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+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "ff53cb2d-57cf-40f4-973a-6fdd44532e04",
+ "metadata": {},
+ "source": [
+ "# PPE analysis template\n",
+ "- Daniel Kennedy (djk2120@ucar.edu)\n",
+ "- updated Oct 22, 2021\n",
+ "- note that there are dependencies to other files in the repo"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "6b9d5f43-dd60-4e0b-bc9b-4b882557aca1",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import xarray as xr\n",
+ "import glob\n",
+ "import matplotlib\n",
+ "import matplotlib.pyplot as plt\n",
+ "import dask\n",
+ "from dask_jobqueue import PBSCluster\n",
+ "from dask.distributed import Client\n",
+ "import statsmodels.api as sm\n",
+ "import os"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "30d5c8c6-b65e-4762-9530-154e088b8a75",
+ "metadata": {},
+ "source": [
+ "## set up your PBSCluster\n",
+ "- note: this may cause a pink warning message\n",
+ "- but it's safe to ignore\n",
+ "- make sure to wait until client.cluster shows that your workers are active"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "241033ba-a75a-4540-a79c-d7994231e64c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Setup your PBSCluster\n",
+ "\n",
+ "project = 'P93300641' #input your project code\n",
+ "\n",
+ "cluster = PBSCluster(\n",
+ " cores=1, # The number of cores you want\n",
+ " memory='25GB', # Amount of memory\n",
+ " processes=1, # How many processes\n",
+ " queue='casper', # The type of queue to utilize (/glade/u/apps/dav/opt/usr/bin/execcasper)\n",
+ " local_directory='$TMPDIR', # Use your local directory\n",
+ " resource_spec='select=1:ncpus=1:mem=25GB', # Specify resources\n",
+ " project=project, # Input your project ID here\n",
+ " walltime='02:00:00', # Amount of wall time\n",
+ " interface='ib0', # Interface to use\n",
+ ")\n",
+ "\n",
+ "# Scale up\n",
+ "cluster.scale(20)\n",
+ "\n",
+ "# Setup your client\n",
+ "client = Client(cluster)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "fb854d7d-b77d-4a27-adc4-5ffcc40f47c9",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "b91265cfe18a434da3a1dfafab0ff163",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "Tab(children=(HTML(value='
0\n",
+ "client.cluster"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "e72aba0d-7aa4-4a6d-9c51-0f6dac98acb6",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "### import some analysis functions we wrote for this project\n",
+ "### note that you can inspect the code for these functions in ../ppe_tools/analysis.py\n",
+ "import sys ; sys.path.append(\"..\")\n",
+ "from ppe_tools.analysis import get_ensemble, month_wts, get_cfs, top_n, calc_mean, rank_plot"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "7bb32a26-18db-4f1b-ab6c-5430081e6220",
+ "metadata": {},
+ "source": [
+ "### LOAD THE ENSEMBLE\n",
+ "- monthly data is htape='h0'\n",
+ "- daily is htape ='h5'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "b332a691-3b9b-4624-af42-c792b7174452",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#define the directory structure and find files\n",
+ "def get_files(name,htape,keys):\n",
+ " topdir = '/glade/scratch/djk2120/PPEn11/hist/' \n",
+ " thisdir = topdir+name+'/'\n",
+ " files = [glob.glob(thisdir+'*'+key+'*'+htape+'*.nc')[0] for key in keys]\n",
+ " return files"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "c2137a40-93b0-43df-9978-bec38d4cef9b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#fetch the paraminfo\n",
+ "csv = '/glade/scratch/djk2120/PPEn11/surv.csv' \n",
+ "paramkey = pd.read_csv(csv)\n",
+ "\n",
+ "#fetch the sparsegrid landarea\n",
+ "la_file = '/glade/scratch/djk2120/PPEn08/sparsegrid_landarea.nc'\n",
+ "la = xr.open_dataset(la_file).landarea #km2\n",
+ "\n",
+ "#load conversion factors\n",
+ "cfs,units = get_cfs()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "0cd1af91-fe26-4155-ac87-9379f292a814",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#read the ensemble\n",
+ "keys = paramkey.key\n",
+ "htape = 'h0'\n",
+ "name = 'CTL2010'\n",
+ "files = get_files(name,htape,keys)\n",
+ "data_vars = ['GPP']\n",
+ "ds = get_ensemble(files,data_vars,keys,paramkey)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "1d75f78b-1c3d-44dd-a4d0-92f8618623c9",
+ "metadata": {},
+ "source": [
+ "### examine GPP, one ensemble member"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "id": "ce7618cb-8004-4412-8b9c-f66a9578820f",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
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+ "