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andersy005/cesmle-ens31.ipynb

Last active July 17, 2020 21:11
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cesmle-ens31.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import xarray as xr\n",
"from distributed import Client\n",
"from dask_jobqueue import SLURMCluster\n",
"from pathlib import Path\n",
"import pandas as pd\n",
"from tqdm.auto import tqdm"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "64ed53065b2b4883bb7b0f0065371a9a",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(HTML(value='<h2>SLURMCluster</h2>'), HBox(children=(HTML(value='\\n<div>\\n <style scoped>\\n …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cluster = SLURMCluster(cores=8, memory='40GB')\n",
"cluster.adapt(minimum=0, maximum=35)\n",
"client = Client(cluster)\n",
"cluster"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"PosixPath('/glade/p/cisl/iowa/abaker_aws/ens_31/daily/b.e11.BRCP85C5CNBDRD.f09_g16.031.cam.h1.FSNSC.20060101-20801231.nc')"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"root = Path(\"/glade/p/cisl/iowa/abaker_aws/ens_31\")\n",
"files = list(root.rglob(\"*/*.nc\"))\n",
"files[2]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"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>frequency</th>\n",
" <th>start</th>\n",
" <th>end</th>\n",
" <th>variable</th>\n",
" <th>path</th>\n",
" <th>member_id</th>\n",
" <th>experiment</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>daily</td>\n",
" <td>19200101</td>\n",
" <td>20051231</td>\n",
" <td>FLNS</td>\n",
" <td>/glade/p/cisl/iowa/abaker_aws/ens_31/daily/b.e...</td>\n",
" <td>31</td>\n",
" <td>20C</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41</th>\n",
" <td>daily</td>\n",
" <td>19200101</td>\n",
" <td>20051231</td>\n",
" <td>FLNSC</td>\n",
" <td>/glade/p/cisl/iowa/abaker_aws/ens_31/daily/b.e...</td>\n",
" <td>31</td>\n",
" <td>20C</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44</th>\n",
" <td>daily</td>\n",
" <td>19200101</td>\n",
" <td>20051231</td>\n",
" <td>FLUT</td>\n",
" <td>/glade/p/cisl/iowa/abaker_aws/ens_31/daily/b.e...</td>\n",
" <td>31</td>\n",
" <td>20C</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>daily</td>\n",
" <td>19200101</td>\n",
" <td>20051231</td>\n",
" <td>FSNS</td>\n",
" <td>/glade/p/cisl/iowa/abaker_aws/ens_31/daily/b.e...</td>\n",
" <td>31</td>\n",
" <td>20C</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>daily</td>\n",
" <td>19200101</td>\n",
" <td>20051231</td>\n",
" <td>FSNSC</td>\n",
" <td>/glade/p/cisl/iowa/abaker_aws/ens_31/daily/b.e...</td>\n",
" <td>31</td>\n",
" <td>20C</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" frequency start end variable \\\n",
"12 daily 19200101 20051231 FLNS \n",
"41 daily 19200101 20051231 FLNSC \n",
"44 daily 19200101 20051231 FLUT \n",
"11 daily 19200101 20051231 FSNS \n",
"14 daily 19200101 20051231 FSNSC \n",
"\n",
" path member_id experiment \n",
"12 /glade/p/cisl/iowa/abaker_aws/ens_31/daily/b.e... 31 20C \n",
"41 /glade/p/cisl/iowa/abaker_aws/ens_31/daily/b.e... 31 20C \n",
"44 /glade/p/cisl/iowa/abaker_aws/ens_31/daily/b.e... 31 20C \n",
"11 /glade/p/cisl/iowa/abaker_aws/ens_31/daily/b.e... 31 20C \n",
"14 /glade/p/cisl/iowa/abaker_aws/ens_31/daily/b.e... 31 20C "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def parse_file(x):\n",
" attrs = {}\n",
" parts = x.stem.split('.')\n",
" date_range = parts[-1].split('-')\n",
" attrs['frequency'] = x.as_posix().split('/')[-2]\n",
" attrs['start'] = date_range[0]\n",
" attrs['end'] = date_range[1]\n",
" attrs['variable'] = parts[-2]\n",
" attrs['path'] = x.as_posix()\n",
" attrs['member_id'] = 31\n",
" if parts[2] == 'B20TRC5CNBDRD':\n",
" attrs['experiment'] = '20C'\n",
" elif parts[2] == 'BRCP85C5CNBDRD':\n",
" attrs['experiment'] = 'RCP85'\n",
" else:\n",
" attrs['experiment'] = 'unknown'\n",
" return attrs\n",
"\n",
"entries = [parse_file(file) for file in files]\n",
"df = pd.DataFrame(entries)\n",
"df = df.sort_values(by=['path'])\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"Int64Index: 144 entries, 12 to 102\n",
"Data columns (total 7 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 frequency 144 non-null object\n",
" 1 start 144 non-null object\n",
" 2 end 144 non-null object\n",
" 3 variable 144 non-null object\n",
" 4 path 144 non-null object\n",
" 5 member_id 144 non-null int64 \n",
" 6 experiment 144 non-null object\n",
"dtypes: int64(1), object(6)\n",
"memory usage: 9.0+ KB\n"
]
}
],
"source": [
"df.info()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"frequency 2\n",
"start 6\n",
"end 6\n",
"variable 30\n",
"path 144\n",
"member_id 1\n",
"experiment 2\n",
"dtype: int64"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.nunique()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"grouped = df.groupby(['experiment', 'frequency', 'variable'])"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"dict_keys([('20C', 'daily', 'FLNS'), ('20C', 'daily', 'FLNSC'), ('20C', 'daily', 'FLUT'), ('20C', 'daily', 'FSNS'), ('20C', 'daily', 'FSNSC'), ('20C', 'daily', 'FSNTOA'), ('20C', 'daily', 'ICEFRAC'), ('20C', 'daily', 'LHFLX'), ('20C', 'daily', 'PRECL'), ('20C', 'daily', 'PRECSC'), ('20C', 'daily', 'PRECSL'), ('20C', 'daily', 'PRECT'), ('20C', 'daily', 'PRECTMX'), ('20C', 'daily', 'PSL'), ('20C', 'daily', 'Q850'), ('20C', 'daily', 'SHFLX'), ('20C', 'daily', 'TMQ'), ('20C', 'daily', 'TREFHT'), ('20C', 'daily', 'TREFHTMN'), ('20C', 'daily', 'TREFHTMX'), ('20C', 'daily', 'TS'), ('20C', 'daily', 'UBOT'), ('20C', 'daily', 'WSPDSRFAV'), ('20C', 'daily', 'Z500'), ('20C', 'monthly', 'FLNS'), ('20C', 'monthly', 'FLNSC'), ('20C', 'monthly', 'FLUT'), ('20C', 'monthly', 'FSNS'), ('20C', 'monthly', 'FSNSC'), ('20C', 'monthly', 'FSNTOA'), ('20C', 'monthly', 'ICEFRAC'), ('20C', 'monthly', 'LHFLX'), ('20C', 'monthly', 'PRECC'), ('20C', 'monthly', 'PRECL'), ('20C', 'monthly', 'PRECSC'), ('20C', 'monthly', 'PRECSL'), ('20C', 'monthly', 'PSL'), ('20C', 'monthly', 'Q'), ('20C', 'monthly', 'SHFLX'), ('20C', 'monthly', 'T'), ('20C', 'monthly', 'TMQ'), ('20C', 'monthly', 'TREFHT'), ('20C', 'monthly', 'TREFHTMN'), ('20C', 'monthly', 'TREFHTMX'), ('20C', 'monthly', 'TS'), ('20C', 'monthly', 'U'), ('20C', 'monthly', 'V'), ('20C', 'monthly', 'Z3'), ('RCP85', 'daily', 'FLNS'), ('RCP85', 'daily', 'FLNSC'), ('RCP85', 'daily', 'FLUT'), ('RCP85', 'daily', 'FSNS'), ('RCP85', 'daily', 'FSNSC'), ('RCP85', 'daily', 'FSNTOA'), ('RCP85', 'daily', 'ICEFRAC'), ('RCP85', 'daily', 'LHFLX'), ('RCP85', 'daily', 'PRECL'), ('RCP85', 'daily', 'PRECSC'), ('RCP85', 'daily', 'PRECSL'), ('RCP85', 'daily', 'PRECT'), ('RCP85', 'daily', 'PRECTMX'), ('RCP85', 'daily', 'PSL'), ('RCP85', 'daily', 'Q850'), ('RCP85', 'daily', 'SHFLX'), ('RCP85', 'daily', 'TMQ'), ('RCP85', 'daily', 'TREFHT'), ('RCP85', 'daily', 'TREFHTMN'), ('RCP85', 'daily', 'TREFHTMX'), ('RCP85', 'daily', 'TS'), ('RCP85', 'daily', 'UBOT'), ('RCP85', 'daily', 'WSPDSRFAV'), ('RCP85', 'daily', 'Z500'), ('RCP85', 'monthly', 'FLNS'), ('RCP85', 'monthly', 'FLNSC'), ('RCP85', 'monthly', 'FLUT'), ('RCP85', 'monthly', 'FSNS'), ('RCP85', 'monthly', 'FSNSC'), ('RCP85', 'monthly', 'FSNTOA'), ('RCP85', 'monthly', 'ICEFRAC'), ('RCP85', 'monthly', 'LHFLX'), ('RCP85', 'monthly', 'PRECC'), ('RCP85', 'monthly', 'PRECL'), ('RCP85', 'monthly', 'PRECSC'), ('RCP85', 'monthly', 'PRECSL'), ('RCP85', 'monthly', 'PSL'), ('RCP85', 'monthly', 'Q'), ('RCP85', 'monthly', 'SHFLX'), ('RCP85', 'monthly', 'T'), ('RCP85', 'monthly', 'TMQ'), ('RCP85', 'monthly', 'TREFHT'), ('RCP85', 'monthly', 'TREFHTMN'), ('RCP85', 'monthly', 'TREFHTMX'), ('RCP85', 'monthly', 'TS'), ('RCP85', 'monthly', 'U'), ('RCP85', 'monthly', 'V'), ('RCP85', 'monthly', 'Z3')])"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"grouped.groups.keys()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[(('20C', 'daily', 'FLNS'),\n",
" '/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-FLNS.zarr'),\n",
" (('20C', 'daily', 'FLNSC'),\n",
" '/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-FLNSC.zarr')]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"config = [(key, \"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-\"+\"-\".join(key)+\".zarr\") for key in grouped.groups.keys()]\n",
"config[:2]"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"variables = df['variable'].unique()\n",
"def preprocess(ds):\n",
" \"\"\"Drop all unnecessary variables and coordinates\"\"\"\n",
" vars_to_drop = [vname for vname in ds.data_vars if vname not in variables]\n",
" coord_vars = [vname for vname in ds.data_vars if 'time' not in ds[vname].dims]\n",
" ds_fixed = ds.set_coords(coord_vars)\n",
" data_vars_dims = []\n",
" for data_var in ds_fixed.data_vars:\n",
" data_vars_dims.extend(list(ds_fixed[data_var].dims))\n",
" coords_to_drop = [coord for coord in ds_fixed.coords if coord not in data_vars_dims]\n",
" grid_vars = list(set(vars_to_drop + coords_to_drop) - set(['time', 'time_bound', 'time_bnds']))\n",
" ds_fixed = ds_fixed.drop(grid_vars)\n",
" if 'history' in ds_fixed.attrs:\n",
" del ds_fixed.attrs['history']\n",
" return ds_fixed.reset_coords().expand_dims({'member_id': [31]})"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "2372422d097c4a47b79d21a1cd72bee7",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(FloatProgress(value=0.0, max=96.0), HTML(value='')))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-FLNS.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-FLNSC.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-FLUT.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-FSNS.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-FSNSC.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-FSNTOA.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-ICEFRAC.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-LHFLX.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-PRECL.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-PRECSC.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-PRECSL.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-PRECT.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-PRECTMX.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-PSL.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-Q850.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-SHFLX.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-TMQ.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-TREFHT.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-TREFHTMN.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-TREFHTMX.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-TS.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-UBOT.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-WSPDSRFAV.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-Z500.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-FLNS.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-FLNSC.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-FLUT.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-FSNS.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-FSNSC.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-FSNTOA.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-ICEFRAC.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-LHFLX.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-PRECC.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-PRECL.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-PRECSC.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-PRECSL.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-PSL.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-Q.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-SHFLX.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-T.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-TMQ.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-TREFHT.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-TREFHTMN.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-TREFHTMX.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-TS.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-U.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-V.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-Z3.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-FLNS.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-FLNSC.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-FLUT.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-FSNS.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-FSNSC.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-FSNTOA.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-ICEFRAC.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-LHFLX.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-PRECL.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-PRECSC.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-PRECSL.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-PRECT.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-PRECTMX.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-PSL.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-Q850.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-SHFLX.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-TMQ.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-TREFHT.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-TREFHTMN.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-TREFHTMX.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-TS.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-UBOT.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-WSPDSRFAV.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-Z500.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-FLNS.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-FLNSC.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-FLUT.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-FSNS.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-FSNSC.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-FSNTOA.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-ICEFRAC.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-LHFLX.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-PRECC.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-PRECL.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-PRECSC.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-PRECSL.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-PSL.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-Q.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-SHFLX.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-T.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-TMQ.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-TREFHT.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-TREFHTMN.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-TREFHTMX.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-TS.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-U.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-V.zarr\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-Z3.zarr\n",
"\n"
]
}
],
"source": [
"for item in tqdm(config):\n",
" paths = grouped.get_group(item[0])['path'].tolist()\n",
" ds = xr.open_mfdataset(paths, combine='by_coords', parallel=True, preprocess=preprocess, chunks={}, use_cftime=True)\n",
" if 'lev' in ds.coords:\n",
" ds = ds.chunk({'time': 18, 'lev': -1})\n",
" else:\n",
" ds = ds.chunk({'time': 576})\n",
" \n",
" ds.to_zarr(item[1], mode='w', consolidated=True)\n",
" print(item[1])"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-SHFLX.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 31391)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-01-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" SHFLX (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 15696, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-PRECSC.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 34676)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-01-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" PRECSC (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 17338, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-PRECT.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 31391)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-01-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" PRECT (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 15696, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-WSPDSRFAV.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 34676)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-01-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" WSPDSRFAV (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 17338, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-V.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lev: 30, lon: 288, member_id: 1, nbnd: 2, time: 1032)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lev (lev) float64 3.643 7.595 14.36 24.61 ... 936.2 957.5 976.3 992.6\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-02-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" V (member_id, time, lev, lat, lon) float32 dask.array<chunksize=(1, 18, 30, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1032, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-WSPDSRFAV.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 31391)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-01-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" WSPDSRFAV (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 15696, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-LHFLX.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 31391)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-01-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" LHFLX (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 15696, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-FSNTOA.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 31391)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-01-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" FSNTOA (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 15696, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-FSNS.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 1140)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-02-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" FSNS (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1140, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-TREFHTMX.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 34676)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-01-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" TREFHTMX (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 17338, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-FSNTOA.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 34676)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-01-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" FSNTOA (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 17338, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-TREFHTMN.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 1140)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-02-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" TREFHTMN (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1140, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-TS.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 34676)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-01-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" TS (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 17338, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-FLNSC.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 1140)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-02-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" FLNSC (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1140, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-FSNSC.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 31391)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-01-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" FSNSC (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 15696, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-PRECL.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 1032)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-02-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" PRECL (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1032, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-FSNTOA.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 1140)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-02-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" FSNTOA (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1140, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-Z500.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 34676)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-01-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" Z500 (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 17338, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-ICEFRAC.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 31391)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-01-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" ICEFRAC (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 15696, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-PSL.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 1032)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-02-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" PSL (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1032, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-PRECSC.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 1140)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-02-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" PRECSC (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1140, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-PRECSL.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 1140)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-02-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" PRECSL (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1140, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-UBOT.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 31391)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-01-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" UBOT (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 15696, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-PRECT.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 34676)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-01-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" PRECT (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 17338, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-FSNS.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 34676)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-01-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" FSNS (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 17338, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-Q850.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 31391)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-01-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" Q850 (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 15696, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-FSNSC.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 1140)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-02-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" FSNSC (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1140, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-TS.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 31391)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-01-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" TS (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 15696, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-SHFLX.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 1032)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-02-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" SHFLX (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1032, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-PRECL.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 31391)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-01-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" PRECL (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 15696, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-FLNSC.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 1032)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-02-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" FLNSC (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1032, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-Q.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lev: 30, lon: 288, member_id: 1, nbnd: 2, time: 1032)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lev (lev) float64 3.643 7.595 14.36 24.61 ... 936.2 957.5 976.3 992.6\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-02-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" Q (member_id, time, lev, lat, lon) float32 dask.array<chunksize=(1, 18, 30, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1032, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-Q850.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 34676)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-01-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" Q850 (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 17338, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-FLNSC.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 34676)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-01-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" FLNSC (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 17338, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-PSL.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 31391)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-01-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" PSL (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 15696, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-TREFHTMX.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 31391)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-01-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" TREFHTMX (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 15696, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-TMQ.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 34676)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-01-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" TMQ (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 17338, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-FSNTOA.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 1032)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-02-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" FSNTOA (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1032, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-U.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lev: 30, lon: 288, member_id: 1, nbnd: 2, time: 1140)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lev (lev) float64 3.643 7.595 14.36 24.61 ... 936.2 957.5 976.3 992.6\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-02-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" U (member_id, time, lev, lat, lon) float32 dask.array<chunksize=(1, 18, 30, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1140, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-TREFHT.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 31391)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-01-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" TREFHT (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 15696, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-ICEFRAC.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 1032)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-02-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" ICEFRAC (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1032, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-FLNSC.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 31391)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-01-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" FLNSC (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 15696, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-SHFLX.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 34676)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-01-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" SHFLX (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 17338, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-TMQ.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 1140)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-02-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" TMQ (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1140, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-FLNS.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 1140)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-02-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" FLNS (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1140, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-LHFLX.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 34676)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-01-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" LHFLX (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 17338, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-UBOT.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 34676)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-01-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" UBOT (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 17338, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-TREFHT.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 1032)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-02-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" TREFHT (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1032, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-T.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lev: 30, lon: 288, member_id: 1, nbnd: 2, time: 1032)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lev (lev) float64 3.643 7.595 14.36 24.61 ... 936.2 957.5 976.3 992.6\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-02-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" T (member_id, time, lev, lat, lon) float32 dask.array<chunksize=(1, 18, 30, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1032, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-PRECSL.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 34676)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-01-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" PRECSL (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 17338, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-PRECL.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 34676)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-01-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" PRECL (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 17338, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-SHFLX.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 1140)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-02-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" SHFLX (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1140, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-PRECC.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 1140)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-02-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" PRECC (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1140, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-Z3.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lev: 30, lon: 288, member_id: 1, nbnd: 2, time: 1140)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lev (lev) float64 3.643 7.595 14.36 24.61 ... 936.2 957.5 976.3 992.6\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-02-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" Z3 (member_id, time, lev, lat, lon) float32 dask.array<chunksize=(1, 18, 30, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1140, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-ICEFRAC.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 34676)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-01-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" ICEFRAC (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 17338, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-FLUT.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 34676)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-01-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" FLUT (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 17338, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-FLNS.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 34676)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-01-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" FLNS (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 17338, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-PRECL.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 1140)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-02-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" PRECL (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1140, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-TREFHTMN.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 31391)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-01-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" TREFHTMN (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 15696, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-Z500.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 31391)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-01-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" Z500 (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 15696, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-FSNSC.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 34676)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-01-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" FSNSC (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 17338, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-PRECSC.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 1032)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-02-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" PRECSC (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1032, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-TREFHT.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 34676)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-01-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" TREFHT (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 17338, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-TMQ.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 1032)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-02-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" TMQ (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1032, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-FSNS.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 1032)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-02-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" FSNS (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1032, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-FLUT.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 1140)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-02-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" FLUT (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1140, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-TREFHTMX.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 1032)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-02-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" TREFHTMX (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1032, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-PSL.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 34676)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-01-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" PSL (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 17338, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-TREFHTMN.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 1032)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-02-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" TREFHTMN (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1032, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-Z3.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lev: 30, lon: 288, member_id: 1, nbnd: 2, time: 1032)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lev (lev) float64 3.643 7.595 14.36 24.61 ... 936.2 957.5 976.3 992.6\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-02-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" Z3 (member_id, time, lev, lat, lon) float32 dask.array<chunksize=(1, 18, 30, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1032, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-PSL.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 1140)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-02-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" PSL (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1140, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-TMQ.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 31391)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-01-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" TMQ (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 15696, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-T.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lev: 30, lon: 288, member_id: 1, nbnd: 2, time: 1140)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lev (lev) float64 3.643 7.595 14.36 24.61 ... 936.2 957.5 976.3 992.6\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-02-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" T (member_id, time, lev, lat, lon) float32 dask.array<chunksize=(1, 18, 30, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1140, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-TREFHTMN.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 34676)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-01-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" TREFHTMN (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 17338, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-U.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lev: 30, lon: 288, member_id: 1, nbnd: 2, time: 1032)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lev (lev) float64 3.643 7.595 14.36 24.61 ... 936.2 957.5 976.3 992.6\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-02-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" U (member_id, time, lev, lat, lon) float32 dask.array<chunksize=(1, 18, 30, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1032, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-PRECSC.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 31391)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-01-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" PRECSC (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 15696, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-PRECSL.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 1032)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-02-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" PRECSL (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1032, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-TREFHT.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 1140)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-02-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" TREFHT (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1140, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-FSNS.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 31391)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-01-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" FSNS (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 15696, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-Q.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lev: 30, lon: 288, member_id: 1, nbnd: 2, time: 1140)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lev (lev) float64 3.643 7.595 14.36 24.61 ... 936.2 957.5 976.3 992.6\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-02-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" Q (member_id, time, lev, lat, lon) float32 dask.array<chunksize=(1, 18, 30, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1140, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-PRECTMX.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 31391)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-01-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" PRECTMX (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 15696, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-daily-PRECTMX.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 34676)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-01-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" PRECTMX (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 17338, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-ICEFRAC.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 1140)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-02-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" ICEFRAC (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1140, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-PRECC.zarr\n",
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"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 1032)\n",
"Coordinates:\n",
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" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-02-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" PRECC (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1032, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-TREFHTMX.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 1140)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-02-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" TREFHTMX (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1140, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-FLUT.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 31391)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-01-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" FLUT (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 15696, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-FSNSC.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 1032)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-02-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" FSNSC (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1032, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-FLNS.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 1032)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-02-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" FLNS (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1032, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-V.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lev: 30, lon: 288, member_id: 1, nbnd: 2, time: 1140)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lev (lev) float64 3.643 7.595 14.36 24.61 ... 936.2 957.5 976.3 992.6\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-02-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" V (member_id, time, lev, lat, lon) float32 dask.array<chunksize=(1, 18, 30, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1140, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-PRECSL.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 31391)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-01-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" PRECSL (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 15696, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-TS.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 1140)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-02-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" TS (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1140, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-daily-FLNS.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 31391)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-01-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" FLNS (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 15696, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-TS.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 1032)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-02-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" TS (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1032, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-LHFLX.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 1032)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-02-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" LHFLX (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1032, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-20C-monthly-FLUT.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 1032)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 1920-02-01 00:00:00 ... 2006-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" FLUT (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1032, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.B20TRC5CNBDRD.f09_g16.031\n",
" host: ys0219\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.001.cam.i.1920-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n",
"\n",
"\n",
"/glade/scratch/abanihi/data/lens-ens31/cesmle-atm-ens31-RCP85-monthly-LHFLX.zarr\n",
"<xarray.Dataset>\n",
"Dimensions: (lat: 192, lon: 288, member_id: 1, nbnd: 2, time: 1140)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 31\n",
" * time (time) object 2006-02-01 00:00:00 ... 2101-01-01 00:00:00\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" LHFLX (member_id, time, lat, lon) float32 dask.array<chunksize=(1, 576, 192, 288), meta=np.ndarray>\n",
" time_bnds (member_id, time, nbnd) object dask.array<chunksize=(1, 1140, 2), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" Version: $Name$\n",
" case: b.e11.BRCP85C5CNBDRD.f09_g16.031\n",
" host: ys1023\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.031.cam.i.2006-01-01-00000.nc\n",
" logname: mickelso\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/USGS-gtop...\n"
]
}
],
"source": [
"# Make sure the zarr stores were properly written\n",
"p = Path(\"/glade/scratch/abanihi/data/lens-ens31\")\n",
"stores = list(p.rglob(\"*.zarr\"))\n",
"for store in stores:\n",
" try:\n",
" ds = xr.open_zarr(store.as_posix(), consolidated=True)\n",
" print('\\n')\n",
" print(store)\n",
" print(ds)\n",
" except Exception as e:\n",
" #print(e)\n",
" print(store)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
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