diff --git a/notebooks/ProjectExamples/PRISM_Precip_Plots/Plot_PRISM_vs_NEON_Precip.ipynb b/notebooks/ProjectExamples/PRISM_Precip_Plots/Plot_PRISM_vs_NEON_Precip.ipynb index 17faf2b..9c165cc 100644 --- a/notebooks/ProjectExamples/PRISM_Precip_Plots/Plot_PRISM_vs_NEON_Precip.ipynb +++ b/notebooks/ProjectExamples/PRISM_Precip_Plots/Plot_PRISM_vs_NEON_Precip.ipynb @@ -46,19 +46,20 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 68, "id": "b803a754-b87f-4f7e-8cac-3a06364d7b08", "metadata": {}, "outputs": [], "source": [ "# Choose Year and Site (please use strings, e.g. put quotes around the year, as well)\n", - "year = '2019'\n", - "site = 'JORN' #TREE" + "year = '2019' # if you change this, be sure to locate the correct site index in the csv files for your site (see prism_2019_site_start_index as example)\n", + "site = 'KONZ'\n", + "username= 'tking' # CHANGE TO YOUR USERNAME" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 88, "id": "9987732b-846d-44b4-8ea9-474577fec006", "metadata": {}, "outputs": [], @@ -71,6 +72,28 @@ " '2021': 'PRISM_ppt_tmean_stable_4km_20210101_20211231.csv',\n", " '2022': 'PRISM_ppt_tmean_stable_4km_20220101_20220430.csv'}\n", "\n", + "# TODO: include site_start_index for other years, as well\n", + "prism_2019_site_start_index = {'BART': 11, 'HARV': 377, 'BLAN': 743, 'SCBI': 1109, 'SERC': 1474, 'DSNY': 1841,\n", + " 'JERC': 2207, 'OSBS': 2573, 'STEI': 2939, 'TREE': 3305, 'UNDE': 3671, 'KONA': 4037,\n", + " 'KONZ': 4403, 'UKFS': 4769, 'GRSM': 5135, 'MLBS': 5501, 'ORNL': 5867, 'DELA': 6233,\n", + " 'LENO': 6599, 'TALL': 6965, 'DCFS': 7331, 'NOGP': 7697, 'WOOD': 8063, 'CPER': 8429,\n", + " 'RMNP': 8795, 'STER': 9161, 'CLBJ': 9527, 'OAES': 9893, 'YELL': 10259, 'MOAB': 10625,\n", + " 'NIWO': 10991, 'JORN': 11357, 'SRER': 11723, 'ONAQ': 12089, 'ABBY': 12455,\n", + " 'WREF': 12821, 'SJER': 13187, 'SOAP': 13553, 'TEAK': 13919\n", + " }\n", + "\n", + "\n", + "prism_2020_site_start_index = {'BART': 11, 'HARV': 378, 'BLAN': 745, 'SCBI': 1121, 'SERC': 1479, 'DSNY': 1846,\n", + " 'JERC': 2236, 'OSBS': 2598, 'STEI': 2964, 'TREE': 3330, 'UNDE': 3697, 'KONA': 4062,\n", + " 'KONZ': 4428, 'UKFS': 4799, 'GRSM': 5160, 'MLBS': 5526, 'ORNL': 5892, 'DELA': 6258,\n", + " 'LENO': 6624, 'TALL': 6990, 'DCFS': 7356, 'NOGP': 7722, 'WOOD': 8088, 'CPER': 8454,\n", + " 'RMNP': 8820, 'STER': 9186, 'CLBJ': 9553, 'OAES': 9920, 'YELL': 10287, 'MOAB': 10654,\n", + " 'NIWO': 11021, 'JORN': 11388, 'SRER': 11755, 'ONAQ': 12122, 'ABBY': 12489,\n", + " 'WREF': 12856, 'SJER': 13223, 'SOAP': 13590, 'TEAK': 13957\n", + " }\n", + "start_index = {'2019': prism_2019_site_start_index,\n", + " '2020': prism_2020_site_start_index}\n", + "\n", "# perform conversions and gather relevant data\n", "prism_df = pd.read_csv(prism_files_per_year[year], sep=';')\n", "\n", @@ -88,39 +111,54 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 89, "id": "67f2f15a-e137-4377-9c1b-05299b5291cc", "metadata": {}, "outputs": [], "source": [ "# read in NEON data\n", - "half_hourly_files = '/glade/work/tking/ctsm_tking/tools/site_and_regional/{}.transient/run/inputdata/atm/cdeps/v2/{}/{}_atm_{}-*.nc'.format(site,site,site,year)\n", + "\n", + "# EITHER use default data\n", + "# half_hourly_files = '/scratch/data/NEONv2/datm/{}/{}_atm_{}-*.nc'.format(site,site, year)\n", + "\n", + "# OR use data from the case you ran\n", + "half_hourly_files = '/home/{}/scratch/NEON_cases/{}.PRISM.transient/run/inputdata/atm/cdeps/v2/{}/{}_atm_{}-*.nc'.format(username, site, site, site, year)\n", + "\n", "half_hourly_neon_dataset = xr.open_mfdataset(half_hourly_files, parallel=True)" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 90, + "id": "1a31bc30-e341-4748-8024-b83d56be709a", + "metadata": {}, + "outputs": [], + "source": [ + "# resample NEON data to be daily\n", + "daily_neon_prect_dataset = half_hourly_neon_dataset['PRECTmms'].resample(time='D').mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 91, "id": "bfd30461-68a8-41de-b920-90f8db9a2c64", "metadata": { "tags": [] }, "outputs": [], "source": [ - "# resample NEON data to be daily\n", - "daily_neon_prect_dataset = half_hourly_neon_dataset['PRECTmms'].resample(time='1D').mean()\n", - "\n", "# get correct units (mm/s * (3600s/hr) * (24hr/day) = mm/day)\n", "daily_neon_prect = daily_neon_prect_dataset[:,0,0] * 3600 * 24 " ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 92, "id": "ce8029a7-0c8c-4b60-909f-fae949d816c1", "metadata": {}, "outputs": [], "source": [ + "# gather time and precipitation data from PRISM files, and use reformat time values\n", "prism_time_vals = prism_data['Time']\n", "prism_precip_vals = prism_data['Precip']\n", "\n", @@ -139,13 +177,13 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 93, "id": "ee878737-796f-4e76-a284-7ce57ad078c2", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -176,14 +214,16 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 94, "id": "73c6da42-f8c9-4128-a46d-4de9b88020ea", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ - "# sum PRISM precip values over the course of the year\n", + "# Sum PRISM precip values over the course of the year\n", "cumulative_prism_precip_vals=[]\n", - "for index in range(11325,11689+1):\n", + "for index in range(start_index[year][site], start_index[year][site]+365):\n", " cumulative_val = np.sum(prism_precip_vals.loc[:index])\n", " cumulative_prism_precip_vals.append(cumulative_val)\n", "\n", @@ -197,13 +237,15 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 86, "id": "dd1faf82-5cf9-472f-a970-4420272d3f06", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [ { "data": { - "image/png": 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" ] @@ -227,7 +269,7 @@ { "cell_type": "code", "execution_count": null, - "id": "129843a8-9f51-4286-90a0-b36cf5f03e15", + "id": "12c21fb5-90cb-4146-be9c-05bddf220b2d", "metadata": {}, "outputs": [], "source": [] @@ -235,9 +277,9 @@ ], "metadata": { "kernelspec": { - "display_name": "neon", + "display_name": "Python 3 [CTSM] (ipykernel)", "language": "python", - "name": "neon" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -249,7 +291,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.8" + "version": "3.11.4" } }, "nbformat": 4,