diff --git a/tutorials/demo_open_dataset_E3SM.ipynb b/tutorials/demo_open_dataset_E3SM.ipynb new file mode 100644 index 0000000..e4539bd --- /dev/null +++ b/tutorials/demo_open_dataset_E3SM.ipynb @@ -0,0 +1,929 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "6b1b28a4-12d6-4b3d-9ebb-836adb0b4118", + "metadata": {}, + "source": [ + "# XCDAT Demo: testing general functions on regridded E3SM data\n", + "In this document, E3SM model output is loaded by using [xcdat](https://xcdat.readthedocs.io/en/latest/). \n", + "\n", + "Demo data used in this document is the time-series of regridded surface temperature (ts) simulated by E3SM, and the model's land fraction. Those data can be found from [E3SM data server](https://web.lcrc.anl.gov/public/e3sm/e3sm_diags_test_data/time-series/E3SM_v1/)\n", + "\n", + "Author: Jiwoo Lee, Jill Zhang (2021. 10)" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "id": "00614266-f53e-4b19-9899-36a31717f449", + "metadata": {}, + "outputs": [], + "source": [ + "import os" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "id": "180af2eb-8047-4af6-a99f-b3838ee32920", + "metadata": {}, + "outputs": [], + "source": [ + "demo_data_dir = '/Users/zhang40/Documents/ACME_simulations/E3SM_v1'\n", + "demo_filename = 'TS_185001_201312.nc'\n", + "demo_file = os.path.join(demo_data_dir, demo_filename)" + ] + }, + { + "cell_type": "markdown", + "id": "4891950c-edc4-4021-9368-6f2e874def77", + "metadata": {}, + "source": [ + "## 1. Open dataset using xcdat\n", + "\n", + "### 1.1 Load dataset into memory" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "id": "dd409458-f046-45fc-8bcd-862452df863b", + "metadata": {}, + "outputs": [], + "source": [ + "import xcdat\n", + "import xarray as xr" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "49cc926b-fe72-47c7-b2f5-eddd8622ed96", + "metadata": {}, + "outputs": [], + "source": [ + "ds = xcdat.open_dataset(demo_file, data_var = 'TS')" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "id": "55f67a4b-a2ce-4ae1-8db4-0ec19626530e", + "metadata": {}, + "outputs": [], + "source": [ + "ts = ds.TS" + ] + }, + { + "cell_type": "markdown", + "id": "1fbf6848-acf8-4c48-89a8-5c3943bba2b8", + "metadata": {}, + "source": [ + "### 1.2 Data quick check\n", + "\n", + "#### Check dimensions" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "id": "5c4df434-e363-4c58-a136-a4491603e01c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1968, 129, 256)" + ] + }, + "execution_count": 83, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts.shape" + ] + }, + { + "cell_type": "markdown", + "id": "d6f0b979-87cf-48f8-9619-e32f646575be", + "metadata": {}, + "source": [ + "#### Field quick view -- plot data on the first time step" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "id": "cc3f4941-672a-4727-8fcf-4f920c94a809", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ts.isel(time=0).plot()\n", + "\n", + "# Or, below commends do the same:\n", + "\n", + "# ts[0].plot()\n", + "# ts.isel(time=slice(0, 1)).plot()\n", + "# ts.sel(time=ds.ts.time[0]).plot()" + ] + }, + { + "cell_type": "markdown", + "id": "81f3d61c-c186-4007-972d-9cecaa6422bc", + "metadata": {}, + "source": [ + "#### Check date of first time step: Note that monthly E3SM data recode time at the end of each time interval. The first time step is decoded as Feb 1st. " + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "id": "2c7d1d5e-95d5-4e76-b0ac-9a3f67fd675e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(cftime.DatetimeNoLeap(1850, 2, 1, 0, 0, 0, 0, has_year_zero=True),\n", + " dtype=object)" + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts.time[0].values" + ] + }, + { + "cell_type": "markdown", + "id": "466ff83b-cba8-49f8-862e-401a245d96b9", + "metadata": {}, + "source": [ + "#### Check date of last time step " + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "id": "a1606cf2-d527-440b-81b5-297e64590eb3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(cftime.DatetimeNoLeap(2014, 1, 1, 0, 0, 0, 0, has_year_zero=True),\n", + " dtype=object)" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts.time[-1].values" + ] + }, + { + "cell_type": "markdown", + "id": "ef540f3e-5d7f-4a05-8640-e6165b332920", + "metadata": {}, + "source": [ + "### 1.3 Subset" + ] + }, + { + "cell_type": "markdown", + "id": "19fbb7f6-cda2-40dc-a1ac-0b789462b06e", + "metadata": {}, + "source": [ + "#### Original dimensions" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "id": "dbb00fe5-ca36-418e-b7a6-0406919af4a5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1968, 129, 256)" + ] + }, + "execution_count": 87, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts.shape" + ] + }, + { + "cell_type": "markdown", + "id": "a77c25de-f38f-40ae-9f8a-caf56d060368", + "metadata": {}, + "source": [ + "#### Temporal subset" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "id": "090c6fbc-0fa7-4bcc-b3d7-6c4846e5be7b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(12, 129, 256)" + ] + }, + "execution_count": 88, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts1 = ts.sel(time=slice('1851-01-01', '1851-12-31'))\n", + "ts1.shape" + ] + }, + { + "cell_type": "markdown", + "id": "1a501577-74d8-42a8-abf7-68f417de841e", + "metadata": {}, + "source": [ + "#### Spatial subset" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "id": "4c9e2983-4fb9-4cac-8399-24153a076fc9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1968, 21, 71)" + ] + }, + "execution_count": 89, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts2 = ts.sel(lat=slice(20, 50), lon=slice(220, 320))\n", + "ts2.shape" + ] + }, + { + "cell_type": "markdown", + "id": "66e2b278-69a0-40d2-afe2-caa8ebcf1a76", + "metadata": {}, + "source": [ + "#### Spatio-tempoal subset" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "id": "74ca0478-4d45-4338-aac7-32dc11097a3a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(12, 21, 71)" + ] + }, + "execution_count": 90, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts3 = ts.sel(time=slice('1851-01-01 00:00:00', '1851-12-31 23:59:59'), lat=slice(20, 50), lon=slice(220, 320))\n", + "ts3.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "id": "6fb3698e-74a9-4db0-a26e-e0b82a2cb24f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 91, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ts3[0].plot()" + ] + }, + { + "cell_type": "markdown", + "id": "dd94e503-d7d5-400d-b9dc-b476d9070fa9", + "metadata": {}, + "source": [ + "You can also visualize data on a map using [cartropy](https://scitools.org.uk/cartopy/docs/latest/) as below. Useage example also can be found [here](http://xarray.pydata.org/en/stable/user-guide/plotting.html)." + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "id": "209ac2c4-e38e-480b-9e34-a1dc331d4fc2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 114, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import cartopy.crs as ccrs\n", + "\n", + "p = ts3.isel(time=0).plot(\n", + " subplot_kws=dict(projection=ccrs.Orthographic(-80, 35), facecolor=\"gray\"),\n", + " transform=ccrs.PlateCarree(),\n", + ")\n", + "\n", + "p.axes.set_global()\n", + "\n", + "p.axes.coastlines()" + ] + }, + { + "cell_type": "markdown", + "id": "f57df721-cb84-4cde-ac7d-4a2c29f31168", + "metadata": {}, + "source": [ + "PMP uses [predefined domains](https://github.com/PCMDI/pcmdi_metrics/blob/master/share/default_regions.py), as well as E3SM_diags [predefined_domains](https://github.com/E3SM-Project/e3sm_diags/blob/master/e3sm_diags/derivations/default_regions.py). Below capability was made to mimic that capability." + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "id": "4fb3c2f0-d9d4-4593-a873-21c101d8d5bc", + "metadata": {}, + "outputs": [], + "source": [ + "def region_subset(d, regions_specs, region=None):\n", + " \n", + " if ((region == None) or \n", + " (region != None) and (region not in list(regions_specs.keys()))):\n", + " print('Error: region not defined')\n", + " else: \n", + " if 'domain' in list(regions_specs[region].keys()):\n", + " if 'latitude' in list(regions_specs[region]['domain'].keys()):\n", + " lat0 = regions_specs[region]['domain']['latitude'][0]\n", + " lat1 = regions_specs[region]['domain']['latitude'][1]\n", + " if 'latitude' in (d.coords.dims):\n", + " d = d.sel(latitude=slice(lat0, lat1))\n", + " elif 'lat' in (d.coords.dims):\n", + " d = d.sel(lat=slice(lat0, lat1))\n", + "\n", + " if 'longitude' in list(regions_specs[region]['domain'].keys()):\n", + " lon0 = regions_specs[region]['domain']['longitude'][0]\n", + " lon1 = regions_specs[region]['domain']['longitude'][1]\n", + " if 'longitude' in (d.coords.dims):\n", + " d = d.sel(longitude=slice(lon0, lon1))\n", + " elif 'lon' in (d.coords.dims):\n", + " d = d.sel(lon=slice(lon0, lon1))\n", + "\n", + " return d" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "id": "9f0e7fc0-ad41-46bd-b90d-a38e0ca3e448", + "metadata": {}, + "outputs": [], + "source": [ + "regions_specs = {\n", + " 'NHEX': {'domain': {'latitude': (30., 90)}},\n", + " 'SHEX': {'domain': {'latitude': (-90., 30)}},\n", + " 'TROPICS': {'domain': {'latitude': (-30., 30)}},\n", + " 'global': {},\n", + " }" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "id": "f303e942-560b-4eb7-8d4c-38aff30b7fed", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(12, 43, 256)" + ] + }, + "execution_count": 95, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts4 = region_subset(ts.sel(time=slice('1851-01-01 00:00:00', '1851-12-31 23:59:59')), regions_specs, 'NHEX')\n", + "ts4.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "id": "a525cadc-57e2-4cc1-a372-309c2e98f9d0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(12, 43, 256)" + ] + }, + "execution_count": 96, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts4 = region_subset(ts.sel(time=slice('1851-01-01 00:00:00', '1851-12-31 23:59:59')), regions_specs, 'TROPICS')\n", + "ts4.shape" + ] + }, + { + "cell_type": "markdown", + "id": "b4a382e2", + "metadata": {}, + "source": [ + "Select Nearest grid box near an ARM site." + ] + }, + { + "cell_type": "markdown", + "id": "c555a250-a0df-4750-a804-f1d5ccd86fac", + "metadata": {}, + "source": [ + "## 2. Annual Cycle" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "id": "01d624e7-0aa6-49c0-8f3e-61fa0604adcc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(12, 129, 256)" + ] + }, + "execution_count": 97, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts4 = region_subset(ts.sel(time=slice('1851-01-01 00:00:00', '1851-12-31 23:59:59')), regions_specs, 'global')\n", + "ts4.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "id": "40e47809-4e9d-4b93-a9a6-17da32ba6fbb", + "metadata": {}, + "outputs": [], + "source": [ + "ts_ann = ts.groupby('time.month').mean('time')" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "id": "b9f6df67-8f8e-493f-864f-c1d8e9ec5579", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(12, 129, 256)" + ] + }, + "execution_count": 99, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts_ann.shape" + ] + }, + { + "cell_type": "markdown", + "id": "f2637bcc-23b1-4690-966d-b78c05569e61", + "metadata": {}, + "source": [ + "## 3. Seasonal Mean" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "id": "0363c492-1f34-420e-8bc9-103cbc26a42d", + "metadata": {}, + "outputs": [], + "source": [ + "ts_seasons = ts.groupby('time.season').mean('time')" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "id": "a15a6b2c-1534-4047-add4-d39eef6ebdbc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(4, 129, 256)" + ] + }, + "execution_count": 101, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ts_seasons.shape" + ] + }, + { + "cell_type": "markdown", + "id": "653a0733-a878-4efc-b4d5-05048d71932d", + "metadata": {}, + "source": [ + "## 4. Land-sea mask\n", + "\n", + "- Open land fraction of the given model grid and apply land or sea mask to the field of interest, using [`xarray.DataArray.where`](http://xarray.pydata.org/en/stable/generated/xarray.DataArray.where.html) capbility.\n", + "- Relvant example usage also can be found [here](https://geohackweek.github.io/nDarrays/09-masking/)." + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "id": "1e3ad02c-bbe5-49bc-a1c7-3562bd4e1c3f", + "metadata": {}, + "outputs": [], + "source": [ + "demo_lsmsk_filename = 'LANDFRAC_185001_201312.nc'\n", + "demo_lsmsk_file = os.path.join(demo_data_dir, demo_lsmsk_filename)" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "id": "ea94097b-9ad1-4539-b6ee-7745ac2eb0d5", + "metadata": {}, + "outputs": [], + "source": [ + "ds_lsmsk = xcdat.open_dataset(demo_lsmsk_file, data_var = 'LANDFRAC')" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "id": "a36a782d-14f7-4b23-92b2-edebb8fe6a39", + "metadata": {}, + "outputs": [], + "source": [ + "sftlf = ds_lsmsk.LANDFRAC" + ] + }, + { + "cell_type": "markdown", + "id": "d26376fc-3560-4d5b-8e13-222549c5d464", + "metadata": {}, + "source": [ + "### 4.1 Land" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "id": "745fbc12-e2ed-4c36-9140-150d4dc18729", + "metadata": {}, + "outputs": [], + "source": [ + "ts_land = ts.where(sftlf!=0.)" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "id": "2e4d40dc-7e28-4286-b6f1-60a5d987f5cd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 106, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "p = ts_land.isel(time=0).plot(\n", + " subplot_kws=dict(projection=ccrs.Orthographic(-80, 35), facecolor=\"gray\"),\n", + " transform=ccrs.PlateCarree(),\n", + ")\n", + "\n", + "p.axes.set_global()\n", + "\n", + "p.axes.coastlines()" + ] + }, + { + "cell_type": "markdown", + "id": "f5088027-6980-4df9-a2d6-de6f253e0a0f", + "metadata": {}, + "source": [ + "### 4.2 Ocean" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "id": "747ad29f-3bc0-4f5b-b4d3-7a55e27b8e13", + "metadata": {}, + "outputs": [], + "source": [ + "ts_sea = ts.where(sftlf==0.)" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "id": "44499305-3479-4686-926c-275df329dcb8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 109, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "p = ts_sea.isel(time=0).plot(\n", + " subplot_kws=dict(projection=ccrs.Orthographic(-80, 35), facecolor=\"gray\"),\n", + " transform=ccrs.PlateCarree(),\n", + ")\n", + "\n", + "p.axes.set_global()\n", + "\n", + "p.axes.coastlines()" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "id": "9cf63165", + "metadata": {}, + "outputs": [], + "source": [ + "points_specs = {\n", + " # ARM sites coordinates, select nearest grid poit to ARM site coordinates\n", + " # Each point is supplied with [latitude, longitude ,select method, description of the point]\n", + " \"sgp\": [36.4, -97.5, \"cob\", \"97.5W 36.4N Oklahoma ARM\"],\n", + " \"nsa\": [71.3, -156.6, \"cob\", \"156.6W 71.3N Barrow ARM\"],\n", + " \"twpc1\": [-2.1, 147.4, \"cob\", \"147.4E 2.1S Manus ARM\"],\n", + " \"twpc2\": [-0.5, 166.9, \"cob\", \"166.9E 0.5S Nauru ARM\"],\n", + " \"twpc3\": [-12.4, 130.9, \"cob\", \"130.9E 12.4S Darwin ARM\"],\n", + "}\n", + "\n", + "\n", + "\n", + "sgp_lat = points_specs[\"sgp\"][0]\n", + "sgp_lon = (360 + points_specs[\"sgp\"][1]) # note, convert longitude is required. \n", + "ts_sgp = ts.sel(lon=sgp_lon, lat=sgp_lat, method=\"nearest\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "609d3044", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "506457c0", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "38e2abf7", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/validation/general_utils/Test_general_utils.ipynb b/validation/general_utils/Test_general_utils.ipynb new file mode 100644 index 0000000..1fe9b77 --- /dev/null +++ b/validation/general_utils/Test_general_utils.ipynb @@ -0,0 +1,684 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "0b4e8461", + "metadata": {}, + "outputs": [], + "source": [ + "import xcdat" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "61080757", + "metadata": {}, + "outputs": [], + "source": [ + "import cdms2\n", + "import cdutil\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "ee088d4d", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "e83b0a2b", + "metadata": {}, + "outputs": [], + "source": [ + "demo_data_dir = '/Users/zhang40/Documents/ACME_simulations/E3SM_v1'\n", + "demo_filename = 'TS_185001_201312.nc'\n", + "demo_file = os.path.join(demo_data_dir, demo_filename)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "fe80ac14", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2021-11-05 16:32:18,937 [INFO]: dataset.py(get_inferred_var:402) >> The data variable 'TS' was inferred from the Dataset attr 'xcdat_infer' for this operation.\n", + "2021-11-05 16:32:19,843 [INFO]: dataset.py(get_inferred_var:402) >> The data variable 'TS' was inferred from the Dataset attr 'xcdat_infer' for this operation.\n" + ] + } + ], + "source": [ + "# Specify data_var will limit to one variable per dataset, this is useful for files with multiple vars.\n", + "ds = xcdat.open_dataset(demo_file, data_var = 'TS')\n", + "#ts_global = ds.spatial.avg().TS \n", + "# Alternatively\n", + "ts_global = ds.xcdat.spatial_avg().TS\n", + "ts_region = ds.xcdat.spatial_avg(axis=\"lat\").TS" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "377e5d21", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1968, 129, 256)" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fin = cdms2.open(demo_file)\n", + "var = fin('TS')\n", + "var.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "6bf5b2db", + "metadata": {}, + "outputs": [], + "source": [ + "#ts_1850 = ds.TS.sel(time=slice('1851-01-01 00:00:00', '1851-12-31 23:59:59'))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "4c9499cd", + "metadata": {}, + "outputs": [], + "source": [ + "ts_global_cdat = cdutil.averager(var, axis=\"xy\", weights=\"generate\")\n", + "ts_region_cdat = cdutil.averager(var, axis=\"y\", weights=\"generate\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "f3a2ef8b", + "metadata": {}, + "outputs": [], + "source": [ + "#ts_global = ds.spatial.avg(\"TS\", axis=[\"lat\", \"lon\"])[\"TS\"]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "ff8087af", + "metadata": {}, + "outputs": [], + "source": [ + "ts_global_diff_mean = np.mean(ts_global_cdat - ts_global) " + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "57f9a09e", + "metadata": {}, + "outputs": [], + "source": [ + "ts_region_diff_mean = ts_region_cdat - ts_region" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "8f730a7d", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.DataArray 'TS' (time: 1968)>\n",
+       "array([286.13126, 285.3994 , 284.89404, ..., 294.42276, 291.47092, 289.28806],\n",
+       "      dtype=float32)\n",
+       "Coordinates:\n",
+       "    lat      float64 36.56\n",
+       "    lon      float64 0.0\n",
+       "  * time     (time) object 1850-02-01 00:00:00 ... 2014-01-01 00:00:00\n",
+       "Attributes:\n",
+       "    units:          K\n",
+       "    long_name:      Surface temperature (radiative)\n",
+       "    cell_methods:   time: mean\n",
+       "    cell_measures:  area: area
" + ], + "text/plain": [ + "\n", + "array([286.13126, 285.3994 , 284.89404, ..., 294.42276, 291.47092, 289.28806],\n", + " dtype=float32)\n", + "Coordinates:\n", + " lat float64 36.56\n", + " lon float64 0.0\n", + " * time (time) object 1850-02-01 00:00:00 ... 2014-01-01 00:00:00\n", + "Attributes:\n", + " units: K\n", + " long_name: Surface temperature (radiative)\n", + " cell_methods: time: mean\n", + " cell_measures: area: area" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "points_specs = {\n", + " # ARM sites coordinates, select nearest grid poit to ARM site coordinates\n", + " # Each point is supplied with [latitude, longitude ,select method, description of the point]\n", + " \"sgp\": [36.4, -97.5, \"cob\", \"97.5W 36.4N Oklahoma ARM\"],\n", + " \"nsa\": [71.3, -156.6, \"cob\", \"156.6W 71.3N Barrow ARM\"],\n", + " \"twpc1\": [-2.1, 147.4, \"cob\", \"147.4E 2.1S Manus ARM\"],\n", + " \"twpc2\": [-0.5, 166.9, \"cob\", \"166.9E 0.5S Nauru ARM\"],\n", + " \"twpc3\": [-12.4, 130.9, \"cob\", \"130.9E 12.4S Darwin ARM\"],\n", + "}\n", + "\n", + "\n", + "\n", + "sgp_lat = points_specs[\"sgp\"][0]\n", + "#sgp_lon = (360 + points_specs[\"sgp\"][1]) # note, convert longitude is required. \n", + "sgp_lon = points_specs[\"sgp\"][1]\n", + "ts = ds.TS\n", + "ts_sgp = ts.sel(lon=sgp_lon, lat=sgp_lat, method=\"nearest\")\n", + "ts_sgp" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "896a8ef6", + "metadata": {}, + "outputs": [], + "source": [ + "demo_data_dir2 = '/Users/zhang40/Documents/ACME_simulations/obs_for_e3sm_diags/time-series/TRMM_3hr/ncfiles'\n", + "demo_filename2 = 'pr_3hr_TRMM-3B43v-7_BE_gn_v20200430_*'\n", + "#demo_filename2 = 'pr_3hr_TRMM-3B43v-7_BE_gn_v20200430_201301010000-201301312100.nc'\n", + "\n", + "demo_file2 = os.path.join(demo_data_dir2, demo_filename2)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "c202a6f5", + "metadata": {}, + "outputs": [], + "source": [ + "ds2 = xcdat.open_mfdataset(demo_file2)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "c839ab73", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2021-11-05 16:32:34,234 [INFO]: dataset.py(get_inferred_var:402) >> The data variable 'pr' was inferred from the Dataset attr 'xcdat_infer' for this operation.\n" + ] + }, + { + "ename": "KeyError", + "evalue": "'Check weights DataArray includes lat dimension.'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m/var/folders/v5/66rvtx3s2ld04xj_pz7cgtd4001nnm/T/ipykernel_14398/1036211618.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mpr_global\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mds2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mxcdat\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mspatial_avg\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"lat\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"lon\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpr\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m~/miniconda3/envs/xcdat_test/lib/python3.9/site-packages/xcdat/xcdat.py\u001b[0m in \u001b[0;36mspatial_avg\u001b[0;34m(self, data_var, axis, weights, lat_bounds, lon_bounds)\u001b[0m\n\u001b[1;32m 43\u001b[0m ) -> xr.Dataset:\n\u001b[1;32m 44\u001b[0m \u001b[0mobj\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mDatasetSpatialAverageAccessor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_dataset\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 45\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mobj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mavg\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata_var\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mweights\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlat_bounds\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlon_bounds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 46\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 47\u001b[0m \u001b[0;34m@\u001b[0m\u001b[0mproperty\u001b[0m \u001b[0;31m# type: ignore\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/miniconda3/envs/xcdat_test/lib/python3.9/site-packages/xcdat/spatial_avg.py\u001b[0m in \u001b[0;36mavg\u001b[0;34m(self, data_var, axis, weights, lat_bounds, lon_bounds)\u001b[0m\n\u001b[1;32m 147\u001b[0m \u001b[0mweights\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_weights\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlat_bounds\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlon_bounds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 148\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 149\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_validate_weights\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mda_data_var\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mweights\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 150\u001b[0m \u001b[0mdataset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mda_data_var\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_averager\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mda_data_var\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mweights\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 151\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mdataset\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/miniconda3/envs/xcdat_test/lib/python3.9/site-packages/xcdat/spatial_avg.py\u001b[0m in \u001b[0;36m_validate_weights\u001b[0;34m(self, data_var, axis, weights)\u001b[0m\n\u001b[1;32m 616\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 617\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;34m\"lat\"\u001b[0m \u001b[0;32min\u001b[0m \u001b[0maxis\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mlat_key\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mweights\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdims\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 618\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"Check weights DataArray includes {lat_key} dimension.\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 619\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 620\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;34m\"lon\"\u001b[0m \u001b[0;32min\u001b[0m \u001b[0maxis\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mlon_key\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mweights\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdims\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mKeyError\u001b[0m: 'Check weights DataArray includes lat dimension.'" + ] + } + ], + "source": [ + "pr_global = ds2.xcdat.spatial_avg(axis=[\"lat\", \"lon\"]).pr" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "e998643a", + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'pr_global' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m/var/folders/v5/66rvtx3s2ld04xj_pz7cgtd4001nnm/T/ipykernel_14398/589789263.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mpr_global\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mNameError\u001b[0m: name 'pr_global' is not defined" + ] + } + ], + "source": [ + "pr_global" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "17b81868", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8f795716", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}