Intake-esm.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# A collection of issues that I encountered working with CMIP6 models. Ill try to address them in PRs at some point."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<xarray.core.options.set_options at 0x7f1bcee3f610>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import xarray as xr\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import intake\n",
    "from cmip6_preprocessing.preprocessing import combined_preprocessing\n",
    "from dask.diagnostics import ProgressBar\n",
    "import warnings\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline\n",
    "plt.rcParams['figure.figsize'] = 12, 6\n",
    "%config InlineBackend.figure_format = 'retina'\n",
    "xr.set_options(cmap_sequential='cividis', display_style='html')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from myutilities import search_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "nhn2: https://storage.googleapis.com/cmip6/pangeo-cmip6-noQC.json\n",
      "nhn2a: https://storage.googleapis.com/cmip6/pangeo-cmip6-noQC.json\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array(['good', 'resolved', 'wontfix'], dtype=object)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat_url = \"https://storage.googleapis.com/cmip6/pangeo-cmip6-noQC.json\"\n",
    "col = intake.open_esm_datastore(cat_url)\n",
    "cat = col.search(table_id='Omon',\n",
    "                 experiment_id=['historical'],\n",
    "                 source_id='MPI-ESM1-2-HR',\n",
    "                 member_id='r1i1p1f1'\n",
    "                )\n",
    "cat.df.status.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\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>activity_id</th>\n",
       "      <th>institution_id</th>\n",
       "      <th>source_id</th>\n",
       "      <th>experiment_id</th>\n",
       "      <th>member_id</th>\n",
       "      <th>table_id</th>\n",
       "      <th>variable_id</th>\n",
       "      <th>grid_label</th>\n",
       "      <th>zstore</th>\n",
       "      <th>dcpp_init_year</th>\n",
       "      <th>version</th>\n",
       "      <th>status</th>\n",
       "      <th>severity</th>\n",
       "      <th>issue_url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>HighResMIP</td>\n",
       "      <td>CMCC</td>\n",
       "      <td>CMCC-CM2-HR4</td>\n",
       "      <td>highresSST-present</td>\n",
       "      <td>r1i1p1f1</td>\n",
       "      <td>Amon</td>\n",
       "      <td>hus</td>\n",
       "      <td>gn</td>\n",
       "      <td>gs://cmip6/CMIP6/HighResMIP/CMCC/CMCC-CM2-HR4/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20170706</td>\n",
       "      <td>good</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>HighResMIP</td>\n",
       "      <td>CMCC</td>\n",
       "      <td>CMCC-CM2-HR4</td>\n",
       "      <td>highresSST-present</td>\n",
       "      <td>r1i1p1f1</td>\n",
       "      <td>Amon</td>\n",
       "      <td>prw</td>\n",
       "      <td>gn</td>\n",
       "      <td>gs://cmip6/CMIP6/HighResMIP/CMCC/CMCC-CM2-HR4/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20170706</td>\n",
       "      <td>good</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>HighResMIP</td>\n",
       "      <td>CMCC</td>\n",
       "      <td>CMCC-CM2-HR4</td>\n",
       "      <td>highresSST-present</td>\n",
       "      <td>r1i1p1f1</td>\n",
       "      <td>Amon</td>\n",
       "      <td>rsds</td>\n",
       "      <td>gn</td>\n",
       "      <td>gs://cmip6/CMIP6/HighResMIP/CMCC/CMCC-CM2-HR4/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20170706</td>\n",
       "      <td>good</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>HighResMIP</td>\n",
       "      <td>CMCC</td>\n",
       "      <td>CMCC-CM2-HR4</td>\n",
       "      <td>highresSST-present</td>\n",
       "      <td>r1i1p1f1</td>\n",
       "      <td>Amon</td>\n",
       "      <td>rlus</td>\n",
       "      <td>gn</td>\n",
       "      <td>gs://cmip6/CMIP6/HighResMIP/CMCC/CMCC-CM2-HR4/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20170706</td>\n",
       "      <td>good</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>HighResMIP</td>\n",
       "      <td>CMCC</td>\n",
       "      <td>CMCC-CM2-HR4</td>\n",
       "      <td>highresSST-present</td>\n",
       "      <td>r1i1p1f1</td>\n",
       "      <td>Amon</td>\n",
       "      <td>rlds</td>\n",
       "      <td>gn</td>\n",
       "      <td>gs://cmip6/CMIP6/HighResMIP/CMCC/CMCC-CM2-HR4/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20170706</td>\n",
       "      <td>good</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  activity_id institution_id     source_id       experiment_id member_id  \\\n",
       "0  HighResMIP           CMCC  CMCC-CM2-HR4  highresSST-present  r1i1p1f1   \n",
       "1  HighResMIP           CMCC  CMCC-CM2-HR4  highresSST-present  r1i1p1f1   \n",
       "2  HighResMIP           CMCC  CMCC-CM2-HR4  highresSST-present  r1i1p1f1   \n",
       "3  HighResMIP           CMCC  CMCC-CM2-HR4  highresSST-present  r1i1p1f1   \n",
       "4  HighResMIP           CMCC  CMCC-CM2-HR4  highresSST-present  r1i1p1f1   \n",
       "\n",
       "  table_id variable_id grid_label  \\\n",
       "0     Amon         hus         gn   \n",
       "1     Amon         prw         gn   \n",
       "2     Amon        rsds         gn   \n",
       "3     Amon        rlus         gn   \n",
       "4     Amon        rlds         gn   \n",
       "\n",
       "                                              zstore  dcpp_init_year  \\\n",
       "0  gs://cmip6/CMIP6/HighResMIP/CMCC/CMCC-CM2-HR4/...             NaN   \n",
       "1  gs://cmip6/CMIP6/HighResMIP/CMCC/CMCC-CM2-HR4/...             NaN   \n",
       "2  gs://cmip6/CMIP6/HighResMIP/CMCC/CMCC-CM2-HR4/...             NaN   \n",
       "3  gs://cmip6/CMIP6/HighResMIP/CMCC/CMCC-CM2-HR4/...             NaN   \n",
       "4  gs://cmip6/CMIP6/HighResMIP/CMCC/CMCC-CM2-HR4/...             NaN   \n",
       "\n",
       "    version status severity issue_url  \n",
       "0  20170706   good     none      none  \n",
       "1  20170706   good     none      none  \n",
       "2  20170706   good     none      none  \n",
       "3  20170706   good     none      none  \n",
       "4  20170706   good     none      none  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "col = intake.open_esm_datastore(\"https://storage.googleapis.com/cmip6/pangeo-cmip6-noQC.json\")\n",
    "col.df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "\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>activity_id</th>\n",
       "      <th>institution_id</th>\n",
       "      <th>source_id</th>\n",
       "      <th>experiment_id</th>\n",
       "      <th>member_id</th>\n",
       "      <th>table_id</th>\n",
       "      <th>variable_id</th>\n",
       "      <th>grid_label</th>\n",
       "      <th>zstore</th>\n",
       "      <th>dcpp_init_year</th>\n",
       "      <th>version</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>PAMIP</td>\n",
       "      <td>NCC</td>\n",
       "      <td>NorESM2-LM</td>\n",
       "      <td>piSST-pdSIC</td>\n",
       "      <td>r100i1p1f1</td>\n",
       "      <td>Amon</td>\n",
       "      <td>tas</td>\n",
       "      <td>gn</td>\n",
       "      <td>gs://cmip6/CMIP6/PAMIP/NCC/NorESM2-LM/piSST-pd...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20190920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>PAMIP</td>\n",
       "      <td>NCC</td>\n",
       "      <td>NorESM2-LM</td>\n",
       "      <td>piSST-pdSIC</td>\n",
       "      <td>r10i1p1f1</td>\n",
       "      <td>Amon</td>\n",
       "      <td>tas</td>\n",
       "      <td>gn</td>\n",
       "      <td>gs://cmip6/CMIP6/PAMIP/NCC/NorESM2-LM/piSST-pd...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20190920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>PAMIP</td>\n",
       "      <td>NCC</td>\n",
       "      <td>NorESM2-LM</td>\n",
       "      <td>piSST-pdSIC</td>\n",
       "      <td>r11i1p1f1</td>\n",
       "      <td>Amon</td>\n",
       "      <td>tas</td>\n",
       "      <td>gn</td>\n",
       "      <td>gs://cmip6/CMIP6/PAMIP/NCC/NorESM2-LM/piSST-pd...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20190920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>PAMIP</td>\n",
       "      <td>NCC</td>\n",
       "      <td>NorESM2-LM</td>\n",
       "      <td>piSST-pdSIC</td>\n",
       "      <td>r12i1p1f1</td>\n",
       "      <td>Amon</td>\n",
       "      <td>tas</td>\n",
       "      <td>gn</td>\n",
       "      <td>gs://cmip6/CMIP6/PAMIP/NCC/NorESM2-LM/piSST-pd...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20190920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>PAMIP</td>\n",
       "      <td>NCC</td>\n",
       "      <td>NorESM2-LM</td>\n",
       "      <td>piSST-pdSIC</td>\n",
       "      <td>r14i1p1f1</td>\n",
       "      <td>Amon</td>\n",
       "      <td>tas</td>\n",
       "      <td>gn</td>\n",
       "      <td>gs://cmip6/CMIP6/PAMIP/NCC/NorESM2-LM/piSST-pd...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20190920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>PAMIP</td>\n",
       "      <td>NCC</td>\n",
       "      <td>NorESM2-LM</td>\n",
       "      <td>piSST-pdSIC</td>\n",
       "      <td>r96i1p1f1</td>\n",
       "      <td>Amon</td>\n",
       "      <td>tas</td>\n",
       "      <td>gn</td>\n",
       "      <td>gs://cmip6/CMIP6/PAMIP/NCC/NorESM2-LM/piSST-pd...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20190920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>PAMIP</td>\n",
       "      <td>NCC</td>\n",
       "      <td>NorESM2-LM</td>\n",
       "      <td>piSST-pdSIC</td>\n",
       "      <td>r97i1p1f1</td>\n",
       "      <td>Amon</td>\n",
       "      <td>tas</td>\n",
       "      <td>gn</td>\n",
       "      <td>gs://cmip6/CMIP6/PAMIP/NCC/NorESM2-LM/piSST-pd...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20190920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>PAMIP</td>\n",
       "      <td>NCC</td>\n",
       "      <td>NorESM2-LM</td>\n",
       "      <td>piSST-pdSIC</td>\n",
       "      <td>r98i1p1f1</td>\n",
       "      <td>Amon</td>\n",
       "      <td>tas</td>\n",
       "      <td>gn</td>\n",
       "      <td>gs://cmip6/CMIP6/PAMIP/NCC/NorESM2-LM/piSST-pd...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20190920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>PAMIP</td>\n",
       "      <td>NCC</td>\n",
       "      <td>NorESM2-LM</td>\n",
       "      <td>piSST-pdSIC</td>\n",
       "      <td>r99i1p1f1</td>\n",
       "      <td>Amon</td>\n",
       "      <td>tas</td>\n",
       "      <td>gn</td>\n",
       "      <td>gs://cmip6/CMIP6/PAMIP/NCC/NorESM2-LM/piSST-pd...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20190920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>PAMIP</td>\n",
       "      <td>NCC</td>\n",
       "      <td>NorESM2-LM</td>\n",
       "      <td>piSST-pdSIC</td>\n",
       "      <td>r9i1p1f1</td>\n",
       "      <td>Amon</td>\n",
       "      <td>tas</td>\n",
       "      <td>gn</td>\n",
       "      <td>gs://cmip6/CMIP6/PAMIP/NCC/NorESM2-LM/piSST-pd...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20190920</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>88 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   activity_id institution_id   source_id experiment_id   member_id table_id  \\\n",
       "0        PAMIP            NCC  NorESM2-LM   piSST-pdSIC  r100i1p1f1     Amon   \n",
       "1        PAMIP            NCC  NorESM2-LM   piSST-pdSIC   r10i1p1f1     Amon   \n",
       "2        PAMIP            NCC  NorESM2-LM   piSST-pdSIC   r11i1p1f1     Amon   \n",
       "3        PAMIP            NCC  NorESM2-LM   piSST-pdSIC   r12i1p1f1     Amon   \n",
       "4        PAMIP            NCC  NorESM2-LM   piSST-pdSIC   r14i1p1f1     Amon   \n",
       "..         ...            ...         ...           ...         ...      ...   \n",
       "83       PAMIP            NCC  NorESM2-LM   piSST-pdSIC   r96i1p1f1     Amon   \n",
       "84       PAMIP            NCC  NorESM2-LM   piSST-pdSIC   r97i1p1f1     Amon   \n",
       "85       PAMIP            NCC  NorESM2-LM   piSST-pdSIC   r98i1p1f1     Amon   \n",
       "86       PAMIP            NCC  NorESM2-LM   piSST-pdSIC   r99i1p1f1     Amon   \n",
       "87       PAMIP            NCC  NorESM2-LM   piSST-pdSIC    r9i1p1f1     Amon   \n",
       "\n",
       "   variable_id grid_label                                             zstore  \\\n",
       "0          tas         gn  gs://cmip6/CMIP6/PAMIP/NCC/NorESM2-LM/piSST-pd...   \n",
       "1          tas         gn  gs://cmip6/CMIP6/PAMIP/NCC/NorESM2-LM/piSST-pd...   \n",
       "2          tas         gn  gs://cmip6/CMIP6/PAMIP/NCC/NorESM2-LM/piSST-pd...   \n",
       "3          tas         gn  gs://cmip6/CMIP6/PAMIP/NCC/NorESM2-LM/piSST-pd...   \n",
       "4          tas         gn  gs://cmip6/CMIP6/PAMIP/NCC/NorESM2-LM/piSST-pd...   \n",
       "..         ...        ...                                                ...   \n",
       "83         tas         gn  gs://cmip6/CMIP6/PAMIP/NCC/NorESM2-LM/piSST-pd...   \n",
       "84         tas         gn  gs://cmip6/CMIP6/PAMIP/NCC/NorESM2-LM/piSST-pd...   \n",
       "85         tas         gn  gs://cmip6/CMIP6/PAMIP/NCC/NorESM2-LM/piSST-pd...   \n",
       "86         tas         gn  gs://cmip6/CMIP6/PAMIP/NCC/NorESM2-LM/piSST-pd...   \n",
       "87         tas         gn  gs://cmip6/CMIP6/PAMIP/NCC/NorESM2-LM/piSST-pd...   \n",
       "\n",
       "    dcpp_init_year   version  \n",
       "0              NaN  20190920  \n",
       "1              NaN  20190920  \n",
       "2              NaN  20190920  \n",
       "3              NaN  20190920  \n",
       "4              NaN  20190920  \n",
       "..             ...       ...  \n",
       "83             NaN  20190920  \n",
       "84             NaN  20190920  \n",
       "85             NaN  20190920  \n",
       "86             NaN  20190920  \n",
       "87             NaN  20190920  \n",
       "\n",
       "[88 rows x 11 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#exper = 'historical'\n",
    "exper = 'piSST-pdSIC'\n",
    "\n",
    "query = dict(variable_id=['tas'],\n",
    "             experiment_id = exper,\n",
    "             table_id=['Amon'], \n",
    "             source_id=['NorESM2-LM'],\n",
    "             grid_label=['gn'],\n",
    "            )\n",
    "cat = col.search(**query)\n",
    "display(cat.df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "--> The keys in the returned dictionary of datasets are constructed as follows:\n",
      "\t'activity_id.institution_id.source_id.experiment_id.table_id.grid_label'\n"
     ]
    },
    {
     "data": {
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  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
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       "Dimensions:    (bnds: 2, lat: 96, lon: 144, member_id: 88, time: 12)\n",
       "Coordinates:\n",
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       "  * time       (time) int64 0 732 1476 2208 2940 ... 5148 5856 6564 7296 8028\n",
       "    time_bnds  (time, bnds) float64 dask.array&lt;chunksize=(12, 2), meta=np.ndarray&gt;\n",
       "  * member_id  (member_id) &lt;U10 &#x27;r100i1p1f1&#x27; &#x27;r10i1p1f1&#x27; ... &#x27;r9i1p1f1&#x27;\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    tas        (member_id, time, lat, lon) float32 dask.array&lt;chunksize=(1, 6, 96, 144), meta=np.ndarray&gt;\n",
       "Attributes:\n",
       "    table_id:                  Amon\n",
       "    activity_id:               PAMIP\n",
       "    sub_experiment_id:         none\n",
       "    Conventions:               CF-1.7 CMIP-6.2\n",
       "    status:                    2020-11-06;created; by gcs.cmip6.ldeo@gmail.com\n",
       "    branch_time_in_child:      0.0\n",
       "    tracking_id:               hdl:21.14100/7941f69d-783d-462b-abb9-f531027cd...\n",
       "    history:                   2019-10-09T06:39:19Z ; CMOR rewrote data to be...\n",
       "    product:                   model-output\n",
       "    branch_time_in_parent:     9215.0\n",
       "    parent_sub_experiment_id:  none\n",
       "    branch_method:             Hybrid-restart from year 2000-04-01 of amip\n",
       "    forcing_index:             1\n",
       "    parent_experiment_id:      amip\n",
       "    branch_time:               0.0\n",
       "    sub_experiment:            none\n",
       "    source:                    NorESM2-LM (2017): \\naerosol: OsloAero\\natmos:...\n",
       "    grid:                      finite-volume grid with 1.9x2.5 degree lat/lon...\n",
       "    parent_activity_id:        CMIP\n",
       "    nominal_resolution:        250 km\n",
       "    frequency:                 mon\n",
       "    source_type:               AGCM AER\n",
       "    data_specs_version:        01.00.31\n",
       "    realm:                     atmos\n",
       "    parent_mip_era:            CMIP6\n",
       "    model_id:                  NorESM2-LM\n",
       "    run_variant:               N/A\n",
       "    cmor_version:              3.5.0\n",
       "    experiment_id:             piSST-pdSIC\n",
       "    contact:                   Please send any requests or bug reports to nor...\n",
       "    parent_time_units:         days since 1975-01-01 00:00:00\n",
       "    experiment:                Atmosphere time slice with pre-industrial SST ...\n",
       "    variable_id:               tas\n",
       "    institution_id:            NCC\n",
       "    source_id:                 NorESM2-LM\n",
       "    intake_esm_varname:        [&#x27;tas&#x27;]\n",
       "    mip_era:                   CMIP6\n",
       "    physics_index:             1\n",
       "    table_info:                Creation Date:(24 July 2019) MD5:0bb394a356ef9...\n",
       "    initialization_index:      1\n",
       "    external_variables:        areacella\n",
       "    parent_source_id:          NorESM2-LM\n",
       "    license:                   CMIP6 model data produced by NCC is licensed u...\n",
       "    parent_variant_label:      r1i1p1f1\n",
       "    institution:               NorESM Climate modeling Consortium consisting ...\n",
       "    title:                     NorESM2-LM output prepared for CMIP6\n",
       "    grid_label:                gn\n",
       "    intake_esm_dataset_key:    PAMIP.NCC.NorESM2-LM.piSST-pdSIC.Amon.gn</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-e0d02eee-9e19-4c80-8a4c-b0b3c958c86a' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e0d02eee-9e19-4c80-8a4c-b0b3c958c86a' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>lat</span>: 96</li><li><span class='xr-has-index'>lon</span>: 144</li><li><span class='xr-has-index'>member_id</span>: 88</li><li><span class='xr-has-index'>time</span>: 12</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-459a3bae-c7ad-4d6c-b25e-e6764abd2e58' class='xr-section-summary-in' type='checkbox'  checked><label for='section-459a3bae-c7ad-4d6c-b25e-e6764abd2e58' class='xr-section-summary' >Coordinates: <span>(8)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>height</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-e85dae63-7f2d-4ff8-834b-83a8171be88c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e85dae63-7f2d-4ff8-834b-83a8171be88c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f2962fa9-c751-4d8b-b046-6ffbfb2ae735' class='xr-var-data-in' type='checkbox'><label for='data-f2962fa9-c751-4d8b-b046-6ffbfb2ae735' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>Z</dd><dt><span>long_name :</span></dt><dd>height</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>standard_name :</span></dt><dd>height</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>array(2.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-90.0 -88.11 -86.21 ... 88.11 90.0</div><input id='attrs-93a50d6a-334c-4425-bf7c-78135639be4b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-93a50d6a-334c-4425-bf7c-78135639be4b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7440c5ea-c494-4407-bfaf-787d1fa4edf0' class='xr-var-data-in' type='checkbox'><label for='data-7440c5ea-c494-4407-bfaf-787d1fa4edf0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>Y</dd><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([-90.      , -88.105263, -86.210526, -84.315789, -82.421053, -80.526316,\n",
       "       -78.631579, -76.736842, -74.842105, -72.947368, -71.052632, -69.157895,\n",
       "       -67.263158, -65.368421, -63.473684, -61.578947, -59.684211, -57.789474,\n",
       "       -55.894737, -54.      , -52.105263, -50.210526, -48.315789, -46.421053,\n",
       "       -44.526316, -42.631579, -40.736842, -38.842105, -36.947368, -35.052632,\n",
       "       -33.157895, -31.263158, -29.368421, -27.473684, -25.578947, -23.684211,\n",
       "       -21.789474, -19.894737, -18.      , -16.105263, -14.210526, -12.315789,\n",
       "       -10.421053,  -8.526316,  -6.631579,  -4.736842,  -2.842105,  -0.947368,\n",
       "         0.947368,   2.842105,   4.736842,   6.631579,   8.526316,  10.421053,\n",
       "        12.315789,  14.210526,  16.105263,  18.      ,  19.894737,  21.789474,\n",
       "        23.684211,  25.578947,  27.473684,  29.368421,  31.263158,  33.157895,\n",
       "        35.052632,  36.947368,  38.842105,  40.736842,  42.631579,  44.526316,\n",
       "        46.421053,  48.315789,  50.210526,  52.105263,  54.      ,  55.894737,\n",
       "        57.789474,  59.684211,  61.578947,  63.473684,  65.368421,  67.263158,\n",
       "        69.157895,  71.052632,  72.947368,  74.842105,  76.736842,  78.631579,\n",
       "        80.526316,  82.421053,  84.315789,  86.210526,  88.105263,  90.      ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat_bnds</span></div><div class='xr-var-dims'>(lat, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(96, 2), meta=np.ndarray&gt;</div><input id='attrs-671939d2-ad62-4022-8426-9400cccb8735' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-671939d2-ad62-4022-8426-9400cccb8735' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5bdcd7df-e687-4e2f-8241-5dd77e78035e' class='xr-var-data-in' type='checkbox'><label for='data-5bdcd7df-e687-4e2f-8241-5dd77e78035e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
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       "    <tr><th> Type </th><td> float64 </td><td> numpy.ndarray </td></tr>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 2.5 5.0 ... 352.5 355.0 357.5</div><input id='attrs-3440cdde-22b6-4d0d-941f-189a73d8f421' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3440cdde-22b6-4d0d-941f-189a73d8f421' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-12719678-e119-4303-99d7-80ccb8c93bcc' class='xr-var-data-in' type='checkbox'><label for='data-12719678-e119-4303-99d7-80ccb8c93bcc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>X</dd><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([  0. ,   2.5,   5. ,   7.5,  10. ,  12.5,  15. ,  17.5,  20. ,  22.5,\n",
       "        25. ,  27.5,  30. ,  32.5,  35. ,  37.5,  40. ,  42.5,  45. ,  47.5,\n",
       "        50. ,  52.5,  55. ,  57.5,  60. ,  62.5,  65. ,  67.5,  70. ,  72.5,\n",
       "        75. ,  77.5,  80. ,  82.5,  85. ,  87.5,  90. ,  92.5,  95. ,  97.5,\n",
       "       100. , 102.5, 105. , 107.5, 110. , 112.5, 115. , 117.5, 120. , 122.5,\n",
       "       125. , 127.5, 130. , 132.5, 135. , 137.5, 140. , 142.5, 145. , 147.5,\n",
       "       150. , 152.5, 155. , 157.5, 160. , 162.5, 165. , 167.5, 170. , 172.5,\n",
       "       175. , 177.5, 180. , 182.5, 185. , 187.5, 190. , 192.5, 195. , 197.5,\n",
       "       200. , 202.5, 205. , 207.5, 210. , 212.5, 215. , 217.5, 220. , 222.5,\n",
       "       225. , 227.5, 230. , 232.5, 235. , 237.5, 240. , 242.5, 245. , 247.5,\n",
       "       250. , 252.5, 255. , 257.5, 260. , 262.5, 265. , 267.5, 270. , 272.5,\n",
       "       275. , 277.5, 280. , 282.5, 285. , 287.5, 290. , 292.5, 295. , 297.5,\n",
       "       300. , 302.5, 305. , 307.5, 310. , 312.5, 315. , 317.5, 320. , 322.5,\n",
       "       325. , 327.5, 330. , 332.5, 335. , 337.5, 340. , 342.5, 345. , 347.5,\n",
       "       350. , 352.5, 355. , 357.5])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon_bnds</span></div><div class='xr-var-dims'>(lon, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(144, 2), meta=np.ndarray&gt;</div><input id='attrs-3fc34a21-7e88-4c4d-b4b8-c0b5c1ec91b2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3fc34a21-7e88-4c4d-b4b8-c0b5c1ec91b2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5c9e1060-a7b0-4878-8cfe-f6b2362b76b3' class='xr-var-data-in' type='checkbox'><label for='data-5c9e1060-a7b0-4878-8cfe-f6b2362b76b3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
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       "</td>\n",
       "</tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 732 1476 2208 ... 6564 7296 8028</div><input id='attrs-a28fa11b-b36d-4afd-86f5-b000a45fb4f4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a28fa11b-b36d-4afd-86f5-b000a45fb4f4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4a7192a1-b8c3-4918-bfb2-fcca1bc71e4d' class='xr-var-data-in' type='checkbox'><label for='data-4a7192a1-b8c3-4918-bfb2-fcca1bc71e4d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>T</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>calendar :</span></dt><dd>noleap</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>units :</span></dt><dd>hours since 2000-06-16 00:00:00.000000</dd></dl></div><div class='xr-var-data'><pre>array([   0,  732, 1476, 2208, 2940, 3672, 4404, 5148, 5856, 6564, 7296, 8028])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(12, 2), meta=np.ndarray&gt;</div><input id='attrs-98eff0f5-f8b0-4985-ab4c-00de304ace2d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-98eff0f5-f8b0-4985-ab4c-00de304ace2d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e8ae8218-b138-4df0-9486-ac299181022e' class='xr-var-data-in' type='checkbox'><label for='data-e8ae8218-b138-4df0-9486-ac299181022e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>calendar :</span></dt><dd>noleap</dd><dt><span>units :</span></dt><dd>days since 0001-01-01</dd></dl></div><div class='xr-var-data'><table>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>member_id</span></div><div class='xr-var-dims'>(member_id)</div><div class='xr-var-dtype'>&lt;U10</div><div class='xr-var-preview xr-preview'>&#x27;r100i1p1f1&#x27; ... &#x27;r9i1p1f1&#x27;</div><input id='attrs-c1a7df12-fa79-4cf2-81bb-5e343470fc2e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c1a7df12-fa79-4cf2-81bb-5e343470fc2e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-81b40abb-e438-4a2e-852b-6d434bd5f40b' class='xr-var-data-in' type='checkbox'><label for='data-81b40abb-e438-4a2e-852b-6d434bd5f40b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;r100i1p1f1&#x27;, &#x27;r10i1p1f1&#x27;, &#x27;r11i1p1f1&#x27;, &#x27;r12i1p1f1&#x27;, &#x27;r14i1p1f1&#x27;,\n",
       "       &#x27;r15i1p1f1&#x27;, &#x27;r16i1p1f1&#x27;, &#x27;r18i1p1f1&#x27;, &#x27;r19i1p1f1&#x27;, &#x27;r1i1p1f1&#x27;,\n",
       "       &#x27;r20i1p1f1&#x27;, &#x27;r21i1p1f1&#x27;, &#x27;r22i1p1f1&#x27;, &#x27;r23i1p1f1&#x27;, &#x27;r24i1p1f1&#x27;,\n",
       "       &#x27;r25i1p1f1&#x27;, &#x27;r26i1p1f1&#x27;, &#x27;r27i1p1f1&#x27;, &#x27;r29i1p1f1&#x27;, &#x27;r2i1p1f1&#x27;,\n",
       "       &#x27;r30i1p1f1&#x27;, &#x27;r31i1p1f1&#x27;, &#x27;r32i1p1f1&#x27;, &#x27;r33i1p1f1&#x27;, &#x27;r34i1p1f1&#x27;,\n",
       "       &#x27;r35i1p1f1&#x27;, &#x27;r36i1p1f1&#x27;, &#x27;r37i1p1f1&#x27;, &#x27;r38i1p1f1&#x27;, &#x27;r39i1p1f1&#x27;,\n",
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       "       &#x27;r46i1p1f1&#x27;, &#x27;r47i1p1f1&#x27;, &#x27;r48i1p1f1&#x27;, &#x27;r50i1p1f1&#x27;, &#x27;r51i1p1f1&#x27;,\n",
       "       &#x27;r52i1p1f1&#x27;, &#x27;r53i1p1f1&#x27;, &#x27;r54i1p1f1&#x27;, &#x27;r55i1p1f1&#x27;, &#x27;r56i1p1f1&#x27;,\n",
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       "       &#x27;r62i1p1f1&#x27;, &#x27;r63i1p1f1&#x27;, &#x27;r64i1p1f1&#x27;, &#x27;r65i1p1f1&#x27;, &#x27;r66i1p1f1&#x27;,\n",
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       "       &#x27;r72i1p1f1&#x27;, &#x27;r73i1p1f1&#x27;, &#x27;r74i1p1f1&#x27;, &#x27;r76i1p1f1&#x27;, &#x27;r77i1p1f1&#x27;,\n",
       "       &#x27;r78i1p1f1&#x27;, &#x27;r79i1p1f1&#x27;, &#x27;r7i1p1f1&#x27;, &#x27;r80i1p1f1&#x27;, &#x27;r81i1p1f1&#x27;,\n",
       "       &#x27;r82i1p1f1&#x27;, &#x27;r83i1p1f1&#x27;, &#x27;r84i1p1f1&#x27;, &#x27;r85i1p1f1&#x27;, &#x27;r86i1p1f1&#x27;,\n",
       "       &#x27;r87i1p1f1&#x27;, &#x27;r88i1p1f1&#x27;, &#x27;r89i1p1f1&#x27;, &#x27;r90i1p1f1&#x27;, &#x27;r91i1p1f1&#x27;,\n",
       "       &#x27;r92i1p1f1&#x27;, &#x27;r93i1p1f1&#x27;, &#x27;r95i1p1f1&#x27;, &#x27;r96i1p1f1&#x27;, &#x27;r97i1p1f1&#x27;,\n",
       "       &#x27;r98i1p1f1&#x27;, &#x27;r99i1p1f1&#x27;, &#x27;r9i1p1f1&#x27;], dtype=&#x27;&lt;U10&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-1eff31da-55de-49ac-a228-39be785bf0a8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1eff31da-55de-49ac-a228-39be785bf0a8' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tas</span></div><div class='xr-var-dims'>(member_id, time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 6, 96, 144), meta=np.ndarray&gt;</div><input id='attrs-11afc178-ea9f-43f4-a67d-9ff98bb6d1c4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-11afc178-ea9f-43f4-a67d-9ff98bb6d1c4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3f335e2f-e80a-49f7-9d96-90c67ffba8a3' class='xr-var-data-in' type='checkbox'><label for='data-3f335e2f-e80a-49f7-9d96-90c67ffba8a3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>cell_methods :</span></dt><dd>area: time: mean</dd><dt><span>comment :</span></dt><dd>near-surface (usually, 2 meter) air temperature</dd><dt><span>history :</span></dt><dd>2019-10-09T06:39:19Z altered by CMOR: Treated scalar dimension: &#x27;height&#x27;. 2019-10-09T06:39:19Z altered by CMOR: Converted type from &#x27;d&#x27; to &#x27;f&#x27;.</dd><dt><span>long_name :</span></dt><dd>Near-Surface Air Temperature</dd><dt><span>original_name :</span></dt><dd>TREFHT</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd></dl></div><div class='xr-var-data'><table>\n",
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       "hdl:21.14100/21ed9f8a-d298-49b7-a609-92214268136a\n",
       "hdl:21.14100/6a18d8b0-71b8-487c-b615-06b8c7008ce4\n",
       "hdl:21.14100/f11ee61d-7407-46d7-9e5c-dba4950c3b92\n",
       "hdl:21.14100/f4871502-7c0f-4aa3-9955-e8a6dfaa8ff3\n",
       "hdl:21.14100/56a80b97-1491-429f-b3c5-4ab863640002\n",
       "hdl:21.14100/8cca1789-4e28-436f-a524-d2163c789497\n",
       "hdl:21.14100/9f570055-ab1f-4bba-8f12-bc2307e3f706\n",
       "hdl:21.14100/382274d0-380c-4a84-a916-2f8319601bbb\n",
       "hdl:21.14100/0374781f-7467-480a-99d0-019cc2250b2c\n",
       "hdl:21.14100/37beceeb-1b1c-40d2-acb6-59e83278eead\n",
       "hdl:21.14100/4010536b-63aa-4cb6-83b1-5cbb889d0b38\n",
       "hdl:21.14100/45fbfe97-411e-4239-9691-656935de263a\n",
       "hdl:21.14100/a2ae4f0d-f806-4d10-91a9-d500efad0bd2\n",
       "hdl:21.14100/fb24dc87-9c9a-449e-8a71-786c4de5189a\n",
       "hdl:21.14100/af072c12-6edc-417c-b0d8-569fe7ed5543</dd><dt><span>history :</span></dt><dd>2019-10-09T06:39:19Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-08T21:09:02Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-08T21:10:02Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:23:30Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T00:01:47Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T00:02:44Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T00:03:49Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T00:05:51Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T00:06:46Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-08T20:59:42Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T00:07:56Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T00:08:58Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T00:10:06Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T00:11:15Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T00:12:29Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T00:13:26Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-08T21:04:26Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-08T21:05:33Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-08T21:07:29Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-08T21:00:37Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-08T21:08:20Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-08T21:09:30Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-08T21:10:34Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-08T21:11:27Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-08T21:12:37Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-08T21:13:29Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-08T21:14:33Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-08T21:15:33Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-08T21:04:50Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-08T21:05:45Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-08T21:01:48Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-08T21:07:55Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-08T21:08:45Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-08T21:09:58Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-08T21:11:51Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-08T21:12:51Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-08T21:13:56Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-08T21:14:54Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-08T21:17:08Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:24:59Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:25:58Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:27:02Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:28:02Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:29:23Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:30:38Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:31:38Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:32:38Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:33:26Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:34:19Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:35:08Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:36:07Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:26:37Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:27:21Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:28:31Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:29:37Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:30:26Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:31:26Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-08T21:05:02Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:33:29Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:34:33Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:35:33Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:36:59Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:38:00Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:26:28Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:27:27Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:28:38Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:29:39Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-08T21:06:05Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:30:35Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:31:41Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:32:44Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:33:41Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:34:42Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:35:48Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:36:47Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:37:46Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:26:52Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:27:54Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:28:54Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:30:00Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:31:01Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:32:04Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:34:09Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:35:10Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:36:18Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:37:16Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-09T06:38:21Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.\n",
       "2019-10-08T21:07:58Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.</dd><dt><span>product :</span></dt><dd>model-output</dd><dt><span>branch_time_in_parent :</span></dt><dd>9215.0</dd><dt><span>parent_sub_experiment_id :</span></dt><dd>none</dd><dt><span>branch_method :</span></dt><dd>Hybrid-restart from year 2000-04-01 of amip</dd><dt><span>forcing_index :</span></dt><dd>1</dd><dt><span>parent_experiment_id :</span></dt><dd>amip</dd><dt><span>branch_time :</span></dt><dd>0.0</dd><dt><span>sub_experiment :</span></dt><dd>none</dd><dt><span>source :</span></dt><dd>NorESM2-LM (2017): \n",
       "aerosol: OsloAero\n",
       "atmos: CAM-OSLO (2 degree resolution; 144 x 96; 32 levels; top level 3 mb)\n",
       "atmosChem: OsloChemSimp\n",
       "land: CLM\n",
       "landIce: CISM\n",
       "ocean: MICOM (1 degree resolution; 360 x 384; 70 levels; top grid cell minimum 0-2.5 m [native model uses hybrid density and generic upper-layer coordinate interpolated to z-level for contributed data])\n",
       "ocnBgchem: HAMOCC\n",
       "seaIce: CICE</dd><dt><span>grid :</span></dt><dd>finite-volume grid with 1.9x2.5 degree lat/lon resolution</dd><dt><span>parent_activity_id :</span></dt><dd>CMIP</dd><dt><span>nominal_resolution :</span></dt><dd>250 km</dd><dt><span>frequency :</span></dt><dd>mon</dd><dt><span>source_type :</span></dt><dd>AGCM AER</dd><dt><span>data_specs_version :</span></dt><dd>01.00.31</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>parent_mip_era :</span></dt><dd>CMIP6</dd><dt><span>model_id :</span></dt><dd>NorESM2-LM</dd><dt><span>run_variant :</span></dt><dd>N/A</dd><dt><span>cmor_version :</span></dt><dd>3.5.0</dd><dt><span>experiment_id :</span></dt><dd>piSST-pdSIC</dd><dt><span>contact :</span></dt><dd>Please send any requests or bug reports to noresm-ncc@met.no.</dd><dt><span>parent_time_units :</span></dt><dd>days since 1975-01-01 00:00:00</dd><dt><span>experiment :</span></dt><dd>Atmosphere time slice with pre-industrial SST and present day SIC</dd><dt><span>variable_id :</span></dt><dd>tas</dd><dt><span>institution_id :</span></dt><dd>NCC</dd><dt><span>source_id :</span></dt><dd>NorESM2-LM</dd><dt><span>intake_esm_varname :</span></dt><dd>[&#x27;tas&#x27;]</dd><dt><span>mip_era :</span></dt><dd>CMIP6</dd><dt><span>physics_index :</span></dt><dd>1</dd><dt><span>table_info :</span></dt><dd>Creation Date:(24 July 2019) MD5:0bb394a356ef9d214d027f1aca45853e</dd><dt><span>initialization_index :</span></dt><dd>1</dd><dt><span>external_variables :</span></dt><dd>areacella</dd><dt><span>parent_source_id :</span></dt><dd>NorESM2-LM</dd><dt><span>license :</span></dt><dd>CMIP6 model data produced by NCC is licensed under a Creative Commons Attribution ShareAlike 4.0 International License (https://creativecommons.org/licenses). Consult https://pcmdi.llnl.gov/CMIP6/TermsOfUse for terms of use governing CMIP6 output, including citation requirements and proper acknowledgment. Further information about this data, including some limitations, can be found via the further_info_url (recorded as a global attribute in this file) and at https:///pcmdi.llnl.gov/. The data producers and data providers make no warranty, either express or implied, including, but not limited to, warranties of merchantability and fitness for a particular purpose. All liabilities arising from the supply of the information (including any liability arising in negligence) are excluded to the fullest extent permitted by law.</dd><dt><span>parent_variant_label :</span></dt><dd>r1i1p1f1</dd><dt><span>institution :</span></dt><dd>NorESM Climate modeling Consortium consisting of CICERO (Center for International Climate and Environmental Research, Oslo 0349), MET-Norway (Norwegian Meteorological Institute, Oslo 0313), NERSC (Nansen Environmental and Remote Sensing Center, Bergen 5006), NILU (Norwegian Institute for Air Research, Kjeller 2027), UiB (University of Bergen, Bergen 5007), UiO (University of Oslo, Oslo 0313) and UNI (Uni Research, Bergen 5008), Norway. Mailing address: NCC, c/o MET-Norway, Henrik Mohns plass 1, Oslo 0313, Norway</dd><dt><span>title :</span></dt><dd>NorESM2-LM output prepared for CMIP6</dd><dt><span>grid_label :</span></dt><dd>gn</dd><dt><span>intake_esm_dataset_key :</span></dt><dd>PAMIP.NCC.NorESM2-LM.piSST-pdSIC.Amon.gn</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:    (bnds: 2, lat: 96, lon: 144, member_id: 88, time: 12)\n",
       "Coordinates:\n",
       "    height     float64 ...\n",
       "  * lat        (lat) float64 -90.0 -88.11 -86.21 -84.32 ... 86.21 88.11 90.0\n",
       "    lat_bnds   (lat, bnds) float64 dask.array<chunksize=(96, 2), meta=np.ndarray>\n",
       "  * lon        (lon) float64 0.0 2.5 5.0 7.5 10.0 ... 350.0 352.5 355.0 357.5\n",
       "    lon_bnds   (lon, bnds) float64 dask.array<chunksize=(144, 2), meta=np.ndarray>\n",
       "  * time       (time) int64 0 732 1476 2208 2940 ... 5148 5856 6564 7296 8028\n",
       "    time_bnds  (time, bnds) float64 dask.array<chunksize=(12, 2), meta=np.ndarray>\n",
       "  * member_id  (member_id) <U10 'r100i1p1f1' 'r10i1p1f1' ... 'r9i1p1f1'\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    tas        (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 6, 96, 144), meta=np.ndarray>\n",
       "Attributes:\n",
       "    table_id:                  Amon\n",
       "    activity_id:               PAMIP\n",
       "    sub_experiment_id:         none\n",
       "    Conventions:               CF-1.7 CMIP-6.2\n",
       "    status:                    2020-11-06;created; by gcs.cmip6.ldeo@gmail.com\n",
       "    branch_time_in_child:      0.0\n",
       "    tracking_id:               hdl:21.14100/7941f69d-783d-462b-abb9-f531027cd...\n",
       "    history:                   2019-10-09T06:39:19Z ; CMOR rewrote data to be...\n",
       "    product:                   model-output\n",
       "    branch_time_in_parent:     9215.0\n",
       "    parent_sub_experiment_id:  none\n",
       "    branch_method:             Hybrid-restart from year 2000-04-01 of amip\n",
       "    forcing_index:             1\n",
       "    parent_experiment_id:      amip\n",
       "    branch_time:               0.0\n",
       "    sub_experiment:            none\n",
       "    source:                    NorESM2-LM (2017): \\naerosol: OsloAero\\natmos:...\n",
       "    grid:                      finite-volume grid with 1.9x2.5 degree lat/lon...\n",
       "    parent_activity_id:        CMIP\n",
       "    nominal_resolution:        250 km\n",
       "    frequency:                 mon\n",
       "    source_type:               AGCM AER\n",
       "    data_specs_version:        01.00.31\n",
       "    realm:                     atmos\n",
       "    parent_mip_era:            CMIP6\n",
       "    model_id:                  NorESM2-LM\n",
       "    run_variant:               N/A\n",
       "    cmor_version:              3.5.0\n",
       "    experiment_id:             piSST-pdSIC\n",
       "    contact:                   Please send any requests or bug reports to nor...\n",
       "    parent_time_units:         days since 1975-01-01 00:00:00\n",
       "    experiment:                Atmosphere time slice with pre-industrial SST ...\n",
       "    variable_id:               tas\n",
       "    institution_id:            NCC\n",
       "    source_id:                 NorESM2-LM\n",
       "    intake_esm_varname:        ['tas']\n",
       "    mip_era:                   CMIP6\n",
       "    physics_index:             1\n",
       "    table_info:                Creation Date:(24 July 2019) MD5:0bb394a356ef9...\n",
       "    initialization_index:      1\n",
       "    external_variables:        areacella\n",
       "    parent_source_id:          NorESM2-LM\n",
       "    license:                   CMIP6 model data produced by NCC is licensed u...\n",
       "    parent_variant_label:      r1i1p1f1\n",
       "    institution:               NorESM Climate modeling Consortium consisting ...\n",
       "    title:                     NorESM2-LM output prepared for CMIP6\n",
       "    grid_label:                gn\n",
       "    intake_esm_dataset_key:    PAMIP.NCC.NorESM2-LM.piSST-pdSIC.Amon.gn"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#ds.lev_bnds.isel(time=0).drop_vars(['time'])\n",
    "data_dict['PAMIP.NCC.NorESM2-LM.piSST-pdSIC.Amon.gn']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>variable_id</th>\n",
       "      <th>table_id</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>source_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ACCESS-ESM1-5</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CESM2</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CanESM5</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MIROC6</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MPI-ESM1-2-LR</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               experiment_id  variable_id  table_id\n",
       "source_id                                          \n",
       "ACCESS-ESM1-5              3            1         1\n",
       "CESM2                      3            1         1\n",
       "CanESM5                    3            1         1\n",
       "MIROC6                     3            1         1\n",
       "MPI-ESM1-2-LR              3            1         1"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "query = dict(experiment_id=['historical', 'ssp245', 'ssp585'],\n",
    "               table_id='Amon',\n",
    "               variable_id=['tas'],\n",
    "               member_id = 'r10i1p1f1',\n",
    "               grid_label='gn')\n",
    "# subset catalog and get some metrics grouped by 'source_id'\n",
    "col_subset = col.search(require_all_on=['source_id'], **query)\n",
    "col_subset.df.groupby('source_id')[['experiment_id', 'variable_id', 'table_id']].nunique()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "--> The keys in the returned dictionary of datasets are constructed as follows:\n",
      "\t'activity_id.institution_id.source_id.experiment_id.table_id.grid_label'\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div>\n",
       "        <style>\n",
       "            /* Turns off some styling */\n",
       "            progress {\n",
       "                /* gets rid of default border in Firefox and Opera. */\n",
       "                border: none;\n",
       "                /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "                background-size: auto;\n",
       "            }\n",
       "            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "                background: #F44336;\n",
       "            }\n",
       "        </style>\n",
       "      <progress value='15' class='' max='15' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      100.00% [15/15 00:00<00:00]\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "['ScenarioMIP.NCAR.CESM2.ssp245.Amon.gn',\n",
       " 'ScenarioMIP.MIROC.MIROC6.ssp585.Amon.gn',\n",
       " 'ScenarioMIP.CSIRO.ACCESS-ESM1-5.ssp245.Amon.gn',\n",
       " 'CMIP.MIROC.MIROC6.historical.Amon.gn',\n",
       " 'ScenarioMIP.MPI-M.MPI-ESM1-2-LR.ssp585.Amon.gn',\n",
       " 'ScenarioMIP.MIROC.MIROC6.ssp245.Amon.gn',\n",
       " 'ScenarioMIP.NCAR.CESM2.ssp585.Amon.gn',\n",
       " 'CMIP.NCAR.CESM2.historical.Amon.gn',\n",
       " 'CMIP.MPI-M.MPI-ESM1-2-LR.historical.Amon.gn',\n",
       " 'ScenarioMIP.CSIRO.ACCESS-ESM1-5.ssp585.Amon.gn',\n",
       " 'ScenarioMIP.MPI-M.MPI-ESM1-2-LR.ssp245.Amon.gn',\n",
       " 'ScenarioMIP.CCCma.CanESM5.ssp245.Amon.gn',\n",
       " 'CMIP.CSIRO.ACCESS-ESM1-5.historical.Amon.gn',\n",
       " 'ScenarioMIP.CCCma.CanESM5.ssp585.Amon.gn',\n",
       " 'CMIP.CCCma.CanESM5.historical.Amon.gn']"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dsets = col_subset.to_dataset_dict(zarr_kwargs={'consolidated': True},\n",
    "                                     storage_options={'token': 'anon'})\n",
    "# list all merged datasets\n",
    "[key for key in dsets.keys()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "--> The keys in the returned dictionary of datasets are constructed as follows:\n",
      "\t'activity_id.institution_id.source_id.experiment_id.table_id.grid_label'\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div>\n",
       "        <style>\n",
       "            /* Turns off some styling */\n",
       "            progress {\n",
       "                /* gets rid of default border in Firefox and Opera. */\n",
       "                border: none;\n",
       "                /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "                background-size: auto;\n",
       "            }\n",
       "            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "                background: #F44336;\n",
       "            }\n",
       "        </style>\n",
       "      <progress value='1' class='' max='1' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      100.00% [1/1 00:00<00:00]\n",
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       "    "
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       "<IPython.core.display.HTML object>"
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     "metadata": {},
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    }
   ],
   "source": [
    "dsets = col_subset.to_dataset_dict(zarr_kwargs={'consolidated': True, 'decode_times':False}, \n",
    "                                     aggregate=True, preprocess=combined_preprocessing)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "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>experiment_id</th>\n",
       "      <th>variable_id</th>\n",
       "      <th>member_id</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>source_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ACCESS-CM2</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ACCESS-ESM1-5</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AWI-CM-1-1-MR</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BCC-CSM2-MR</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CAMS-CSM1-0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CESM2</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CESM2-WACCM</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CIESM</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CMCC-CM2-SR5</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNRM-CM6-1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNRM-CM6-1-HR</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNRM-ESM2-1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CanESM5</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CanESM5-CanOE</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC-Earth3</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC-Earth3-Veg</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FGOALS-f3-L</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FGOALS-g3</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FIO-ESM-2-0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GFDL-CM4</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GISS-E2-1-G</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HadGEM3-GC31-LL</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IPSL-CM6A-LR</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MCM-UA-1-0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MIROC-ES2L</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MIROC6</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MPI-ESM1-2-HR</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MPI-ESM1-2-LR</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NESM3</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NorESM2-LM</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NorESM2-MM</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UKESM1-0-LL</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 experiment_id  variable_id  member_id\n",
       "source_id                                             \n",
       "ACCESS-CM2                   1            1          3\n",
       "ACCESS-ESM1-5                1            1          3\n",
       "AWI-CM-1-1-MR                1            1          1\n",
       "BCC-CSM2-MR                  1            1          1\n",
       "CAMS-CSM1-0                  1            1          2\n",
       "CESM2                        1            1          3\n",
       "CESM2-WACCM                  1            1          5\n",
       "CIESM                        1            1          1\n",
       "CMCC-CM2-SR5                 1            1          1\n",
       "CNRM-CM6-1                   1            1          6\n",
       "CNRM-CM6-1-HR                1            1          1\n",
       "CNRM-ESM2-1                  1            1          5\n",
       "CanESM5                      1            1         20\n",
       "CanESM5-CanOE                1            1          3\n",
       "EC-Earth3                    1            1          1\n",
       "EC-Earth3-Veg                1            1          2\n",
       "FGOALS-f3-L                  1            1          2\n",
       "FGOALS-g3                    1            1          2\n",
       "FIO-ESM-2-0                  1            1          3\n",
       "GFDL-CM4                     1            1          1\n",
       "GISS-E2-1-G                  1            1          6\n",
       "HadGEM3-GC31-LL              1            1          3\n",
       "IPSL-CM6A-LR                 1            1          6\n",
       "MCM-UA-1-0                   1            1          1\n",
       "MIROC-ES2L                   1            1          1\n",
       "MIROC6                       1            1         50\n",
       "MPI-ESM1-2-HR                1            1          2\n",
       "MPI-ESM1-2-LR                1            1         10\n",
       "NESM3                        1            1          2\n",
       "NorESM2-LM                   1            1          1\n",
       "NorESM2-MM                   1            1          1\n",
       "UKESM1-0-LL                  1            1          5"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "--> The keys in the returned dictionary of datasets are constructed as follows:\n",
      "\t'activity_id.institution_id.source_id.experiment_id.table_id.grid_label'\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div>\n",
       "        <style>\n",
       "            /* Turns off some styling */\n",
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       "                border: none;\n",
       "                /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
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       "            }\n",
       "            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
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       "    "
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       "<IPython.core.display.HTML object>"
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     "metadata": {},
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    }
   ],
   "source": [
    "from cmip6_preprocessing.preprocessing import combined_preprocessing\n",
    "\n",
    "query = dict(experiment_id=['ssp585'],\n",
    "               table_id='Omon',\n",
    "               variable_id=['uo'],\n",
    "               #source_id = ['CESM2','CanESM5'],\n",
    "               grid_label='gn')\n",
    "# subset catalog and get some metrics grouped by 'source_id'\n",
    "cat = col.search(require_all_on=['source_id'], **query)\n",
    "display(cat.df.groupby('source_id')[['experiment_id', 'variable_id', 'member_id']].nunique())\n",
    "\n",
    "data_dict = col_subset.to_dataset_dict(zarr_kwargs={'consolidated': True, 'decode_times':False}, aggregate=True) #, preprocess=combined_preprocessing)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'ScenarioMIP.NCAR.CESM2.ssp585.Omon.gn': <xarray.Dataset>\n",
       " Dimensions:    (d2: 2, member_id: 3, nlat: 384, nlon: 320, time: 1032, vertices: 4)\n",
       " Coordinates:\n",
       "     lat        (nlat, nlon) float64 dask.array<chunksize=(384, 320), meta=np.ndarray>\n",
       "     lat_bnds   (nlat, nlon, vertices) float32 dask.array<chunksize=(384, 320, 4), meta=np.ndarray>\n",
       "     lon        (nlat, nlon) float64 dask.array<chunksize=(384, 320), meta=np.ndarray>\n",
       "     lon_bnds   (nlat, nlon, vertices) float32 dask.array<chunksize=(384, 320, 4), meta=np.ndarray>\n",
       "   * nlat       (nlat) int32 1 2 3 4 5 6 7 8 ... 377 378 379 380 381 382 383 384\n",
       "   * nlon       (nlon) int32 1 2 3 4 5 6 7 8 ... 313 314 315 316 317 318 319 320\n",
       "   * time       (time) float64 0.0 707.0 1.415e+03 ... 7.519e+05 7.526e+05\n",
       "     time_bnds  (time, d2) float64 dask.array<chunksize=(1032, 2), meta=np.ndarray>\n",
       "   * member_id  (member_id) <U9 'r10i1p1f1' 'r11i1p1f1' 'r4i1p1f1'\n",
       " Dimensions without coordinates: d2, vertices\n",
       " Data variables:\n",
       "     zos        (member_id, time, nlat, nlon) float32 dask.array<chunksize=(1, 180, 384, 320), meta=np.ndarray>\n",
       " Attributes:\n",
       "     table_id:                Omon\n",
       "     activity_id:             ScenarioMIP\n",
       "     sub_experiment_id:       none\n",
       "     Conventions:             CF-1.7 CMIP-6.2\n",
       "     further_info_url:        https://furtherinfo.es-doc.org/CMIP6.NCAR.CESM2....\n",
       "     status:                  2020-06-16;created; by gcs.cmip6.ldeo@gmail.com\n",
       "     branch_time_in_child:    735110.0\n",
       "     tracking_id:             hdl:21.14100/6df88592-18e5-4fe0-b375-4e7ef8ce64b...\n",
       "     creation_date:           2020-05-27T23:23:11Z\n",
       "     product:                 model-output\n",
       "     branch_time_in_parent:   735110.0\n",
       "     branch_method:           standard\n",
       "     forcing_index:           1\n",
       "     parent_experiment_id:    historical\n",
       "     sub_experiment:          none\n",
       "     source:                  CESM2 (2017): atmosphere: CAM6 (0.9x1.25 finite ...\n",
       "     grid:                    native gx1v7 displaced pole grid (384x320 latxlon)\n",
       "     parent_activity_id:      CMIP\n",
       "     nominal_resolution:      100 km\n",
       "     model_doi_url:           https://doi.org/10.5065/D67H1H0V\n",
       "     frequency:               mon\n",
       "     source_type:             AOGCM BGC AER\n",
       "     data_specs_version:      01.00.31\n",
       "     realm:                   ocean\n",
       "     variant_label:           r4i1p1f1\n",
       "     variant_info:            CMIP6 SSP5-8.5 experiments (2015-2100) with CAM6...\n",
       "     cesm_casename:           b.e21.BSSP585cmip6.f09_g17.CMIP6-SSP5-8.5.103\n",
       "     case_id:                 1735\n",
       "     parent_mip_era:          CMIP6\n",
       "     experiment_id:           ssp585\n",
       "     contact:                 cesm_cmip6@ucar.edu\n",
       "     realization_index:       4\n",
       "     parent_time_units:       days since 0001-01-01 00:00:00\n",
       "     experiment:              SSP-based RCP scenario with high radiative forci...\n",
       "     variable_id:             zos\n",
       "     institution_id:          NCAR\n",
       "     source_id:               CESM2\n",
       "     intake_esm_varname:      ['zos']\n",
       "     mip_era:                 CMIP6\n",
       "     physics_index:           1\n",
       "     initialization_index:    1\n",
       "     external_variables:      areacello\n",
       "     parent_source_id:        CESM2\n",
       "     license:                 CMIP6 model data produced by <The National Cente...\n",
       "     parent_variant_label:    r4i1p1f1\n",
       "     institution:             National Center for Atmospheric Research, Climat...\n",
       "     grid_label:              gn\n",
       "     intake_esm_dataset_key:  ScenarioMIP.NCAR.CESM2.ssp585.Omon.gn}"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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