From b580689acde07435229ce11bf65c4c81632fdda3 Mon Sep 17 00:00:00 2001
From: aaronspring <aaron.spring@mpimet.mpg.de>
Date: Sun, 26 Jul 2020 00:10:19 +0200
Subject: [PATCH] sftp
---
ci/pymistral.yml | 4 +-
notebooks/access_archive_via_sftp.ipynb | 1948 +++++++++++++++++++++++
2 files changed, 1950 insertions(+), 2 deletions(-)
create mode 100644 notebooks/access_archive_via_sftp.ipynb
diff --git a/ci/pymistral.yml b/ci/pymistral.yml
index 21f013b..9c38f1b 100644
--- a/ci/pymistral.yml
+++ b/ci/pymistral.yml
@@ -5,9 +5,9 @@ dependencies:
- bokeh
- cartopy
- cdo
- - dask==2.15.0
+ - dask #==2.15.0
- dask-jobqueue
- - distributed==2.15.0
+ - distributed #==2.15.0
- jupyterlab
- matplotlib
- numpy
diff --git a/notebooks/access_archive_via_sftp.ipynb b/notebooks/access_archive_via_sftp.ipynb
new file mode 100644
index 0000000..561d92f
--- /dev/null
+++ b/notebooks/access_archive_via_sftp.ipynb
@@ -0,0 +1,1948 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# fsspec\n",
+ "https://filesystem-spec.readthedocs.io/en/latest/features.html#caching-files-locally"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import fsspec\n",
+ "import xarray as xr\n",
+ "from dask.utils import format_bytes\n",
+ "import os"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 91,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<table style=\"border: 2px solid white;\">\n",
+ "<tr>\n",
+ "<td style=\"vertical-align: top; border: 0px solid white\">\n",
+ "<h3 style=\"text-align: left;\">Client</h3>\n",
+ "<ul style=\"text-align: left; list-style: none; margin: 0; padding: 0;\">\n",
+ " <li><b>Scheduler: </b>inproc://10.50.37.128/46610/229</li>\n",
+ " <li><b>Dashboard: </b><a href='http://localhost:8888/proxy/8787/status' target='_blank'>http://localhost:8888/proxy/8787/status</a></li>\n",
+ "</ul>\n",
+ "</td>\n",
+ "<td style=\"vertical-align: top; border: 0px solid white\">\n",
+ "<h3 style=\"text-align: left;\">Cluster</h3>\n",
+ "<ul style=\"text-align: left; list-style:none; margin: 0; padding: 0;\">\n",
+ " <li><b>Workers: </b>1</li>\n",
+ " <li><b>Cores: </b>48</li>\n",
+ " <li><b>Memory: </b>64.00 GB</li>\n",
+ "</ul>\n",
+ "</td>\n",
+ "</tr>\n",
+ "</table>"
+ ],
+ "text/plain": [
+ "<Client: 'inproc://10.50.37.128/46610/229' processes=1 threads=48, memory=64.00 GB>"
+ ]
+ },
+ "execution_count": 91,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "from dask.distributed import Client\n",
+ "client = Client(processes=False, threads_per_worker=48, n_workers=1, memory_limit=\"64GB\")\n",
+ "client"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fs = fsspec.filesystem('sftp', host='xtape.dkrz.de',username='m300524',password='')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "remote_path = '/hpss/arch/mj0060/m220053/experiments/vga0214/outdata/mpiom'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'9.31 TB'"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "format_bytes(fs.du(remote_path))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "['/hpss/arch/mj0060/m220053/experiments/vga0214/outdata/mpiom/vga0214_mpiom_data_3d_ym_3400-3499.nc',\n",
+ " '/hpss/arch/mj0060/m220053/experiments/vga0214/outdata/mpiom/vga0214_mpiom_data_3d_ym_3500-3599.nc',\n",
+ " '/hpss/arch/mj0060/m220053/experiments/vga0214/outdata/mpiom/vga0214_mpiom_data_3d_ym_3600-3699.nc',\n",
+ " '/hpss/arch/mj0060/m220053/experiments/vga0214/outdata/mpiom/vga0214_mpiom_data_3d_ym_3700-3799.nc',\n",
+ " '/hpss/arch/mj0060/m220053/experiments/vga0214/outdata/mpiom/vga0214_mpiom_data_3d_ym_3800-3819.nc',\n",
+ " '/hpss/arch/mj0060/m220053/experiments/vga0214/outdata/mpiom/vga0214_mpiom_data_moc_mm_1850-3819.nc',\n",
+ " '/hpss/arch/mj0060/m220053/experiments/vga0214/outdata/mpiom/vga0214_mpiom_fx_18500101_18501231.nc',\n",
+ " '/hpss/arch/mj0060/m220053/experiments/vga0214/outdata/mpiom/vga0214_mpiom_map_18500101_18501231.nc',\n",
+ " '/hpss/arch/mj0060/m220053/experiments/vga0214/outdata/mpiom/vga0214_mpiom_monitoring_ym_1850-3819.nc',\n",
+ " '/hpss/arch/mj0060/m220053/experiments/vga0214/outdata/mpiom/vga0214_mpiom_timeser_mm_1850-3819.nc']"
+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "fs.ls(remote_path)[-10:]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# direct file access from mistral"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## monitoring"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 72,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'/hpss/arch/mj0060/m220053/experiments/vga0214/outdata/mpiom/vga0214_mpiom_timeser_mm_1850-3819.nc'"
+ ]
+ },
+ "execution_count": 72,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "file=fs.ls(remote_path)[-1]\n",
+ "file"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 73,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'21.34 MB'"
+ ]
+ },
+ "execution_count": 73,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "format_bytes(fs.du(file))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 74,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "ERROR:asyncio:Task was destroyed but it is pending!\n",
+ "task: <Task pending coro=<RequestHandler._execute() running at /work/mh0727/m300524/miniconda3/envs/pymistral/lib/python3.7/site-packages/tornado/web.py:1703> wait_for=<Future pending cb=[<TaskWakeupMethWrapper object at 0x2ad29597a190>()]> cb=[_HandlerDelegate.execute.<locals>.<lambda>() at /work/mh0727/m300524/miniconda3/envs/pymistral/lib/python3.7/site-packages/tornado/web.py:2333]>\n",
+ "ERROR:asyncio:Task was destroyed but it is pending!\n",
+ "task: <Task pending coro=<RequestHandler._execute() running at /work/mh0727/m300524/miniconda3/envs/pymistral/lib/python3.7/site-packages/tornado/web.py:1703> wait_for=<Future pending cb=[<TaskWakeupMethWrapper object at 0x2ad3166cbdd0>()]> cb=[_HandlerDelegate.execute.<locals>.<lambda>() at /work/mh0727/m300524/miniconda3/envs/pymistral/lib/python3.7/site-packages/tornado/web.py:2333]>\n",
+ "ERROR:asyncio:Task was destroyed but it is pending!\n",
+ "task: <Task pending coro=<RequestHandler._execute() running at /work/mh0727/m300524/miniconda3/envs/pymistral/lib/python3.7/site-packages/tornado/web.py:1703> wait_for=<Future pending cb=[<TaskWakeupMethWrapper object at 0x2ad2a06e2150>()]> cb=[_HandlerDelegate.execute.<locals>.<lambda>() at /work/mh0727/m300524/miniconda3/envs/pymistral/lib/python3.7/site-packages/tornado/web.py:2333]>\n",
+ "ERROR:asyncio:Task was destroyed but it is pending!\n",
+ "task: <Task pending coro=<RequestHandler._execute() running at /work/mh0727/m300524/miniconda3/envs/pymistral/lib/python3.7/site-packages/tornado/web.py:1703> wait_for=<Future pending cb=[<TaskWakeupMethWrapper object at 0x2ad2a2d7cc50>()]> cb=[_HandlerDelegate.execute.<locals>.<lambda>() at /work/mh0727/m300524/miniconda3/envs/pymistral/lib/python3.7/site-packages/tornado/web.py:2333]>\n",
+ "ERROR:asyncio:Task was destroyed but it is pending!\n",
+ "task: <Task pending coro=<RequestHandler._execute() running at /work/mh0727/m300524/miniconda3/envs/pymistral/lib/python3.7/site-packages/tornado/web.py:1703> wait_for=<Future pending cb=[<TaskWakeupMethWrapper object at 0x2ad2ad21cc10>()]> cb=[_HandlerDelegate.execute.<locals>.<lambda>() at /work/mh0727/m300524/miniconda3/envs/pymistral/lib/python3.7/site-packages/tornado/web.py:2333]>\n",
+ "ERROR:asyncio:Task was destroyed but it is pending!\n",
+ "task: <Task pending coro=<RequestHandler._execute() running at /work/mh0727/m300524/miniconda3/envs/pymistral/lib/python3.7/site-packages/tornado/web.py:1703> wait_for=<Future pending cb=[<TaskWakeupMethWrapper object at 0x2ad2968f0890>()]> cb=[_HandlerDelegate.execute.<locals>.<lambda>() at /work/mh0727/m300524/miniconda3/envs/pymistral/lib/python3.7/site-packages/tornado/web.py:2333]>\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "CPU times: user 19.5 s, sys: 2.07 s, total: 21.5 s\n",
+ "Wall time: 22.9 s\n"
+ ]
+ }
+ ],
+ "source": [
+ "%%time\n",
+ "with fs.open(file) as f:\n",
+ " ds = xr.open_dataset(f, chunks={}, use_cftime=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 75,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "CPU times: user 1.54 s, sys: 286 ms, total: 1.82 s\n",
+ "Wall time: 3.33 s\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "[<matplotlib.lines.Line2D at 0x2ad31559c090>]"
+ ]
+ },
+ "execution_count": 75,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "%%time\n",
+ "ds.squeeze()['ekmantransport_atlantic_26n'].plot()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## data file"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 82,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'/hpss/arch/mj0060/m220053/experiments/vga0214/outdata/mpiom/vga0214_mpiom_data_2d_3h_1860-1869.nc'"
+ ]
+ },
+ "execution_count": 82,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "file=fs.ls(remote_path)[1]\n",
+ "file"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 83,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'6.59 GB'"
+ ]
+ },
+ "execution_count": 83,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "format_bytes(fs.du(file))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "%%time\n",
+ "with fs.open(file) as f:\n",
+ " ds = xr.open_mfdataset(f, chunks={'time':240}, use_cftime=True, parallel=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# copy files to mistral"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 92,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'544.03 MB'"
+ ]
+ },
+ "execution_count": 92,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "file = '/hpss/arch/mj0060/m220053/experiments/vga0214/vga0214_scripts.tar'\n",
+ "format_bytes(fs.du(file))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 93,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "CPU times: user 21.5 s, sys: 3.72 s, total: 25.2 s\n",
+ "Wall time: 21.4 s\n"
+ ]
+ }
+ ],
+ "source": [
+ "%%time\n",
+ "new_file = 'vga0214_scripts.tar'\n",
+ "fs.get(file, new_file)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 94,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "os.remove(new_file)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 95,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "throughput: 27.2 MB/sec\n"
+ ]
+ }
+ ],
+ "source": [
+ "print('throughput: ',544/20, 'MB/sec')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# large file"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 96,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "6.59 GB\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "'/hpss/arch/mj0060/m220053/experiments/vga0214/outdata/mpiom/vga0214_mpiom_data_2d_3h_1950-1959.nc'"
+ ]
+ },
+ "execution_count": 96,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "file = fs.ls(remote_path)[10] # [200]\n",
+ "print(format_bytes(fs.du(file)))\n",
+ "file"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 97,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "CPU times: user 4min 15s, sys: 45.4 s, total: 5min\n",
+ "Wall time: 4min 16s\n"
+ ]
+ }
+ ],
+ "source": [
+ "%%time\n",
+ "new_file = 'tempfile'\n",
+ "fs.get(file, new_file)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 98,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "os.remove(new_file)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "throughput: 18.882521489971346 MB/sec for file /hpss/arch/mj0060/m220053/experiments/vga0214/outdata/mpiom/vga0214_mpiom_data_2d_dm_1880-1889.nc\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(f'throughput: {13180/(11*60+38)} MB/sec for file {file}')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "throughput: 24.05109489051095 MB/sec for file /hpss/arch/mj0060/m220053/experiments/vga0214/outdata/mpiom/vga0214_mpiom_data_2d_3h_1950-1959.nc\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(f'throughput: {6590/(4*60+34)} MB/sec for file {file}')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# walk"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 71,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[('/hpss/arch/mj0060/m220053/experiments/vga0214',\n",
+ " ['outdata', 'restart'],\n",
+ " ['vga0214_bin.tar',\n",
+ " 'vga0214_outdata_land.tar',\n",
+ " 'vga0214_scripts.tar',\n",
+ " 'vga0214_log.tar']),\n",
+ " ('/hpss/arch/mj0060/m220053/experiments/vga0214/outdata',\n",
+ " ['echam6', 'jsbach', 'mpiom', 'hamocc'],\n",
+ " []),\n",
+ " ('/hpss/arch/mj0060/m220053/experiments/vga0214/outdata/echam6',\n",
+ " [],\n",
+ " ['vga0214_echam6_echam_2400-2499.grb',\n",
+ " 'vga0214_echam6_ATM_mm_2400-2499.grb',\n",
+ " 'vga0214_echam6_echam_2500-2599.grb',\n",
+ " 'vga0214_echam6_ATM_mm_2500-2599.grb',\n",
+ " 'vga0214_echam6_BOT_mm_1850-1999.grb',\n",
+ " 'vga0214_echam6_LOG_mm_1850-1999.grb',\n",
+ " 'vga0214_echam6_BOT_mm_2000-2999.grb',\n",
+ " 'vga0214_echam6_LOG_mm_2000-2999.grb',\n",
+ " 'vga0214_echam6_BOT_mm_3000-3819.grb',\n",
+ " 'vga0214_echam6_LOG_mm_3000-3819.grb',\n",
+ " 'vga0214_echam6_echam_1850-1899.grb',\n",
+ " 'vga0214_echam6_ATM_mm_1850-1899.grb',\n",
+ " 'vga0214_echam6_echam_1900-1999.grb',\n",
+ " 'vga0214_echam6_ATM_mm_1900-1999.grb',\n",
+ " 'vga0214_echam6_echam_2000-2099.grb',\n",
+ " 'vga0214_echam6_ATM_mm_2000-2099.grb',\n",
+ " 'vga0214_echam6_echam_2100-2199.grb',\n",
+ " 'vga0214_echam6_ATM_mm_2100-2199.grb',\n",
+ " 'vga0214_echam6_echam_2200-2299.grb',\n",
+ " 'vga0214_echam6_ATM_mm_2200-2299.grb',\n",
+ " 'vga0214_echam6_echam_2300-2399.grb',\n",
+ " 'vga0214_echam6_ATM_mm_2300-2399.grb',\n",
+ " 'vga0214_echam6_echam_2600-2699.grb',\n",
+ " 'vga0214_echam6_ATM_mm_2600-2699.grb',\n",
+ " 'vga0214_echam6_echam_2700-2799.grb',\n",
+ " 'vga0214_echam6_ATM_mm_2700-2799.grb',\n",
+ " 'vga0214_echam6_echam_2800-2899.grb',\n",
+ " 'vga0214_echam6_ATM_mm_2800-2899.grb',\n",
+ " 'vga0214_echam6_echam_2900-2999.grb',\n",
+ " 'vga0214_echam6_ATM_mm_2900-2999.grb',\n",
+ " 'vga0214_echam6_echam_3000-3099.grb',\n",
+ " 'vga0214_echam6_ATM_mm_3000-3099.grb',\n",
+ " 'vga0214_echam6_echam_3100-3199.grb',\n",
+ " 'vga0214_echam6_ATM_mm_3100-3199.grb',\n",
+ " 'vga0214_echam6_echam_3200-3299.grb',\n",
+ " 'vga0214_echam6_ATM_mm_3200-3299.grb',\n",
+ " 'vga0214_echam6_echam_3300-3399.grb',\n",
+ " 'vga0214_echam6_ATM_mm_3300-3399.grb',\n",
+ " 'vga0214_echam6_echam_3400-3499.grb',\n",
+ " 'vga0214_echam6_ATM_mm_3400-3499.grb',\n",
+ " 'vga0214_echam6_echam_3500-3599.grb',\n",
+ " 'vga0214_echam6_ATM_mm_3500-3599.grb',\n",
+ " 'vga0214_echam6_echam_3600-3699.grb',\n",
+ " 'vga0214_echam6_ATM_mm_3600-3699.grb',\n",
+ " 'vga0214_echam6_echam_3700-3799.grb',\n",
+ " 'vga0214_echam6_ATM_mm_3700-3799.grb',\n",
+ " 'vga0214_echam6_echam_3800-3819.grb',\n",
+ " 'vga0214_echam6_ATM_mm_3800-3819.grb',\n",
+ " 'vga0214_echam6_accw_1850-3819.grb',\n",
+ " 'vga0214_echam6_co2_1850-3819.grb',\n",
+ " 'vga0214_echam6_co2_mm_1850-3819.grb',\n",
+ " 'vga0214_echam6_tracer_1850-3819.grb',\n",
+ " 'vga0214_echam6_tracer_mm_1850-3819.grb']),\n",
+ " ('/hpss/arch/mj0060/m220053/experiments/vga0214/outdata/jsbach',\n",
+ " [],\n",
+ " ['vga0214_jsbach_jsbach_mm_1850-1999.grb',\n",
+ " 'vga0214_jsbach_nitro_mm_1850-1999.grb',\n",
+ " 'vga0214_jsbach_veg_mm_1850-1999.grb',\n",
+ " 'vga0214_jsbach_jsbach_mm_2000-2999.grb',\n",
+ " 'vga0214_jsbach_nitro_mm_2000-2999.grb',\n",
+ " 'vga0214_jsbach_veg_mm_2000-2999.grb',\n",
+ " 'vga0214_jsbach_jsbach_mm_3000-3819.grb',\n",
+ " 'vga0214_jsbach_nitro_mm_3000-3819.grb',\n",
+ " 'vga0214_jsbach_veg_mm_3000-3819.grb',\n",
+ " 'vga0214_jsbach_land_mm_1850-3819.grb',\n",
+ " 'vga0214_jsbach_surf_mm_1850-3819.grb',\n",
+ " 'vga0214_jsbach_yasso_mm_1850-3819.grb']),\n",
+ " ('/hpss/arch/mj0060/m220053/experiments/vga0214/outdata/mpiom',\n",
+ " [],\n",
+ " ['vga0214_mpiom_data_2d_3h_1850-1859.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_1850-1859.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_1850-1859.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_1860-1869.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_1860-1869.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_1860-1869.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_1870-1879.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_1870-1879.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_1870-1879.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_1880-1889.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2450-2459.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2450-2459.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2450-2459.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2460-2469.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2460-2469.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2460-2469.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2470-2479.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2470-2479.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2470-2479.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2480-2489.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2480-2489.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2480-2489.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2490-2499.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2490-2499.nc',\n",
+ " 'vga0214_mpiom_data_2d_mm_2400-2499.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2490-2499.nc',\n",
+ " 'vga0214_mpiom_data_3d_ym_2400-2499.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2500-2509.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2500-2509.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2500-2509.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2510-2519.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2510-2519.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2510-2519.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2520-2529.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2520-2529.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2520-2529.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2530-2539.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2530-2539.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2530-2539.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2540-2549.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2540-2549.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2540-2549.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2550-2559.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2550-2559.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2550-2559.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2560-2569.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2560-2569.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2560-2569.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2570-2579.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2570-2579.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2570-2579.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2580-2589.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2580-2589.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2580-2589.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2590-2599.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2590-2599.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3300-3309.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3300-3309.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3300-3309.nc',\n",
+ " 'vga0214_mpiom_data_2d_dmax_1850-1999.nc',\n",
+ " 'vga0214_mpiom_data_2d_dmax_2000-2999.nc',\n",
+ " 'vga0214_mpiom_data_2d_dmax_3000-3819.nc',\n",
+ " 'vga0214_mpiom_fx_18500101_18501231.nc',\n",
+ " 'vga0214_mpiom_map_18500101_18501231.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_1880-1889.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_1880-1889.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_1890-1899.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_1890-1899.nc',\n",
+ " 'vga0214_mpiom_data_2d_mm_1850-1899.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_1890-1899.nc',\n",
+ " 'vga0214_mpiom_data_3d_ym_1850-1899.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_1900-1909.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_1900-1909.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_1900-1909.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_1910-1919.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_1910-1919.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_1910-1919.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_1920-1929.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_1920-1929.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_1920-1929.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_1930-1939.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_1930-1939.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_1930-1939.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_1940-1949.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_1940-1949.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_1940-1949.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_1950-1959.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_1950-1959.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_1950-1959.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_1960-1969.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_1960-1969.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_1960-1969.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_1970-1979.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_1970-1979.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_1970-1979.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_1980-1989.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_1980-1989.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_1980-1989.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_1990-1999.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_1990-1999.nc',\n",
+ " 'vga0214_mpiom_data_2d_mm_1900-1999.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_1990-1999.nc',\n",
+ " 'vga0214_mpiom_data_3d_ym_1900-1999.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2000-2009.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2000-2009.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2000-2009.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2010-2019.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2010-2019.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2010-2019.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2020-2029.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2020-2029.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2020-2029.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2030-2039.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2030-2039.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2030-2039.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2040-2049.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2040-2049.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2040-2049.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2050-2059.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2050-2059.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2050-2059.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2060-2069.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2060-2069.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2060-2069.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2070-2079.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2070-2079.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2070-2079.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2080-2089.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2080-2089.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2080-2089.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2090-2099.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2090-2099.nc',\n",
+ " 'vga0214_mpiom_data_2d_mm_2000-2099.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2090-2099.nc',\n",
+ " 'vga0214_mpiom_data_3d_ym_2000-2099.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2100-2109.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2100-2109.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2100-2109.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2110-2119.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2110-2119.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2110-2119.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2120-2129.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2120-2129.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2120-2129.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2130-2139.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2130-2139.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2130-2139.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2140-2149.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2140-2149.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2140-2149.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2150-2159.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2150-2159.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2150-2159.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2160-2169.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2160-2169.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2160-2169.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2170-2179.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2170-2179.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2170-2179.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2180-2189.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2180-2189.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2180-2189.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2190-2199.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2190-2199.nc',\n",
+ " 'vga0214_mpiom_data_2d_mm_2100-2199.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2190-2199.nc',\n",
+ " 'vga0214_mpiom_data_3d_ym_2100-2199.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2200-2209.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2200-2209.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2200-2209.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2210-2219.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2210-2219.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2210-2219.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2220-2229.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2220-2229.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2220-2229.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2230-2239.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2230-2239.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2230-2239.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2240-2249.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2240-2249.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2240-2249.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2250-2259.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2250-2259.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2250-2259.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2260-2269.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2260-2269.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2260-2269.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2270-2279.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2270-2279.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2270-2279.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2280-2289.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2280-2289.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2280-2289.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2290-2299.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2290-2299.nc',\n",
+ " 'vga0214_mpiom_data_2d_mm_2200-2299.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2290-2299.nc',\n",
+ " 'vga0214_mpiom_data_3d_ym_2200-2299.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2300-2309.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2300-2309.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2300-2309.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2310-2319.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2310-2319.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2310-2319.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2320-2329.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2320-2329.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2320-2329.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2330-2339.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2330-2339.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2330-2339.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2340-2349.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2340-2349.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2340-2349.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2350-2359.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2350-2359.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2350-2359.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2360-2369.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2360-2369.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2360-2369.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2370-2379.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2370-2379.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2370-2379.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2380-2389.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2380-2389.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2380-2389.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2390-2399.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2390-2399.nc',\n",
+ " 'vga0214_mpiom_data_2d_mm_2300-2399.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2390-2399.nc',\n",
+ " 'vga0214_mpiom_data_3d_ym_2300-2399.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2400-2409.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2400-2409.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2400-2409.nc',\n",
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+ " 'vga0214_mpiom_data_2d_dm_2410-2419.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2410-2419.nc',\n",
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+ " 'vga0214_mpiom_data_2d_dm_2420-2429.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2420-2429.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2430-2439.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2430-2439.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2430-2439.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2440-2449.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2440-2449.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2440-2449.nc',\n",
+ " 'vga0214_mpiom_data_2d_mm_2500-2599.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2590-2599.nc',\n",
+ " 'vga0214_mpiom_data_3d_ym_2500-2599.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2600-2609.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2600-2609.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2600-2609.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2610-2619.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2610-2619.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2610-2619.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2620-2629.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2620-2629.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2620-2629.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2630-2639.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2630-2639.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2630-2639.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2640-2649.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2640-2649.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2640-2649.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2650-2659.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2650-2659.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2650-2659.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2660-2669.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2660-2669.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2660-2669.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2670-2679.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2670-2679.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2670-2679.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2680-2689.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2680-2689.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2680-2689.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2690-2699.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2690-2699.nc',\n",
+ " 'vga0214_mpiom_data_2d_mm_2600-2699.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2690-2699.nc',\n",
+ " 'vga0214_mpiom_data_3d_ym_2600-2699.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2700-2709.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2700-2709.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2700-2709.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2710-2719.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2710-2719.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2710-2719.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2720-2729.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2720-2729.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2720-2729.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2730-2739.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2730-2739.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2730-2739.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2740-2749.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2740-2749.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2740-2749.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2750-2759.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2750-2759.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2750-2759.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2760-2769.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2760-2769.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2760-2769.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2770-2779.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2770-2779.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2770-2779.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2780-2789.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2780-2789.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2780-2789.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2790-2799.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2790-2799.nc',\n",
+ " 'vga0214_mpiom_data_2d_mm_2700-2799.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2790-2799.nc',\n",
+ " 'vga0214_mpiom_data_3d_ym_2700-2799.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2800-2809.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2800-2809.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2800-2809.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2810-2819.nc',\n",
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+ " 'vga0214_mpiom_data_3d_mm_2810-2819.nc',\n",
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+ " 'vga0214_mpiom_data_3d_mm_2820-2829.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2830-2839.nc',\n",
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+ " 'vga0214_mpiom_data_3d_mm_2830-2839.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2840-2849.nc',\n",
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+ " 'vga0214_mpiom_data_3d_mm_2840-2849.nc',\n",
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+ " 'vga0214_mpiom_data_3d_mm_2850-2859.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2860-2869.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2860-2869.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2860-2869.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2870-2879.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2870-2879.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2870-2879.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2880-2889.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2880-2889.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2880-2889.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2890-2899.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2890-2899.nc',\n",
+ " 'vga0214_mpiom_data_2d_mm_2800-2899.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2890-2899.nc',\n",
+ " 'vga0214_mpiom_data_3d_ym_2800-2899.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2900-2909.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2900-2909.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2900-2909.nc',\n",
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+ " 'vga0214_mpiom_data_2d_dm_2910-2919.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2910-2919.nc',\n",
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+ " 'vga0214_mpiom_data_3d_mm_2920-2929.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2930-2939.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2930-2939.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2930-2939.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2940-2949.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2940-2949.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2940-2949.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2950-2959.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2950-2959.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2950-2959.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2960-2969.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2960-2969.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2960-2969.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2970-2979.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2970-2979.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2970-2979.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2980-2989.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2980-2989.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2980-2989.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_2990-2999.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_2990-2999.nc',\n",
+ " 'vga0214_mpiom_data_2d_mm_2900-2999.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_2990-2999.nc',\n",
+ " 'vga0214_mpiom_data_3d_ym_2900-2999.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3000-3009.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3000-3009.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3000-3009.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3010-3019.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3010-3019.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3010-3019.nc',\n",
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+ " 'vga0214_mpiom_data_2d_dm_3020-3029.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3020-3029.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3030-3039.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3030-3039.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3030-3039.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3040-3049.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3040-3049.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3040-3049.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3050-3059.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3050-3059.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3050-3059.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3060-3069.nc',\n",
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+ " 'vga0214_mpiom_data_3d_mm_3060-3069.nc',\n",
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+ " 'vga0214_mpiom_data_3d_mm_3070-3079.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3080-3089.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3080-3089.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3080-3089.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3090-3099.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3090-3099.nc',\n",
+ " 'vga0214_mpiom_data_2d_mm_3000-3099.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3090-3099.nc',\n",
+ " 'vga0214_mpiom_data_3d_ym_3000-3099.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3100-3109.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3100-3109.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3100-3109.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3110-3119.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3110-3119.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3110-3119.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3120-3129.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3120-3129.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3120-3129.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3130-3139.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3130-3139.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3130-3139.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3140-3149.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3140-3149.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3140-3149.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3150-3159.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3150-3159.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3150-3159.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3160-3169.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3160-3169.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3160-3169.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3170-3179.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3170-3179.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3170-3179.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3180-3189.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3180-3189.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3180-3189.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3190-3199.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3190-3199.nc',\n",
+ " 'vga0214_mpiom_data_2d_mm_3100-3199.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3190-3199.nc',\n",
+ " 'vga0214_mpiom_data_3d_ym_3100-3199.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3200-3209.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3200-3209.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3200-3209.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3210-3219.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3210-3219.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3210-3219.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3220-3229.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3220-3229.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3220-3229.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3230-3239.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3230-3239.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3230-3239.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3240-3249.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3240-3249.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3240-3249.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3250-3259.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3250-3259.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3250-3259.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3260-3269.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3260-3269.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3260-3269.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3270-3279.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3270-3279.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3270-3279.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3280-3289.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3280-3289.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3280-3289.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3290-3299.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3290-3299.nc',\n",
+ " 'vga0214_mpiom_data_2d_mm_3200-3299.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3290-3299.nc',\n",
+ " 'vga0214_mpiom_data_3d_ym_3200-3299.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3310-3319.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3310-3319.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3310-3319.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3320-3329.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3320-3329.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3320-3329.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3330-3339.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3330-3339.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3330-3339.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3340-3349.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3340-3349.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3340-3349.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3350-3359.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3350-3359.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3350-3359.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3360-3369.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3360-3369.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3360-3369.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3370-3379.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3370-3379.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3370-3379.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3380-3389.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3380-3389.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3380-3389.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3390-3399.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3390-3399.nc',\n",
+ " 'vga0214_mpiom_data_2d_mm_3300-3399.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3390-3399.nc',\n",
+ " 'vga0214_mpiom_data_3d_ym_3300-3399.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3400-3409.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3400-3409.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3400-3409.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3410-3419.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3410-3419.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3410-3419.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3420-3429.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3420-3429.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3420-3429.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3430-3439.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3430-3439.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3430-3439.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3440-3449.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3440-3449.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3440-3449.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3450-3459.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3450-3459.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3450-3459.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3460-3469.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3460-3469.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3460-3469.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3470-3479.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3470-3479.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3470-3479.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3480-3489.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3480-3489.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3480-3489.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3490-3499.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3490-3499.nc',\n",
+ " 'vga0214_mpiom_data_2d_mm_3400-3499.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3490-3499.nc',\n",
+ " 'vga0214_mpiom_data_3d_ym_3400-3499.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3500-3509.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3500-3509.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3500-3509.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3510-3519.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3510-3519.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3510-3519.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3520-3529.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3520-3529.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3520-3529.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3530-3539.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3530-3539.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3530-3539.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3540-3549.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3540-3549.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3540-3549.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3550-3559.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3550-3559.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3550-3559.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3560-3569.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3560-3569.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3560-3569.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3570-3579.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3570-3579.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3570-3579.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3580-3589.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3580-3589.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3580-3589.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3590-3599.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3590-3599.nc',\n",
+ " 'vga0214_mpiom_data_2d_mm_3500-3599.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3590-3599.nc',\n",
+ " 'vga0214_mpiom_data_3d_ym_3500-3599.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3600-3609.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3600-3609.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3600-3609.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3610-3619.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3610-3619.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3610-3619.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3620-3629.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3620-3629.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3620-3629.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3630-3639.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3630-3639.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3630-3639.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3640-3649.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3640-3649.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3640-3649.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3650-3659.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3650-3659.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3650-3659.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3660-3669.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3660-3669.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3660-3669.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3670-3679.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3670-3679.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3670-3679.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3680-3689.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3680-3689.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3680-3689.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3690-3699.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3690-3699.nc',\n",
+ " 'vga0214_mpiom_data_2d_mm_3600-3699.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3690-3699.nc',\n",
+ " 'vga0214_mpiom_data_3d_ym_3600-3699.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3700-3709.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3700-3709.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3700-3709.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3710-3719.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3710-3719.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3710-3719.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3720-3729.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3720-3729.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3720-3729.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3730-3739.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3730-3739.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3730-3739.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3740-3749.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3740-3749.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3740-3749.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3750-3759.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3750-3759.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3750-3759.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3760-3769.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3760-3769.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3760-3769.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3770-3779.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3770-3779.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3770-3779.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3780-3789.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3780-3789.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3780-3789.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3790-3799.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3790-3799.nc',\n",
+ " 'vga0214_mpiom_data_2d_mm_3700-3799.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3790-3799.nc',\n",
+ " 'vga0214_mpiom_data_3d_ym_3700-3799.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3800-3809.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3800-3809.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3800-3809.nc',\n",
+ " 'vga0214_mpiom_data_2d_3h_3810-3819.nc',\n",
+ " 'vga0214_mpiom_data_2d_dm_3810-3819.nc',\n",
+ " 'vga0214_mpiom_data_2d_mm_3800-3819.nc',\n",
+ " 'vga0214_mpiom_data_2d_mmax_1850-3819.nc',\n",
+ " 'vga0214_mpiom_data_2d_mmin_1850-3819.nc',\n",
+ " 'vga0214_mpiom_data_2d_ym_1850-3819.nc',\n",
+ " 'vga0214_mpiom_data_3d_mm_3810-3819.nc',\n",
+ " 'vga0214_mpiom_data_3d_ym_3800-3819.nc',\n",
+ " 'vga0214_mpiom_data_moc_mm_1850-3819.nc',\n",
+ " 'vga0214_mpiom_monitoring_ym_1850-3819.nc',\n",
+ " 'vga0214_mpiom_timeser_mm_1850-3819.nc']),\n",
+ " ('/hpss/arch/mj0060/m220053/experiments/vga0214/outdata/hamocc',\n",
+ " [],\n",
+ " ['vga0214_hamocc_data_2d_mm_1850-1859.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_1860-1869.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_1870-1879.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2440-2449.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2450-2459.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2450-2459.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2460-2469.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2460-2469.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2470-2479.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2470-2479.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2480-2489.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2480-2489.nc',\n",
+ " 'vga0214_hamocc_data_2d_dm_2400-2499.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2490-2499.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2490-2499.nc',\n",
+ " 'vga0214_hamocc_data_3d_ym_2400-2499.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2500-2509.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2500-2509.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2510-2519.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2510-2519.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2520-2529.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2520-2529.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2530-2539.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2530-2539.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2540-2549.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2540-2549.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2550-2559.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2550-2559.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2560-2569.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2560-2569.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2570-2579.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2570-2579.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2580-2589.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2580-2589.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3300-3309.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3300-3309.nc',\n",
+ " 'vga0214_hamocc_data_sedi_ym_1850-1999.nc',\n",
+ " 'vga0214_hamocc_data_sedi_ym_2000-2999.nc',\n",
+ " 'vga0214_hamocc_data_sedi_ym_3000-3819.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_1850-1859.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_1860-1869.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_1870-1879.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_1880-1889.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_1880-1889.nc',\n",
+ " 'vga0214_hamocc_data_2d_dm_1850-1899.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_1890-1899.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_1890-1899.nc',\n",
+ " 'vga0214_hamocc_data_3d_ym_1850-1899.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_1900-1909.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_1900-1909.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_1910-1919.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_1910-1919.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_1920-1929.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_1920-1929.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_1930-1939.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_1930-1939.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_1940-1949.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_1940-1949.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_1950-1959.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_1950-1959.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_1960-1969.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_1960-1969.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_1970-1979.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_1970-1979.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_1980-1989.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_1980-1989.nc',\n",
+ " 'vga0214_hamocc_data_2d_dm_1900-1999.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_1990-1999.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_1990-1999.nc',\n",
+ " 'vga0214_hamocc_data_3d_ym_1900-1999.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2000-2009.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2000-2009.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2010-2019.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2010-2019.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2020-2029.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2020-2029.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2030-2039.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2030-2039.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2040-2049.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2040-2049.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2050-2059.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2050-2059.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2060-2069.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2060-2069.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2070-2079.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2070-2079.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2080-2089.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2080-2089.nc',\n",
+ " 'vga0214_hamocc_data_2d_dm_2000-2099.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2090-2099.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2090-2099.nc',\n",
+ " 'vga0214_hamocc_data_3d_ym_2000-2099.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2100-2109.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2100-2109.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2110-2119.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2110-2119.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2120-2129.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2120-2129.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2130-2139.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2130-2139.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2140-2149.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2140-2149.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2150-2159.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2150-2159.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2160-2169.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2160-2169.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2170-2179.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2170-2179.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2180-2189.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2180-2189.nc',\n",
+ " 'vga0214_hamocc_data_2d_dm_2100-2199.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2190-2199.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2190-2199.nc',\n",
+ " 'vga0214_hamocc_data_3d_ym_2100-2199.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2200-2209.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2200-2209.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2210-2219.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2210-2219.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2220-2229.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2220-2229.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2230-2239.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2230-2239.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2240-2249.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2240-2249.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2250-2259.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2250-2259.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2260-2269.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2260-2269.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2270-2279.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2270-2279.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2280-2289.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2280-2289.nc',\n",
+ " 'vga0214_hamocc_data_2d_dm_2200-2299.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2290-2299.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2290-2299.nc',\n",
+ " 'vga0214_hamocc_data_3d_ym_2200-2299.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2300-2309.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2300-2309.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2310-2319.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2310-2319.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2320-2329.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2320-2329.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2330-2339.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2330-2339.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2340-2349.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2340-2349.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2350-2359.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2350-2359.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2360-2369.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2360-2369.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2370-2379.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2370-2379.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2380-2389.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2380-2389.nc',\n",
+ " 'vga0214_hamocc_data_2d_dm_2300-2399.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2390-2399.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2390-2399.nc',\n",
+ " 'vga0214_hamocc_data_3d_ym_2300-2399.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2400-2409.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2400-2409.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2410-2419.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2410-2419.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2420-2429.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2420-2429.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2430-2439.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2430-2439.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2440-2449.nc',\n",
+ " 'vga0214_hamocc_data_2d_dm_2500-2599.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2590-2599.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2590-2599.nc',\n",
+ " 'vga0214_hamocc_data_3d_ym_2500-2599.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2600-2609.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2600-2609.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2610-2619.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2610-2619.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2620-2629.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2620-2629.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2630-2639.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2630-2639.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2640-2649.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2640-2649.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2650-2659.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2650-2659.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2660-2669.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2660-2669.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2670-2679.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2670-2679.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2680-2689.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2680-2689.nc',\n",
+ " 'vga0214_hamocc_data_2d_dm_2600-2699.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2690-2699.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2690-2699.nc',\n",
+ " 'vga0214_hamocc_data_3d_ym_2600-2699.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2700-2709.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2700-2709.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2710-2719.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2710-2719.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2720-2729.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2720-2729.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2730-2739.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2730-2739.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2740-2749.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2740-2749.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2750-2759.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2750-2759.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2760-2769.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2760-2769.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2770-2779.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2770-2779.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2780-2789.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2780-2789.nc',\n",
+ " 'vga0214_hamocc_data_2d_dm_2700-2799.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2790-2799.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2790-2799.nc',\n",
+ " 'vga0214_hamocc_data_3d_ym_2700-2799.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2800-2809.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2800-2809.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2810-2819.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2810-2819.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2820-2829.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2820-2829.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2830-2839.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2830-2839.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2840-2849.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2840-2849.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2850-2859.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2850-2859.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2860-2869.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2860-2869.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2870-2879.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2870-2879.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2880-2889.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2880-2889.nc',\n",
+ " 'vga0214_hamocc_data_2d_dm_2800-2899.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2890-2899.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2890-2899.nc',\n",
+ " 'vga0214_hamocc_data_3d_ym_2800-2899.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2900-2909.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2900-2909.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2910-2919.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2910-2919.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2920-2929.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2920-2929.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2930-2939.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2930-2939.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2940-2949.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2940-2949.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2950-2959.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2950-2959.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2960-2969.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2960-2969.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2970-2979.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2970-2979.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2980-2989.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2980-2989.nc',\n",
+ " 'vga0214_hamocc_data_2d_dm_2900-2999.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_2990-2999.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_2990-2999.nc',\n",
+ " 'vga0214_hamocc_data_3d_ym_2900-2999.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3000-3009.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3000-3009.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3010-3019.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3010-3019.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3020-3029.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3020-3029.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3030-3039.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3030-3039.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3040-3049.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3040-3049.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3050-3059.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3050-3059.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3060-3069.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3060-3069.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3070-3079.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3070-3079.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3080-3089.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3080-3089.nc',\n",
+ " 'vga0214_hamocc_data_2d_dm_3000-3099.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3090-3099.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3090-3099.nc',\n",
+ " 'vga0214_hamocc_data_3d_ym_3000-3099.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3100-3109.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3100-3109.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3110-3119.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3110-3119.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3120-3129.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3120-3129.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3130-3139.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3130-3139.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3140-3149.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3140-3149.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3150-3159.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3150-3159.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3160-3169.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3160-3169.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3170-3179.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3170-3179.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3180-3189.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3180-3189.nc',\n",
+ " 'vga0214_hamocc_data_2d_dm_3100-3199.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3190-3199.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3190-3199.nc',\n",
+ " 'vga0214_hamocc_data_3d_ym_3100-3199.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3200-3209.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3200-3209.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3210-3219.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3210-3219.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3220-3229.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3220-3229.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3230-3239.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3230-3239.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3240-3249.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3240-3249.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3250-3259.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3250-3259.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3260-3269.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3260-3269.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3270-3279.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3270-3279.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3280-3289.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3280-3289.nc',\n",
+ " 'vga0214_hamocc_data_2d_dm_3200-3299.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3290-3299.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3290-3299.nc',\n",
+ " 'vga0214_hamocc_data_3d_ym_3200-3299.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3310-3319.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3310-3319.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3320-3329.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3320-3329.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3330-3339.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3330-3339.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3340-3349.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3340-3349.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3350-3359.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3350-3359.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3360-3369.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3360-3369.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3370-3379.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3370-3379.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3380-3389.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3380-3389.nc',\n",
+ " 'vga0214_hamocc_data_2d_dm_3300-3399.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3390-3399.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3390-3399.nc',\n",
+ " 'vga0214_hamocc_data_3d_ym_3300-3399.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3400-3409.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3400-3409.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3410-3419.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3410-3419.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3420-3429.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3420-3429.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3430-3439.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3430-3439.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3440-3449.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3440-3449.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3450-3459.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3450-3459.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3460-3469.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3460-3469.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3470-3479.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3470-3479.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3480-3489.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3480-3489.nc',\n",
+ " 'vga0214_hamocc_data_2d_dm_3400-3499.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3490-3499.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3490-3499.nc',\n",
+ " 'vga0214_hamocc_data_3d_ym_3400-3499.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3500-3509.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3500-3509.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3510-3519.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3510-3519.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3520-3529.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3520-3529.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3530-3539.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3530-3539.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3540-3549.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3540-3549.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3550-3559.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3550-3559.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3560-3569.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3560-3569.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3570-3579.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3570-3579.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3580-3589.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3580-3589.nc',\n",
+ " 'vga0214_hamocc_data_2d_dm_3500-3599.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3590-3599.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3590-3599.nc',\n",
+ " 'vga0214_hamocc_data_3d_ym_3500-3599.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3600-3609.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3600-3609.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3610-3619.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3610-3619.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3620-3629.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3620-3629.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3630-3639.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3630-3639.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3640-3649.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3640-3649.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3650-3659.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3650-3659.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3660-3669.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3660-3669.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3670-3679.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3670-3679.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3680-3689.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3680-3689.nc',\n",
+ " 'vga0214_hamocc_data_2d_dm_3600-3699.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3690-3699.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3690-3699.nc',\n",
+ " 'vga0214_hamocc_data_3d_ym_3600-3699.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3700-3709.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3700-3709.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3710-3719.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3710-3719.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3720-3729.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3720-3729.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3730-3739.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3730-3739.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3740-3749.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3740-3749.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3750-3759.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3750-3759.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3760-3769.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3760-3769.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3770-3779.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3770-3779.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3780-3789.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3780-3789.nc',\n",
+ " 'vga0214_hamocc_data_2d_dm_3700-3799.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3790-3799.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3790-3799.nc',\n",
+ " 'vga0214_hamocc_data_3d_ym_3700-3799.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3800-3809.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3800-3809.nc',\n",
+ " 'vga0214_hamocc_co2_1850-3819.nc',\n",
+ " 'vga0214_hamocc_data_2d_dm_3800-3819.nc',\n",
+ " 'vga0214_hamocc_data_2d_mm_3810-3819.nc',\n",
+ " 'vga0214_hamocc_data_3d_mm_3810-3819.nc',\n",
+ " 'vga0214_hamocc_data_3d_ym_3800-3819.nc',\n",
+ " 'vga0214_hamocc_monitoring_ym_1850-3819.nc']),\n",
+ " ('/hpss/arch/mj0060/m220053/experiments/vga0214/restart',\n",
+ " [],\n",
+ " ['restart_vga0214_18591231.tar',\n",
+ " 'restart_vga0214_18691231.tar',\n",
+ " 'restart_vga0214_18791231.tar',\n",
+ " 'restart_vga0214_24491231.tar',\n",
+ " 'restart_vga0214_24591231.tar',\n",
+ " 'restart_vga0214_24691231.tar',\n",
+ " 'restart_vga0214_24791231.tar',\n",
+ " 'restart_vga0214_24891231.tar',\n",
+ " 'restart_vga0214_24991231.tar',\n",
+ " 'restart_vga0214_25091231.tar',\n",
+ " 'restart_vga0214_25191231.tar',\n",
+ " 'restart_vga0214_25291231.tar',\n",
+ " 'restart_vga0214_25391231.tar',\n",
+ " 'restart_vga0214_25491231.tar',\n",
+ " 'restart_vga0214_25591231.tar',\n",
+ " 'restart_vga0214_25691231.tar',\n",
+ " 'restart_vga0214_25791231.tar',\n",
+ " 'restart_vga0214_25891231.tar',\n",
+ " 'restart_vga0214_32991231.tar',\n",
+ " 'restart_vga0214_33091231.tar',\n",
+ " 'restart_vga0214_18891231.tar',\n",
+ " 'restart_vga0214_18991231.tar',\n",
+ " 'restart_vga0214_19091231.tar',\n",
+ " 'restart_vga0214_19191231.tar',\n",
+ " 'restart_vga0214_19291231.tar',\n",
+ " 'restart_vga0214_19391231.tar',\n",
+ " 'restart_vga0214_19491231.tar',\n",
+ " 'restart_vga0214_19591231.tar',\n",
+ " 'restart_vga0214_19691231.tar',\n",
+ " 'restart_vga0214_19791231.tar',\n",
+ " 'restart_vga0214_19891231.tar',\n",
+ " 'restart_vga0214_19991231.tar',\n",
+ " 'restart_vga0214_20091231.tar',\n",
+ " 'restart_vga0214_20191231.tar',\n",
+ " 'restart_vga0214_20291231.tar',\n",
+ " 'restart_vga0214_20391231.tar',\n",
+ " 'restart_vga0214_20491231.tar',\n",
+ " 'restart_vga0214_20591231.tar',\n",
+ " 'restart_vga0214_20691231.tar',\n",
+ " 'restart_vga0214_20791231.tar',\n",
+ " 'restart_vga0214_20891231.tar',\n",
+ " 'restart_vga0214_20991231.tar',\n",
+ " 'restart_vga0214_21091231.tar',\n",
+ " 'restart_vga0214_21191231.tar',\n",
+ " 'restart_vga0214_21291231.tar',\n",
+ " 'restart_vga0214_21391231.tar',\n",
+ " 'restart_vga0214_21491231.tar',\n",
+ " 'restart_vga0214_21591231.tar',\n",
+ " 'restart_vga0214_21691231.tar',\n",
+ " 'restart_vga0214_21791231.tar',\n",
+ " 'restart_vga0214_21891231.tar',\n",
+ " 'restart_vga0214_21991231.tar',\n",
+ " 'restart_vga0214_22091231.tar',\n",
+ " 'restart_vga0214_22191231.tar',\n",
+ " 'restart_vga0214_22291231.tar',\n",
+ " 'restart_vga0214_22391231.tar',\n",
+ " 'restart_vga0214_22491231.tar',\n",
+ " 'restart_vga0214_22591231.tar',\n",
+ " 'restart_vga0214_22691231.tar',\n",
+ " 'restart_vga0214_22791231.tar',\n",
+ " 'restart_vga0214_22891231.tar',\n",
+ " 'restart_vga0214_22991231.tar',\n",
+ " 'restart_vga0214_23091231.tar',\n",
+ " 'restart_vga0214_23191231.tar',\n",
+ " 'restart_vga0214_23291231.tar',\n",
+ " 'restart_vga0214_23391231.tar',\n",
+ " 'restart_vga0214_23491231.tar',\n",
+ " 'restart_vga0214_23591231.tar',\n",
+ " 'restart_vga0214_23691231.tar',\n",
+ " 'restart_vga0214_23791231.tar',\n",
+ " 'restart_vga0214_23891231.tar',\n",
+ " 'restart_vga0214_23991231.tar',\n",
+ " 'restart_vga0214_24091231.tar',\n",
+ " 'restart_vga0214_24191231.tar',\n",
+ " 'restart_vga0214_24291231.tar',\n",
+ " 'restart_vga0214_24391231.tar',\n",
+ " 'restart_vga0214_25991231.tar',\n",
+ " 'restart_vga0214_26091231.tar',\n",
+ " 'restart_vga0214_26191231.tar',\n",
+ " 'restart_vga0214_26291231.tar',\n",
+ " 'restart_vga0214_26391231.tar',\n",
+ " 'restart_vga0214_26491231.tar',\n",
+ " 'restart_vga0214_26591231.tar',\n",
+ " 'restart_vga0214_26691231.tar',\n",
+ " 'restart_vga0214_26791231.tar',\n",
+ " 'restart_vga0214_26891231.tar',\n",
+ " 'restart_vga0214_26991231.tar',\n",
+ " 'restart_vga0214_27091231.tar',\n",
+ " 'restart_vga0214_27191231.tar',\n",
+ " 'restart_vga0214_27291231.tar',\n",
+ " 'restart_vga0214_27391231.tar',\n",
+ " 'restart_vga0214_27491231.tar',\n",
+ " 'restart_vga0214_27591231.tar',\n",
+ " 'restart_vga0214_27691231.tar',\n",
+ " 'restart_vga0214_27791231.tar',\n",
+ " 'restart_vga0214_27891231.tar',\n",
+ " 'restart_vga0214_27991231.tar',\n",
+ " 'restart_vga0214_28091231.tar',\n",
+ " 'restart_vga0214_28191231.tar',\n",
+ " 'restart_vga0214_28291231.tar',\n",
+ " 'restart_vga0214_28391231.tar',\n",
+ " 'restart_vga0214_28491231.tar',\n",
+ " 'restart_vga0214_28591231.tar',\n",
+ " 'restart_vga0214_28691231.tar',\n",
+ " 'restart_vga0214_28791231.tar',\n",
+ " 'restart_vga0214_28891231.tar',\n",
+ " 'restart_vga0214_28991231.tar',\n",
+ " 'restart_vga0214_29091231.tar',\n",
+ " 'restart_vga0214_29191231.tar',\n",
+ " 'restart_vga0214_29291231.tar',\n",
+ " 'restart_vga0214_29391231.tar',\n",
+ " 'restart_vga0214_29491231.tar',\n",
+ " 'restart_vga0214_29591231.tar',\n",
+ " 'restart_vga0214_29691231.tar',\n",
+ " 'restart_vga0214_29791231.tar',\n",
+ " 'restart_vga0214_29891231.tar',\n",
+ " 'restart_vga0214_29991231.tar',\n",
+ " 'restart_vga0214_30091231.tar',\n",
+ " 'restart_vga0214_30191231.tar',\n",
+ " 'restart_vga0214_30291231.tar',\n",
+ " 'restart_vga0214_30391231.tar',\n",
+ " 'restart_vga0214_30491231.tar',\n",
+ " 'restart_vga0214_30591231.tar',\n",
+ " 'restart_vga0214_30691231.tar',\n",
+ " 'restart_vga0214_30791231.tar',\n",
+ " 'restart_vga0214_30891231.tar',\n",
+ " 'restart_vga0214_30991231.tar',\n",
+ " 'restart_vga0214_31091231.tar',\n",
+ " 'restart_vga0214_31191231.tar',\n",
+ " 'restart_vga0214_31291231.tar',\n",
+ " 'restart_vga0214_31391231.tar',\n",
+ " 'restart_vga0214_31491231.tar',\n",
+ " 'restart_vga0214_31591231.tar',\n",
+ " 'restart_vga0214_31691231.tar',\n",
+ " 'restart_vga0214_31791231.tar',\n",
+ " 'restart_vga0214_31891231.tar',\n",
+ " 'restart_vga0214_31991231.tar',\n",
+ " 'restart_vga0214_32091231.tar',\n",
+ " 'restart_vga0214_32191231.tar',\n",
+ " 'restart_vga0214_32291231.tar',\n",
+ " 'restart_vga0214_32391231.tar',\n",
+ " 'restart_vga0214_32491231.tar',\n",
+ " 'restart_vga0214_32591231.tar',\n",
+ " 'restart_vga0214_32691231.tar',\n",
+ " 'restart_vga0214_32791231.tar',\n",
+ " 'restart_vga0214_32891231.tar',\n",
+ " 'restart_vga0214_33191231.tar',\n",
+ " 'restart_vga0214_33291231.tar',\n",
+ " 'restart_vga0214_33391231.tar',\n",
+ " 'restart_vga0214_33491231.tar',\n",
+ " 'restart_vga0214_33591231.tar',\n",
+ " 'restart_vga0214_33691231.tar',\n",
+ " 'restart_vga0214_33791231.tar',\n",
+ " 'restart_vga0214_33891231.tar',\n",
+ " 'restart_vga0214_33991231.tar',\n",
+ " 'restart_vga0214_34091231.tar',\n",
+ " 'restart_vga0214_34191231.tar',\n",
+ " 'restart_vga0214_34291231.tar',\n",
+ " 'restart_vga0214_34391231.tar',\n",
+ " 'restart_vga0214_34491231.tar',\n",
+ " 'restart_vga0214_34591231.tar',\n",
+ " 'restart_vga0214_34691231.tar',\n",
+ " 'restart_vga0214_34791231.tar',\n",
+ " 'restart_vga0214_34891231.tar',\n",
+ " 'restart_vga0214_34991231.tar',\n",
+ " 'restart_vga0214_35091231.tar',\n",
+ " 'restart_vga0214_35191231.tar',\n",
+ " 'restart_vga0214_35291231.tar',\n",
+ " 'restart_vga0214_35391231.tar',\n",
+ " 'restart_vga0214_35491231.tar',\n",
+ " 'restart_vga0214_35591231.tar',\n",
+ " 'restart_vga0214_35691231.tar',\n",
+ " 'restart_vga0214_35791231.tar',\n",
+ " 'restart_vga0214_35891231.tar',\n",
+ " 'restart_vga0214_35991231.tar',\n",
+ " 'restart_vga0214_36091231.tar',\n",
+ " 'restart_vga0214_36191231.tar',\n",
+ " 'restart_vga0214_36291231.tar',\n",
+ " 'restart_vga0214_36391231.tar',\n",
+ " 'restart_vga0214_36491231.tar',\n",
+ " 'restart_vga0214_36591231.tar',\n",
+ " 'restart_vga0214_36691231.tar',\n",
+ " 'restart_vga0214_36791231.tar',\n",
+ " 'restart_vga0214_36891231.tar',\n",
+ " 'restart_vga0214_36991231.tar',\n",
+ " 'restart_vga0214_37091231.tar',\n",
+ " 'restart_vga0214_37191231.tar',\n",
+ " 'restart_vga0214_37291231.tar',\n",
+ " 'restart_vga0214_37391231.tar',\n",
+ " 'restart_vga0214_37491231.tar',\n",
+ " 'restart_vga0214_37591231.tar',\n",
+ " 'restart_vga0214_37691231.tar',\n",
+ " 'restart_vga0214_37791231.tar',\n",
+ " 'restart_vga0214_37891231.tar',\n",
+ " 'restart_vga0214_37991231.tar',\n",
+ " 'restart_vga0214_38091231.tar',\n",
+ " 'restart_vga0214_38191231.tar'])]"
+ ]
+ },
+ "execution_count": 71,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "[i for i in fs.walk('/hpss/arch/mj0060/m220053/experiments/vga0214', maxdepth=3)]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "pymistral",
+ "language": "python",
+ "name": "pymistral"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.7.6"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
--
GitLab