temp_surface_ave, total_ocean_river, phy, total_ocean_river_heat, total_ocean_heat, temp_...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle7</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 7/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1day, 1mon, 1yr}</td>\n",
+       "      <td>{shear_m, average_T2, daidtd_m, fhocn_ai_m, fmelttn_ai_m, alvdf_ai_m, phy, temp_surface_ave, frazil, NCAT, strtlty_m, uatm_m, tarea, fswabs_ai_m, strintx_m, alidf_ai_m, average_T1, trsig_m, fswthr...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle8</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 8/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, NCAT, fswup_m, uatm_m, time_bounds, tarea, eta_global, stf09, adic, age_global, sst, no3, al...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_iaf_omip2spunup_cycle9</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{Cycle 9/45 of 1 degree ACCESS-OM2-BGC global configuration with JRA55-do v1.4 OMIP2 spunup interannual forcing (1958-2018)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr}</td>\n",
+       "      <td>{average_T2, total_volume_seawater, dyu, aicen_m, alvdf_ai_m, TLON, phy, temp_surface_ave, aice_m, sss, NCAT, fswup_m, uatm_m, time_bounds, tarea, eta_global, stf09, adic, age_global, sst, no3, al...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55_ryf9091_gadi</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{1 degree ACCESS-OM2 physics-only global configuration with JRA55-do v1.3 RYF9091 repeat year forcing (May 1990 to Apr 1991)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1yr, fx}</td>\n",
+       "      <td>{sfc_salt_flux_restore, shear_m, average_T2, daidtd_m, fhocn_ai_m, rhoave, fmelttn_ai_m, alvdf_ai_m, temp_surface_ave, eta_t, total_ocean_river, total_ocean_river_heat, total_ocean_heat, temp_vdif...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1deg_jra55v14_ryf</th>\n",
+       "      <td>{ACCESS-OM2}</td>\n",
+       "      <td>{1 degree ACCESS-OM2 global model configuration with JRA55-do v1.4.0 RYF9091\\nrepeat year forcing (May 1990 to Apr 1991)}</td>\n",
+       "      <td>{ocean, seaIce}</td>\n",
+       "      <td>{1mon, 1day, fx}</td>\n",
+       "      <td>{sfc_salt_flux_restore, shear_m, average_T2, daidtd_m, fhocn_ai_m, rhoave, fmelttn_ai_m, alvdf_ai_m, temp_surface_ave, total_ocean_river, total_ocean_river_heat, total_ocean_heat, temp_xflux_subme...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>HI_CN_05</th>\n",
+       "      <td>{ACCESS-ESM1-5}</td>\n",
+       "      <td>{Historical run using same configuration as CMIP6 ACCESS-ESM1.5 historical r1i1p1f1,  but with phosphorus limitation disabled within CASA-CNP}</td>\n",
+       "      <td>{seaIce, ocean, atmos}</td>\n",
+       "      <td>{1mon, 3hr, 1yr, 6hr, 1day}</td>\n",
+       "      <td>{paco2, total_ocean_pme_sbc, snow_ai, phy, fld_s08i236, temp_xflux_submeso_int_z, fld_s03i801, fld_s02i284, diff_cbt_drag, melt, geolon_c, evap_ai, fld_s03i825, fld_s00i436, tx_trans_rho_gm, phyno...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>HI_C_05_r1</th>\n",
+       "      <td>{ACCESS-ESM1-5}</td>\n",
+       "      <td>{Historical run using same configuration as CMIP6 ACCESS-ESM1.5 historical r1i1p1f1,  but with nitrogen and phosphorus limitations disabled within CASA-CNP}</td>\n",
+       "      <td>{seaIce, ocean, atmos}</td>\n",
+       "      <td>{1mon, 1day, 1yr}</td>\n",
+       "      <td>{paco2, total_ocean_pme_sbc, snow_ai, phy, fld_s08i236, temp_xflux_submeso_int_z, fld_s03i801, fld_s02i284, diff_cbt_drag, melt, geolon_c, evap_ai, fld_s03i825, fld_s00i436, tx_trans_rho_gm, phyno...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>HI_nl_C_05_r1</th>\n",
+       "      <td>{ACCESS-ESM1-5}</td>\n",
+       "      <td>{Historical run using same configuration as CMIP6 ACCESS-ESM1.5 historical r1i1p1f1,  but with nitrogen and phosphorus limitations disabled within CASA-CNP, and land-use  change disabled}</td>\n",
+       "      <td>{seaIce, ocean, atmos}</td>\n",
+       "      <td>{1mon, 1day, 1yr}</td>\n",
+       "      <td>{paco2, total_ocean_pme_sbc, snow_ai, phy, fld_s08i236, temp_xflux_submeso_int_z, fld_s03i801, fld_s02i284, diff_cbt_drag, melt, geolon_c, evap_ai, fld_s03i825, fld_s00i436, tx_trans_rho_gm, phyno...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>HI_noluc_CN_05</th>\n",
+       "      <td>{ACCESS-ESM1-5}</td>\n",
+       "      <td>{Historical run using same configuration as CMIP6 ACCESS-ESM1.5 historical r1i1p1f1,  but with phosphorus limitation disabled within CASA-CNP, and land-use change disabled}</td>\n",
+       "      <td>{seaIce, ocean, atmos}</td>\n",
+       "      <td>{1mon, 3hr, 1yr, 6hr, 1day}</td>\n",
+       "      <td>{paco2, total_ocean_pme_sbc, snow_ai, phy, fld_s08i236, temp_xflux_submeso_int_z, fld_s03i801, fld_s02i284, diff_cbt_drag, melt, geolon_c, evap_ai, fld_s03i825, fld_s00i436, tx_trans_rho_gm, phyno...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PI_GWL_B2035</th>\n",
+       "      <td>{ACCESS-ESM1-5}</td>\n",
+       "      <td>{Climate stabilization run at different global warming levels with zero C02  emissions and pre-industrial aerosols, starting in 2035 }</td>\n",
+       "      <td>{seaIce, ocean, atmos}</td>\n",
+       "      <td>{1mon, 1day, 1yr}</td>\n",
+       "      <td>{paco2, total_ocean_pme_sbc, snow_ai, phy, fld_s08i236, temp_xflux_submeso_int_z, fld_s03i801, fld_s02i284, diff_cbt_drag, melt, geolon_c, evap_ai, fld_s03i825, fld_s00i436, tx_trans_rho_gm, phyno...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PI_GWL_B2040</th>\n",
+       "      <td>{ACCESS-ESM1-5}</td>\n",
+       "      <td>{Climate stabilization run at different global warming levels with zero C02  emissions and pre-industrial aerosols, starting in 2040}</td>\n",
+       "      <td>{seaIce, ocean, atmos}</td>\n",
+       "      <td>{1mon, 1day, 1yr}</td>\n",
+       "      <td>{paco2, total_ocean_pme_sbc, snow_ai, phy, fld_s08i236, temp_xflux_submeso_int_z, fld_s03i801, fld_s02i284, diff_cbt_drag, melt, geolon_c, evap_ai, fld_s03i825, fld_s00i436, tx_trans_rho_gm, phyno...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PI_GWL_B2045</th>\n",
+       "      <td>{ACCESS-ESM1-5}</td>\n",
+       "      <td>{Climate stabilization run at different global warming levels with zero C02  emissions and pre-industrial aerosols, starting in 2045}</td>\n",
+       "      <td>{seaIce, ocean, atmos}</td>\n",
+       "      <td>{1mon, 1day, 1yr}</td>\n",
+       "      <td>{paco2, total_ocean_pme_sbc, snow_ai, phy, fld_s08i236, temp_xflux_submeso_int_z, fld_s03i801, fld_s02i284, diff_cbt_drag, melt, geolon_c, evap_ai, fld_s03i825, fld_s00i436, tx_trans_rho_gm, phyno...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PI_GWL_B2050</th>\n",
+       "      <td>{ACCESS-ESM1-5}</td>\n",
+       "      <td>{Climate stabilization run at different global warming levels with zero C02  emissions and pre-industrial aerosols, starting in 2050}</td>\n",
+       "      <td>{seaIce, ocean, atmos}</td>\n",
+       "      <td>{1mon, 1day, 1yr}</td>\n",
+       "      <td>{paco2, total_ocean_pme_sbc, snow_ai, phy, fld_s08i236, temp_xflux_submeso_int_z, fld_s03i801, fld_s02i284, diff_cbt_drag, melt, geolon_c, evap_ai, fld_s03i825, fld_s00i436, tx_trans_rho_gm, phyno...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PI_GWL_B2055</th>\n",
+       "      <td>{ACCESS-ESM1-5}</td>\n",
+       "      <td>{Climate stabilization run at different global warming levels with zero C02  emissions and pre-industrial aerosols, starting in 2055}</td>\n",
+       "      <td>{seaIce, ocean, atmos}</td>\n",
+       "      <td>{1mon, 1day, 1yr}</td>\n",
+       "      <td>{paco2, total_ocean_pme_sbc, snow_ai, phy, fld_s08i236, temp_xflux_submeso_int_z, fld_s03i801, fld_s02i284, diff_cbt_drag, melt, geolon_c, evap_ai, fld_s03i825, fld_s00i436, tx_trans_rho_gm, phyno...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PI_GWL_B2060</th>\n",
+       "      <td>{ACCESS-ESM1-5}</td>\n",
+       "      <td>{Climate stabilization run at different global warming levels with zero C02  emissions and pre-industrial aerosols, starting in 2060}</td>\n",
+       "      <td>{seaIce, ocean, atmos}</td>\n",
+       "      <td>{1mon, 1day, 1yr}</td>\n",
+       "      <td>{paco2, total_ocean_pme_sbc, snow_ai, phy, fld_s08i236, temp_xflux_submeso_int_z, fld_s03i801, fld_s02i284, diff_cbt_drag, melt, geolon_c, evap_ai, fld_s03i825, fld_s00i436, tx_trans_rho_gm, phyno...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bx944</th>\n",
+       "      <td>{ACCESS-CM2}</td>\n",
+       "      <td>{Standard CMIP6 historical simulation, control experiment for by473 pacemaker experiment (948d8676-2c56-49db-8ea1-b80572b074c8)}</td>\n",
+       "      <td>{seaIce, ocean, atmos}</td>\n",
+       "      <td>{1mon, 1day}</td>\n",
+       "      <td>{total_ocean_pme_sbc, fld_s08i236, temp_xflux_submeso_int_z, fld_s03i801, fld_s02i284, diff_cbt_drag, melt, geolon_c, fld_s03i825, fld_s00i436, tx_trans_rho_gm, sitempsnic, temp_xflux_ndiffuse, th...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>by473</th>\n",
+       "      <td>{ACCESS-CM2}</td>\n",
+       "      <td>{Pacemaker variation of CMIP6 historical simulation, Topical Atlantic region replaced  with fixed SSTs from observations}</td>\n",
+       "      <td>{seaIce, ocean, atmos}</td>\n",
+       "      <td>{1mon, 1day}</td>\n",
+       "      <td>{total_ocean_pme_sbc, fld_s08i236, temp_xflux_submeso_int_z, fld_s03i801, fld_s02i284, diff_cbt_drag, melt, geolon_c, fld_s03i825, fld_s00i436, tx_trans_rho_gm, sitempsnic, temp_xflux_ndiffuse, th...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>by578</th>\n",
+       "      <td>{ACCESS-CM2}</td>\n",
+       "      <td>{Pacemaker variation of CMIP6 ssp245 simulation with Tropical Atlantic region replaced  with fixed SSTs from observations}</td>\n",
+       "      <td>{seaIce, ocean, atmos}</td>\n",
+       "      <td>{1mon, 1day}</td>\n",
+       "      <td>{total_ocean_pme_sbc, fld_s08i236, temp_xflux_submeso_int_z, fld_s03i801, fld_s02i284, diff_cbt_drag, melt, geolon_c, fld_s03i825, fld_s00i436, tx_trans_rho_gm, sitempsnic, temp_xflux_ndiffuse, th...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>by647</th>\n",
+       "      <td>{ACCESS-CM2}</td>\n",
+       "      <td>{Standard CMIP6 ssp245 simulation, control experiment for by578 pacemaker experiment (1fd9e682-d393-4b17-a9cd-934c3a48a1f8)}</td>\n",
+       "      <td>{seaIce, ocean, atmos}</td>\n",
+       "      <td>{1mon, 1day}</td>\n",
+       "      <td>{total_ocean_pme_sbc, fld_s08i236, temp_xflux_submeso_int_z, fld_s03i801, fld_s02i284, diff_cbt_drag, melt, geolon_c, fld_s03i825, fld_s00i436, tx_trans_rho_gm, sitempsnic, temp_xflux_ndiffuse, th...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bz687</th>\n",
+       "      <td>{ACCESS-CM2}</td>\n",
+       "      <td>{ACCESS-CM2 CMIP6 with 1 degree ocean. Present day atmospheric forcing with  1985-2014 mean GHG, aerosol emissions etc.}</td>\n",
+       "      <td>{seaIce, ocean, atmos}</td>\n",
+       "      <td>{1mon, 1day}</td>\n",
+       "      <td>{total_ocean_pme_sbc, fld_s08i236, temp_xflux_submeso_int_z, fld_s03i801, fld_s02i284, diff_cbt_drag, melt, geolon_c, fld_s03i825, fld_s00i436, tx_trans_rho_gm, sitempsnic, temp_xflux_ndiffuse, th...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>cj877</th>\n",
+       "      <td>{ACCESS-CM2}</td>\n",
+       "      <td>{ACCESS-CM2 with COSIMA OM2 0.25 degree ocean configuration. Present day  atmospheric forcing with 1985-2014 mean GHG, aerosol emissions etc.}</td>\n",
+       "      <td>{seaIce, ocean, atmos}</td>\n",
+       "      <td>{1mon, 1day, fx}</td>\n",
+       "      <td>{total_ocean_river_heat, fld_s08i236, temp_xflux_submeso_int_z, fld_s03i801, fld_s02i284, melt, geolon_c, fld_s03i825, fld_s00i436, surface_pot_temp_max, sitempsnic, theta_level_height, fld_s15i10...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>cmip5_al33</th>\n",
+       "      <td>{CSIRO-QCCCE-CSIRO-Mk3-6-0, IPSL-CM5A-MR, GEOS-5, CESM1-CAM5, CSIRO-BOM-ACCESS1-0, GFDL-ESM2M, MIROC-ESM, CMCC-CM, miroc5, GISS-E2-H-CC, CESM1-BGC, fio-esm, MIROC-MIROC5, HadCM3, NorESM1-M, GFDL-C...</td>\n",
+       "      <td>{Replicated CMIP5-era datasets catalogued by NCI}</td>\n",
+       "      <td>{landIce, land, ocnBgchem, none, atmos, aerosol, ocean, seaIce}</td>\n",
+       "      <td>{1mon, 3hr, 1yr, subhr, 6hr, fx, 1day}</td>\n",
+       "      <td>{rsdcs, concdms, zsatcalc, tnsccwbl, bsi, fsitherm, reffclws, va500, tnsccwcm, tnsccwce, hfrunoffds, wetdms, hus, strairy, reffclic, zossq, toffset, tntr, loadpoa, va, hfcorr, lwsnl, cdnc, od550ae...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>cmip5_rr3</th>\n",
+       "      <td>{CSIRO-BOM-ACCESS1-0, GFDL-ESM2M, MIROC-ESM, CSIRO-BOM-ACCESS1-3, MIROC-MIROC5, CSIRO-Mk3L-1-2, NorESM1-M, IPSL-CM5B-LR, NCC-NorESM1-M, CanESM2, MRI-CGCM3, NOAA-GFDL-GFDL-CM3, MPI-ESM-LR, MPI-ESM-...</td>\n",
+       "      <td>{Australian CMIP5-era datasets catalogued by NCI}</td>\n",
+       "      <td>{landIce, land, none, atmos, aerosol, ocean, seaIce}</td>\n",
+       "      <td>{1mon, 3hr, 3mon, 6hr, fx, 1hr, 1day}</td>\n",
+       "      <td>{concoa, concdms, huss, sfcWind, tossq, uas, volo, treeFrac, sconcbc, grassFrac, fsitherm, basin, rlut, va500, transix, shrubFrac, tauvo, concdust, msftyrhoz, hfrunoffds, masso, sconcdust, hus, um...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>cmip6_fs38</th>\n",
+       "      <td>{ACCESS-OM2-025, ACCESS-OM2, ACCESS-CM2, ACCESS-ESM1-5}</td>\n",
+       "      <td>{Australian CMIP6-era datasets catalogued by NCI}</td>\n",
+       "      <td>{landIce, land, ocnBgchem, atmos, aerosol, ocean, seaIce}</td>\n",
+       "      <td>{1mon, 3hr, 1yr, 6hr, fx, 1day}</td>\n",
+       "      <td>{fsitherm, dissicnatos, phycos, sndmasssi, grassFracC3, hus, zossq, va, siextents, sisnhc, od550aer, sihc, sidconcth, nLitter, mrsol, treeFracBdlEvg, zos, tsl, rsutcs, sisnthick, sidmasstranx, rsd...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>cmip6_oi10</th>\n",
+       "      <td>{NorCPM1, NorESM2-MM, GFDL-OM4p5B, CESM2, EC-Earth3-Veg, ACCESS-OM2-025, CMCC-CM2-SR5, GISS-E2-1-H, CESM2-FV2, HadGEM3-GC31-LM, CIESM, CanESM5-1, HiRAM-SIT-HR, BCC-CSM2-MR, CNRM-ESM2-1, CESM1-CAM5...</td>\n",
+       "      <td>{Replicated CMIP6-era datasets catalogued by NCI}</td>\n",
+       "      <td>{land, ocnBgchem, landIce, atmosChem, atmos, aerosol, ocean, seaIce}</td>\n",
+       "      <td>{1mon, 3hr, 1yr, subhr, 6hr, fx, 1hr, 1day}</td>\n",
+       "      <td>{fsitherm, opottemptend, dissicnatos, sitempsnic, grassFracC3, hus, zossq, va, hfcorr, lwsnl, od550aer, hfibthermds, sihc, nLitter, mrsol, laiLut, treeFracBdlEvg, zos, fco2fos, cOther, tsl, rsutcs...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div></div>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "cat_old = intake.cat.access_nri(version=\"v2024-10-02\")\n",
+    "cat_old"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "0f48e981-5ae6-467e-985c-7a4439c22d50",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2272"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(cat_old.df)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7e7e3ea7-966c-4c34-a57b-c3944e641594",
+   "metadata": {},
+   "source": [
+    "Examine new catalog\n",
+    "---"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "f7b60678-50a4-4ce5-bc9a-7fedd57ca398",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'/proxy/8787/status'"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from distributed import Client\n",
+    "\n",
+    "client = Client(threads_per_worker=1)\n",
+    "client.dashboard_link"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "50b4f5b3-a5cc-40c4-93cb-f9f6a802145f",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Experiment 01deg_jra55v140_iaf_cycle4_jra55v150_extension  :   14273 dataframe rows\n",
+      "Experiment HI_CN_05                                        :    9435 dataframe rows\n",
+      "Experiment narclim2_zz63                                   : 2492315 dataframe rows\n",
+      "Experiment 025deg_jra55_iaf_omip2_cycle5                   :    1769 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle15              :     915 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle33              :     915 dataframe rows\n",
+      "Experiment HI_noluc_CN_05                                  :    9435 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle5               :    1281 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle27              :     915 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle17              :     915 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle34              :    1281 dataframe rows\n",
+      "Experiment bz687                                           :   58266 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle39              :    1281 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle29              :     915 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle30              :     915 dataframe rows\n",
+      "Experiment cmip6_fs38                                      : 1054133 dataframe rows\n",
+      "Experiment 01deg_jra55v140_iaf                             :   25924 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle31              :     915 dataframe rows\n",
+      "Experiment 025deg_jra55_ryf_era5comparison                 :    3224 dataframe rows\n",
+      "Experiment panant-01-zstar-v13                             :    2136 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle8               :     915 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2_cycle5                     :    2013 dataframe rows\n",
+      "Experiment 01deg_jra55v13_ryf9091                          :   11947 dataframe rows\n",
+      "Experiment 01deg_jra55v140_iaf_cycle4                      :  131730 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_era5comparison                   :    7860 dataframe rows\n",
+      "Experiment PI_GWL_B2055                                    :   43000 dataframe rows\n",
+      "Experiment 1deg_era5_ryf                                   :   10100 dataframe rows\n",
+      "Experiment PI_GWL_B2040                                    :   43000 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2_cycle2                     :    2013 dataframe rows\n",
+      "Experiment 01deg_jra55v140_iaf_cycle3                      :   29438 dataframe rows\n",
+      "Experiment 01deg_jra55v150_iaf_cycle1                      :   22848 dataframe rows\n",
+      "Experiment cj877                                           :  116522 dataframe rows\n",
+      "Experiment by473                                           :   12149 dataframe rows\n",
+      "Experiment OM4_025.JRA_RYF                                 :    1140 dataframe rows\n",
+      "Experiment HI_nl_C_05_r1                                   :    7875 dataframe rows\n",
+      "Experiment 025deg_jra55_iaf_omip2_cycle4                   :    1769 dataframe rows\n",
+      "Experiment PI_GWL_B2050                                    :   43000 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2_cycle1                     :    2013 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle36              :    1281 dataframe rows\n",
+      "Experiment barpa_py18                                      :  987568 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2_cycle6                     :    2013 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle41              :    4575 dataframe rows\n",
+      "Experiment 01deg_jra55v140_iaf_cycle2                      :   24954 dataframe rows\n",
+      "Experiment HI_C_05_r1                                      :    7873 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle2               :    2013 dataframe rows\n",
+      "Experiment 025deg_jra55_iaf_omip2_cycle3                   :    1808 dataframe rows\n",
+      "Experiment PI_GWL_B2060                                    :   43000 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle32              :     915 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle24              :     915 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle38              :    1281 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle16              :     915 dataframe rows\n",
+      "Experiment rcm_ccam_hq89                                   :  637228 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle20              :     915 dataframe rows\n",
+      "Experiment 025deg_jra55_iaf_omip2_cycle1                   :    1769 dataframe rows\n",
+      "Experiment 025deg_jra55_iaf_omip2_cycle2                   :    1769 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle6               :    1281 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle40              :     915 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle26              :     915 dataframe rows\n",
+      "Experiment 025deg_era5_ryf                                 :    3310 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle4               :    1989 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle42              :     915 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle9               :     915 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle18              :     915 dataframe rows\n",
+      "Experiment 025deg_era5_iaf                                 :    4884 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle19              :     915 dataframe rows\n",
+      "Experiment PI_GWL_B2035                                    :   43000 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle14              :     915 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle1               :    2013 dataframe rows\n",
+      "Experiment panant-01-hycom1-v13                            :     280 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle3               :    2013 dataframe rows\n",
+      "Experiment 1deg_jra55_ryf9091_gadi                         :    9677 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle44              :     915 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle22              :     915 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle25              :     915 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle13              :     915 dataframe rows\n",
+      "Experiment 1deg_era5_iaf                                   :    7965 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle10              :     915 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle11              :     915 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2_cycle3                     :    2013 dataframe rows\n",
+      "Experiment 025deg_jra55_ryf9091_gadi                       :    8951 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2_cycle4                     :    2013 dataframe rows\n",
+      "Experiment bx944                                           :   12150 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle45              :     915 dataframe rows\n",
+      "Experiment PI_GWL_B2045                                    :   43000 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle37              :    1281 dataframe rows\n",
+      "Experiment 025deg_jra55_iaf_omip2_cycle6                   :    1830 dataframe rows\n",
+      "Experiment cmip6_oi10                                      : 3316676 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle35              :    1281 dataframe rows\n",
+      "Experiment cmip5_rr3                                       : 2858922 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle12              :     915 dataframe rows\n",
+      "Experiment by578                                           :    1350 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle7               :     927 dataframe rows\n",
+      "Experiment by647                                           :    1350 dataframe rows\n",
+      "Experiment 1deg_jra55v14_ryf                               :   10100 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle23              :     915 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle43              :     915 dataframe rows\n",
+      "Experiment 025deg_jra55_iaf_era5comparison                 :    4883 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle21              :     915 dataframe rows\n",
+      "Experiment 1deg_jra55_iaf_omip2spunup_cycle28              :     915 dataframe rows\n",
+      "Experiment era5_rt52                                       :  806762 dataframe rows\n",
+      "Experiment cmip5_al33                                      : 3700255 dataframe rows\n"
+     ]
+    }
+   ],
+   "source": [
+    "for exp in cat:\n",
+    "    print(f\"Experiment {exp:48s}: {len(cat[exp].df):7d} dataframe rows\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "8f5a8d4b-b926-41d0-aba8-127d01e3bddf",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2357"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(cat.df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "ddcd3468-980c-4a58-aa82-fd708ca9ca04",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([('ACCESS-CM2',), ('ACCESS-ESM1-5',), ('ACCESS-OM2',),\n",
+       "       ('ACCESS-OM2-01',), ('ACCESS-OM2-025',), ('ACCESS1-0',),\n",
+       "       ('ACCESS1-3',), ('AWI-CM-1-1-MR',), ('AWI-ESM-1-1-LR',),\n",
+       "       ('AWI-ESM-1-REcoM',), ('BARPA-R',), ('BCC-CSM2-HR',),\n",
+       "       ('BCC-CSM2-MR',), ('BCC-ESM1',), ('BNU-ESM',), ('CAMS-CSM1-0',),\n",
+       "       ('CAS-ESM2-0',), ('CCCma-CanESM2',), ('CCSM4',),\n",
+       "       ('CESM1-1-CAM5-CMIP5',), ('CESM1-BGC',), ('CESM1-CAM5',),\n",
+       "       ('CESM1-CAM5-1-FV2',), ('CESM1-CAM5-SE-HR',),\n",
+       "       ('CESM1-CAM5-SE-LR',), ('CESM1-FASTCHEM',), ('CESM1-WACCM',),\n",
+       "       ('CESM2',), ('CESM2-FV2',), ('CESM2-WACCM',), ('CESM2-WACCM-FV2',),\n",
+       "       ('CFSv2-2011',), ('CIESM',), ('CMCC-CESM',), ('CMCC-CM',),\n",
+       "       ('CMCC-CM2-HR4',), ('CMCC-CM2-SR5',), ('CMCC-CM2-VHR4',),\n",
+       "       ('CMCC-CMS',), ('CMCC-ESM2',), ('CNRM-CERFACS-CNRM-CM5',),\n",
+       "       ('CNRM-CERFACS-CNRM-CM6-1-HR',), ('CNRM-CM5',), ('CNRM-CM5-2',),\n",
+       "       ('CNRM-CM6-1',), ('CNRM-CM6-1-HR',), ('CNRM-ESM2-1',),\n",
+       "       ('CSIRO-BOM-ACCESS1-0',), ('CSIRO-BOM-ACCESS1-3',),\n",
+       "       ('CSIRO-Mk3-6-0',), ('CSIRO-Mk3L-1-2',),\n",
+       "       ('CSIRO-QCCCE-CSIRO-Mk3-6-0',), ('CanAM4',), ('CanCM4',),\n",
+       "       ('CanESM2',), ('CanESM5',), ('CanESM5-1',), ('CanESM5-CanOE',),\n",
+       "       ('E3SM-1-0',), ('E3SM-1-1',), ('E3SM-1-1-ECA',), ('E3SM-2-0',),\n",
+       "       ('E3SM-2-0-NARRM',), ('EC-EARTH',), ('EC-Earth3',),\n",
+       "       ('EC-Earth3-AerChem',), ('EC-Earth3-CC',), ('EC-Earth3-HR',),\n",
+       "       ('EC-Earth3-LR',), ('EC-Earth3-Veg',), ('EC-Earth3-Veg-LR',),\n",
+       "       ('EC-Earth3P',), ('EC-Earth3P-HR',), ('ECMWF-ERAINT',),\n",
+       "       ('ECMWF-IFS-HR',), ('ECMWF-IFS-LR',), ('ECMWF-IFS-MR',), ('ERA5',),\n",
+       "       ('FGOALS-f3-H',), ('FGOALS-f3-L',), ('FGOALS-g2',), ('FGOALS-g3',),\n",
+       "       ('FGOALS-gl',), ('FGOALS-s2',), ('FIO-ESM',), ('FIO-ESM-2-0',),\n",
+       "       ('GEOS-5',), ('GFDL-AM4',), ('GFDL-CM2p1',), ('GFDL-CM3',),\n",
+       "       ('GFDL-CM4',), ('GFDL-CM4C192',), ('GFDL-ESM2G',), ('GFDL-ESM2M',),\n",
+       "       ('GFDL-ESM4',), ('GFDL-HIRAM-C180',), ('GFDL-HIRAM-C360',),\n",
+       "       ('GFDL-OM4p5B',), ('GISS-E2-1-G',), ('GISS-E2-1-G-CC',),\n",
+       "       ('GISS-E2-1-H',), ('GISS-E2-2-G',), ('GISS-E2-2-H',),\n",
+       "       ('GISS-E2-H',), ('GISS-E2-H-CC',), ('GISS-E2-R',),\n",
+       "       ('GISS-E2-R-CC',), ('HadCM3',), ('HadGEM2-A',), ('HadGEM2-AO',),\n",
+       "       ('HadGEM2-CC',), ('HadGEM2-ES',), ('HadGEM3-GC31-HH',),\n",
+       "       ('HadGEM3-GC31-HM',), ('HadGEM3-GC31-LL',), ('HadGEM3-GC31-LM',),\n",
+       "       ('HadGEM3-GC31-MM',), ('HiRAM-SIT-HR',), ('HiRAM-SIT-LR',),\n",
+       "       ('ICHEC-EC-EARTH',), ('ICON-ESM-LR',), ('IITM-ESM',),\n",
+       "       ('INM-CM4-8',), ('INM-CM5-0',), ('INM-CM5-H',), ('IPSL-CM5A-LR',),\n",
+       "       ('IPSL-CM5A-MR',), ('IPSL-CM5A2-INCA',), ('IPSL-CM5B-LR',),\n",
+       "       ('IPSL-CM6A-ATM-HR',), ('IPSL-CM6A-ATM-ICO-VHR',),\n",
+       "       ('IPSL-CM6A-LR',), ('IPSL-CM6A-LR-INCA',), ('IPSL-IPSL-CM5A-LR',),\n",
+       "       ('IPSL-IPSL-CM5A-MR',), ('KACE-1-0-G',), ('KIOST-ESM',),\n",
+       "       ('MCM-UA-1-0',), ('MIROC-ES2H',), ('MIROC-ES2L',), ('MIROC-ESM',),\n",
+       "       ('MIROC-ESM-CHEM',), ('MIROC-MIROC5',), ('MIROC4h',), ('MIROC5',),\n",
+       "       ('MIROC6',), ('MOHC-HadGEM2-CC',), ('MOHC-HadGEM2-ES',),\n",
+       "       ('MOM6', 'SIS2'), ('MPI-ESM-1-2-HAM',), ('MPI-ESM-LR',),\n",
+       "       ('MPI-ESM-MR',), ('MPI-ESM-P',), ('MPI-ESM1-2-HR',),\n",
+       "       ('MPI-ESM1-2-LR',), ('MPI-ESM1-2-XR',), ('MPI-M-MPI-ESM-LR',),\n",
+       "       ('MPI-M-MPI-ESM-MR',), ('MRI-AGCM3-2-H',), ('MRI-AGCM3-2-S',),\n",
+       "       ('MRI-AGCM3-2H',), ('MRI-AGCM3-2S',), ('MRI-CGCM3',),\n",
+       "       ('MRI-ESM1',), ('MRI-ESM2-0',), ('NCAR-CCSM4',),\n",
+       "       ('NCC-NorESM1-M',), ('NESM3',), ('NICAM16-7S',), ('NICAM16-8S',),\n",
+       "       ('NICAM16-9S',), ('NOAA-GFDL-GFDL-CM3',),\n",
+       "       ('NOAA-GFDL-GFDL-ESM2G',), ('NOAA-GFDL-GFDL-ESM2M',), ('NorCPM1',),\n",
+       "       ('NorESM1-F',), ('NorESM1-M',), ('NorESM1-ME',), ('NorESM2-LM',),\n",
+       "       ('NorESM2-MM',), ('SAM0-UNICON',), ('TaiESM1',),\n",
+       "       ('TaiESM1-TIMCOM',), ('TaiESM1-TIMCOM2',), ('UKESM1-0-LL',),\n",
+       "       ('UKESM1-1-LL',), ('bcc-csm1-1',), ('bcc-csm1-1-m',), ('era5',),\n",
+       "       ('era5-1',), ('era5-derived',), ('era5-preliminary',), ('era5t',),\n",
+       "       ('fio-esm',), ('gfdl-esm2m',), ('inmcm4',), ('miroc5',)],\n",
+       "      dtype=object)"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "np.unique(cat.df.model)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "f27dbe39-b1ec-46d7-b894-787eb0073cfd",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2307    (MOM6,)\n",
+       "2308    (MOM6,)\n",
+       "2309    (MOM6,)\n",
+       "2310    (MOM6,)\n",
+       "2311    (MOM6,)\n",
+       "2312    (MOM6,)\n",
+       "2313    (MOM6,)\n",
+       "2314    (MOM6,)\n",
+       "2315    (MOM6,)\n",
+       "2316    (MOM6,)\n",
+       "2317    (MOM6,)\n",
+       "2318    (MOM6,)\n",
+       "2319    (MOM6,)\n",
+       "2320    (MOM6,)\n",
+       "2321    (MOM6,)\n",
+       "2322    (MOM6,)\n",
+       "Name: model, dtype: object"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cat.search(model=\".*MOM6\").df.model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "7a634482-ee9a-4d38-8a55-d05f38f3c147",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(1124,)"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "np.unique(cat.df.variable).shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "e9eb4536-f550-49ad-9e82-3ef22a32e3dd",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'1deg_jra55_iaf_omip2spunup_cycle26'"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cat.keys()[-1]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "1630b7ea-4698-42ee-903f-74b85e6fc2e1",
+   "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>filename</th>\n",
+       "      <th>file_id</th>\n",
+       "      <th>path</th>\n",
+       "      <th>filename_timestamp</th>\n",
+       "      <th>frequency</th>\n",
+       "      <th>start_date</th>\n",
+       "      <th>end_date</th>\n",
+       "      <th>variable</th>\n",
+       "      <th>variable_long_name</th>\n",
+       "      <th>variable_standard_name</th>\n",
+       "      <th>variable_cell_methods</th>\n",
+       "      <th>variable_units</th>\n",
+       "      <th>realm</th>\n",
+       "      <th>member</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>PI-GWL-B2035.pa-010101_mon.nc</td>\n",
+       "      <td>PI_GWL_B2035_pa_XXXXXX_mon</td>\n",
+       "      <td>/g/data/p73/archive/non-CMIP/ACCESS-ESM1-5/PI-GWL-B2035/history/atm/netCDF/PI-GWL-B2035.pa-010101_mon.nc</td>\n",
+       "      <td>010101</td>\n",
+       "      <td>1mon</td>\n",
+       "      <td>0101-01-01, 00:00:00</td>\n",
+       "      <td>0101-02-01, 00:00:00</td>\n",
+       "      <td>[fld_s00i004, theta_level_height, sigma_theta, fld_s00i010, fld_s00i023, fld_s00i024, fld_s00i030, fld_s00i031, fld_s00i032, fld_s00i033, fld_s00i103, fld_s00i104, fld_s00i105, fld_s00i108, fld_s0...</td>\n",
+       "      <td>[THETA AFTER TIMESTEP, level_height, sigma, SPECIFIC HUMIDITY AFTER TIMESTEP, SNOW AMOUNT OVER LAND AFT TSTP KG/M2, SURFACE TEMPERATURE AFTER TIMESTEP, LAND MASK (No halo) (LAND=TRUE), FRAC OF SEA...</td>\n",
+       "      <td>[air_potential_temperature, atmosphere_hybrid_height_coordinate, , specific_humidity, surface_snow_amount, surface_temperature, land_binary_mask, sea_ice_area_fraction, sea_ice_thickness, surface_...</td>\n",
+       "      <td>[time: mean, , , time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean,...</td>\n",
+       "      <td>[K, m, 1, 1, kg m-2, K, 1, 1, m, m, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, , kg m-2 s-1, 1, Pa, m, 1, Pa, Pa, kg kg-1, kg kg-1, kg kg-1, kg kg-1, kg kg...</td>\n",
+       "      <td>atmos</td>\n",
+       "      <td>PI-GWL-B2035</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>PI-GWL-B2035.pa-010102_mon.nc</td>\n",
+       "      <td>PI_GWL_B2035_pa_XXXXXX_mon</td>\n",
+       "      <td>/g/data/p73/archive/non-CMIP/ACCESS-ESM1-5/PI-GWL-B2035/history/atm/netCDF/PI-GWL-B2035.pa-010102_mon.nc</td>\n",
+       "      <td>010102</td>\n",
+       "      <td>1mon</td>\n",
+       "      <td>0101-02-01, 00:00:00</td>\n",
+       "      <td>0101-03-01, 00:00:00</td>\n",
+       "      <td>[fld_s00i004, theta_level_height, sigma_theta, fld_s00i010, fld_s00i023, fld_s00i024, fld_s00i030, fld_s00i031, fld_s00i032, fld_s00i033, fld_s00i103, fld_s00i104, fld_s00i105, fld_s00i108, fld_s0...</td>\n",
+       "      <td>[THETA AFTER TIMESTEP, level_height, sigma, SPECIFIC HUMIDITY AFTER TIMESTEP, SNOW AMOUNT OVER LAND AFT TSTP KG/M2, SURFACE TEMPERATURE AFTER TIMESTEP, LAND MASK (No halo) (LAND=TRUE), FRAC OF SEA...</td>\n",
+       "      <td>[air_potential_temperature, atmosphere_hybrid_height_coordinate, , specific_humidity, surface_snow_amount, surface_temperature, land_binary_mask, sea_ice_area_fraction, sea_ice_thickness, surface_...</td>\n",
+       "      <td>[time: mean, , , time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean,...</td>\n",
+       "      <td>[K, m, 1, 1, kg m-2, K, 1, 1, m, m, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, , kg m-2 s-1, 1, Pa, m, 1, Pa, Pa, kg kg-1, kg kg-1, kg kg-1, kg kg-1, kg kg...</td>\n",
+       "      <td>atmos</td>\n",
+       "      <td>PI-GWL-B2035</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>PI-GWL-B2035.pa-010103_mon.nc</td>\n",
+       "      <td>PI_GWL_B2035_pa_XXXXXX_mon</td>\n",
+       "      <td>/g/data/p73/archive/non-CMIP/ACCESS-ESM1-5/PI-GWL-B2035/history/atm/netCDF/PI-GWL-B2035.pa-010103_mon.nc</td>\n",
+       "      <td>010103</td>\n",
+       "      <td>1mon</td>\n",
+       "      <td>0101-03-01, 00:00:00</td>\n",
+       "      <td>0101-04-01, 00:00:00</td>\n",
+       "      <td>[fld_s00i004, theta_level_height, sigma_theta, fld_s00i010, fld_s00i023, fld_s00i024, fld_s00i030, fld_s00i031, fld_s00i032, fld_s00i033, fld_s00i103, fld_s00i104, fld_s00i105, fld_s00i108, fld_s0...</td>\n",
+       "      <td>[THETA AFTER TIMESTEP, level_height, sigma, SPECIFIC HUMIDITY AFTER TIMESTEP, SNOW AMOUNT OVER LAND AFT TSTP KG/M2, SURFACE TEMPERATURE AFTER TIMESTEP, LAND MASK (No halo) (LAND=TRUE), FRAC OF SEA...</td>\n",
+       "      <td>[air_potential_temperature, atmosphere_hybrid_height_coordinate, , specific_humidity, surface_snow_amount, surface_temperature, land_binary_mask, sea_ice_area_fraction, sea_ice_thickness, surface_...</td>\n",
+       "      <td>[time: mean, , , time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean,...</td>\n",
+       "      <td>[K, m, 1, 1, kg m-2, K, 1, 1, m, m, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, , kg m-2 s-1, 1, Pa, m, 1, Pa, Pa, kg kg-1, kg kg-1, kg kg-1, kg kg-1, kg kg...</td>\n",
+       "      <td>atmos</td>\n",
+       "      <td>PI-GWL-B2035</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>PI-GWL-B2035.pa-010104_mon.nc</td>\n",
+       "      <td>PI_GWL_B2035_pa_XXXXXX_mon</td>\n",
+       "      <td>/g/data/p73/archive/non-CMIP/ACCESS-ESM1-5/PI-GWL-B2035/history/atm/netCDF/PI-GWL-B2035.pa-010104_mon.nc</td>\n",
+       "      <td>010104</td>\n",
+       "      <td>1mon</td>\n",
+       "      <td>0101-04-01, 00:00:00</td>\n",
+       "      <td>0101-05-01, 00:00:00</td>\n",
+       "      <td>[fld_s00i004, theta_level_height, sigma_theta, fld_s00i010, fld_s00i023, fld_s00i024, fld_s00i030, fld_s00i031, fld_s00i032, fld_s00i033, fld_s00i103, fld_s00i104, fld_s00i105, fld_s00i108, fld_s0...</td>\n",
+       "      <td>[THETA AFTER TIMESTEP, level_height, sigma, SPECIFIC HUMIDITY AFTER TIMESTEP, SNOW AMOUNT OVER LAND AFT TSTP KG/M2, SURFACE TEMPERATURE AFTER TIMESTEP, LAND MASK (No halo) (LAND=TRUE), FRAC OF SEA...</td>\n",
+       "      <td>[air_potential_temperature, atmosphere_hybrid_height_coordinate, , specific_humidity, surface_snow_amount, surface_temperature, land_binary_mask, sea_ice_area_fraction, sea_ice_thickness, surface_...</td>\n",
+       "      <td>[time: mean, , , time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean,...</td>\n",
+       "      <td>[K, m, 1, 1, kg m-2, K, 1, 1, m, m, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, , kg m-2 s-1, 1, Pa, m, 1, Pa, Pa, kg kg-1, kg kg-1, kg kg-1, kg kg-1, kg kg...</td>\n",
+       "      <td>atmos</td>\n",
+       "      <td>PI-GWL-B2035</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>PI-GWL-B2035.pa-010105_mon.nc</td>\n",
+       "      <td>PI_GWL_B2035_pa_XXXXXX_mon</td>\n",
+       "      <td>/g/data/p73/archive/non-CMIP/ACCESS-ESM1-5/PI-GWL-B2035/history/atm/netCDF/PI-GWL-B2035.pa-010105_mon.nc</td>\n",
+       "      <td>010105</td>\n",
+       "      <td>1mon</td>\n",
+       "      <td>0101-05-01, 00:00:00</td>\n",
+       "      <td>0101-06-01, 00:00:00</td>\n",
+       "      <td>[fld_s00i004, theta_level_height, sigma_theta, fld_s00i010, fld_s00i023, fld_s00i024, fld_s00i030, fld_s00i031, fld_s00i032, fld_s00i033, fld_s00i103, fld_s00i104, fld_s00i105, fld_s00i108, fld_s0...</td>\n",
+       "      <td>[THETA AFTER TIMESTEP, level_height, sigma, SPECIFIC HUMIDITY AFTER TIMESTEP, SNOW AMOUNT OVER LAND AFT TSTP KG/M2, SURFACE TEMPERATURE AFTER TIMESTEP, LAND MASK (No halo) (LAND=TRUE), FRAC OF SEA...</td>\n",
+       "      <td>[air_potential_temperature, atmosphere_hybrid_height_coordinate, , specific_humidity, surface_snow_amount, surface_temperature, land_binary_mask, sea_ice_area_fraction, sea_ice_thickness, surface_...</td>\n",
+       "      <td>[time: mean, , , time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean,...</td>\n",
+       "      <td>[K, m, 1, 1, kg m-2, K, 1, 1, m, m, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, , kg m-2 s-1, 1, Pa, m, 1, Pa, Pa, kg kg-1, kg kg-1, kg kg-1, kg kg-1, kg kg...</td>\n",
+       "      <td>atmos</td>\n",
+       "      <td>PI-GWL-B2035</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                        filename                     file_id  \\\n",
+       "0  PI-GWL-B2035.pa-010101_mon.nc  PI_GWL_B2035_pa_XXXXXX_mon   \n",
+       "1  PI-GWL-B2035.pa-010102_mon.nc  PI_GWL_B2035_pa_XXXXXX_mon   \n",
+       "2  PI-GWL-B2035.pa-010103_mon.nc  PI_GWL_B2035_pa_XXXXXX_mon   \n",
+       "3  PI-GWL-B2035.pa-010104_mon.nc  PI_GWL_B2035_pa_XXXXXX_mon   \n",
+       "4  PI-GWL-B2035.pa-010105_mon.nc  PI_GWL_B2035_pa_XXXXXX_mon   \n",
+       "\n",
+       "                                                                                                       path  \\\n",
+       "0  /g/data/p73/archive/non-CMIP/ACCESS-ESM1-5/PI-GWL-B2035/history/atm/netCDF/PI-GWL-B2035.pa-010101_mon.nc   \n",
+       "1  /g/data/p73/archive/non-CMIP/ACCESS-ESM1-5/PI-GWL-B2035/history/atm/netCDF/PI-GWL-B2035.pa-010102_mon.nc   \n",
+       "2  /g/data/p73/archive/non-CMIP/ACCESS-ESM1-5/PI-GWL-B2035/history/atm/netCDF/PI-GWL-B2035.pa-010103_mon.nc   \n",
+       "3  /g/data/p73/archive/non-CMIP/ACCESS-ESM1-5/PI-GWL-B2035/history/atm/netCDF/PI-GWL-B2035.pa-010104_mon.nc   \n",
+       "4  /g/data/p73/archive/non-CMIP/ACCESS-ESM1-5/PI-GWL-B2035/history/atm/netCDF/PI-GWL-B2035.pa-010105_mon.nc   \n",
+       "\n",
+       "  filename_timestamp frequency            start_date              end_date  \\\n",
+       "0             010101      1mon  0101-01-01, 00:00:00  0101-02-01, 00:00:00   \n",
+       "1             010102      1mon  0101-02-01, 00:00:00  0101-03-01, 00:00:00   \n",
+       "2             010103      1mon  0101-03-01, 00:00:00  0101-04-01, 00:00:00   \n",
+       "3             010104      1mon  0101-04-01, 00:00:00  0101-05-01, 00:00:00   \n",
+       "4             010105      1mon  0101-05-01, 00:00:00  0101-06-01, 00:00:00   \n",
+       "\n",
+       "                                                                                                                                                                                                  variable  \\\n",
+       "0  [fld_s00i004, theta_level_height, sigma_theta, fld_s00i010, fld_s00i023, fld_s00i024, fld_s00i030, fld_s00i031, fld_s00i032, fld_s00i033, fld_s00i103, fld_s00i104, fld_s00i105, fld_s00i108, fld_s0...   \n",
+       "1  [fld_s00i004, theta_level_height, sigma_theta, fld_s00i010, fld_s00i023, fld_s00i024, fld_s00i030, fld_s00i031, fld_s00i032, fld_s00i033, fld_s00i103, fld_s00i104, fld_s00i105, fld_s00i108, fld_s0...   \n",
+       "2  [fld_s00i004, theta_level_height, sigma_theta, fld_s00i010, fld_s00i023, fld_s00i024, fld_s00i030, fld_s00i031, fld_s00i032, fld_s00i033, fld_s00i103, fld_s00i104, fld_s00i105, fld_s00i108, fld_s0...   \n",
+       "3  [fld_s00i004, theta_level_height, sigma_theta, fld_s00i010, fld_s00i023, fld_s00i024, fld_s00i030, fld_s00i031, fld_s00i032, fld_s00i033, fld_s00i103, fld_s00i104, fld_s00i105, fld_s00i108, fld_s0...   \n",
+       "4  [fld_s00i004, theta_level_height, sigma_theta, fld_s00i010, fld_s00i023, fld_s00i024, fld_s00i030, fld_s00i031, fld_s00i032, fld_s00i033, fld_s00i103, fld_s00i104, fld_s00i105, fld_s00i108, fld_s0...   \n",
+       "\n",
+       "                                                                                                                                                                                        variable_long_name  \\\n",
+       "0  [THETA AFTER TIMESTEP, level_height, sigma, SPECIFIC HUMIDITY AFTER TIMESTEP, SNOW AMOUNT OVER LAND AFT TSTP KG/M2, SURFACE TEMPERATURE AFTER TIMESTEP, LAND MASK (No halo) (LAND=TRUE), FRAC OF SEA...   \n",
+       "1  [THETA AFTER TIMESTEP, level_height, sigma, SPECIFIC HUMIDITY AFTER TIMESTEP, SNOW AMOUNT OVER LAND AFT TSTP KG/M2, SURFACE TEMPERATURE AFTER TIMESTEP, LAND MASK (No halo) (LAND=TRUE), FRAC OF SEA...   \n",
+       "2  [THETA AFTER TIMESTEP, level_height, sigma, SPECIFIC HUMIDITY AFTER TIMESTEP, SNOW AMOUNT OVER LAND AFT TSTP KG/M2, SURFACE TEMPERATURE AFTER TIMESTEP, LAND MASK (No halo) (LAND=TRUE), FRAC OF SEA...   \n",
+       "3  [THETA AFTER TIMESTEP, level_height, sigma, SPECIFIC HUMIDITY AFTER TIMESTEP, SNOW AMOUNT OVER LAND AFT TSTP KG/M2, SURFACE TEMPERATURE AFTER TIMESTEP, LAND MASK (No halo) (LAND=TRUE), FRAC OF SEA...   \n",
+       "4  [THETA AFTER TIMESTEP, level_height, sigma, SPECIFIC HUMIDITY AFTER TIMESTEP, SNOW AMOUNT OVER LAND AFT TSTP KG/M2, SURFACE TEMPERATURE AFTER TIMESTEP, LAND MASK (No halo) (LAND=TRUE), FRAC OF SEA...   \n",
+       "\n",
+       "                                                                                                                                                                                    variable_standard_name  \\\n",
+       "0  [air_potential_temperature, atmosphere_hybrid_height_coordinate, , specific_humidity, surface_snow_amount, surface_temperature, land_binary_mask, sea_ice_area_fraction, sea_ice_thickness, surface_...   \n",
+       "1  [air_potential_temperature, atmosphere_hybrid_height_coordinate, , specific_humidity, surface_snow_amount, surface_temperature, land_binary_mask, sea_ice_area_fraction, sea_ice_thickness, surface_...   \n",
+       "2  [air_potential_temperature, atmosphere_hybrid_height_coordinate, , specific_humidity, surface_snow_amount, surface_temperature, land_binary_mask, sea_ice_area_fraction, sea_ice_thickness, surface_...   \n",
+       "3  [air_potential_temperature, atmosphere_hybrid_height_coordinate, , specific_humidity, surface_snow_amount, surface_temperature, land_binary_mask, sea_ice_area_fraction, sea_ice_thickness, surface_...   \n",
+       "4  [air_potential_temperature, atmosphere_hybrid_height_coordinate, , specific_humidity, surface_snow_amount, surface_temperature, land_binary_mask, sea_ice_area_fraction, sea_ice_thickness, surface_...   \n",
+       "\n",
+       "                                                                                                                                                                                     variable_cell_methods  \\\n",
+       "0  [time: mean, , , time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean,...   \n",
+       "1  [time: mean, , , time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean,...   \n",
+       "2  [time: mean, , , time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean,...   \n",
+       "3  [time: mean, , , time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean,...   \n",
+       "4  [time: mean, , , time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean, time: mean,...   \n",
+       "\n",
+       "                                                                                                                                                                                            variable_units  \\\n",
+       "0  [K, m, 1, 1, kg m-2, K, 1, 1, m, m, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, , kg m-2 s-1, 1, Pa, m, 1, Pa, Pa, kg kg-1, kg kg-1, kg kg-1, kg kg-1, kg kg...   \n",
+       "1  [K, m, 1, 1, kg m-2, K, 1, 1, m, m, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, , kg m-2 s-1, 1, Pa, m, 1, Pa, Pa, kg kg-1, kg kg-1, kg kg-1, kg kg-1, kg kg...   \n",
+       "2  [K, m, 1, 1, kg m-2, K, 1, 1, m, m, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, , kg m-2 s-1, 1, Pa, m, 1, Pa, Pa, kg kg-1, kg kg-1, kg kg-1, kg kg-1, kg kg...   \n",
+       "3  [K, m, 1, 1, kg m-2, K, 1, 1, m, m, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, , kg m-2 s-1, 1, Pa, m, 1, Pa, Pa, kg kg-1, kg kg-1, kg kg-1, kg kg-1, kg kg...   \n",
+       "4  [K, m, 1, 1, kg m-2, K, 1, 1, m, m, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, kg/kg, , kg m-2 s-1, 1, Pa, m, 1, Pa, Pa, kg kg-1, kg kg-1, kg kg-1, kg kg-1, kg kg...   \n",
+       "\n",
+       "   realm        member  \n",
+       "0  atmos  PI-GWL-B2035  \n",
+       "1  atmos  PI-GWL-B2035  \n",
+       "2  atmos  PI-GWL-B2035  \n",
+       "3  atmos  PI-GWL-B2035  \n",
+       "4  atmos  PI-GWL-B2035  "
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cat['PI_GWL_B2035'].df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "a325d9b0-10ca-4226-b97a-1d2a7229bcf6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "client.close()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}