{ "cells": [ { "cell_type": "markdown", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "# Exploring the COSIMA Cookbook" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Statement of problem\n", "\n", "COSIMA is producing a lot of data and we need to be able to find it to analyse it. The data is contained in multiple locations. One of these locations is in the `outputs` directory in the `ik11` project. Contained within are subdirectories for each model resolution and within each of these directories are subdirectories for each model configuration" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "access-cm2-025\taccess-om2-01\tmom6-eac\tmom6-om4-025 README\n", "access-om2\taccess-om2-025\tmom6-global-01\tmom6-panan\n" ] } ], "source": [ "!ls /g/data/ik11/outputs" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "01deg_jra55v13_iaf_4hourly\n", "01deg_jra55v13_ryf9091\n", "01deg_jra55v13_ryf9091_5Kv\n", "01deg_jra55v13_ryf9091_easterlies_down10\n", "01deg_jra55v13_ryf9091_easterlies_up10\n", "01deg_jra55v13_ryf9091_easterlies_up10_meridional\n", "01deg_jra55v13_ryf9091_easterlies_up10_noDSW\n", "01deg_jra55v13_ryf9091_easterlies_up10_zonal\n", "01deg_jra55v13_ryf9091_k_smag_iso3\n", "01deg_jra55v13_ryf9091_OFAM3visc\n", "01deg_jra55v13_ryf9091_qian_ctrl\n", "01deg_jra55v13_ryf9091_qian_wthmp\n", "01deg_jra55v13_ryf9091_qian_wthp\n", "01deg_jra55v13_ryf9091_qian_wtlp\n", "01deg_jra55v13_ryf9091_rerun_for_easterlies\n", "01deg_jra55v13_ryf9091_weddell_down2\n", "01deg_jra55v13_ryf9091_weddell_up1\n", "01deg_jra55v140_iaf\n", "01deg_jra55v140_iaf_cycle2\n", "01deg_jra55v140_iaf_cycle3\n", "01deg_jra55v140_iaf_cycle3_antarctic_tracers\n", "01deg_jra55v140_iaf_cycle3_HF\n", "01deg_jra55v140_iaf_cycle4\n", "01deg_jra55v140_iaf_cycle4_jra55v150_extension\n", "01deg_jra55v140_iaf_cycle4_MWpert\n", "01deg_jra55v140_iaf_cycle4_OLD\n", "01deg_jra55v140_iaf_cycle4_rerun_from_1980\n", "01deg_jra55v140_iaf_cycle4-test\n", "01deg_jra55v140_iaf_KvJ09\n", "01deg_jra55v150_iaf_cycle1\n", "basal_melt_outputs\n" ] } ], "source": [ "!ls /g/data/ik11/outputs/access-om2-01" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All the data is contained in netCDF files, of which there are many. At the time of writing this, 48118 netCDF files in the above directories." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**GOAL**: access data by specifying an experiment and a variable" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## COSIMA Cookbook solution" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In order to achieve the above goal the COSIMA Cookbook provides tools to search directories looking for netCDF data files, read metadata from the files about the data they contain, and then save this data to an SQL database.\n", "\n", "The Cookbook also provides an API to query the database and retrieve data by experiment and variable name." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import cosima_cookbook as cc" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "session = cc.database.create_session()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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<xarray.DataArray 'u' (time: 3, st_ocean: 75, yu_ocean: 2700, xu_ocean: 3600)>\n",
       "dask.array<open_dataset-bd3ff7e4cd0aac77292c3fb238623039u, shape=(3, 75, 2700, 3600), dtype=float32, chunksize=(1, 19, 135, 180), chunktype=numpy.ndarray>\n",
       "Coordinates:\n",
       "  * xu_ocean  (xu_ocean) float64 -279.9 -279.8 -279.7 -279.6 ... 79.8 79.9 80.0\n",
       "  * yu_ocean  (yu_ocean) float64 -81.09 -81.05 -81.0 -80.96 ... 89.92 89.96 90.0\n",
       "  * st_ocean  (st_ocean) float64 0.5413 1.681 2.94 ... 5.511e+03 5.709e+03\n",
       "  * time      (time) datetime64[ns] 1958-01-16T12:00:00 ... 1958-03-16T12:00:00\n",
       "Attributes: (12/13)\n",
       "    long_name:      i-current\n",
       "    units:          m/sec\n",
       "    valid_range:    [-10.  10.]\n",
       "    cell_methods:   time: mean\n",
       "    time_avg_info:  average_T1,average_T2,average_DT\n",
       "    coordinates:    geolon_c geolat_c\n",
       "    ...             ...\n",
       "    ncfiles:        ['/g/data/cj50/access-om2/raw-output/access-om2-01/01deg_...\n",
       "    contact:        Andrew Kiss\n",
       "    email:          andrew.kiss@anu.edu.au\n",
       "    created:        2020-06-09\n",
       "    description:    0.1 degree ACCESS-OM2 global model configuration under in...\n",
       "    notes:          Source code: https://github.com/COSIMA/access-om2 License...
" ], "text/plain": [ "\n", "dask.array\n", "Coordinates:\n", " * xu_ocean (xu_ocean) float64 -279.9 -279.8 -279.7 -279.6 ... 79.8 79.9 80.0\n", " * yu_ocean (yu_ocean) float64 -81.09 -81.05 -81.0 -80.96 ... 89.92 89.96 90.0\n", " * st_ocean (st_ocean) float64 0.5413 1.681 2.94 ... 5.511e+03 5.709e+03\n", " * time (time) datetime64[ns] 1958-01-16T12:00:00 ... 1958-03-16T12:00:00\n", "Attributes: (12/13)\n", " long_name: i-current\n", " units: m/sec\n", " valid_range: [-10. 10.]\n", " cell_methods: time: mean\n", " time_avg_info: average_T1,average_T2,average_DT\n", " coordinates: geolon_c geolat_c\n", " ... ...\n", " ncfiles: ['/g/data/cj50/access-om2/raw-output/access-om2-01/01deg_...\n", " contact: Andrew Kiss\n", " email: andrew.kiss@anu.edu.au\n", " created: 2020-06-09\n", " description: 0.1 degree ACCESS-OM2 global model configuration under in...\n", " notes: Source code: https://github.com/COSIMA/access-om2 License..." ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cc.querying.getvar(expt='01deg_jra55v140_iaf', variable='u', session=session, n=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The question then becomes, how do I find out what experiment to use, and what variables are available? Currently the API provides `get_experiments` to give a list of experiments and `get_variables` which returns a list of variables for a given experiment" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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experimentcontactemailcreateddescriptionnotesurlroot_dirncfiles
0woa18Ocean Climate Laboratory, National Centers for...NCEI.info@noaa.gov2019-07-29Climatological mean state for the global ocean...These data are openly available to the public....http://www.ncei.noaa.gov/g/data/ik11/observations/woa1824
1eac-zstar-v1NoneNoneNoneNoneNoneNone/g/data/ik11/outputs/mom6-eac/eac-zstar-v129
2eac-zstar-v2NoneNoneNoneNoneNoneNone/g/data/ik11/outputs/mom6-eac/eac-zstar-v276
3025deg_jra55_ryf9091_gadi_norediGMRyan Holmesryan.holmes@unsw.edu.au2020-04-010.25 degree ACCESS-OM2 global model configurat...NoneNone/g/data/ik11/outputs/access-om2-025/025deg_jra...312
4025deg_jra55_ryf9091_gadi_noGMRyan Holmesryan.holmes@unsw.edu.au2020-04-010.25 degree ACCESS-OM2 global model configurat...NoneNone/g/data/ik11/outputs/access-om2-025/025deg_jra...316
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1711deg_jra55_iaf_omip2spunup_cycle50Pat Wongpanpat.wongpan@utas.edu.au2023-01-20Continuation of omip2spunup up to 50 cycles (i...NoneNone/g/data/ik11/outputs/access-om2/1deg_jra55_iaf...998
1721deg_jra55_iaf_omip2spunup_cycle46Pat Wongpanpat.wongpan@utas.edu.au2023-01-20Continuation of omip2spunup up to 50 cycles (i...NoneNone/g/data/ik11/outputs/access-om2/1deg_jra55_iaf...1014
1731deg_jra55_iaf_omip2spunup_cycle49Pat Wongpanpat.wongpan@utas.edu.au2023-01-20Continuation of omip2spunup up to 50 cycles (i...NoneNone/g/data/ik11/outputs/access-om2/1deg_jra55_iaf...1014
1741deg_jra55_iaf_omip2spunup_cycle48Pat Wongpanpat.wongpan@utas.edu.au2023-01-20Continuation of omip2spunup up to 50 cycles (i...NoneNone/g/data/ik11/outputs/access-om2/1deg_jra55_iaf...1014
1751deg_jra55_iaf_omip2spunup_cycle47Pat Wongpanpat.wongpan@utas.edu.au2023-01-20Continuation of omip2spunup up to 50 cycles (i...NoneNone/g/data/ik11/outputs/access-om2/1deg_jra55_iaf...1014
\n", "

176 rows × 9 columns

\n", "
" ], "text/plain": [ " experiment \\\n", "0 woa18 \n", "1 eac-zstar-v1 \n", "2 eac-zstar-v2 \n", "3 025deg_jra55_ryf9091_gadi_norediGM \n", "4 025deg_jra55_ryf9091_gadi_noGM \n", ".. ... \n", "171 1deg_jra55_iaf_omip2spunup_cycle50 \n", "172 1deg_jra55_iaf_omip2spunup_cycle46 \n", "173 1deg_jra55_iaf_omip2spunup_cycle49 \n", "174 1deg_jra55_iaf_omip2spunup_cycle48 \n", "175 1deg_jra55_iaf_omip2spunup_cycle47 \n", "\n", " contact \\\n", "0 Ocean Climate Laboratory, National Centers for... \n", "1 None \n", "2 None \n", "3 Ryan Holmes \n", "4 Ryan Holmes \n", ".. ... \n", "171 Pat Wongpan \n", "172 Pat Wongpan \n", "173 Pat Wongpan \n", "174 Pat Wongpan \n", "175 Pat Wongpan \n", "\n", " email created \\\n", "0 NCEI.info@noaa.gov 2019-07-29 \n", "1 None None \n", "2 None None \n", "3 ryan.holmes@unsw.edu.au 2020-04-01 \n", "4 ryan.holmes@unsw.edu.au 2020-04-01 \n", ".. ... ... \n", "171 pat.wongpan@utas.edu.au 2023-01-20 \n", "172 pat.wongpan@utas.edu.au 2023-01-20 \n", "173 pat.wongpan@utas.edu.au 2023-01-20 \n", "174 pat.wongpan@utas.edu.au 2023-01-20 \n", "175 pat.wongpan@utas.edu.au 2023-01-20 \n", "\n", " description \\\n", "0 Climatological mean state for the global ocean... \n", "1 None \n", "2 None \n", "3 0.25 degree ACCESS-OM2 global model configurat... \n", "4 0.25 degree ACCESS-OM2 global model configurat... \n", ".. ... \n", "171 Continuation of omip2spunup up to 50 cycles (i... \n", "172 Continuation of omip2spunup up to 50 cycles (i... \n", "173 Continuation of omip2spunup up to 50 cycles (i... \n", "174 Continuation of omip2spunup up to 50 cycles (i... \n", "175 Continuation of omip2spunup up to 50 cycles (i... \n", "\n", " notes \\\n", "0 These data are openly available to the public.... \n", "1 None \n", "2 None \n", "3 None \n", "4 None \n", ".. ... \n", "171 None \n", "172 None \n", "173 None \n", "174 None \n", "175 None \n", "\n", " url \\\n", "0 http://www.ncei.noaa.gov \n", "1 None \n", "2 None \n", "3 None \n", "4 None \n", ".. ... \n", "171 None \n", "172 None \n", "173 None \n", "174 None \n", "175 None \n", "\n", " root_dir ncfiles \n", "0 /g/data/ik11/observations/woa18 24 \n", "1 /g/data/ik11/outputs/mom6-eac/eac-zstar-v1 29 \n", "2 /g/data/ik11/outputs/mom6-eac/eac-zstar-v2 76 \n", "3 /g/data/ik11/outputs/access-om2-025/025deg_jra... 312 \n", "4 /g/data/ik11/outputs/access-om2-025/025deg_jra... 316 \n", ".. ... ... \n", "171 /g/data/ik11/outputs/access-om2/1deg_jra55_iaf... 998 \n", "172 /g/data/ik11/outputs/access-om2/1deg_jra55_iaf... 1014 \n", "173 /g/data/ik11/outputs/access-om2/1deg_jra55_iaf... 1014 \n", "174 /g/data/ik11/outputs/access-om2/1deg_jra55_iaf... 1014 \n", "175 /g/data/ik11/outputs/access-om2/1deg_jra55_iaf... 1014 \n", "\n", "[176 rows x 9 columns]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cc.querying.get_experiments(session, all=True)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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namelong_nameunitsfrequencyncfilecell_methods# ncfilestime_starttime_end
0pfmice_iNoneNoneNoneoutput028/ocean/o2i.ncNone244NoneNone
1sslx_iNoneNoneNoneoutput028/ocean/o2i.ncNone244NoneNone
2ssly_iNoneNoneNoneoutput028/ocean/o2i.ncNone244NoneNone
3sss_iNoneNoneNoneoutput028/ocean/o2i.ncNone244NoneNone
4sst_iNoneNoneNoneoutput028/ocean/o2i.ncNone244NoneNone
..............................
266timetimedays since 1900-01-01 00:00:00staticoutput243/ocean/ocean-2d-drag_coeff.ncNone36601900-01-01 00:00:002019-01-01 00:00:00
267xt_oceantcell longitudedegrees_Estaticoutput126/ocean/ocean-2d-ht.ncNone17081900-01-01 00:00:001900-01-01 00:00:00
268xu_oceanucell longitudedegrees_Estaticoutput243/ocean/ocean-2d-drag_coeff.ncNone19521900-01-01 00:00:002019-01-01 00:00:00
269yt_oceantcell latitudedegrees_Nstaticoutput126/ocean/ocean-2d-ht.ncNone17081900-01-01 00:00:001900-01-01 00:00:00
270yu_oceanucell latitudedegrees_Nstaticoutput243/ocean/ocean-2d-drag_coeff.ncNone19521900-01-01 00:00:002019-01-01 00:00:00
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271 rows × 9 columns

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" ], "text/plain": [ " name long_name units frequency \\\n", "0 pfmice_i None None None \n", "1 sslx_i None None None \n", "2 ssly_i None None None \n", "3 sss_i None None None \n", "4 sst_i None None None \n", ".. ... ... ... ... \n", "266 time time days since 1900-01-01 00:00:00 static \n", "267 xt_ocean tcell longitude degrees_E static \n", "268 xu_ocean ucell longitude degrees_E static \n", "269 yt_ocean tcell latitude degrees_N static \n", "270 yu_ocean ucell latitude degrees_N static \n", "\n", " ncfile cell_methods # ncfiles \\\n", "0 output028/ocean/o2i.nc None 244 \n", "1 output028/ocean/o2i.nc None 244 \n", "2 output028/ocean/o2i.nc None 244 \n", "3 output028/ocean/o2i.nc None 244 \n", "4 output028/ocean/o2i.nc None 244 \n", ".. ... ... ... \n", "266 output243/ocean/ocean-2d-drag_coeff.nc None 3660 \n", "267 output126/ocean/ocean-2d-ht.nc None 1708 \n", "268 output243/ocean/ocean-2d-drag_coeff.nc None 1952 \n", "269 output126/ocean/ocean-2d-ht.nc None 1708 \n", "270 output243/ocean/ocean-2d-drag_coeff.nc None 1952 \n", "\n", " time_start time_end \n", "0 None None \n", "1 None None \n", "2 None None \n", "3 None None \n", "4 None None \n", ".. ... ... \n", "266 1900-01-01 00:00:00 2019-01-01 00:00:00 \n", "267 1900-01-01 00:00:00 1900-01-01 00:00:00 \n", "268 1900-01-01 00:00:00 2019-01-01 00:00:00 \n", "269 1900-01-01 00:00:00 1900-01-01 00:00:00 \n", "270 1900-01-01 00:00:00 2019-01-01 00:00:00 \n", "\n", "[271 rows x 9 columns]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "variables = cc.querying.get_variables(session, experiment='01deg_jra55v140_iaf')\n", "variables" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But there are sometimes duplicate variables with different frequency:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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namelong_nameunitsfrequencyncfilecell_methods# ncfilestime_starttime_end
54surface_saltPractical Salinitypsu1 dailyoutput243/ocean/ocean-2d-surface_salt-1-daily-...time: mean2441958-01-01 00:00:002019-01-01 00:00:00
201surface_saltPractical Salinitypsu1 monthlyoutput243/ocean/ocean-2d-surface_salt-1-monthl...time: mean2441958-01-01 00:00:002019-01-01 00:00:00
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" ], "text/plain": [ " name long_name units frequency \\\n", "54 surface_salt Practical Salinity psu 1 daily \n", "201 surface_salt Practical Salinity psu 1 monthly \n", "\n", " ncfile cell_methods \\\n", "54 output243/ocean/ocean-2d-surface_salt-1-daily-... time: mean \n", "201 output243/ocean/ocean-2d-surface_salt-1-monthl... time: mean \n", "\n", " # ncfiles time_start time_end \n", "54 244 1958-01-01 00:00:00 2019-01-01 00:00:00 \n", "201 244 1958-01-01 00:00:00 2019-01-01 00:00:00 " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "variables[variables.name == 'surface_salt']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you just try and load this data you will get an error because you will be trying to load data from different files with different temporal frequency" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "skip-execution" ] }, "outputs": [ { "ename": "QueryWarning", "evalue": "Your query returns files with differing frequencies: {'1 daily', '1 monthly'}. This could lead to unexpected behaviour! Disambiguate by passing frequency= to getvar, specifying the desired frequency.", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mQueryWarning\u001b[0m Traceback (most recent call last)", "Cell \u001b[0;32mIn[9], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mcc\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mquerying\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgetvar\u001b[49m\u001b[43m(\u001b[49m\u001b[43mexpt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m01deg_jra55v140_iaf\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mvariable\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43msurface_salt\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msession\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msession\u001b[49m\u001b[43m)\u001b[49m\n", "File \u001b[0;32m/g/data/hh5/public/apps/miniconda3/envs/analysis3-22.10/lib/python3.9/site-packages/cosima_cookbook/querying.py:334\u001b[0m, in \u001b[0;36mgetvar\u001b[0;34m(expt, variable, session, ncfile, start_time, end_time, n, frequency, attrs, attrs_unique, return_dataset, **kwargs)\u001b[0m\n\u001b[1;32m 331\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m attrs_unique \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 332\u001b[0m attrs_unique \u001b[38;5;241m=\u001b[39m {\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcell_methods\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtime: mean\u001b[39m\u001b[38;5;124m\"\u001b[39m}\n\u001b[0;32m--> 334\u001b[0m ncfiles \u001b[38;5;241m=\u001b[39m \u001b[43m_ncfiles_for_variable\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 335\u001b[0m \u001b[43m \u001b[49m\u001b[43mexpt\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 336\u001b[0m \u001b[43m \u001b[49m\u001b[43mvariable\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 337\u001b[0m \u001b[43m \u001b[49m\u001b[43msession\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 338\u001b[0m \u001b[43m \u001b[49m\u001b[43mncfile\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 339\u001b[0m \u001b[43m \u001b[49m\u001b[43mstart_time\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 340\u001b[0m \u001b[43m \u001b[49m\u001b[43mend_time\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 341\u001b[0m \u001b[43m \u001b[49m\u001b[43mn\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 342\u001b[0m \u001b[43m \u001b[49m\u001b[43mfrequency\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 343\u001b[0m \u001b[43m \u001b[49m\u001b[43mattrs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 344\u001b[0m \u001b[43m \u001b[49m\u001b[43mattrs_unique\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 345\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 347\u001b[0m variables \u001b[38;5;241m=\u001b[39m [variable]\n\u001b[1;32m 348\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m return_dataset:\n\u001b[1;32m 349\u001b[0m \u001b[38;5;66;03m# we know at least one variable was returned, so we can index ncfiles\u001b[39;00m\n\u001b[1;32m 350\u001b[0m \u001b[38;5;66;03m# ask for the extra variables associated with cell_methods, etc.\u001b[39;00m\n", "File \u001b[0;32m/g/data/hh5/public/apps/miniconda3/envs/analysis3-22.10/lib/python3.9/site-packages/cosima_cookbook/querying.py:529\u001b[0m, in \u001b[0;36m_ncfiles_for_variable\u001b[0;34m(expt, variable, session, ncfile, start_time, end_time, n, frequency, attrs, attrs_unique)\u001b[0m\n\u001b[1;32m 527\u001b[0m unique_freqs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mset\u001b[39m(f\u001b[38;5;241m.\u001b[39mNCFile\u001b[38;5;241m.\u001b[39mfrequency \u001b[38;5;28;01mfor\u001b[39;00m f \u001b[38;5;129;01min\u001b[39;00m ncfiles)\n\u001b[1;32m 528\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(unique_freqs) \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[0;32m--> 529\u001b[0m \u001b[43mwarnings\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mwarn\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 530\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;124;43mf\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mYour query returns files with differing frequencies: \u001b[39;49m\u001b[38;5;132;43;01m{\u001b[39;49;00m\u001b[43munique_freqs\u001b[49m\u001b[38;5;132;43;01m}\u001b[39;49;00m\u001b[38;5;124;43m. \u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\n\u001b[1;32m 531\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mThis could lead to unexpected behaviour! Disambiguate by passing \u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\n\u001b[1;32m 532\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mfrequency= to getvar, specifying the desired frequency.\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 533\u001b[0m \u001b[43m \u001b[49m\u001b[43mQueryWarning\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 534\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 536\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m ncfiles\n", "\u001b[0;31mQueryWarning\u001b[0m: Your query returns files with differing frequencies: {'1 daily', '1 monthly'}. This could lead to unexpected behaviour! Disambiguate by passing frequency= to getvar, specifying the desired frequency." ] } ], "source": [ "cc.querying.getvar(expt='01deg_jra55v140_iaf', variable='surface_salt', session=session)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exploring a Cookbook Database" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The COSIMA Cookbook `explore` submodule seeks to solve the issue of how to find relevant experiments and variables within a Cookbook database and simplify the process of loading this data.\n", "\n", "It does this by providing GUI elements that users can embed in their jupyter notebooks that can be used to filter and query the database.\n", "\n", "**Requirements:** The `explorer` submodule feature requires using the `cosima-cookbook` version found in `conda/analysis3-20.07` (or later) kernel on NCI (or your own up-to-date cookbook installation)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "from cosima_cookbook import explore" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Database Explorer" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first component is `DatabaseExplorer`, which is used to find relevant experiments. Re-use an existing `session` or don't specify `session` and it will start with the default database. \n", "\n", "Filtering can be applied to narrow down the number of experiments. Select one or more keywords to reduce the listed experiments to those that contain all the selected keywords. To show only those experiments which contain a given variable select the variable from the list of available variables in Database and push the '>>' button to move them to the right hand box. Now when filter is pushed only experiments which contain the variables in the right hand box will be shown. Variables can be removed from the filtering box by selecting and pushing '<<'. Note that the list of available variables contains *all* variables contained in the database. The filtering by keyword does not change the available variables. Both filtering methods are applied to find the list of matching experiments, but the two methods are independent in all other respects.\n", "\n", "Note also that the list of available variables is pre-filtered: all variables from restart files and variables that can be unambiguously identified as coordinate variables are not listed. It is possible to remove this pre-filtering by deselecting the checkboxes underneath the variable list.\n", "\n", "By default all variables from all model components are shown in the selection box. To display only variables from one model component select the required component from the dropdown menu which defaults to \"All models\".\n", "\n", "The search box can be used to further narrow the list of available variables. When text is entered into the search box only variables that contain that text in their variable name or their `long_name` attribute will be displayed in the selection box.\n", "\n", "When a variable is selected the `long_name` is displayed below the variable selector box. In some cases when filtering and/or searching a variable will be automatically selected but may show as highlighted in the selector box. This is undesirable, but currently unavoidable.\n", "\n", "When an experiment is selected and the 'Load Experiment' button pushed, it open an Experiment Explorer gui element below the Database Explorer. A detailed explanation of the Experiment Explorer is in the next section.\n", "\n", "**(Note: The widgets have been exported to be viewable in an HTML page, but they will ONLY function properly if loaded as a jupyter notebook)**" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 58.2 s, sys: 8.46 s, total: 1min 6s\n", "Wall time: 1min 59s\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "65ebac4eccb74b6390f6d7da1cdf614a", "version_major": 2, "version_minor": 0 }, "text/plain": [ "DatabaseExplorer(children=(HTML(value='\\n …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%time\n", "from cosima_cookbook import explore\n", "dbx = explore.DatabaseExplorer(session=session)\n", "dbx" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Experiment Explorer" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `ExperimentExplorer` can be used independently of the `DatabaseExplorer` if you already know the experiment you wish to load. \n", "\n", "You can re-use an existing database session, or not supply that argument and a new session will be created automatically with the default database. If you pass an experiment name this experiment will be loaded by default, but it is not necessary to do so, as any experiment present in the database can be selected from a drop-down menu at the top.\n", "\n", "The box showing the available variables is the same as the one in the filtering element from `DatabaseExplorer`, with exactly the same functionality to show only variables from selected models, search by variable name and long name, and filter out coordinates and restarts.\n", "\n", "When a variable is selected the long name is displayed below the box as before, but it also populates the frequency drop down and date range slider to the right. Identical variables can be present in a data set with different temporal frequencies. It is necessary to choose a frequency in this case as those variables cannot be loaded into the same `xarray.DataArray`. When a frequency is selected the date range slider may change the range of available dates if they differ between the two frequencies.\n", "\n", "It is advisable to reduce the date range you load if you know you only need the data for a limited time range, as it is much quicker to load the metadata as fewer files need to be opened and their metadata checked.\n", "\n", "Once you have selected a variable, confirmed the frequency and date range are correct, push the \"Load\" button and the data will be loaded into an `xarray.DataArray` object. When this is done the metadata from the loaded data will be displayed at the end of the cell output.\n", "\n", "The relevant command used to load the data is displayed, so that it can be copied, reused, and/or modified.\n", "\n", "The loaded data is available as the `.data` attribute of the `ExperimentExplorer` object. At any time a different variable from the same or a different experiment can be loaded, and the `.data` attribute will be updated to reflect the new data." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "80f1bf848fe942538c17bd9a2d83b281", "version_major": 2, "version_minor": 0 }, "text/plain": [ "ExperimentExplorer(children=(HTML(value='\\n

Experiment Explorer

\\n\\n

Select a…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ee = explore.ExperimentExplorer(session=session, experiment='01deg_jra55v140_iaf')\n", "ee" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "

\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.DataArray 'surface_salt' (time: 1734, yt_ocean: 2700, xt_ocean: 3600)>\n",
       "dask.array<concatenate, shape=(1734, 2700, 3600), dtype=float32, chunksize=(1, 540, 720), chunktype=numpy.ndarray>\n",
       "Coordinates:\n",
       "  * xt_ocean  (xt_ocean) float64 -279.9 -279.8 -279.7 ... 79.75 79.85 79.95\n",
       "  * yt_ocean  (yt_ocean) float64 -81.11 -81.07 -81.02 ... 89.89 89.94 89.98\n",
       "  * time      (time) datetime64[ns] 1990-01-01T12:00:00 ... 1994-09-30T12:00:00\n",
       "Attributes: (12/13)\n",
       "    long_name:      Practical Salinity\n",
       "    units:          psu\n",
       "    valid_range:    [-10. 100.]\n",
       "    cell_methods:   time: mean\n",
       "    time_avg_info:  average_T1,average_T2,average_DT\n",
       "    coordinates:    geolon_t geolat_t\n",
       "    ...             ...\n",
       "    ncfiles:        ['/g/data/cj50/access-om2/raw-output/access-om2-01/01deg_...\n",
       "    contact:        Andrew Kiss\n",
       "    email:          andrew.kiss@anu.edu.au\n",
       "    created:        2020-06-09\n",
       "    description:    0.1 degree ACCESS-OM2 global model configuration under in...\n",
       "    notes:          Source code: https://github.com/COSIMA/access-om2 License...
" ], "text/plain": [ "\n", "dask.array\n", "Coordinates:\n", " * xt_ocean (xt_ocean) float64 -279.9 -279.8 -279.7 ... 79.75 79.85 79.95\n", " * yt_ocean (yt_ocean) float64 -81.11 -81.07 -81.02 ... 89.89 89.94 89.98\n", " * time (time) datetime64[ns] 1990-01-01T12:00:00 ... 1994-09-30T12:00:00\n", "Attributes: (12/13)\n", " long_name: Practical Salinity\n", " units: psu\n", " valid_range: [-10. 100.]\n", " cell_methods: time: mean\n", " time_avg_info: average_T1,average_T2,average_DT\n", " coordinates: geolon_t geolat_t\n", " ... ...\n", " ncfiles: ['/g/data/cj50/access-om2/raw-output/access-om2-01/01deg_...\n", " contact: Andrew Kiss\n", " email: andrew.kiss@anu.edu.au\n", " created: 2020-06-09\n", " description: 0.1 degree ACCESS-OM2 global model configuration under in...\n", " notes: Source code: https://github.com/COSIMA/access-om2 License..." ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ee.data" ] }, { "cell_type": "code", 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\n \n \n \n \n \n \n \n \n
Experiment: 025deg_jra55_iaf_omip2_cycle6
Description: 0.25 degree ACCESS-OM2 global model configuration under interannual forcing. ACCESS-OM2-025 physics-only contribution to the CMIP6 Ocean Model Intercomparison Program project phase 2 (OMIP-2), as discussed by Tsujino et al. (2020, GMD, https://doi.org/10.5194/gmd-2019-363). The configuration is based on that described in Kiss et al. (2020), https://doi.org/10.5194/gmd-13-401-2020, but with many improvements. Initial conditions are WOA13v2 potential temperature and practical salinity. However, the WOA potential temperature field is converted to Conservative Temperature for the initical condition unlike earlier versions of ACCESS-OM2. The topography has also been updated (see https://github.com/COSIMA/access-om2/issues/158). Run with JRA55-do v1.4.0 interannually-varying forcing with all solid runoff converted to liquid runoff with no heat transfer. The OMIP-2 protocol consists of six consecutive cycles of the 61-year period starting on 1 Jan 1958 and finishing on 1 Jan 2019. To avoid issues with leap years and calendars, each cycle is run as a separate \"ensemble\" experiment - and thus each has the same time/calendar vector. The configuration files used for this simulation are on github in the repository https://github.com/rmholmes/025deg_jra55_iaf. Each cycle is under a different branch listed as omip_amoctopo_cycle[1-6].
Notes:
Contact: Ryan Holmes <ryan.holmes@unsw.edu.au>
Control repo:
No. files: 2171
Created: 2020-11-03
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Database Explorer

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\n\n

Select an experiment to show more detailed information where available.\n With an experiment selected push 'Load Experiment' to open an Experiment\n Explorer gui.

\n\n

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\n\n

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