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lsetiawan/IntakeCatalogExample.ipynb

Created March 17, 2021 18:04
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Cava Intake Catalog Example
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IntakeCatalogExample.ipynb
{
"cells": [
{
"cell_type": "markdown",
"id": "crazy-attachment",
"metadata": {},
"source": [
"# Read intake catalog"
]
},
{
"cell_type": "markdown",
"id": "human-cleaning",
"metadata": {},
"source": [
"### Requirements for this notebook\n",
"\n",
"```bash\n",
"xarray zarr intake-xarray intake fsspec s3fs>=0.5\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "hybrid-trustee",
"metadata": {},
"outputs": [],
"source": [
"import intake"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "acoustic-enough",
"metadata": {},
"outputs": [],
"source": [
"# Open catalog\n",
"catalog = intake.open_catalog(uri=\"https://ooi-data.github.io/catalog.yaml\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "announced-console",
"metadata": {},
"outputs": [
{
"data": {
"application/yaml": "OOI Data Streams Catalog:\n args:\n path: https://ooi-data.github.io/catalog.yaml\n description: OOI Data Intake Catalog. This effort is part of the University of Washington,\n Regional Cabled Array Value Add Project.\n driver: intake.catalog.local.YAMLFileCatalog\n metadata:\n last_updated: '2021-03-17T00:33:22.184459'\n owner: University of Washington, Regional Cabled Array\n version: 0.1.0\n",
"text/plain": [
"OOI Data Streams Catalog:\n",
" args:\n",
" path: https://ooi-data.github.io/catalog.yaml\n",
" description: OOI Data Intake Catalog. This effort is part of the University of Washington,\n",
" Regional Cabled Array Value Add Project.\n",
" driver: intake.catalog.local.YAMLFileCatalog\n",
" metadata:\n",
" last_updated: '2021-03-17T00:33:22.184459'\n",
" owner: University of Washington, Regional Cabled Array\n",
" version: 0.1.0\n"
]
},
"metadata": {
"application/json": {
"root": "OOI Data Streams Catalog"
}
},
"output_type": "display_data"
}
],
"source": [
"catalog"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "thousand-train",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"['CE01ISSM-MFD35-01-VEL3DD000-recovered_inst-vel3d_cd_dcl_velocity_data_recovered',\n",
" 'CE01ISSM-MFD35-02-PRESFA000-recovered_host-presf_abc_dcl_tide_measurement_recovered',\n",
" 'CE01ISSM-MFD35-02-PRESFA000-recovered_host-presf_abc_dcl_wave_burst_recovered',\n",
" 'CE01ISSM-MFD35-02-PRESFA000-recovered_inst-presf_abc_tide_measurement_recovered',\n",
" 'CE01ISSM-MFD35-02-PRESFA000-recovered_inst-presf_abc_wave_burst_recovered',\n",
" 'CE01ISSM-MFD35-02-PRESFA000-telemetered-presf_abc_dcl_tide_measurement',\n",
" 'CE01ISSM-MFD35-02-PRESFA000-telemetered-presf_abc_dcl_wave_burst',\n",
" 'CE01ISSM-MFD35-04-ADCPTM000-recovered_host-adcp_velocity_earth',\n",
" 'CE01ISSM-MFD35-04-ADCPTM000-recovered_inst-adcp_velocity_earth',\n",
" 'CE01ISSM-MFD35-04-ADCPTM000-recovered_inst-adcpt_m_instrument_dspec_recovered',\n",
" 'CE01ISSM-MFD35-04-ADCPTM000-recovered_inst-adcpt_m_instrument_log9_recovered',\n",
" 'CE01ISSM-MFD35-04-ADCPTM000-telemetered-adcp_velocity_earth',\n",
" 'CE01ISSM-MFD35-05-PCO2WB000-recovered_host-pco2w_abc_dcl_instrument_blank_recovered',\n",
" 'CE01ISSM-MFD35-05-PCO2WB000-recovered_host-pco2w_abc_dcl_instrument_recovered',\n",
" 'CE01ISSM-MFD35-05-PCO2WB000-recovered_host-pco2w_abc_dcl_metadata_recovered',\n",
" 'CE01ISSM-MFD35-05-PCO2WB000-recovered_host-pco2w_abc_dcl_power_recovered',\n",
" 'CE01ISSM-MFD35-05-PCO2WB000-recovered_inst-pco2w_abc_instrument',\n",
" 'CE01ISSM-MFD35-05-PCO2WB000-recovered_inst-pco2w_abc_instrument_blank',\n",
" 'CE01ISSM-MFD35-05-PCO2WB000-recovered_inst-pco2w_abc_metadata',\n",
" 'CE01ISSM-MFD35-05-PCO2WB000-recovered_inst-pco2w_abc_power',\n",
" 'CE01ISSM-MFD35-05-PCO2WB000-telemetered-pco2w_abc_dcl_instrument',\n",
" 'CE01ISSM-MFD35-05-PCO2WB000-telemetered-pco2w_abc_dcl_instrument_blank',\n",
" 'CE01ISSM-MFD35-05-PCO2WB000-telemetered-pco2w_abc_dcl_metadata',\n",
" 'CE01ISSM-MFD35-05-PCO2WB000-telemetered-pco2w_abc_dcl_power',\n",
" 'CE01ISSM-MFD35-06-PHSEND000-recovered_host-phsen_abcdef_dcl_instrument_recovered',\n",
" 'CE01ISSM-MFD35-06-PHSEND000-recovered_inst-phsen_abcdef_instrument',\n",
" 'CE01ISSM-MFD35-06-PHSEND000-recovered_inst-phsen_abcdef_metadata',\n",
" 'CE01ISSM-MFD35-06-PHSEND000-telemetered-phsen_abcdef_dcl_instrument',\n",
" 'CE01ISSM-MFD37-01-OPTAAD000-telemetered-optaa_dj_dcl_instrument',\n",
" 'CE01ISSM-MFD37-03-CTDBPC000-recovered_host-ctdbp_cdef_dcl_instrument_recovered',\n",
" 'CE01ISSM-MFD37-03-CTDBPC000-recovered_inst-ctdbp_cdef_instrument_recovered',\n",
" 'CE01ISSM-MFD37-03-CTDBPC000-telemetered-ctdbp_cdef_dcl_instrument',\n",
" 'CE01ISSM-MFD37-03-DOSTAD000-recovered_host-dosta_abcdjm_ctdbp_dcl_instrument_recovered',\n",
" 'CE01ISSM-MFD37-03-DOSTAD000-recovered_inst-dosta_abcdjm_ctdbp_instrument_recovered',\n",
" 'CE01ISSM-MFD37-03-DOSTAD000-telemetered-dosta_abcdjm_ctdbp_dcl_instrument',\n",
" 'CE01ISSM-RID16-02-FLORTD000-recovered_host-flort_sample',\n",
" 'CE01ISSM-RID16-02-FLORTD000-telemetered-flort_sample',\n",
" 'CE01ISSM-RID16-03-CTDBPC000-recovered_host-ctdbp_cdef_dcl_instrument_recovered',\n",
" 'CE01ISSM-RID16-03-CTDBPC000-recovered_inst-ctdbp_cdef_instrument_recovered',\n",
" 'CE01ISSM-RID16-03-CTDBPC000-telemetered-ctdbp_cdef_dcl_instrument',\n",
" 'CE01ISSM-RID16-03-DOSTAD000-recovered_host-dosta_abcdjm_ctdbp_dcl_instrument_recovered',\n",
" 'CE01ISSM-RID16-03-DOSTAD000-recovered_inst-dosta_abcdjm_ctdbp_instrument_recovered',\n",
" 'CE01ISSM-RID16-03-DOSTAD000-telemetered-dosta_abcdjm_ctdbp_dcl_instrument',\n",
" 'CE01ISSM-RID16-04-VELPTA000-recovered_host-velpt_ab_dcl_instrument_recovered',\n",
" 'CE01ISSM-RID16-04-VELPTA000-recovered_inst-velpt_ab_instrument_recovered',\n",
" 'CE01ISSM-RID16-04-VELPTA000-telemetered-velpt_ab_dcl_instrument',\n",
" 'CE01ISSM-RID16-05-PCO2WB000-recovered_host-pco2w_abc_dcl_instrument_blank_recovered',\n",
" 'CE01ISSM-RID16-05-PCO2WB000-recovered_host-pco2w_abc_dcl_instrument_recovered',\n",
" 'CE01ISSM-RID16-05-PCO2WB000-recovered_host-pco2w_abc_dcl_metadata_recovered',\n",
" 'CE01ISSM-RID16-05-PCO2WB000-recovered_host-pco2w_abc_dcl_power_recovered',\n",
" 'CE01ISSM-RID16-05-PCO2WB000-recovered_inst-pco2w_abc_instrument',\n",
" 'CE01ISSM-RID16-05-PCO2WB000-recovered_inst-pco2w_abc_instrument_blank',\n",
" 'CE01ISSM-RID16-05-PCO2WB000-recovered_inst-pco2w_abc_metadata',\n",
" 'CE01ISSM-RID16-05-PCO2WB000-recovered_inst-pco2w_abc_power',\n",
" 'CE01ISSM-RID16-05-PCO2WB000-telemetered-pco2w_abc_dcl_instrument',\n",
" 'CE01ISSM-RID16-05-PCO2WB000-telemetered-pco2w_abc_dcl_instrument_blank',\n",
" 'CE01ISSM-RID16-05-PCO2WB000-telemetered-pco2w_abc_dcl_metadata',\n",
" 'CE01ISSM-RID16-05-PCO2WB000-telemetered-pco2w_abc_dcl_power',\n",
" 'CE01ISSM-RID16-06-PHSEND000-recovered_host-phsen_abcdef_dcl_instrument_recovered',\n",
" 'CE01ISSM-RID16-06-PHSEND000-recovered_host-phsen_abcdef_dcl_metadata_recovered',\n",
" 'CE01ISSM-RID16-06-PHSEND000-recovered_inst-phsen_abcdef_instrument',\n",
" 'CE01ISSM-RID16-06-PHSEND000-recovered_inst-phsen_abcdef_metadata',\n",
" 'CE01ISSM-RID16-06-PHSEND000-telemetered-phsen_abcdef_dcl_instrument',\n",
" 'CE01ISSM-RID16-06-PHSEND000-telemetered-phsen_abcdef_dcl_metadata',\n",
" 'CE01ISSM-RID16-07-NUTNRB000-recovered_host-nutnr_b_dcl_conc_instrument_recovered',\n",
" 'CE01ISSM-RID16-07-NUTNRB000-recovered_host-nutnr_b_dcl_conc_metadata_recovered',\n",
" 'CE01ISSM-RID16-07-NUTNRB000-recovered_host-nutnr_b_dcl_dark_conc_instrument_recovered',\n",
" 'CE01ISSM-RID16-07-NUTNRB000-recovered_host-suna_dcl_recovered',\n",
" 'CE01ISSM-RID16-07-NUTNRB000-recovered_inst-nutnr_b_dark_instrument_recovered',\n",
" 'CE01ISSM-RID16-07-NUTNRB000-recovered_inst-nutnr_b_instrument_recovered',\n",
" 'CE01ISSM-RID16-07-NUTNRB000-recovered_inst-nutnr_b_metadata_recovered',\n",
" 'CE01ISSM-RID16-07-NUTNRB000-recovered_inst-suna_instrument_recovered',\n",
" 'CE01ISSM-RID16-07-NUTNRB000-telemetered-nutnr_b_dcl_conc_instrument',\n",
" 'CE01ISSM-RID16-07-NUTNRB000-telemetered-nutnr_b_dcl_conc_metadata',\n",
" 'CE01ISSM-RID16-07-NUTNRB000-telemetered-nutnr_b_dcl_dark_conc_instrument',\n",
" 'CE01ISSM-RID16-07-NUTNRB000-telemetered-nutnr_b_dcl_full_instrument',\n",
" 'CE01ISSM-RID16-07-NUTNRB000-telemetered-suna_dcl_recovered',\n",
" 'CE01ISSM-RID16-08-SPKIRB000-recovered_host-spkir_abj_dcl_instrument_recovered',\n",
" 'CE01ISSM-RID16-08-SPKIRB000-telemetered-spkir_abj_dcl_instrument',\n",
" 'CE01ISSM-SBD17-04-VELPTA000-recovered_host-velpt_ab_dcl_instrument_recovered',\n",
" 'CE01ISSM-SBD17-04-VELPTA000-recovered_inst-velpt_ab_instrument_recovered',\n",
" 'CE01ISSM-SBD17-04-VELPTA000-telemetered-velpt_ab_dcl_instrument',\n",
" 'CE01ISSM-SBD17-06-CTDBPC000-recovered_host-ctdbp_cdef_dcl_instrument_recovered',\n",
" 'CE01ISSM-SBD17-06-CTDBPC000-recovered_inst-ctdbp_cdef_instrument_recovered',\n",
" 'CE01ISSM-SBD17-06-CTDBPC000-telemetered-ctdbp_cdef_dcl_instrument',\n",
" 'CE01ISSM-SBD17-06-FLORTD000-recovered_host-flort_sample',\n",
" 'CE01ISSM-SBD17-06-FLORTD000-recovered_inst-flort_sample',\n",
" 'CE01ISSM-SBD17-06-FLORTD000-telemetered-flort_sample',\n",
" 'CE01ISSP-SP001-02-DOSTAJ000-recovered_cspp-dosta_abcdjm_cspp_instrument_recovered',\n",
" 'CE01ISSP-SP001-02-DOSTAJ000-recovered_cspp-dosta_abcdjm_cspp_metadata_recovered',\n",
" 'CE01ISSP-SP001-02-DOSTAJ000-telemetered-dosta_abcdjm_cspp_instrument',\n",
" 'CE01ISSP-SP001-02-DOSTAJ000-telemetered-dosta_abcdjm_cspp_metadata',\n",
" 'CE01ISSP-SP001-04-OPTAAJ000-recovered_cspp-optaa_dj_cspp_instrument_recovered',\n",
" 'CE01ISSP-SP001-04-OPTAAJ000-telemetered-optaa_dj_cspp_instrument',\n",
" 'CE01ISSP-SP001-05-VELPTJ000-recovered_cspp-velpt_j_cspp_instrument_recovered',\n",
" 'CE01ISSP-SP001-05-VELPTJ000-telemetered-velpt_j_cspp_instrument',\n",
" 'CE01ISSP-SP001-06-NUTNRJ000-recovered_cspp-nutnr_j_cspp_dark_instrument_recovered',\n",
" 'CE01ISSP-SP001-06-NUTNRJ000-recovered_cspp-nutnr_j_cspp_instrument_recovered',\n",
" 'CE01ISSP-SP001-06-NUTNRJ000-recovered_cspp-nutnr_j_cspp_metadata_recovered',\n",
" 'CE01ISSP-SP001-06-NUTNRJ000-telemetered-nutnr_j_cspp_dark_instrument',\n",
" 'CE01ISSP-SP001-06-NUTNRJ000-telemetered-nutnr_j_cspp_instrument',\n",
" 'CE01ISSP-SP001-06-NUTNRJ000-telemetered-nutnr_j_cspp_metadata',\n",
" 'CE01ISSP-SP001-07-SPKIRJ000-recovered_cspp-spkir_abj_cspp_instrument_recovered',\n",
" 'CE01ISSP-SP001-07-SPKIRJ000-telemetered-spkir_abj_cspp_instrument',\n",
" 'CE01ISSP-SP001-08-FLORTJ000-recovered_cspp-flort_dj_cspp_metadata_recovered',\n",
" 'CE01ISSP-SP001-08-FLORTJ000-recovered_cspp-flort_sample',\n",
" 'CE01ISSP-SP001-08-FLORTJ000-telemetered-flort_dj_cspp_metadata',\n",
" 'CE01ISSP-SP001-08-FLORTJ000-telemetered-flort_sample',\n",
" 'CE01ISSP-SP001-09-CTDPFJ000-recovered_cspp-ctdpf_j_cspp_instrument_recovered',\n",
" 'CE01ISSP-SP001-09-CTDPFJ000-recovered_cspp-ctdpf_j_cspp_metadata_recovered',\n",
" 'CE01ISSP-SP001-09-CTDPFJ000-telemetered-ctdpf_j_cspp_instrument',\n",
" 'CE01ISSP-SP001-09-CTDPFJ000-telemetered-ctdpf_j_cspp_metadata',\n",
" 'CE01ISSP-SP001-10-PARADJ000-recovered_cspp-parad_j_cspp_instrument_recovered',\n",
" 'CE01ISSP-SP001-10-PARADJ000-recovered_cspp-parad_j_cspp_metadata_recovered',\n",
" 'CE01ISSP-SP001-10-PARADJ000-telemetered-parad_j_cspp_instrument',\n",
" 'CE01ISSP-SP001-10-PARADJ000-telemetered-parad_j_cspp_metadata',\n",
" 'CE02SHBP-LJ01D-05-ADCPTB104-streamed-adcp_pd0_beam_parsed',\n",
" 'CE02SHBP-LJ01D-06-CTDBPN106-streamed-ctdbp_no_calibration_coefficients',\n",
" 'CE02SHBP-LJ01D-06-CTDBPN106-streamed-ctdbp_no_configuration',\n",
" 'CE02SHBP-LJ01D-06-CTDBPN106-streamed-ctdbp_no_hardware',\n",
" 'CE02SHBP-LJ01D-06-CTDBPN106-streamed-ctdbp_no_sample',\n",
" 'CE02SHBP-LJ01D-06-CTDBPN106-streamed-ctdbp_no_status',\n",
" 'CE02SHBP-LJ01D-06-DOSTAD106-streamed-do_stable_sample',\n",
" 'CE02SHBP-LJ01D-07-VEL3DC108-streamed-vel3d_cd_velocity_data',\n",
" 'CE02SHBP-LJ01D-09-PCO2WB103-streamed-pco2w_b_configuration',\n",
" 'CE02SHBP-LJ01D-09-PCO2WB103-streamed-pco2w_b_dev1_data_record',\n",
" 'CE02SHBP-LJ01D-09-PCO2WB103-streamed-pco2w_b_regular_status',\n",
" 'CE02SHBP-LJ01D-09-PCO2WB103-streamed-pco2w_b_sami_data_record',\n",
" 'CE02SHBP-LJ01D-09-PCO2WB103-streamed-pco2w_b_sami_data_record_cal',\n",
" 'CE02SHBP-LJ01D-10-PHSEND103-streamed-phsen_battery_voltage',\n",
" 'CE02SHBP-LJ01D-10-PHSEND103-streamed-phsen_configuration',\n",
" 'CE02SHBP-LJ01D-10-PHSEND103-streamed-phsen_data_record',\n",
" 'CE02SHBP-LJ01D-10-PHSEND103-streamed-phsen_regular_status',\n",
" 'CE02SHBP-LJ01D-10-PHSEND103-streamed-phsen_thermistor_voltage',\n",
" 'CE02SHSM-RID26-01-ADCPTA000-recovered_host-adcp_velocity_earth',\n",
" 'CE02SHSM-RID26-01-ADCPTA000-recovered_inst-adcp_velocity_earth',\n",
" 'CE02SHSM-RID26-01-ADCPTA000-telemetered-adcp_velocity_earth',\n",
" 'CE02SHSM-RID26-04-VELPTA000-recovered_host-velpt_ab_dcl_instrument_recovered',\n",
" 'CE02SHSM-RID26-04-VELPTA000-recovered_inst-velpt_ab_instrument_recovered',\n",
" 'CE02SHSM-RID26-04-VELPTA000-telemetered-velpt_ab_dcl_instrument',\n",
" 'CE02SHSM-RID26-06-PHSEND000-recovered_host-phsen_abcdef_dcl_instrument_recovered',\n",
" 'CE02SHSM-RID26-06-PHSEND000-recovered_host-phsen_abcdef_dcl_metadata_recovered',\n",
" 'CE02SHSM-RID26-06-PHSEND000-recovered_inst-phsen_abcdef_instrument',\n",
" 'CE02SHSM-RID26-06-PHSEND000-recovered_inst-phsen_abcdef_metadata',\n",
" 'CE02SHSM-RID26-06-PHSEND000-telemetered-phsen_abcdef_dcl_instrument',\n",
" 'CE02SHSM-RID26-07-NUTNRB000-recovered_host-nutnr_b_dcl_conc_instrument_recovered',\n",
" 'CE02SHSM-RID26-07-NUTNRB000-recovered_host-nutnr_b_dcl_dark_conc_instrument_recovered',\n",
" 'CE02SHSM-RID26-07-NUTNRB000-recovered_host-suna_dcl_recovered',\n",
" 'CE02SHSM-RID26-07-NUTNRB000-recovered_inst-nutnr_b_dark_instrument_recovered',\n",
" 'CE02SHSM-RID26-07-NUTNRB000-recovered_inst-nutnr_b_instrument_recovered',\n",
" 'CE02SHSM-RID26-07-NUTNRB000-recovered_inst-nutnr_b_metadata_recovered',\n",
" 'CE02SHSM-RID26-07-NUTNRB000-recovered_inst-suna_instrument_recovered',\n",
" 'CE02SHSM-RID26-07-NUTNRB000-telemetered-nutnr_b_dcl_conc_instrument',\n",
" 'CE02SHSM-RID26-07-NUTNRB000-telemetered-nutnr_b_dcl_dark_conc_instrument',\n",
" 'CE02SHSM-RID26-07-NUTNRB000-telemetered-nutnr_b_dcl_full_instrument',\n",
" 'CE02SHSM-RID26-07-NUTNRB000-telemetered-suna_dcl_recovered',\n",
" 'CE02SHSM-RID26-08-SPKIRB000-recovered_host-spkir_abj_dcl_instrument_recovered',\n",
" 'CE02SHSM-RID26-08-SPKIRB000-telemetered-spkir_abj_dcl_instrument',\n",
" 'CE02SHSM-RID27-02-FLORTD000-recovered_host-flort_sample',\n",
" 'CE02SHSM-RID27-02-FLORTD000-telemetered-flort_sample',\n",
" 'CE02SHSM-RID27-03-CTDBPC000-recovered_host-ctdbp_cdef_dcl_instrument_recovered',\n",
" 'CE02SHSM-RID27-03-CTDBPC000-recovered_inst-ctdbp_cdef_instrument_recovered',\n",
" 'CE02SHSM-RID27-03-CTDBPC000-telemetered-ctdbp_cdef_dcl_instrument',\n",
" 'CE02SHSM-RID27-04-DOSTAD000-recovered_host-dosta_abcdjm_dcl_instrument_recovered',\n",
" 'CE02SHSM-RID27-04-DOSTAD000-telemetered-dosta_abcdjm_dcl_instrument',\n",
" 'CE02SHSM-SBD11-04-VELPTA000-recovered_host-velpt_ab_dcl_instrument_recovered',\n",
" 'CE02SHSM-SBD11-04-VELPTA000-recovered_inst-velpt_ab_instrument_recovered',\n",
" 'CE02SHSM-SBD11-04-VELPTA000-telemetered-velpt_ab_dcl_instrument',\n",
" 'CE02SHSM-SBD11-06-METBKA000-recovered_host-metbk_a_dcl_instrument_recovered',\n",
" 'CE02SHSM-SBD11-06-METBKA000-recovered_host-metbk_hourly',\n",
" 'CE02SHSM-SBD11-06-METBKA000-telemetered-metbk_a_dcl_instrument',\n",
" 'CE02SHSM-SBD11-06-METBKA000-telemetered-metbk_hourly',\n",
" 'CE02SHSM-SBD12-04-PCO2AA000-recovered_host-pco2a_a_dcl_instrument_air_recovered',\n",
" 'CE02SHSM-SBD12-04-PCO2AA000-recovered_host-pco2a_a_dcl_instrument_water_recovered',\n",
" 'CE02SHSM-SBD12-04-PCO2AA000-telemetered-pco2a_a_dcl_instrument_air',\n",
" 'CE02SHSM-SBD12-04-PCO2AA000-telemetered-pco2a_a_dcl_instrument_water',\n",
" 'CE02SHSM-SBD12-05-WAVSSA000-recovered_host-wavss_a_dcl_fourier_recovered',\n",
" 'CE02SHSM-SBD12-05-WAVSSA000-recovered_host-wavss_a_dcl_mean_directional_recovered',\n",
" 'CE02SHSM-SBD12-05-WAVSSA000-recovered_host-wavss_a_dcl_motion_recovered',\n",
" 'CE02SHSM-SBD12-05-WAVSSA000-recovered_host-wavss_a_dcl_non_directional_recovered',\n",
" 'CE02SHSM-SBD12-05-WAVSSA000-recovered_host-wavss_a_dcl_statistics_recovered',\n",
" 'CE02SHSM-SBD12-05-WAVSSA000-telemetered-wavss_a_dcl_fourier',\n",
" 'CE02SHSM-SBD12-05-WAVSSA000-telemetered-wavss_a_dcl_mean_directional',\n",
" 'CE02SHSM-SBD12-05-WAVSSA000-telemetered-wavss_a_dcl_motion',\n",
" 'CE02SHSM-SBD12-05-WAVSSA000-telemetered-wavss_a_dcl_non_directional',\n",
" 'CE02SHSM-SBD12-05-WAVSSA000-telemetered-wavss_a_dcl_statistics',\n",
" 'CE02SHSM-SBD12-08-FDCHPA000-recovered_host-fdchp_a_dcl_instrument_recovered',\n",
" 'CE02SHSM-SBD12-08-FDCHPA000-recovered_inst-fdchp_a_instrument_recovered',\n",
" 'CE02SHSM-SBD12-08-FDCHPA000-telemetered-fdchp_a_dcl_instrument',\n",
" 'CE02SHSP-SP001-01-DOSTAJ000-recovered_cspp-dosta_abcdjm_cspp_instrument_recovered',\n",
" 'CE02SHSP-SP001-01-DOSTAJ000-recovered_cspp-dosta_abcdjm_cspp_metadata_recovered',\n",
" 'CE02SHSP-SP001-01-DOSTAJ000-telemetered-dosta_abcdjm_cspp_instrument',\n",
" 'CE02SHSP-SP001-01-DOSTAJ000-telemetered-dosta_abcdjm_cspp_metadata',\n",
" 'CE02SHSP-SP001-02-VELPTJ000-recovered_cspp-velpt_j_cspp_instrument_recovered',\n",
" 'CE02SHSP-SP001-02-VELPTJ000-telemetered-velpt_j_cspp_instrument',\n",
" 'CE02SHSP-SP001-04-OPTAAJ000-recovered_cspp-optaa_dj_cspp_instrument_recovered',\n",
" 'CE02SHSP-SP001-05-NUTNRJ000-recovered_cspp-nutnr_j_cspp_dark_instrument_recovered',\n",
" 'CE02SHSP-SP001-05-NUTNRJ000-recovered_cspp-nutnr_j_cspp_instrument_recovered',\n",
" 'CE02SHSP-SP001-05-NUTNRJ000-recovered_cspp-nutnr_j_cspp_metadata_recovered',\n",
" 'CE02SHSP-SP001-06-SPKIRJ000-recovered_cspp-spkir_abj_cspp_instrument_recovered',\n",
" 'CE02SHSP-SP001-06-SPKIRJ000-telemetered-spkir_abj_cspp_instrument',\n",
" 'CE02SHSP-SP001-07-FLORTJ000-recovered_cspp-flort_dj_cspp_metadata_recovered',\n",
" 'CE02SHSP-SP001-07-FLORTJ000-recovered_cspp-flort_sample',\n",
" 'CE02SHSP-SP001-07-FLORTJ000-telemetered-flort_dj_cspp_metadata',\n",
" 'CE02SHSP-SP001-07-FLORTJ000-telemetered-flort_sample',\n",
" 'CE02SHSP-SP001-08-CTDPFJ000-recovered_cspp-ctdpf_j_cspp_instrument_recovered',\n",
" 'CE02SHSP-SP001-08-CTDPFJ000-recovered_cspp-ctdpf_j_cspp_metadata_recovered',\n",
" 'CE02SHSP-SP001-08-CTDPFJ000-telemetered-ctdpf_j_cspp_instrument',\n",
" 'CE02SHSP-SP001-08-CTDPFJ000-telemetered-ctdpf_j_cspp_metadata',\n",
" 'CE02SHSP-SP001-09-PARADJ000-recovered_cspp-parad_j_cspp_instrument_recovered',\n",
" 'CE02SHSP-SP001-09-PARADJ000-recovered_cspp-parad_j_cspp_metadata_recovered',\n",
" 'CE02SHSP-SP001-09-PARADJ000-telemetered-parad_j_cspp_instrument',\n",
" 'CE02SHSP-SP001-09-PARADJ000-telemetered-parad_j_cspp_metadata',\n",
" 'CE02SHSP-SP002-01-DOSTAJ000-recovered_cspp-dosta_abcdjm_cspp_instrument_recovered',\n",
" 'CE02SHSP-SP002-01-DOSTAJ000-recovered_cspp-dosta_abcdjm_cspp_metadata_recovered',\n",
" 'CE02SHSP-SP002-02-VELPTJ000-recovered_cspp-velpt_j_cspp_instrument_recovered',\n",
" 'CE02SHSP-SP002-04-OPTAAJ000-recovered_cspp-optaa_dj_cspp_instrument_recovered',\n",
" 'CE02SHSP-SP002-05-NUTNRJ000-recovered_cspp-nutnr_j_cspp_dark_instrument_recovered',\n",
" 'CE02SHSP-SP002-05-NUTNRJ000-recovered_cspp-nutnr_j_cspp_instrument_recovered',\n",
" 'CE02SHSP-SP002-05-NUTNRJ000-recovered_cspp-nutnr_j_cspp_metadata_recovered',\n",
" 'CE02SHSP-SP002-06-SPKIRJ000-recovered_cspp-spkir_abj_cspp_instrument_recovered',\n",
" 'CE02SHSP-SP002-07-FLORTJ000-recovered_cspp-flort_dj_cspp_instrument_recovered',\n",
" 'CE02SHSP-SP002-07-FLORTJ000-recovered_cspp-flort_dj_cspp_metadata_recovered',\n",
" 'CE02SHSP-SP002-08-CTDPFJ000-recovered_cspp-ctdpf_j_cspp_instrument_recovered',\n",
" 'CE02SHSP-SP002-08-CTDPFJ000-recovered_cspp-ctdpf_j_cspp_metadata_recovered',\n",
" 'CE02SHSP-SP002-09-PARADJ000-recovered_cspp-parad_j_cspp_instrument_recovered',\n",
" 'CE02SHSP-SP002-09-PARADJ000-recovered_cspp-parad_j_cspp_metadata_recovered',\n",
" 'CE04OSBP-LJ01C-06-CTDBPO108-streamed-ctdbp_no_calibration_coefficients',\n",
" 'CE04OSBP-LJ01C-06-CTDBPO108-streamed-ctdbp_no_configuration',\n",
" 'CE04OSBP-LJ01C-06-CTDBPO108-streamed-ctdbp_no_hardware',\n",
" 'CE04OSBP-LJ01C-06-CTDBPO108-streamed-ctdbp_no_optode_settings',\n",
" 'CE04OSBP-LJ01C-06-CTDBPO108-streamed-ctdbp_no_sample',\n",
" 'CE04OSBP-LJ01C-06-CTDBPO108-streamed-ctdbp_no_status',\n",
" 'CE04OSBP-LJ01C-06-DOSTAD108-streamed-do_stable_sample',\n",
" 'CE04OSBP-LJ01C-07-VEL3DC107-streamed-vel3d_cd_velocity_data',\n",
" 'CE04OSBP-LJ01C-09-PCO2WB104-streamed-pco2w_b_battery_voltage',\n",
" 'CE04OSBP-LJ01C-09-PCO2WB104-streamed-pco2w_b_configuration',\n",
" 'CE04OSBP-LJ01C-09-PCO2WB104-streamed-pco2w_b_dev1_data_record',\n",
" 'CE04OSBP-LJ01C-09-PCO2WB104-streamed-pco2w_b_regular_status',\n",
" 'CE04OSBP-LJ01C-09-PCO2WB104-streamed-pco2w_b_sami_data_record',\n",
" 'CE04OSBP-LJ01C-09-PCO2WB104-streamed-pco2w_b_sami_data_record_cal',\n",
" 'CE04OSBP-LJ01C-09-PCO2WB104-streamed-pco2w_b_thermistor_voltage',\n",
" 'CE04OSBP-LJ01C-10-PHSEND107-streamed-phsen_configuration',\n",
" 'CE04OSBP-LJ01C-10-PHSEND107-streamed-phsen_data_record',\n",
" 'CE04OSBP-LJ01C-10-PHSEND107-streamed-phsen_regular_status',\n",
" 'CE04OSPD-DP01B-01-CTDPFL105-recovered_inst-dpc_ctd_instrument_recovered',\n",
" 'CE04OSPD-DP01B-01-CTDPFL105-recovered_wfp-dpc_ctd_instrument_recovered',\n",
" 'CE04OSPD-DP01B-02-VEL3DA105-recovered_inst-dpc_acm_instrument_recovered',\n",
" 'CE04OSPD-DP01B-02-VEL3DA105-recovered_wfp-dpc_acm_instrument_recovered',\n",
" 'CE04OSPD-DP01B-03-FLCDRA103-recovered_inst-dpc_flcdrtd_instrument_recovered',\n",
" 'CE04OSPD-DP01B-03-FLCDRA103-recovered_wfp-dpc_flcdrtd_instrument_recovered',\n",
" 'CE04OSPD-DP01B-04-FLNTUA103-recovered_inst-dpc_flnturtd_instrument_recovered',\n",
" 'CE04OSPD-DP01B-04-FLNTUA103-recovered_wfp-dpc_flnturtd_instrument_recovered',\n",
" 'CE04OSPD-DP01B-06-DOSTAD105-recovered_inst-dpc_optode_instrument_recovered',\n",
" 'CE04OSPD-DP01B-06-DOSTAD105-recovered_wfp-dpc_optode_instrument_recovered',\n",
" 'CE04OSPS-PC01B-4A-CTDPFA109-streamed-ctdpf_optode_calibration_coefficients',\n",
" 'CE04OSPS-PC01B-4A-CTDPFA109-streamed-ctdpf_optode_configuration',\n",
" 'CE04OSPS-PC01B-4A-CTDPFA109-streamed-ctdpf_optode_hardware',\n",
" 'CE04OSPS-PC01B-4A-CTDPFA109-streamed-ctdpf_optode_sample',\n",
" 'CE04OSPS-PC01B-4A-CTDPFA109-streamed-ctdpf_optode_status',\n",
" 'CE04OSPS-PC01B-4A-CTDPFA109-streamed-ctdpf_sbe43_sample',\n",
" 'CE04OSPS-PC01B-4A-DOSTAD109-streamed-do_stable_sample',\n",
" 'CE04OSPS-PC01B-4B-PHSENA106-streamed-phsen_battery_voltage',\n",
" 'CE04OSPS-PC01B-4B-PHSENA106-streamed-phsen_configuration',\n",
" 'CE04OSPS-PC01B-4B-PHSENA106-streamed-phsen_data_record',\n",
" 'CE04OSPS-PC01B-4B-PHSENA106-streamed-phsen_regular_status',\n",
" 'CE04OSPS-PC01B-4B-PHSENA106-streamed-phsen_thermistor_voltage',\n",
" 'CE04OSPS-PC01B-4D-PCO2WA105-streamed-pco2w_a_configuration',\n",
" 'CE04OSPS-PC01B-4D-PCO2WA105-streamed-pco2w_a_regular_status',\n",
" 'CE04OSPS-PC01B-4D-PCO2WA105-streamed-pco2w_a_sami_data_record',\n",
" 'CE04OSPS-PC01B-4D-PCO2WA105-streamed-pco2w_a_sami_data_record_cal',\n",
" 'CE04OSPS-SF01B-2A-CTDPFA107-streamed-ctdpf_sbe43_calibration_coefficients',\n",
" 'CE04OSPS-SF01B-2A-CTDPFA107-streamed-ctdpf_sbe43_configuration',\n",
" 'CE04OSPS-SF01B-2A-CTDPFA107-streamed-ctdpf_sbe43_hardware',\n",
" 'CE04OSPS-SF01B-2A-CTDPFA107-streamed-ctdpf_sbe43_sample',\n",
" 'CE04OSPS-SF01B-2A-CTDPFA107-streamed-ctdpf_sbe43_status',\n",
" 'CE04OSPS-SF01B-2B-PHSENA108-streamed-phsen_battery_voltage',\n",
" 'CE04OSPS-SF01B-2B-PHSENA108-streamed-phsen_configuration',\n",
" 'CE04OSPS-SF01B-2B-PHSENA108-streamed-phsen_data_record',\n",
" 'CE04OSPS-SF01B-2B-PHSENA108-streamed-phsen_regular_status',\n",
" 'CE04OSPS-SF01B-2B-PHSENA108-streamed-phsen_thermistor_voltage',\n",
" 'CE04OSPS-SF01B-3A-FLORTD104-streamed-flort_d_data_record',\n",
" 'CE04OSPS-SF01B-3A-FLORTD104-streamed-flort_d_status',\n",
" 'CE04OSPS-SF01B-3C-PARADA102-streamed-parad_sa_config',\n",
" 'CE04OSPS-SF01B-3C-PARADA102-streamed-parad_sa_sample',\n",
" 'CE04OSPS-SF01B-4A-NUTNRA102-streamed-nutnr_a_dark_sample',\n",
" 'CE04OSPS-SF01B-4A-NUTNRA102-streamed-nutnr_a_sample',\n",
" 'CE04OSPS-SF01B-4B-VELPTD106-streamed-velpt_velocity_data',\n",
" 'CE04OSPS-SF01B-4F-PCO2WA102-streamed-pco2w_a_battery_voltage',\n",
" 'CE04OSPS-SF01B-4F-PCO2WA102-streamed-pco2w_a_configuration',\n",
" 'CE04OSPS-SF01B-4F-PCO2WA102-streamed-pco2w_a_regular_status',\n",
" 'CE04OSPS-SF01B-4F-PCO2WA102-streamed-pco2w_a_sami_data_record',\n",
" 'CE04OSPS-SF01B-4F-PCO2WA102-streamed-pco2w_a_sami_data_record_cal',\n",
" 'CE04OSPS-SF01B-4F-PCO2WA102-streamed-pco2w_a_thermistor_voltage',\n",
" 'CE04OSSM-RID26-01-ADCPTC000-recovered_host-adcp_velocity_earth',\n",
" 'CE04OSSM-RID26-01-ADCPTC000-recovered_inst-adcp_velocity_earth',\n",
" 'CE04OSSM-RID26-01-ADCPTC000-telemetered-adcp_velocity_earth',\n",
" 'CE04OSSM-RID26-04-VELPTA000-recovered_host-velpt_ab_dcl_instrument_recovered',\n",
" 'CE04OSSM-RID26-04-VELPTA000-recovered_inst-velpt_ab_instrument_recovered',\n",
" 'CE04OSSM-RID26-04-VELPTA000-telemetered-velpt_ab_dcl_instrument',\n",
" 'CE04OSSM-RID26-06-PHSEND000-bad_telemetered-phsen_abcdef_dcl_metadata',\n",
" 'CE04OSSM-RID26-06-PHSEND000-recovered_host-phsen_abcdef_dcl_instrument_recovered',\n",
" 'CE04OSSM-RID26-06-PHSEND000-recovered_inst-phsen_abcdef_instrument',\n",
" 'CE04OSSM-RID26-06-PHSEND000-recovered_inst-phsen_abcdef_metadata',\n",
" 'CE04OSSM-RID26-06-PHSEND000-telemetered-phsen_abcdef_dcl_instrument',\n",
" 'CE04OSSM-RID26-06-PHSEND000-telemetered-phsen_abcdef_dcl_metadata',\n",
" 'CE04OSSM-RID26-07-NUTNRB000-recovered_host-nutnr_b_dcl_conc_instrument_recovered',\n",
" 'CE04OSSM-RID26-07-NUTNRB000-recovered_host-nutnr_b_dcl_dark_conc_instrument_recovered',\n",
" 'CE04OSSM-RID26-07-NUTNRB000-recovered_host-suna_dcl_recovered',\n",
" 'CE04OSSM-RID26-07-NUTNRB000-recovered_inst-nutnr_b_dark_instrument_recovered',\n",
" 'CE04OSSM-RID26-07-NUTNRB000-recovered_inst-nutnr_b_instrument_recovered',\n",
" 'CE04OSSM-RID26-07-NUTNRB000-recovered_inst-nutnr_b_metadata_recovered',\n",
" 'CE04OSSM-RID26-07-NUTNRB000-recovered_inst-suna_instrument_recovered',\n",
" 'CE04OSSM-RID26-07-NUTNRB000-telemetered-nutnr_b_dcl_conc_instrument',\n",
" 'CE04OSSM-RID26-07-NUTNRB000-telemetered-nutnr_b_dcl_dark_conc_instrument',\n",
" 'CE04OSSM-RID26-07-NUTNRB000-telemetered-nutnr_b_dcl_full_instrument',\n",
" 'CE04OSSM-RID26-07-NUTNRB000-telemetered-suna_dcl_recovered',\n",
" 'CE04OSSM-RID26-08-SPKIRB000-recovered_host-spkir_abj_dcl_instrument_recovered',\n",
" 'CE04OSSM-RID26-08-SPKIRB000-telemetered-spkir_abj_dcl_instrument',\n",
" 'CE04OSSM-RID27-02-FLORTD000-recovered_host-flort_sample',\n",
" 'CE04OSSM-RID27-02-FLORTD000-telemetered-flort_sample',\n",
" 'CE04OSSM-RID27-03-CTDBPC000-recovered_host-ctdbp_cdef_dcl_instrument_recovered',\n",
" 'CE04OSSM-RID27-03-CTDBPC000-recovered_inst-ctdbp_cdef_instrument_recovered',\n",
" 'CE04OSSM-RID27-03-CTDBPC000-telemetered-ctdbp_cdef_dcl_instrument',\n",
" 'CE04OSSM-RID27-04-DOSTAD000-recovered_host-dosta_abcdjm_dcl_instrument_recovered',\n",
" 'CE04OSSM-RID27-04-DOSTAD000-telemetered-dosta_abcdjm_dcl_instrument',\n",
" 'CE04OSSM-SBD11-04-VELPTA000-recovered_host-velpt_ab_dcl_instrument_recovered',\n",
" 'CE04OSSM-SBD11-04-VELPTA000-recovered_inst-velpt_ab_instrument_recovered',\n",
" 'CE04OSSM-SBD11-04-VELPTA000-telemetered-velpt_ab_dcl_instrument',\n",
" 'CE04OSSM-SBD11-06-METBKA000-recovered_host-metbk_a_dcl_instrument_recovered',\n",
" 'CE04OSSM-SBD11-06-METBKA000-recovered_host-metbk_hourly',\n",
" 'CE04OSSM-SBD11-06-METBKA000-telemetered-metbk_a_dcl_instrument',\n",
" 'CE04OSSM-SBD11-06-METBKA000-telemetered-metbk_hourly',\n",
" 'CE04OSSM-SBD12-04-PCO2AA000-recovered_host-pco2a_a_dcl_instrument_air_recovered',\n",
" 'CE04OSSM-SBD12-04-PCO2AA000-recovered_host-pco2a_a_dcl_instrument_water_recovered',\n",
" 'CE04OSSM-SBD12-04-PCO2AA000-telemetered-pco2a_a_dcl_instrument_air',\n",
" 'CE04OSSM-SBD12-04-PCO2AA000-telemetered-pco2a_a_dcl_instrument_water',\n",
" 'CE04OSSM-SBD12-05-WAVSSA000-recovered_host-wavss_a_dcl_fourier_recovered',\n",
" 'CE04OSSM-SBD12-05-WAVSSA000-recovered_host-wavss_a_dcl_mean_directional_recovered',\n",
" 'CE04OSSM-SBD12-05-WAVSSA000-recovered_host-wavss_a_dcl_motion_recovered',\n",
" 'CE04OSSM-SBD12-05-WAVSSA000-recovered_host-wavss_a_dcl_non_directional_recovered',\n",
" 'CE04OSSM-SBD12-05-WAVSSA000-recovered_host-wavss_a_dcl_statistics_recovered',\n",
" 'CE04OSSM-SBD12-05-WAVSSA000-telemetered-wavss_a_dcl_fourier',\n",
" 'CE04OSSM-SBD12-05-WAVSSA000-telemetered-wavss_a_dcl_mean_directional',\n",
" 'CE04OSSM-SBD12-05-WAVSSA000-telemetered-wavss_a_dcl_motion',\n",
" 'CE04OSSM-SBD12-05-WAVSSA000-telemetered-wavss_a_dcl_non_directional',\n",
" 'CE04OSSM-SBD12-05-WAVSSA000-telemetered-wavss_a_dcl_statistics',\n",
" 'CE05MOAS-GL247-01-PARADM000-telemetered-parad_m_glider_instrument',\n",
" 'CE05MOAS-GL247-04-DOSTAM000-telemetered-dosta_abcdjm_glider_instrument',\n",
" 'CE05MOAS-GL247-05-CTDGVM000-telemetered-ctdgv_m_glider_instrument',\n",
" 'CE05MOAS-GL312-01-PARADM000-telemetered-parad_m_glider_instrument',\n",
" 'CE05MOAS-GL320-01-PARADM000-telemetered-parad_m_glider_instrument',\n",
" 'CE05MOAS-GL326-01-PARADM000-telemetered-parad_m_glider_instrument',\n",
" 'CE05MOAS-GL326-04-DOSTAM000-telemetered-dosta_abcdjm_glider_instrument',\n",
" 'CE05MOAS-GL326-05-CTDGVM000-telemetered-ctdgv_m_glider_instrument',\n",
" 'CE05MOAS-GL381-01-PARADM000-telemetered-parad_m_glider_instrument',\n",
" 'CE05MOAS-GL382-01-PARADM000-telemetered-parad_m_glider_instrument',\n",
" 'CE05MOAS-GL384-01-PARADM000-telemetered-parad_m_glider_instrument',\n",
" 'CE05MOAS-GL386-01-PARADM000-telemetered-parad_m_glider_instrument',\n",
" 'CE06ISSM-MFD35-01-VEL3DD000-recovered_host-vel3d_cd_dcl_velocity_data_recovered',\n",
" 'CE06ISSM-MFD35-01-VEL3DD000-telemetered-vel3d_cd_dcl_velocity_data',\n",
" 'CE06ISSM-MFD35-02-PRESFA000-recovered_host-presf_abc_dcl_tide_measurement_recovered',\n",
" 'CE06ISSM-MFD35-02-PRESFA000-recovered_inst-presf_abc_tide_measurement_recovered',\n",
" 'CE06ISSM-MFD35-02-PRESFA000-recovered_inst-presf_abc_wave_burst_recovered',\n",
" 'CE06ISSM-MFD35-02-PRESFA000-telemetered-presf_abc_dcl_tide_measurement',\n",
" 'CE06ISSM-MFD35-04-ADCPTM000-recovered_host-adcp_velocity_earth',\n",
" 'CE06ISSM-MFD35-04-ADCPTM000-recovered_inst-adcp_velocity_earth',\n",
" 'CE06ISSM-MFD35-04-ADCPTM000-recovered_inst-adcpt_m_instrument_dspec_recovered',\n",
" 'CE06ISSM-MFD35-04-ADCPTM000-recovered_inst-adcpt_m_instrument_log9_recovered',\n",
" 'CE06ISSM-MFD35-04-ADCPTM000-recovered_inst-adcpt_m_wvs_recovered',\n",
" 'CE06ISSM-MFD35-04-ADCPTM000-telemetered-adcp_velocity_earth',\n",
" 'CE06ISSM-MFD35-05-PCO2WB000-recovered_host-pco2w_abc_dcl_instrument_blank_recovered',\n",
" 'CE06ISSM-MFD35-05-PCO2WB000-recovered_host-pco2w_abc_dcl_instrument_recovered',\n",
" 'CE06ISSM-MFD35-05-PCO2WB000-recovered_host-pco2w_abc_dcl_metadata_recovered',\n",
" 'CE06ISSM-MFD35-05-PCO2WB000-recovered_host-pco2w_abc_dcl_power_recovered',\n",
" 'CE06ISSM-MFD35-05-PCO2WB000-recovered_inst-pco2w_abc_instrument',\n",
" 'CE06ISSM-MFD35-05-PCO2WB000-recovered_inst-pco2w_abc_instrument_blank',\n",
" 'CE06ISSM-MFD35-05-PCO2WB000-recovered_inst-pco2w_abc_metadata',\n",
" 'CE06ISSM-MFD35-05-PCO2WB000-recovered_inst-pco2w_abc_power',\n",
" 'CE06ISSM-MFD35-05-PCO2WB000-telemetered-pco2w_abc_dcl_instrument',\n",
" 'CE06ISSM-MFD35-05-PCO2WB000-telemetered-pco2w_abc_dcl_instrument_blank',\n",
" 'CE06ISSM-MFD35-05-PCO2WB000-telemetered-pco2w_abc_dcl_metadata',\n",
" 'CE06ISSM-MFD35-05-PCO2WB000-telemetered-pco2w_abc_dcl_power',\n",
" 'CE06ISSM-MFD35-06-PHSEND000-recovered_host-phsen_abcdef_dcl_instrument_recovered',\n",
" 'CE06ISSM-MFD35-06-PHSEND000-recovered_host-phsen_abcdef_dcl_metadata_recovered',\n",
" 'CE06ISSM-MFD35-06-PHSEND000-recovered_inst-phsen_abcdef_instrument',\n",
" 'CE06ISSM-MFD35-06-PHSEND000-recovered_inst-phsen_abcdef_metadata',\n",
" 'CE06ISSM-MFD35-06-PHSEND000-telemetered-phsen_abcdef_dcl_instrument',\n",
" 'CE06ISSM-MFD35-06-PHSEND000-telemetered-phsen_abcdef_dcl_metadata',\n",
" 'CE06ISSM-MFD37-01-OPTAAD000-telemetered-optaa_dj_dcl_instrument',\n",
" 'CE06ISSM-MFD37-03-CTDBPC000-recovered_host-ctdbp_cdef_dcl_instrument_recovered',\n",
" 'CE06ISSM-MFD37-03-CTDBPC000-recovered_inst-ctdbp_cdef_instrument_recovered',\n",
" 'CE06ISSM-MFD37-03-CTDBPC000-telemetered-ctdbp_cdef_dcl_instrument',\n",
" 'CE06ISSM-MFD37-03-DOSTAD000-recovered_host-dosta_abcdjm_ctdbp_dcl_instrument_recovered',\n",
" 'CE06ISSM-MFD37-03-DOSTAD000-recovered_inst-dosta_abcdjm_ctdbp_instrument_recovered',\n",
" 'CE06ISSM-MFD37-03-DOSTAD000-telemetered-dosta_abcdjm_ctdbp_dcl_instrument',\n",
" 'CE06ISSM-RID16-02-FLORTD000-recovered_host-flort_sample',\n",
" 'CE06ISSM-RID16-02-FLORTD000-telemetered-flort_sample',\n",
" 'CE06ISSM-RID16-03-CTDBPC000-recovered_host-ctdbp_cdef_dcl_instrument_recovered',\n",
" 'CE06ISSM-RID16-03-CTDBPC000-recovered_inst-ctdbp_cdef_instrument_recovered',\n",
" 'CE06ISSM-RID16-03-CTDBPC000-telemetered-ctdbp_cdef_dcl_instrument',\n",
" 'CE06ISSM-RID16-03-DOSTAD000-recovered_host-dosta_abcdjm_ctdbp_dcl_instrument_recovered',\n",
" 'CE06ISSM-RID16-03-DOSTAD000-recovered_inst-dosta_abcdjm_ctdbp_instrument_recovered',\n",
" 'CE06ISSM-RID16-03-DOSTAD000-telemetered-dosta_abcdjm_ctdbp_dcl_instrument',\n",
" 'CE06ISSM-RID16-04-VELPTA000-recovered_host-velpt_ab_dcl_instrument_recovered',\n",
" 'CE06ISSM-RID16-04-VELPTA000-recovered_host-velpt_ab_instrument_recovered',\n",
" 'CE06ISSM-RID16-04-VELPTA000-recovered_inst-velpt_ab_instrument_recovered',\n",
" 'CE06ISSM-RID16-04-VELPTA000-telemetered-velpt_ab_dcl_instrument',\n",
" 'CE06ISSM-RID16-05-PCO2WB000-recovered_host-pco2w_abc_dcl_instrument_blank_recovered',\n",
" 'CE06ISSM-RID16-05-PCO2WB000-recovered_host-pco2w_abc_dcl_instrument_recovered',\n",
" 'CE06ISSM-RID16-05-PCO2WB000-recovered_host-pco2w_abc_dcl_metadata_recovered',\n",
" 'CE06ISSM-RID16-05-PCO2WB000-recovered_host-pco2w_abc_dcl_power_recovered',\n",
" 'CE06ISSM-RID16-05-PCO2WB000-recovered_inst-pco2w_abc_instrument',\n",
" 'CE06ISSM-RID16-05-PCO2WB000-recovered_inst-pco2w_abc_instrument_blank',\n",
" 'CE06ISSM-RID16-05-PCO2WB000-recovered_inst-pco2w_abc_metadata',\n",
" 'CE06ISSM-RID16-05-PCO2WB000-recovered_inst-pco2w_abc_power',\n",
" 'CE06ISSM-RID16-05-PCO2WB000-telemetered-pco2w_abc_dcl_instrument',\n",
" 'CE06ISSM-RID16-05-PCO2WB000-telemetered-pco2w_abc_dcl_instrument_blank',\n",
" 'CE06ISSM-RID16-05-PCO2WB000-telemetered-pco2w_abc_dcl_metadata',\n",
" 'CE06ISSM-RID16-05-PCO2WB000-telemetered-pco2w_abc_dcl_power',\n",
" 'CE06ISSM-RID16-06-PHSEND000-recovered_host-phsen_abcdef_dcl_instrument_recovered',\n",
" 'CE06ISSM-RID16-06-PHSEND000-recovered_inst-phsen_abcdef_instrument',\n",
" 'CE06ISSM-RID16-06-PHSEND000-recovered_inst-phsen_abcdef_metadata',\n",
" 'CE06ISSM-RID16-06-PHSEND000-telemetered-phsen_abcdef_dcl_instrument',\n",
" 'CE06ISSM-RID16-07-NUTNRB000-recovered_host-nutnr_b_dcl_conc_instrument_recovered',\n",
" 'CE06ISSM-RID16-07-NUTNRB000-recovered_host-nutnr_b_dcl_conc_metadata_recovered',\n",
" 'CE06ISSM-RID16-07-NUTNRB000-recovered_host-nutnr_b_dcl_dark_conc_instrument_recovered',\n",
" 'CE06ISSM-RID16-07-NUTNRB000-recovered_host-suna_dcl_recovered',\n",
" 'CE06ISSM-RID16-07-NUTNRB000-recovered_inst-nutnr_b_dark_instrument_recovered',\n",
" 'CE06ISSM-RID16-07-NUTNRB000-recovered_inst-nutnr_b_instrument_recovered',\n",
" 'CE06ISSM-RID16-07-NUTNRB000-recovered_inst-nutnr_b_metadata_recovered',\n",
" 'CE06ISSM-RID16-07-NUTNRB000-recovered_inst-suna_instrument_recovered',\n",
" 'CE06ISSM-RID16-07-NUTNRB000-telemetered-nutnr_b_dcl_conc_instrument',\n",
" 'CE06ISSM-RID16-07-NUTNRB000-telemetered-nutnr_b_dcl_conc_metadata',\n",
" 'CE06ISSM-RID16-07-NUTNRB000-telemetered-nutnr_b_dcl_dark_conc_instrument',\n",
" 'CE06ISSM-RID16-07-NUTNRB000-telemetered-nutnr_b_dcl_full_instrument',\n",
" 'CE06ISSM-RID16-07-NUTNRB000-telemetered-suna_dcl_recovered',\n",
" 'CE06ISSM-RID16-08-SPKIRB000-recovered_host-spkir_abj_dcl_instrument_recovered',\n",
" 'CE06ISSM-RID16-08-SPKIRB000-telemetered-spkir_abj_dcl_instrument',\n",
" 'CE06ISSM-SBD17-04-VELPTA000-recovered_host-velpt_ab_dcl_instrument_recovered',\n",
" 'CE06ISSM-SBD17-04-VELPTA000-recovered_inst-velpt_ab_instrument_recovered',\n",
" 'CE06ISSM-SBD17-04-VELPTA000-telemetered-velpt_ab_dcl_instrument',\n",
" 'CE06ISSM-SBD17-06-CTDBPC000-recovered_host-ctdbp_cdef_dcl_instrument_recovered',\n",
" 'CE06ISSM-SBD17-06-CTDBPC000-recovered_inst-ctdbp_cdef_instrument_recovered',\n",
" 'CE06ISSM-SBD17-06-CTDBPC000-telemetered-ctdbp_cdef_dcl_instrument',\n",
" 'CE06ISSM-SBD17-06-FLORTD000-recovered_host-flort_sample',\n",
" 'CE06ISSM-SBD17-06-FLORTD000-recovered_inst-flort_sample',\n",
" 'CE06ISSM-SBD17-06-FLORTD000-telemetered-flort_sample',\n",
" 'CE06ISSP-SP001-02-DOSTAJ000-recovered_cspp-dosta_abcdjm_cspp_instrument_recovered',\n",
" 'CE06ISSP-SP001-02-DOSTAJ000-recovered_cspp-dosta_abcdjm_cspp_metadata_recovered',\n",
" 'CE06ISSP-SP001-02-DOSTAJ000-telemetered-dosta_abcdjm_cspp_instrument',\n",
" 'CE06ISSP-SP001-02-DOSTAJ000-telemetered-dosta_abcdjm_cspp_metadata',\n",
" 'CE06ISSP-SP001-04-OPTAAJ000-recovered_cspp-optaa_dj_cspp_instrument_recovered',\n",
" 'CE06ISSP-SP001-05-VELPTJ000-recovered_cspp-velpt_j_cspp_instrument_recovered',\n",
" 'CE06ISSP-SP001-05-VELPTJ000-telemetered-velpt_j_cspp_instrument',\n",
" 'CE06ISSP-SP001-06-NUTNRJ000-recovered_cspp-nutnr_j_cspp_dark_instrument_recovered',\n",
" 'CE06ISSP-SP001-06-NUTNRJ000-recovered_cspp-nutnr_j_cspp_instrument_recovered',\n",
" 'CE06ISSP-SP001-06-NUTNRJ000-recovered_cspp-nutnr_j_cspp_metadata_recovered',\n",
" 'CE06ISSP-SP001-07-SPKIRJ000-recovered_cspp-spkir_abj_cspp_instrument_recovered',\n",
" 'CE06ISSP-SP001-07-SPKIRJ000-telemetered-spkir_abj_cspp_instrument',\n",
" 'CE06ISSP-SP001-08-FLORTJ000-recovered_cspp-flort_dj_cspp_metadata_recovered',\n",
" 'CE06ISSP-SP001-08-FLORTJ000-recovered_cspp-flort_sample',\n",
" 'CE06ISSP-SP001-08-FLORTJ000-telemetered-flort_dj_cspp_metadata',\n",
" 'CE06ISSP-SP001-08-FLORTJ000-telemetered-flort_sample',\n",
" 'CE06ISSP-SP001-09-CTDPFJ000-recovered_cspp-ctdpf_j_cspp_instrument_recovered',\n",
" 'CE06ISSP-SP001-09-CTDPFJ000-recovered_cspp-ctdpf_j_cspp_metadata_recovered',\n",
" 'CE06ISSP-SP001-09-CTDPFJ000-telemetered-ctdpf_j_cspp_instrument',\n",
" 'CE06ISSP-SP001-09-CTDPFJ000-telemetered-ctdpf_j_cspp_metadata',\n",
" 'CE06ISSP-SP001-10-PARADJ000-recovered_cspp-parad_j_cspp_instrument_recovered',\n",
" 'CE06ISSP-SP001-10-PARADJ000-recovered_cspp-parad_j_cspp_metadata_recovered',\n",
" 'CE06ISSP-SP001-10-PARADJ000-telemetered-parad_j_cspp_instrument',\n",
" 'CE06ISSP-SP001-10-PARADJ000-telemetered-parad_j_cspp_metadata',\n",
" 'CE07SHSM-MFD35-01-VEL3DD000-recovered_host-vel3d_cd_dcl_velocity_data_recovered',\n",
" 'CE07SHSM-MFD35-01-VEL3DD000-recovered_inst-vel3d_cd_dcl_velocity_data_recovered',\n",
" 'CE07SHSM-MFD35-01-VEL3DD000-telemetered-vel3d_cd_dcl_velocity_data',\n",
" 'CE07SHSM-MFD35-02-PRESFB000-recovered_host-presf_abc_dcl_tide_measurement_recovered',\n",
" 'CE07SHSM-MFD35-02-PRESFB000-recovered_inst-presf_abc_tide_measurement_recovered',\n",
" 'CE07SHSM-MFD35-02-PRESFB000-recovered_inst-presf_abc_wave_burst_recovered',\n",
" 'CE07SHSM-MFD35-02-PRESFB000-telemetered-presf_abc_dcl_tide_measurement',\n",
" 'CE07SHSM-MFD35-04-ADCPTC000-recovered_host-adcp_velocity_earth',\n",
" 'CE07SHSM-MFD35-04-ADCPTC000-recovered_inst-adcp_velocity_earth',\n",
" 'CE07SHSM-MFD35-04-ADCPTC000-telemetered-adcp_velocity_earth',\n",
" 'CE07SHSM-MFD35-05-PCO2WB000-recovered_host-pco2w_abc_dcl_instrument_blank_recovered',\n",
" 'CE07SHSM-MFD35-05-PCO2WB000-recovered_host-pco2w_abc_dcl_instrument_recovered',\n",
" 'CE07SHSM-MFD35-05-PCO2WB000-recovered_host-pco2w_abc_dcl_metadata_recovered',\n",
" 'CE07SHSM-MFD35-05-PCO2WB000-recovered_host-pco2w_abc_dcl_power_recovered',\n",
" 'CE07SHSM-MFD35-05-PCO2WB000-recovered_inst-pco2w_abc_instrument',\n",
" 'CE07SHSM-MFD35-05-PCO2WB000-recovered_inst-pco2w_abc_instrument_blank',\n",
" 'CE07SHSM-MFD35-05-PCO2WB000-recovered_inst-pco2w_abc_metadata',\n",
" 'CE07SHSM-MFD35-05-PCO2WB000-recovered_inst-pco2w_abc_power',\n",
" 'CE07SHSM-MFD35-05-PCO2WB000-telemetered-pco2w_abc_dcl_instrument',\n",
" 'CE07SHSM-MFD35-05-PCO2WB000-telemetered-pco2w_abc_dcl_instrument_blank',\n",
" 'CE07SHSM-MFD35-05-PCO2WB000-telemetered-pco2w_abc_dcl_metadata',\n",
" 'CE07SHSM-MFD35-05-PCO2WB000-telemetered-pco2w_abc_dcl_power',\n",
" 'CE07SHSM-MFD35-06-PHSEND000-bad_telemetered-phsen_abcdef_dcl_metadata',\n",
" 'CE07SHSM-MFD35-06-PHSEND000-recovered_host-phsen_abcdef_dcl_instrument_recovered',\n",
" 'CE07SHSM-MFD35-06-PHSEND000-recovered_host-phsen_abcdef_dcl_metadata_recovered',\n",
" 'CE07SHSM-MFD35-06-PHSEND000-recovered_inst-phsen_abcdef_instrument',\n",
" 'CE07SHSM-MFD35-06-PHSEND000-recovered_inst-phsen_abcdef_metadata',\n",
" 'CE07SHSM-MFD35-06-PHSEND000-telemetered-phsen_abcdef_dcl_instrument',\n",
" 'CE07SHSM-MFD35-06-PHSEND000-telemetered-phsen_abcdef_dcl_metadata',\n",
" 'CE07SHSM-MFD37-01-OPTAAD000-telemetered-optaa_dj_dcl_instrument',\n",
" 'CE07SHSM-MFD37-03-CTDBPC000-recovered_host-ctdbp_cdef_dcl_instrument_recovered',\n",
" 'CE07SHSM-MFD37-03-CTDBPC000-recovered_inst-ctdbp_cdef_instrument_recovered',\n",
" 'CE07SHSM-MFD37-03-CTDBPC000-telemetered-ctdbp_cdef_dcl_instrument',\n",
" 'CE07SHSM-MFD37-03-DOSTAD000-recovered_host-dosta_abcdjm_ctdbp_dcl_instrument_recovered',\n",
" 'CE07SHSM-MFD37-03-DOSTAD000-recovered_inst-dosta_abcdjm_ctdbp_instrument_recovered',\n",
" 'CE07SHSM-MFD37-03-DOSTAD000-telemetered-dosta_abcdjm_ctdbp_dcl_instrument',\n",
" 'CE07SHSM-RID26-01-ADCPTA000-recovered_host-adcp_velocity_earth',\n",
" 'CE07SHSM-RID26-01-ADCPTA000-recovered_inst-adcp_velocity_earth',\n",
" 'CE07SHSM-RID26-01-ADCPTA000-telemetered-adcp_velocity_earth',\n",
" 'CE07SHSM-RID26-04-VELPTA000-recovered_host-velpt_ab_dcl_instrument_recovered',\n",
" 'CE07SHSM-RID26-04-VELPTA000-recovered_inst-velpt_ab_instrument_recovered',\n",
" 'CE07SHSM-RID26-04-VELPTA000-telemetered-velpt_ab_dcl_instrument',\n",
" 'CE07SHSM-RID26-06-PHSEND000-bad_telemetered-phsen_abcdef_dcl_metadata',\n",
" 'CE07SHSM-RID26-06-PHSEND000-recovered_host-phsen_abcdef_dcl_instrument_recovered',\n",
" 'CE07SHSM-RID26-06-PHSEND000-recovered_host-phsen_abcdef_dcl_metadata_recovered',\n",
" 'CE07SHSM-RID26-06-PHSEND000-recovered_inst-phsen_abcdef_instrument',\n",
" 'CE07SHSM-RID26-06-PHSEND000-recovered_inst-phsen_abcdef_metadata',\n",
" 'CE07SHSM-RID26-06-PHSEND000-telemetered-phsen_abcdef_dcl_instrument',\n",
" 'CE07SHSM-RID26-06-PHSEND000-telemetered-phsen_abcdef_dcl_metadata',\n",
" 'CE07SHSM-RID26-07-NUTNRB000-recovered_host-nutnr_b_dcl_conc_instrument_recovered',\n",
" 'CE07SHSM-RID26-07-NUTNRB000-recovered_host-nutnr_b_dcl_dark_conc_instrument_recovered',\n",
" 'CE07SHSM-RID26-07-NUTNRB000-recovered_host-nutnr_b_dcl_full_instrument_recovered',\n",
" 'CE07SHSM-RID26-07-NUTNRB000-recovered_host-suna_dcl_recovered',\n",
" 'CE07SHSM-RID26-07-NUTNRB000-recovered_inst-nutnr_b_dark_instrument_recovered',\n",
" 'CE07SHSM-RID26-07-NUTNRB000-recovered_inst-nutnr_b_instrument_recovered',\n",
" 'CE07SHSM-RID26-07-NUTNRB000-recovered_inst-nutnr_b_metadata_recovered',\n",
" 'CE07SHSM-RID26-07-NUTNRB000-recovered_inst-suna_instrument_recovered',\n",
" 'CE07SHSM-RID26-07-NUTNRB000-telemetered-nutnr_b_dcl_conc_instrument',\n",
" 'CE07SHSM-RID26-07-NUTNRB000-telemetered-nutnr_b_dcl_dark_conc_instrument',\n",
" 'CE07SHSM-RID26-07-NUTNRB000-telemetered-nutnr_b_dcl_full_instrument',\n",
" 'CE07SHSM-RID26-07-NUTNRB000-telemetered-suna_dcl_recovered',\n",
" 'CE07SHSM-RID26-08-SPKIRB000-recovered_host-spkir_abj_dcl_instrument_recovered',\n",
" 'CE07SHSM-RID26-08-SPKIRB000-telemetered-spkir_abj_dcl_instrument',\n",
" 'CE07SHSM-RID27-02-FLORTD000-recovered_host-flort_sample',\n",
" 'CE07SHSM-RID27-02-FLORTD000-telemetered-flort_sample',\n",
" 'CE07SHSM-RID27-03-CTDBPC000-recovered_host-ctdbp_cdef_dcl_instrument_recovered',\n",
" 'CE07SHSM-RID27-03-CTDBPC000-recovered_inst-ctdbp_cdef_instrument_recovered',\n",
" 'CE07SHSM-RID27-03-CTDBPC000-telemetered-ctdbp_cdef_dcl_instrument',\n",
" 'CE07SHSM-RID27-04-DOSTAD000-recovered_host-dosta_abcdjm_dcl_instrument_recovered',\n",
" 'CE07SHSM-RID27-04-DOSTAD000-telemetered-dosta_abcdjm_dcl_instrument',\n",
" 'CE07SHSM-SBD11-04-VELPTA000-recovered_host-velpt_ab_dcl_instrument_recovered',\n",
" 'CE07SHSM-SBD11-04-VELPTA000-recovered_inst-velpt_ab_instrument_recovered',\n",
" 'CE07SHSM-SBD11-04-VELPTA000-telemetered-velpt_ab_dcl_instrument',\n",
" 'CE07SHSM-SBD11-06-METBKA000-recovered_host-metbk_a_dcl_instrument_recovered',\n",
" 'CE07SHSM-SBD11-06-METBKA000-recovered_host-metbk_hourly',\n",
" 'CE07SHSM-SBD11-06-METBKA000-telemetered-metbk_a_dcl_instrument',\n",
" 'CE07SHSM-SBD11-06-METBKA000-telemetered-metbk_hourly',\n",
" 'CE07SHSM-SBD12-04-PCO2AA000-recovered_host-pco2a_a_dcl_instrument_air_recovered',\n",
" 'CE07SHSM-SBD12-04-PCO2AA000-recovered_host-pco2a_a_dcl_instrument_water_recovered',\n",
" 'CE07SHSM-SBD12-04-PCO2AA000-telemetered-pco2a_a_dcl_instrument_air',\n",
" 'CE07SHSM-SBD12-04-PCO2AA000-telemetered-pco2a_a_dcl_instrument_water',\n",
" 'CE07SHSM-SBD12-05-WAVSSA000-recovered_host-wavss_a_dcl_fourier_recovered',\n",
" 'CE07SHSM-SBD12-05-WAVSSA000-recovered_host-wavss_a_dcl_mean_directional_recovered',\n",
" 'CE07SHSM-SBD12-05-WAVSSA000-recovered_host-wavss_a_dcl_motion_recovered',\n",
" 'CE07SHSM-SBD12-05-WAVSSA000-recovered_host-wavss_a_dcl_non_directional_recovered',\n",
" 'CE07SHSM-SBD12-05-WAVSSA000-recovered_host-wavss_a_dcl_statistics_recovered',\n",
" 'CE07SHSM-SBD12-05-WAVSSA000-telemetered-wavss_a_dcl_fourier',\n",
" 'CE07SHSM-SBD12-05-WAVSSA000-telemetered-wavss_a_dcl_mean_directional',\n",
" 'CE07SHSM-SBD12-05-WAVSSA000-telemetered-wavss_a_dcl_motion',\n",
" 'CE07SHSM-SBD12-05-WAVSSA000-telemetered-wavss_a_dcl_non_directional',\n",
" 'CE07SHSM-SBD12-05-WAVSSA000-telemetered-wavss_a_dcl_statistics',\n",
" 'CE07SHSP-SP001-01-DOSTAJ000-recovered_cspp-dosta_abcdjm_cspp_instrument_recovered',\n",
" 'CE07SHSP-SP001-01-DOSTAJ000-recovered_cspp-dosta_abcdjm_cspp_metadata_recovered',\n",
" 'CE07SHSP-SP001-02-VELPTJ000-recovered_cspp-velpt_j_cspp_instrument_recovered',\n",
" 'CE07SHSP-SP001-04-OPTAAJ000-recovered_cspp-optaa_dj_cspp_instrument_recovered',\n",
" 'CE07SHSP-SP001-05-NUTNRJ000-recovered_cspp-nutnr_j_cspp_dark_instrument_recovered',\n",
" 'CE07SHSP-SP001-05-NUTNRJ000-recovered_cspp-nutnr_j_cspp_instrument_recovered',\n",
" 'CE07SHSP-SP001-05-NUTNRJ000-recovered_cspp-nutnr_j_cspp_metadata_recovered',\n",
" 'CE07SHSP-SP001-06-SPKIRJ000-recovered_cspp-spkir_abj_cspp_instrument_recovered',\n",
" 'CE07SHSP-SP001-07-FLORTJ000-recovered_cspp-flort_dj_cspp_metadata_recovered',\n",
" 'CE07SHSP-SP001-07-FLORTJ000-recovered_cspp-flort_sample',\n",
" 'CE07SHSP-SP001-08-CTDPFJ000-recovered_cspp-ctdpf_j_cspp_instrument_recovered',\n",
" 'CE07SHSP-SP001-08-CTDPFJ000-recovered_cspp-ctdpf_j_cspp_metadata_recovered',\n",
" 'CE07SHSP-SP001-09-PARADJ000-recovered_cspp-parad_j_cspp_instrument_recovered',\n",
" 'CE07SHSP-SP001-09-PARADJ000-recovered_cspp-parad_j_cspp_metadata_recovered',\n",
" 'CE09OSPM-WFP01-01-VEL3DK000-recovered_wfp-vel3d_k_wfp_instrument',\n",
" 'CE09OSPM-WFP01-01-VEL3DK000-telemetered-vel3d_k_wfp_stc_instrument',\n",
" 'CE09OSPM-WFP01-02-DOFSTK000-bad_telemetered-dofst_k_wfp_instrument',\n",
" 'CE09OSPM-WFP01-02-DOFSTK000-recovered_wfp-dofst_k_wfp_instrument_recovered',\n",
" 'CE09OSPM-WFP01-02-DOFSTK000-recovered_wfp-dofst_k_wfp_metadata_recovered',\n",
" 'CE09OSPM-WFP01-02-DOFSTK000-telemetered-dofst_k_wfp_instrument',\n",
" 'CE09OSPM-WFP01-02-DOFSTK000-telemetered-dofst_k_wfp_metadata',\n",
" 'CE09OSPM-WFP01-03-CTDPFK000-bad_telemetered-ctdpf_ckl_wfp_instrument',\n",
" 'CE09OSPM-WFP01-03-CTDPFK000-recovered_wfp-ctdpf_ckl_wfp_instrument_recovered',\n",
" 'CE09OSPM-WFP01-03-CTDPFK000-recovered_wfp-ctdpf_ckl_wfp_metadata_recovered',\n",
" 'CE09OSPM-WFP01-03-CTDPFK000-telemetered-ctdpf_ckl_wfp_instrument',\n",
" 'CE09OSPM-WFP01-03-CTDPFK000-telemetered-ctdpf_ckl_wfp_metadata',\n",
" 'CE09OSPM-WFP01-04-FLORTK000-recovered_wfp-flort_sample',\n",
" 'CE09OSPM-WFP01-04-FLORTK000-telemetered-flort_sample',\n",
" 'CE09OSPM-WFP01-05-PARADK000-recovered_wfp-parad_k__stc_imodem_instrument_recovered',\n",
" 'CE09OSPM-WFP01-05-PARADK000-telemetered-parad_k__stc_imodem_instrument',\n",
" 'CE09OSSM-MFD35-01-VEL3DD000-recovered_host-vel3d_cd_dcl_velocity_data_recovered',\n",
" 'CE09OSSM-MFD35-01-VEL3DD000-telemetered-vel3d_cd_dcl_velocity_data',\n",
" 'CE09OSSM-MFD35-02-PRESFC000-recovered_host-presf_abc_dcl_tide_measurement_recovered',\n",
" 'CE09OSSM-MFD35-02-PRESFC000-recovered_inst-presf_abc_tide_measurement_recovered',\n",
" 'CE09OSSM-MFD35-02-PRESFC000-recovered_inst-presf_abc_wave_burst_recovered',\n",
" 'CE09OSSM-MFD35-02-PRESFC000-telemetered-presf_abc_dcl_tide_measurement',\n",
" 'CE09OSSM-MFD35-04-ADCPSJ000-recovered_host-adcp_velocity_earth',\n",
" 'CE09OSSM-MFD35-04-ADCPSJ000-recovered_inst-adcp_velocity_earth',\n",
" 'CE09OSSM-MFD35-04-ADCPSJ000-telemetered-adcp_velocity_earth',\n",
" 'CE09OSSM-MFD35-05-PCO2WB000-recovered_host-pco2w_abc_dcl_instrument_blank_recovered',\n",
" 'CE09OSSM-MFD35-05-PCO2WB000-recovered_host-pco2w_abc_dcl_instrument_recovered',\n",
" 'CE09OSSM-MFD35-05-PCO2WB000-recovered_host-pco2w_abc_dcl_metadata_recovered',\n",
" 'CE09OSSM-MFD35-05-PCO2WB000-recovered_host-pco2w_abc_dcl_power_recovered',\n",
" 'CE09OSSM-MFD35-05-PCO2WB000-recovered_inst-pco2w_abc_instrument',\n",
" 'CE09OSSM-MFD35-05-PCO2WB000-recovered_inst-pco2w_abc_instrument_blank',\n",
" 'CE09OSSM-MFD35-05-PCO2WB000-recovered_inst-pco2w_abc_metadata',\n",
" 'CE09OSSM-MFD35-05-PCO2WB000-recovered_inst-pco2w_abc_power',\n",
" 'CE09OSSM-MFD35-05-PCO2WB000-telemetered-pco2w_abc_dcl_instrument',\n",
" 'CE09OSSM-MFD35-05-PCO2WB000-telemetered-pco2w_abc_dcl_instrument_blank',\n",
" 'CE09OSSM-MFD35-05-PCO2WB000-telemetered-pco2w_abc_dcl_metadata',\n",
" 'CE09OSSM-MFD35-05-PCO2WB000-telemetered-pco2w_abc_dcl_power',\n",
" 'CE09OSSM-MFD35-06-PHSEND000-recovered_host-phsen_abcdef_dcl_instrument_recovered',\n",
" 'CE09OSSM-MFD35-06-PHSEND000-recovered_host-phsen_abcdef_dcl_metadata_recovered',\n",
" 'CE09OSSM-MFD35-06-PHSEND000-recovered_inst-phsen_abcdef_instrument',\n",
" 'CE09OSSM-MFD35-06-PHSEND000-recovered_inst-phsen_abcdef_metadata',\n",
" 'CE09OSSM-MFD35-06-PHSEND000-telemetered-phsen_abcdef_dcl_instrument',\n",
" 'CE09OSSM-MFD35-06-PHSEND000-telemetered-phsen_abcdef_dcl_metadata',\n",
" 'CE09OSSM-MFD37-03-CTDBPE000-recovered_host-ctdbp_cdef_dcl_instrument_recovered',\n",
" 'CE09OSSM-MFD37-03-CTDBPE000-recovered_inst-ctdbp_cdef_instrument_recovered',\n",
" 'CE09OSSM-MFD37-03-CTDBPE000-telemetered-ctdbp_cdef_dcl_instrument',\n",
" 'CE09OSSM-MFD37-03-DOSTAD000-recovered_host-dosta_abcdjm_ctdbp_dcl_instrument_recovered',\n",
" 'CE09OSSM-MFD37-03-DOSTAD000-recovered_inst-dosta_abcdjm_ctdbp_instrument_recovered',\n",
" 'CE09OSSM-MFD37-03-DOSTAD000-telemetered-dosta_abcdjm_ctdbp_dcl_instrument',\n",
" 'CE09OSSM-RID26-01-ADCPTC000-recovered_host-adcp_velocity_earth',\n",
" 'CE09OSSM-RID26-01-ADCPTC000-recovered_inst-adcp_velocity_earth',\n",
" 'CE09OSSM-RID26-01-ADCPTC000-telemetered-adcp_velocity_earth',\n",
" 'CE09OSSM-RID26-04-VELPTA000-recovered_host-velpt_ab_dcl_instrument_recovered',\n",
" 'CE09OSSM-RID26-04-VELPTA000-recovered_inst-velpt_ab_instrument_recovered',\n",
" 'CE09OSSM-RID26-04-VELPTA000-telemetered-velpt_ab_dcl_instrument',\n",
" 'CE09OSSM-RID26-06-PHSEND000-bad_telemetered-phsen_abcdef_dcl_metadata',\n",
" 'CE09OSSM-RID26-06-PHSEND000-recovered_host-phsen_abcdef_dcl_instrument_recovered',\n",
" 'CE09OSSM-RID26-06-PHSEND000-recovered_host-phsen_abcdef_dcl_metadata_recovered',\n",
" 'CE09OSSM-RID26-06-PHSEND000-recovered_inst-phsen_abcdef_instrument',\n",
" 'CE09OSSM-RID26-06-PHSEND000-recovered_inst-phsen_abcdef_metadata',\n",
" 'CE09OSSM-RID26-06-PHSEND000-telemetered-phsen_abcdef_dcl_instrument',\n",
" 'CE09OSSM-RID26-06-PHSEND000-telemetered-phsen_abcdef_dcl_metadata',\n",
" 'CE09OSSM-RID26-07-NUTNRB000-recovered_host-nutnr_b_dcl_conc_instrument_recovered',\n",
" 'CE09OSSM-RID26-07-NUTNRB000-recovered_host-nutnr_b_dcl_dark_conc_instrument_recovered',\n",
" 'CE09OSSM-RID26-07-NUTNRB000-recovered_host-suna_dcl_recovered',\n",
" 'CE09OSSM-RID26-07-NUTNRB000-recovered_inst-nutnr_b_dark_instrument_recovered',\n",
" 'CE09OSSM-RID26-07-NUTNRB000-recovered_inst-nutnr_b_instrument_recovered',\n",
" 'CE09OSSM-RID26-07-NUTNRB000-recovered_inst-nutnr_b_metadata_recovered',\n",
" 'CE09OSSM-RID26-07-NUTNRB000-recovered_inst-suna_instrument_recovered',\n",
" 'CE09OSSM-RID26-07-NUTNRB000-telemetered-nutnr_b_dcl_conc_instrument',\n",
" 'CE09OSSM-RID26-07-NUTNRB000-telemetered-nutnr_b_dcl_dark_conc_instrument',\n",
" 'CE09OSSM-RID26-07-NUTNRB000-telemetered-nutnr_b_dcl_full_instrument',\n",
" 'CE09OSSM-RID26-07-NUTNRB000-telemetered-suna_dcl_recovered',\n",
" 'CE09OSSM-RID26-08-SPKIRB000-recovered_host-spkir_abj_dcl_instrument_recovered',\n",
" 'CE09OSSM-RID26-08-SPKIRB000-telemetered-spkir_abj_dcl_instrument',\n",
" 'CE09OSSM-RID27-02-FLORTD000-recovered_host-flort_sample',\n",
" 'CE09OSSM-RID27-02-FLORTD000-telemetered-flort_sample',\n",
" 'CE09OSSM-RID27-03-CTDBPC000-recovered_host-ctdbp_cdef_dcl_instrument_recovered',\n",
" 'CE09OSSM-RID27-03-CTDBPC000-recovered_inst-ctdbp_cdef_instrument_recovered',\n",
" 'CE09OSSM-RID27-03-CTDBPC000-telemetered-ctdbp_cdef_dcl_instrument',\n",
" 'CE09OSSM-RID27-04-DOSTAD000-recovered_host-dosta_abcdjm_dcl_instrument_recovered',\n",
" 'CE09OSSM-RID27-04-DOSTAD000-telemetered-dosta_abcdjm_dcl_instrument',\n",
" 'CE09OSSM-SBD11-04-VELPTA000-recovered_host-velpt_ab_dcl_instrument_recovered',\n",
" 'CE09OSSM-SBD11-04-VELPTA000-recovered_inst-velpt_ab_instrument_recovered',\n",
" 'CE09OSSM-SBD11-04-VELPTA000-telemetered-velpt_ab_dcl_instrument',\n",
" 'CE09OSSM-SBD11-06-METBKA000-recovered_host-metbk_a_dcl_instrument_recovered',\n",
" 'CE09OSSM-SBD11-06-METBKA000-recovered_host-metbk_hourly',\n",
" 'CE09OSSM-SBD11-06-METBKA000-telemetered-metbk_a_dcl_instrument',\n",
" 'CE09OSSM-SBD11-06-METBKA000-telemetered-metbk_hourly',\n",
" 'CE09OSSM-SBD12-04-PCO2AA000-recovered_host-pco2a_a_dcl_instrument_air_recovered',\n",
" 'CE09OSSM-SBD12-04-PCO2AA000-recovered_host-pco2a_a_dcl_instrument_water_recovered',\n",
" 'CE09OSSM-SBD12-04-PCO2AA000-telemetered-pco2a_a_dcl_instrument_air',\n",
" 'CE09OSSM-SBD12-04-PCO2AA000-telemetered-pco2a_a_dcl_instrument_water',\n",
" 'CE09OSSM-SBD12-05-WAVSSA000-recovered_host-wavss_a_dcl_fourier_recovered',\n",
" 'CE09OSSM-SBD12-05-WAVSSA000-recovered_host-wavss_a_dcl_mean_directional_recovered',\n",
" 'CE09OSSM-SBD12-05-WAVSSA000-recovered_host-wavss_a_dcl_motion_recovered',\n",
" 'CE09OSSM-SBD12-05-WAVSSA000-recovered_host-wavss_a_dcl_non_directional_recovered',\n",
" 'CE09OSSM-SBD12-05-WAVSSA000-recovered_host-wavss_a_dcl_statistics_recovered',\n",
" 'CE09OSSM-SBD12-05-WAVSSA000-telemetered-wavss_a_dcl_fourier',\n",
" 'CE09OSSM-SBD12-05-WAVSSA000-telemetered-wavss_a_dcl_mean_directional',\n",
" 'CE09OSSM-SBD12-05-WAVSSA000-telemetered-wavss_a_dcl_motion',\n",
" 'CE09OSSM-SBD12-05-WAVSSA000-telemetered-wavss_a_dcl_non_directional',\n",
" 'CE09OSSM-SBD12-05-WAVSSA000-telemetered-wavss_a_dcl_statistics',\n",
" 'CP01CNPM-WFP01-05-PARADK000-telemetered-parad_k__stc_imodem_instrument',\n",
" 'CP01CNSM-MFD35-01-ADCPTF000-recovered_host-adcp_velocity_earth',\n",
" 'CP01CNSM-MFD35-01-ADCPTF000-telemetered-adcp_velocity_earth',\n",
" 'CP01CNSM-MFD35-02-PRESFB000-recovered_inst-presf_abc_wave_burst_recovered',\n",
" 'CP01CNSM-MFD35-02-PRESFB000-telemetered-presf_abc_dcl_tide_measurement',\n",
" 'CP01CNSM-MFD35-02-PRESFB000-telemetered-presf_abc_dcl_wave_burst',\n",
" 'CP01CNSM-MFD35-04-VELPTA000-recovered_inst-velpt_ab_instrument_recovered',\n",
" 'CP01CNSM-MFD35-05-PCO2WB000-recovered_host-pco2w_abc_dcl_instrument_blank_recovered',\n",
" 'CP01CNSM-MFD35-05-PCO2WB000-recovered_host-pco2w_abc_dcl_instrument_recovered',\n",
" 'CP01CNSM-MFD35-05-PCO2WB000-recovered_inst-pco2w_abc_instrument',\n",
" 'CP01CNSM-MFD35-05-PCO2WB000-recovered_inst-pco2w_abc_instrument_blank',\n",
" 'CP01CNSM-MFD35-05-PCO2WB000-telemetered-pco2w_abc_dcl_instrument',\n",
" 'CP01CNSM-MFD35-05-PCO2WB000-telemetered-pco2w_abc_dcl_instrument_blank',\n",
" 'CP01CNSM-MFD35-06-PHSEND000-recovered_host-phsen_abcdef_dcl_instrument_recovered',\n",
" 'CP01CNSM-MFD35-06-PHSEND000-recovered_inst-phsen_abcdef_instrument',\n",
" 'CP01CNSM-MFD35-06-PHSEND000-telemetered-phsen_abcdef_dcl_instrument',\n",
" 'CP01CNSM-MFD37-03-CTDBPD000-recovered_host-ctdbp_cdef_dcl_instrument_recovered',\n",
" 'CP01CNSM-RID26-04-VELPTA000-recovered_host-velpt_ab_dcl_instrument_recovered',\n",
" 'CP01CNSM-RID26-04-VELPTA000-recovered_inst-velpt_ab_instrument_recovered',\n",
" 'CP01CNSM-RID26-04-VELPTA000-telemetered-velpt_ab_dcl_instrument',\n",
" 'CP01CNSM-RID26-06-PHSEND000-recovered_host-phsen_abcdef_dcl_instrument_recovered',\n",
" 'CP01CNSM-RID26-06-PHSEND000-recovered_inst-phsen_abcdef_instrument',\n",
" 'CP01CNSM-RID26-07-NUTNRB000-telemetered-nutnr_b_dcl_conc_instrument',\n",
" 'CP01CNSM-RID26-07-NUTNRB000-telemetered-nutnr_b_dcl_dark_conc_instrument',\n",
" 'CP01CNSM-RID26-07-NUTNRB000-telemetered-nutnr_b_dcl_dark_full_instrument',\n",
" 'CP01CNSM-SBD12-04-PCO2AA000-recovered_host-pco2a_a_dcl_instrument_air_recovered',\n",
" 'CP01CNSM-SBD12-05-WAVSSA000-recovered_host-wavss_a_dcl_statistics_recovered',\n",
" 'CP01CNSM-SBD12-05-WAVSSA000-telemetered-wavss_a_dcl_statistics',\n",
" 'CP01CNSP-SP001-03-NUTNRJ000-recovered_cspp-nutnr_j_cspp_dark_instrument_recovered',\n",
" 'CP01CNSP-SP001-03-NUTNRJ000-recovered_cspp-nutnr_j_cspp_instrument_recovered',\n",
" 'CP01CNSP-SP001-05-VELPTJ000-recovered_cspp-velpt_j_cspp_instrument_recovered',\n",
" 'CP01CNSP-SP001-05-VELPTJ000-telemetered-velpt_j_cspp_instrument',\n",
" 'CP01CNSP-SP001-06-DOSTAJ000-recovered_cspp-dosta_abcdjm_cspp_instrument_recovered',\n",
" 'CP01CNSP-SP001-06-DOSTAJ000-telemetered-dosta_abcdjm_cspp_instrument',\n",
" 'CP01CNSP-SP001-07-SPKIRJ000-telemetered-spkir_abj_cspp_instrument',\n",
" 'CP01CNSP-SP001-08-CTDPFJ000-telemetered-ctdpf_j_cspp_instrument',\n",
" 'CP01CNSP-SP001-09-FLORTJ000-recovered_cspp-flort_dj_cspp_instrument_recovered',\n",
" 'CP01CNSP-SP001-09-FLORTJ000-telemetered-flort_dj_cspp_instrument',\n",
" 'CP01CNSP-SP001-10-PARADJ000-recovered_cspp-parad_j_cspp_instrument_recovered',\n",
" 'CP01CNSP-SP001-10-PARADJ000-telemetered-parad_j_cspp_instrument',\n",
" 'CP03ISPM-WFP01-05-PARADK000-recovered_wfp-parad_k__stc_imodem_instrument_recovered',\n",
" 'CP03ISPM-WFP01-05-PARADK000-telemetered-parad_k__stc_imodem_instrument',\n",
" 'CP03ISSM-MFD35-01-ADCPTF000-recovered_host-adcp_velocity_earth',\n",
" 'CP03ISSM-MFD35-01-ADCPTF000-telemetered-adcp_velocity_earth',\n",
" 'CP03ISSM-MFD35-02-PRESFB000-recovered_inst-presf_abc_wave_burst_recovered',\n",
" 'CP03ISSM-MFD35-02-PRESFB000-telemetered-presf_abc_dcl_tide_measurement',\n",
" 'CP03ISSM-MFD35-04-VELPTA000-recovered_inst-velpt_ab_instrument_recovered',\n",
" 'CP03ISSM-MFD35-05-PCO2WB000-recovered_host-pco2w_abc_dcl_instrument_blank_recovered',\n",
" 'CP03ISSM-MFD35-05-PCO2WB000-recovered_host-pco2w_abc_dcl_instrument_recovered',\n",
" 'CP03ISSM-MFD35-05-PCO2WB000-recovered_inst-pco2w_abc_instrument',\n",
" 'CP03ISSM-MFD35-05-PCO2WB000-recovered_inst-pco2w_abc_instrument_blank',\n",
" 'CP03ISSM-MFD35-05-PCO2WB000-telemetered-pco2w_abc_dcl_instrument_blank',\n",
" 'CP03ISSM-MFD35-06-PHSEND000-recovered_host-phsen_abcdef_dcl_instrument_recovered',\n",
" 'CP03ISSM-MFD35-06-PHSEND000-recovered_inst-phsen_abcdef_instrument',\n",
" 'CP03ISSM-MFD35-06-PHSEND000-telemetered-phsen_abcdef_dcl_instrument',\n",
" 'CP03ISSM-MFD37-03-CTDBPD000-recovered_host-ctdbp_cdef_dcl_instrument_recovered',\n",
" 'CP03ISSM-MFD37-03-CTDBPD000-recovered_inst-ctdbp_cdef_instrument_recovered',\n",
" 'CP03ISSM-MFD37-03-CTDBPD000-telemetered-ctdbp_cdef_dcl_instrument',\n",
" 'CP03ISSM-RID26-04-VELPTA000-recovered_host-velpt_ab_dcl_instrument_recovered',\n",
" 'CP03ISSM-RID26-04-VELPTA000-recovered_inst-velpt_ab_instrument_recovered',\n",
" 'CP03ISSM-RID26-06-PHSEND000-recovered_host-phsen_abcdef_dcl_instrument_recovered',\n",
" 'CP03ISSM-RID26-06-PHSEND000-telemetered-phsen_abcdef_dcl_instrument',\n",
" 'CP03ISSP-SP001-05-VELPTJ000-telemetered-velpt_j_cspp_instrument',\n",
" 'CP03ISSP-SP001-06-DOSTAJ000-telemetered-dosta_abcdjm_cspp_instrument',\n",
" 'CP03ISSP-SP001-07-SPKIRJ000-telemetered-spkir_abj_cspp_instrument',\n",
" 'CP03ISSP-SP001-08-CTDPFJ000-telemetered-ctdpf_j_cspp_instrument',\n",
" 'CP03ISSP-SP001-09-FLORTJ000-telemetered-flort_dj_cspp_instrument',\n",
" 'CP03ISSP-SP001-10-PARADJ000-telemetered-parad_j_cspp_instrument',\n",
" 'CP04OSSM-MFD35-01-ADCPSJ000-recovered_host-adcp_velocity_earth',\n",
" 'CP04OSSM-MFD35-01-ADCPSJ000-telemetered-adcp_velocity_earth',\n",
" 'CP04OSSM-MFD35-02-PRESFC000-recovered_host-presf_abc_dcl_tide_measurement_recovered',\n",
" 'CP04OSSM-MFD35-02-PRESFC000-telemetered-presf_abc_dcl_tide_measurement',\n",
" 'CP04OSSM-MFD35-04-VELPTB000-recovered_inst-velpt_ab_instrument_recovered',\n",
" 'CP04OSSM-MFD35-05-PCO2WB000-recovered_host-pco2w_abc_dcl_instrument_blank_recovered',\n",
" 'CP04OSSM-MFD35-05-PCO2WB000-recovered_inst-pco2w_abc_instrument',\n",
" 'CP04OSSM-MFD35-05-PCO2WB000-recovered_inst-pco2w_abc_instrument_blank',\n",
" 'CP04OSSM-MFD35-05-PCO2WB000-telemetered-pco2w_abc_dcl_instrument_blank',\n",
" 'CP04OSSM-MFD35-06-PHSEND000-recovered_host-phsen_abcdef_dcl_instrument_recovered',\n",
" 'CP04OSSM-MFD35-06-PHSEND000-recovered_inst-phsen_abcdef_instrument',\n",
" 'CP04OSSM-MFD35-06-PHSEND000-telemetered-phsen_abcdef_dcl_instrument',\n",
" 'CP04OSSM-MFD37-03-CTDBPE000-recovered_host-ctdbp_cdef_dcl_instrument_recovered',\n",
" 'CP04OSSM-MFD37-03-CTDBPE000-telemetered-ctdbp_cdef_dcl_instrument',\n",
" 'CP04OSSM-RID26-04-VELPTA000-recovered_inst-velpt_ab_instrument_recovered',\n",
" 'CP04OSSM-RID26-06-PHSEND000-recovered_host-phsen_abcdef_dcl_instrument_recovered',\n",
" 'CP04OSSM-RID26-06-PHSEND000-recovered_inst-phsen_abcdef_instrument',\n",
" 'CP04OSSM-RID26-06-PHSEND000-telemetered-phsen_abcdef_dcl_instrument',\n",
" 'CP04OSSM-RID26-07-NUTNRB000-telemetered-nutnr_b_dcl_dark_full_instrument',\n",
" 'CP05MOAS-GL335-04-DOSTAM000-telemetered-dosta_abcdjm_glider_instrument',\n",
" 'CP05MOAS-GL336-01-ADCPAM000-recovered_host-adcp_bottom_track_earth',\n",
" 'CP05MOAS-GL336-03-CTDGVM000-telemetered-ctdgv_m_glider_instrument',\n",
" 'CP05MOAS-GL336-04-DOSTAM000-telemetered-dosta_abcdjm_glider_instrument',\n",
" 'CP05MOAS-GL336-05-PARADM000-telemetered-parad_m_glider_instrument',\n",
" 'CP05MOAS-GL375-03-CTDGVM000-telemetered-ctdgv_m_glider_instrument',\n",
" 'CP05MOAS-GL375-04-DOSTAM000-telemetered-dosta_abcdjm_glider_instrument',\n",
" 'CP05MOAS-GL375-05-PARADM000-telemetered-parad_m_glider_instrument',\n",
" 'CP05MOAS-GL379-05-PARADM000-telemetered-parad_m_glider_instrument',\n",
" 'CP05MOAS-GL380-05-PARADM000-telemetered-parad_m_glider_instrument',\n",
" 'CP05MOAS-GL389-05-PARADM000-telemetered-parad_m_glider_instrument',\n",
" 'CP05MOAS-GL514-03-CTDGVM000-telemetered-ctdgv_m_glider_instrument',\n",
" 'CP05MOAS-GL514-04-DOSTAM000-telemetered-dosta_abcdjm_glider_instrument',\n",
" 'CP05MOAS-GL514-05-PARADM000-telemetered-parad_m_glider_instrument',\n",
" 'CP05MOAS-PG564-01-CTDGVM000-telemetered-ctdgv_m_glider_instrument',\n",
" 'CP05MOAS-PG564-02-DOSTAM000-telemetered-dosta_abcdjm_glider_instrument',\n",
" 'CP05MOAS-PG564-06-PARADM000-telemetered-parad_m_glider_instrument',\n",
" 'CP05MOAS-PG583-01-CTDGVM000-telemetered-ctdgv_m_glider_instrument',\n",
" 'CP05MOAS-PG583-02-DOSTAM000-telemetered-dosta_abcdjm_glider_instrument',\n",
" 'CP05MOAS-PG583-05-NUTNRM000-recovered_host-nutnr_m_glider_instrument',\n",
" 'CP05MOAS-PG583-05-NUTNRM000-telemetered-nutnr_m_glider_instrument',\n",
" 'CP05MOAS-PG583-06-PARADM000-telemetered-parad_m_glider_instrument',\n",
" 'GA01SUMO-RID16-04-VELPTA000-recovered_host-velpt_ab_dcl_instrument_recovered',\n",
" 'GA01SUMO-RID16-04-VELPTA000-recovered_inst-velpt_ab_instrument_recovered',\n",
" 'GA01SUMO-RID16-04-VELPTA000-telemetered-velpt_ab_dcl_instrument',\n",
" 'GA01SUMO-RID16-05-PCO2WB000-recovered_host-pco2w_abc_dcl_instrument_blank_recovered',\n",
" 'GA01SUMO-RID16-05-PCO2WB000-recovered_host-pco2w_abc_dcl_instrument_recovered',\n",
" 'GA01SUMO-RID16-05-PCO2WB000-recovered_inst-pco2w_abc_instrument',\n",
" 'GA01SUMO-RID16-05-PCO2WB000-recovered_inst-pco2w_abc_instrument_blank',\n",
" 'GA01SUMO-RID16-05-PCO2WB000-telemetered-pco2w_abc_dcl_instrument',\n",
" 'GA01SUMO-RID16-05-PCO2WB000-telemetered-pco2w_abc_dcl_instrument_blank',\n",
" 'GA01SUMO-RID16-07-NUTNRB000-recovered_inst-nutnr_b_dark_instrument_recovered',\n",
" 'GA01SUMO-RID16-07-NUTNRB000-telemetered-nutnr_b_dcl_dark_full_instrument',\n",
" 'GA01SUMO-RII11-02-CTDBPP031-recovered_host-ctdbp_p_dcl_instrument_recovered',\n",
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" 'GA03FLMB-RIM01-02-CTDMOG060-recovered_inst-ctdmo_ghqr_instrument_recovered',\n",
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" 'GA03FLMB-RIM01-02-CTDMOG062-recovered_inst-ctdmo_ghqr_instrument_recovered',\n",
" 'GA03FLMB-RIM01-02-CTDMOG062-telemetered-ctdmo_ghqr_sio_mule_instrument',\n",
" 'GA03FLMB-RIM01-02-CTDMOG063-recovered_inst-ctdmo_ghqr_instrument_recovered',\n",
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" 'GA03FLMB-RIM01-02-CTDMOG066-recovered_inst-ctdmo_ghqr_instrument_recovered',\n",
" 'GA03FLMB-RIM01-02-CTDMOG066-telemetered-ctdmo_ghqr_sio_mule_instrument',\n",
" 'GA03FLMB-RIM01-02-CTDMOG067-recovered_inst-ctdmo_ghqr_instrument_recovered',\n",
" 'GA03FLMB-RIM01-02-CTDMOG067-telemetered-ctdmo_ghqr_sio_mule_instrument',\n",
" 'GA03FLMB-RIM01-02-CTDMOG068-recovered_inst-ctdmo_ghqr_instrument_recovered',\n",
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" 'GA03FLMB-RIM01-02-CTDMOH069-recovered_inst-ctdmo_ghqr_instrument_recovered',\n",
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" 'GA03FLMB-RIM01-02-CTDMOH071-recovered_inst-ctdmo_ghqr_instrument_recovered',\n",
" 'GA03FLMB-RIM01-02-CTDMOH071-telemetered-ctdmo_ghqr_sio_mule_instrument',\n",
" 'GA03FLMB-RIS01-03-DOSTAD000-telemetered-dosta_abcdjm_sio_instrument',\n",
" 'GA03FLMB-RIS01-04-PHSENF000-recovered_host-phsen_abcdef_imodem_instrument_recovered',\n",
" 'GA03FLMB-RIS01-04-PHSENF000-recovered_inst-phsen_abcdef_instrument',\n",
" 'GA03FLMB-RIS01-05-FLORTD000-telemetered-flort_sample',\n",
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" 'GA05MOAS-GL470-02-DOSTAM000-telemetered-dosta_abcdjm_glider_instrument',\n",
" 'GA05MOAS-GL470-04-CTDGVM000-telemetered-ctdgv_m_glider_instrument',\n",
" 'GA05MOAS-GL493-01-FLORDM000-telemetered-flord_m_glider_instrument',\n",
" 'GA05MOAS-GL493-02-DOSTAM000-telemetered-dosta_abcdjm_glider_instrument',\n",
" 'GA05MOAS-GL493-04-CTDGVM000-telemetered-ctdgv_m_glider_instrument',\n",
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" 'GA05MOAS-GL494-02-DOSTAM000-telemetered-dosta_abcdjm_glider_instrument',\n",
" 'GA05MOAS-GL494-04-CTDGVM000-telemetered-ctdgv_m_glider_instrument',\n",
" 'GA05MOAS-GL495-01-FLORDM000-telemetered-flord_m_glider_instrument',\n",
" 'GA05MOAS-GL495-02-DOSTAM000-telemetered-dosta_abcdjm_glider_instrument',\n",
" 'GA05MOAS-GL495-04-CTDGVM000-telemetered-ctdgv_m_glider_instrument',\n",
" 'GA05MOAS-GL496-01-FLORDM000-telemetered-flord_m_glider_instrument',\n",
" 'GA05MOAS-GL496-02-DOSTAM000-telemetered-dosta_abcdjm_glider_instrument',\n",
" 'GA05MOAS-GL496-04-CTDGVM000-telemetered-ctdgv_m_glider_instrument',\n",
" 'GA05MOAS-GL538-01-FLORDM000-telemetered-flord_m_glider_instrument',\n",
" 'GA05MOAS-GL538-02-DOSTAM000-telemetered-dosta_abcdjm_glider_instrument',\n",
" 'GA05MOAS-GL538-04-CTDGVM000-telemetered-ctdgv_m_glider_instrument',\n",
" 'GA05MOAS-PG562-01-CTDGVM000-telemetered-ctdgv_m_glider_instrument',\n",
" 'GA05MOAS-PG562-02-DOSTAM000-telemetered-dosta_abcdjm_glider_instrument',\n",
" 'GA05MOAS-PG562-06-PARADM000-telemetered-parad_m_glider_instrument',\n",
" 'GA05MOAS-PG563-01-CTDGVM000-recovered_host-ctdgv_m_glider_instrument_recovered',\n",
" 'GA05MOAS-PG563-01-CTDGVM000-telemetered-ctdgv_m_glider_instrument',\n",
" 'GA05MOAS-PG563-02-DOSTAM000-telemetered-dosta_abcdjm_glider_instrument',\n",
" 'GA05MOAS-PG563-06-PARADM000-telemetered-parad_m_glider_instrument',\n",
" 'GA05MOAS-PG578-01-CTDGVM000-telemetered-ctdgv_m_glider_instrument',\n",
" 'GA05MOAS-PG578-02-DOSTAM000-telemetered-dosta_abcdjm_glider_instrument',\n",
" 'GA05MOAS-PG578-06-PARADM000-telemetered-parad_m_glider_instrument',\n",
" 'GA05MOAS-PG580-01-CTDGVM000-recovered_host-ctdgv_m_glider_instrument_recovered',\n",
" 'GA05MOAS-PG580-01-CTDGVM000-telemetered-ctdgv_m_glider_instrument',\n",
" 'GA05MOAS-PG580-02-DOSTAM000-recovered_host-dosta_abcdjm_glider_recovered',\n",
" 'GA05MOAS-PG580-02-DOSTAM000-telemetered-dosta_abcdjm_glider_instrument',\n",
" 'GA05MOAS-PG580-03-FLORTM000-recovered_host-flort_m_sample',\n",
" 'GA05MOAS-PG580-04-FLORTO000-recovered_host-flort_o_glider_data',\n",
" 'GA05MOAS-PG580-05-NUTNRM000-recovered_host-nutnr_m_glider_instrument',\n",
" 'GA05MOAS-PG580-05-NUTNRM000-telemetered-nutnr_m_glider_instrument',\n",
" 'GA05MOAS-PG580-06-PARADM000-recovered_host-parad_m_glider_recovered',\n",
" 'GA05MOAS-PG580-06-PARADM000-telemetered-parad_m_glider_instrument',\n",
" 'GI01SUMO-RID16-03-CTDBPF000-recovered_inst-ctdbp_cdef_instrument_recovered',\n",
" 'GI01SUMO-RID16-04-VELPTA000-recovered_inst-velpt_ab_instrument_recovered',\n",
" 'GI01SUMO-RID16-05-PCO2WB000-recovered_host-pco2w_abc_dcl_instrument_blank_recovered',\n",
" 'GI01SUMO-RID16-05-PCO2WB000-recovered_host-pco2w_abc_dcl_instrument_recovered',\n",
" 'GI01SUMO-RID16-05-PCO2WB000-recovered_inst-pco2w_abc_instrument',\n",
" 'GI01SUMO-RID16-05-PCO2WB000-recovered_inst-pco2w_abc_instrument_blank',\n",
" 'GI01SUMO-RID16-05-PCO2WB000-telemetered-pco2w_abc_dcl_instrument',\n",
" 'GI01SUMO-RID16-05-PCO2WB000-telemetered-pco2w_abc_dcl_instrument_blank',\n",
" ...]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# List all the sources in catalog\n",
"sources = list(catalog)\n",
"sources"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "developed-warrior",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['RS01SBPS-SF01A-2A-CTDPFA102-streamed-ctdpf_sbe43_calibration_coefficients',\n",
" 'RS01SBPS-SF01A-2A-CTDPFA102-streamed-ctdpf_sbe43_configuration',\n",
" 'RS01SBPS-SF01A-2A-CTDPFA102-streamed-ctdpf_sbe43_hardware',\n",
" 'RS01SBPS-SF01A-2A-CTDPFA102-streamed-ctdpf_sbe43_sample',\n",
" 'RS01SBPS-SF01A-2A-CTDPFA102-streamed-ctdpf_sbe43_status']"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Get instrument that you're interested in\n",
"list(filter(lambda s: 'RS01SBPS-SF01A-2A-CTDPFA102' in s, sources))"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "governmental-patch",
"metadata": {},
"outputs": [],
"source": [
"# Get the data stream catalog metadata\n",
"source = catalog['RS01SBPS-SF01A-2A-CTDPFA102-streamed-ctdpf_sbe43_sample']"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "assisted-cologne",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"application/yaml": "RS01SBPS-SF01A-2A-CTDPFA102-streamed-ctdpf_sbe43_sample:\n args:\n consolidated: true\n storage_options:\n anon: true\n urlpath: s3://ooi-data/RS01SBPS-SF01A-2A-CTDPFA102-streamed-ctdpf_sbe43_sample\n description: Data produced by Stream Engine version 1.18.0 for RS01SBPS-SF01A-2A-CTDPFA102-streamed-ctdpf_sbe43_sample\n driver: intake_xarray.xzarr.ZarrSource\n metadata:\n catalog_dir: https://ooi-data.github.io\n data_products:\n - ancillary_variables: ext_volt0 practical_salinity seawater_pressure seawater_temperature\n comment: Dissolved Oxygen (DO) Concentration from the Fast Response (Fastrep)\n Dissolved Oxygen Instrument is a measure of the concentration of gaseous oxygen\n mixed in seawater. This Instrument measures dissolved oxygen concentrations\n on shallow coastal profilers through rapid oxygen gradients. This data product\n is corrected for salinity, temperature, and depth from a collocated CTD.\n coordinates: lat depth lon time\n data_product_identifier: DOCONCF_L2\n long_name: DO - Pressure Temp Sal Corrected (CTD)\n precision: 4\n reference_designator: corrected_dissolved_oxygen\n units: \"\\xB5mol kg-1\"\n - ancillary_variables: pressure practical_salinity temperature\n comment: Seawater Density is defined as mass per unit volume and is calculated\n from the conductivity, temperature and depth of a seawater sample using the\n TEOS-10 equation.\n coordinates: lat depth lon time\n data_product_identifier: DENSITY_L2\n long_name: Seawater Density\n precision: 3\n reference_designator: density\n standard_name: sea_water_density\n units: kg m-3\n - ancillary_variables: practical_salinity_qartod_results practical_salinity_qartod_executed\n pressure conductivity temperature\n comment: Salinity is generally defined as the concentration of dissolved salt\n in a parcel of seawater. Practical Salinity is a more specific unitless quantity\n calculated from the conductivity of seawater and adjusted for temperature\n and pressure. It is approximately equivalent to Absolute Salinity (the mass\n fraction of dissolved salt in seawater) but they are not interchangeable.\n coordinates: lat depth lon time\n data_product_identifier: PRACSAL_L2\n long_name: Practical Salinity\n precision: 4\n reference_designator: practical_salinity\n standard_name: sea_water_practical_salinity\n units: '1'\n - ancillary_variables: seawater_conductivity_qartod_results seawater_conductivity_qartod_executed\n pressure seawater_temperature conductivity\n comment: Seawater conductivity refers to the ability of seawater to conduct\n electricity. The presence of ions in the seawater, such as salt, increases\n the electrical conducting ability of seawater. As such, conductivity can be\n used as a proxy for determining the quantity of salt in a sample of seawater.\n coordinates: lat depth lon time\n data_product_identifier: CONDWAT_L1\n long_name: Seawater Conductivity\n precision: 6\n reference_designator: seawater_conductivity\n standard_name: sea_water_electrical_conductivity\n units: S m-1\n - ancillary_variables: seawater_pressure_qartod_results seawater_pressure_qartod_executed\n pressure pressure_temp\n comment: Seawater Pressure refers to the pressure exerted on a sensor in situ\n by the weight of the column of seawater above it. It is calculated by subtracting\n one standard atmosphere from the absolute pressure at the sensor to remove\n the weight of the atmosphere on top of the water column. The pressure at a\n sensor in situ provides a metric of the depth of that sensor.\n coordinates: lat depth lon time\n data_product_identifier: PRESWAT_L1\n long_name: Seawater Pressure\n precision: 3\n reference_designator: seawater_pressure\n standard_name: sea_water_pressure\n units: dbar\n - ancillary_variables: seawater_temperature_qartod_results seawater_temperature_qartod_executed\n temperature\n comment: Seawater temperature near the sensor.\n coordinates: lat depth lon time\n data_product_identifier: TEMPWAT_L1\n long_name: Seawater Temperature\n precision: 4\n reference_designator: seawater_temperature\n standard_name: sea_water_temperature\n units: degree_C\n - axis: T\n calendar: gregorian\n long_name: time\n reference_designator: time\n standard_name: time\n units: seconds since 1900-01-01 0:0:0\n id: RS01SBPS-SF01A-2A-CTDPFA102-streamed-ctdpf_sbe43_sample\n notes: This netCDF product is a copy of the data on the University of Washington\n AWS Cloud Infrastructure.\n owner: University of Washington Cabled Array Value Add Team.\n reference_designator:\n infrastructure: RS01SBPS-SF01A\n instrument: RS01SBPS-SF01A-2A-CTDPFA102\n site: RS01SBPS\n stream: ctdpf_sbe43_sample\n stream_method: streamed\n",
"text/plain": [
"RS01SBPS-SF01A-2A-CTDPFA102-streamed-ctdpf_sbe43_sample:\n",
" args:\n",
" consolidated: true\n",
" storage_options:\n",
" anon: true\n",
" urlpath: s3://ooi-data/RS01SBPS-SF01A-2A-CTDPFA102-streamed-ctdpf_sbe43_sample\n",
" description: Data produced by Stream Engine version 1.18.0 for RS01SBPS-SF01A-2A-CTDPFA102-streamed-ctdpf_sbe43_sample\n",
" driver: intake_xarray.xzarr.ZarrSource\n",
" metadata:\n",
" catalog_dir: https://ooi-data.github.io\n",
" data_products:\n",
" - ancillary_variables: ext_volt0 practical_salinity seawater_pressure seawater_temperature\n",
" comment: Dissolved Oxygen (DO) Concentration from the Fast Response (Fastrep)\n",
" Dissolved Oxygen Instrument is a measure of the concentration of gaseous oxygen\n",
" mixed in seawater. This Instrument measures dissolved oxygen concentrations\n",
" on shallow coastal profilers through rapid oxygen gradients. This data product\n",
" is corrected for salinity, temperature, and depth from a collocated CTD.\n",
" coordinates: lat depth lon time\n",
" data_product_identifier: DOCONCF_L2\n",
" long_name: DO - Pressure Temp Sal Corrected (CTD)\n",
" precision: 4\n",
" reference_designator: corrected_dissolved_oxygen\n",
" units: \"\\xB5mol kg-1\"\n",
" - ancillary_variables: pressure practical_salinity temperature\n",
" comment: Seawater Density is defined as mass per unit volume and is calculated\n",
" from the conductivity, temperature and depth of a seawater sample using the\n",
" TEOS-10 equation.\n",
" coordinates: lat depth lon time\n",
" data_product_identifier: DENSITY_L2\n",
" long_name: Seawater Density\n",
" precision: 3\n",
" reference_designator: density\n",
" standard_name: sea_water_density\n",
" units: kg m-3\n",
" - ancillary_variables: practical_salinity_qartod_results practical_salinity_qartod_executed\n",
" pressure conductivity temperature\n",
" comment: Salinity is generally defined as the concentration of dissolved salt\n",
" in a parcel of seawater. Practical Salinity is a more specific unitless quantity\n",
" calculated from the conductivity of seawater and adjusted for temperature\n",
" and pressure. It is approximately equivalent to Absolute Salinity (the mass\n",
" fraction of dissolved salt in seawater) but they are not interchangeable.\n",
" coordinates: lat depth lon time\n",
" data_product_identifier: PRACSAL_L2\n",
" long_name: Practical Salinity\n",
" precision: 4\n",
" reference_designator: practical_salinity\n",
" standard_name: sea_water_practical_salinity\n",
" units: '1'\n",
" - ancillary_variables: seawater_conductivity_qartod_results seawater_conductivity_qartod_executed\n",
" pressure seawater_temperature conductivity\n",
" comment: Seawater conductivity refers to the ability of seawater to conduct\n",
" electricity. The presence of ions in the seawater, such as salt, increases\n",
" the electrical conducting ability of seawater. As such, conductivity can be\n",
" used as a proxy for determining the quantity of salt in a sample of seawater.\n",
" coordinates: lat depth lon time\n",
" data_product_identifier: CONDWAT_L1\n",
" long_name: Seawater Conductivity\n",
" precision: 6\n",
" reference_designator: seawater_conductivity\n",
" standard_name: sea_water_electrical_conductivity\n",
" units: S m-1\n",
" - ancillary_variables: seawater_pressure_qartod_results seawater_pressure_qartod_executed\n",
" pressure pressure_temp\n",
" comment: Seawater Pressure refers to the pressure exerted on a sensor in situ\n",
" by the weight of the column of seawater above it. It is calculated by subtracting\n",
" one standard atmosphere from the absolute pressure at the sensor to remove\n",
" the weight of the atmosphere on top of the water column. The pressure at a\n",
" sensor in situ provides a metric of the depth of that sensor.\n",
" coordinates: lat depth lon time\n",
" data_product_identifier: PRESWAT_L1\n",
" long_name: Seawater Pressure\n",
" precision: 3\n",
" reference_designator: seawater_pressure\n",
" standard_name: sea_water_pressure\n",
" units: dbar\n",
" - ancillary_variables: seawater_temperature_qartod_results seawater_temperature_qartod_executed\n",
" temperature\n",
" comment: Seawater temperature near the sensor.\n",
" coordinates: lat depth lon time\n",
" data_product_identifier: TEMPWAT_L1\n",
" long_name: Seawater Temperature\n",
" precision: 4\n",
" reference_designator: seawater_temperature\n",
" standard_name: sea_water_temperature\n",
" units: degree_C\n",
" - axis: T\n",
" calendar: gregorian\n",
" long_name: time\n",
" reference_designator: time\n",
" standard_name: time\n",
" units: seconds since 1900-01-01 0:0:0\n",
" id: RS01SBPS-SF01A-2A-CTDPFA102-streamed-ctdpf_sbe43_sample\n",
" notes: This netCDF product is a copy of the data on the University of Washington\n",
" AWS Cloud Infrastructure.\n",
" owner: University of Washington Cabled Array Value Add Team.\n",
" reference_designator:\n",
" infrastructure: RS01SBPS-SF01A\n",
" instrument: RS01SBPS-SF01A-2A-CTDPFA102\n",
" site: RS01SBPS\n",
" stream: ctdpf_sbe43_sample\n",
" stream_method: streamed\n"
]
},
"metadata": {
"application/json": {
"root": "RS01SBPS-SF01A-2A-CTDPFA102-streamed-ctdpf_sbe43_sample"
}
},
"output_type": "display_data"
}
],
"source": [
"source"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "architectural-bullet",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"{'data_products': [{'ancillary_variables': 'ext_volt0 practical_salinity seawater_pressure seawater_temperature',\n",
" 'comment': 'Dissolved Oxygen (DO) Concentration from the Fast Response (Fastrep) Dissolved Oxygen Instrument is a measure of the concentration of gaseous oxygen mixed in seawater. This Instrument measures dissolved oxygen concentrations on shallow coastal profilers through rapid oxygen gradients. This data product is corrected for salinity, temperature, and depth from a collocated CTD.',\n",
" 'coordinates': 'lat depth lon time',\n",
" 'data_product_identifier': 'DOCONCF_L2',\n",
" 'long_name': 'DO - Pressure Temp Sal Corrected (CTD)',\n",
" 'precision': 4,\n",
" 'reference_designator': 'corrected_dissolved_oxygen',\n",
" 'units': 'µmol kg-1'},\n",
" {'ancillary_variables': 'pressure practical_salinity temperature',\n",
" 'comment': 'Seawater Density is defined as mass per unit volume and is calculated from the conductivity, temperature and depth of a seawater sample using the TEOS-10 equation.',\n",
" 'coordinates': 'lat depth lon time',\n",
" 'data_product_identifier': 'DENSITY_L2',\n",
" 'long_name': 'Seawater Density',\n",
" 'precision': 3,\n",
" 'reference_designator': 'density',\n",
" 'standard_name': 'sea_water_density',\n",
" 'units': 'kg m-3'},\n",
" {'ancillary_variables': 'practical_salinity_qartod_results practical_salinity_qartod_executed pressure conductivity temperature',\n",
" 'comment': 'Salinity is generally defined as the concentration of dissolved salt in a parcel of seawater. Practical Salinity is a more specific unitless quantity calculated from the conductivity of seawater and adjusted for temperature and pressure. It is approximately equivalent to Absolute Salinity (the mass fraction of dissolved salt in seawater) but they are not interchangeable.',\n",
" 'coordinates': 'lat depth lon time',\n",
" 'data_product_identifier': 'PRACSAL_L2',\n",
" 'long_name': 'Practical Salinity',\n",
" 'precision': 4,\n",
" 'reference_designator': 'practical_salinity',\n",
" 'standard_name': 'sea_water_practical_salinity',\n",
" 'units': '1'},\n",
" {'ancillary_variables': 'seawater_conductivity_qartod_results seawater_conductivity_qartod_executed pressure seawater_temperature conductivity',\n",
" 'comment': 'Seawater conductivity refers to the ability of seawater to conduct electricity. The presence of ions in the seawater, such as salt, increases the electrical conducting ability of seawater. As such, conductivity can be used as a proxy for determining the quantity of salt in a sample of seawater.',\n",
" 'coordinates': 'lat depth lon time',\n",
" 'data_product_identifier': 'CONDWAT_L1',\n",
" 'long_name': 'Seawater Conductivity',\n",
" 'precision': 6,\n",
" 'reference_designator': 'seawater_conductivity',\n",
" 'standard_name': 'sea_water_electrical_conductivity',\n",
" 'units': 'S m-1'},\n",
" {'ancillary_variables': 'seawater_pressure_qartod_results seawater_pressure_qartod_executed pressure pressure_temp',\n",
" 'comment': 'Seawater Pressure refers to the pressure exerted on a sensor in situ by the weight of the column of seawater above it. It is calculated by subtracting one standard atmosphere from the absolute pressure at the sensor to remove the weight of the atmosphere on top of the water column. The pressure at a sensor in situ provides a metric of the depth of that sensor.',\n",
" 'coordinates': 'lat depth lon time',\n",
" 'data_product_identifier': 'PRESWAT_L1',\n",
" 'long_name': 'Seawater Pressure',\n",
" 'precision': 3,\n",
" 'reference_designator': 'seawater_pressure',\n",
" 'standard_name': 'sea_water_pressure',\n",
" 'units': 'dbar'},\n",
" {'ancillary_variables': 'seawater_temperature_qartod_results seawater_temperature_qartod_executed temperature',\n",
" 'comment': 'Seawater temperature near the sensor.',\n",
" 'coordinates': 'lat depth lon time',\n",
" 'data_product_identifier': 'TEMPWAT_L1',\n",
" 'long_name': 'Seawater Temperature',\n",
" 'precision': 4,\n",
" 'reference_designator': 'seawater_temperature',\n",
" 'standard_name': 'sea_water_temperature',\n",
" 'units': 'degree_C'},\n",
" {'axis': 'T',\n",
" 'calendar': 'gregorian',\n",
" 'long_name': 'time',\n",
" 'reference_designator': 'time',\n",
" 'standard_name': 'time',\n",
" 'units': 'seconds since 1900-01-01 0:0:0'}],\n",
" 'id': 'RS01SBPS-SF01A-2A-CTDPFA102-streamed-ctdpf_sbe43_sample',\n",
" 'notes': 'This netCDF product is a copy of the data on the University of Washington AWS Cloud Infrastructure.',\n",
" 'owner': 'University of Washington Cabled Array Value Add Team.',\n",
" 'reference_designator': {'infrastructure': 'RS01SBPS-SF01A',\n",
" 'instrument': 'RS01SBPS-SF01A-2A-CTDPFA102',\n",
" 'site': 'RS01SBPS',\n",
" 'stream': 'ctdpf_sbe43_sample',\n",
" 'stream_method': 'streamed'},\n",
" 'catalog_dir': 'https://ooi-data.github.io'}"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Retrieve metadata dictionary\n",
"# We might need to improve this ... Currently this just shows the L1/L2 data products\n",
"source.metadata"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "guided-silence",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"<frozen importlib._bootstrap>:219: RuntimeWarning: numpy.ndarray size changed, may indicate binary incompatibility. Expected 16 from C header, got 88 from PyObject\n"
]
}
],
"source": [
"# Get the actual dataset (lazy)\n",
"dataset = source.to_dask()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "crude-strength",
"metadata": {},
"outputs": [
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"</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
"Dimensions: (time: 139424013)\n",
"Coordinates:\n",
" * time (time) datetime64[ns] 2014-10-06T...\n",
"Data variables: (12/38)\n",
" conductivity (time) float64 dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;\n",
" corrected_dissolved_oxygen (time) float64 dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;\n",
" corrected_dissolved_oxygen_qc_executed (time) uint8 dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;\n",
" corrected_dissolved_oxygen_qc_results (time) uint8 dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;\n",
" density (time) float64 dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;\n",
" density_qc_executed (time) uint8 dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;\n",
" ... ...\n",
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" seawater_temperature_qartod_executed (time) &lt;U1 dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;\n",
" seawater_temperature_qartod_results (time) uint8 dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;\n",
" seawater_temperature_qc_executed (time) uint8 dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;\n",
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" temperature (time) float64 dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;\n",
"Attributes: (12/51)\n",
" Conventions: CF-1.6\n",
" Metadata_Conventions: Unidata Dataset Discovery v1.0\n",
" Notes: This netCDF product is a copy of the dat...\n",
" Owner: University of Washington Cabled Array Va...\n",
" cdm_data_type: Point\n",
" collection_method: streamed\n",
" ... ...\n",
" stream: ctdpf_sbe43_sample\n",
" subsite: RS01SBPS\n",
" summary: Dataset Generated by Stream Engine from ...\n",
" time_coverage_end: 2014-12-17T11:59:59.924606\n",
" time_coverage_start: 2014-10-06T22:05:23.269171\n",
" title: Data produced by Stream Engine version 1...</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-88423010-e1fd-4274-941c-1123c80c180d' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-88423010-e1fd-4274-941c-1123c80c180d' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 139424013</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-5b00c0fc-5b51-401b-a8b7-2514dbed98dd' class='xr-section-summary-in' type='checkbox' checked><label for='section-5b00c0fc-5b51-401b-a8b7-2514dbed98dd' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2014-10-06T22:05:23.269171200 .....</div><input id='attrs-654fc4f8-cda1-4855-a0ec-3b331cd47ea0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-654fc4f8-cda1-4855-a0ec-3b331cd47ea0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-36b5f58c-90db-44d6-b1c6-ac3855ebd4e8' class='xr-var-data-in' type='checkbox'><label for='data-36b5f58c-90db-44d6-b1c6-ac3855ebd4e8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>T</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2014-10-06T22:05:23.269171200&#x27;, &#x27;2014-10-06T22:05:24.268649984&#x27;,\n",
" &#x27;2014-10-06T22:05:25.268961792&#x27;, ..., &#x27;2021-02-28T00:50:48.162535936&#x27;,\n",
" &#x27;2021-02-28T00:50:49.161495040&#x27;, &#x27;2021-02-28T00:50:50.161915392&#x27;],\n",
" dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-83225362-7602-4a09-81cc-bb88a7e303c9' class='xr-section-summary-in' type='checkbox' ><label for='section-83225362-7602-4a09-81cc-bb88a7e303c9' class='xr-section-summary' >Data variables: <span>(38)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>conductivity</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;</div><input id='attrs-555da4b0-02f8-4a99-bc4a-7328d66ae1df' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-555da4b0-02f8-4a99-bc4a-7328d66ae1df' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e7f4f1b8-4545-40bc-a742-73f4a6448d9c' class='xr-var-data-in' type='checkbox'><label for='data-e7f4f1b8-4545-40bc-a742-73f4a6448d9c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>comment :</span></dt><dd>Seawater conductivity refers to the ability of seawater to conduct electricity. The presence of ions in the seawater, such as salt, increases the electrical conducting ability of seawater. As such, conductivity can be used as a proxy for determining the quantity of salt in a sample of seawater. This is the unprocessed data that are output directly from the sensor which are then converted to salinity in S m-1.</dd><dt><span>coordinates :</span></dt><dd>lat depth lon time</dd><dt><span>data_product_identifier :</span></dt><dd>CONDWAT_L0</dd><dt><span>long_name :</span></dt><dd>Seawater Conductivity Measurement</dd><dt><span>precision :</span></dt><dd>0</dd><dt><span>units :</span></dt><dd>counts</dd></dl></div><div class='xr-var-data'><table>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>corrected_dissolved_oxygen_qc_results</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>uint8</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;</div><input id='attrs-c7410bea-2bd0-4e27-a505-9c816c135948' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c7410bea-2bd0-4e27-a505-9c816c135948' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f2c7324a-9125-4203-8b5a-0c6c394202b8' class='xr-var-data-in' type='checkbox'><label for='data-f2c7324a-9125-4203-8b5a-0c6c394202b8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>coordinates :</span></dt><dd>lat depth lon time</dd><dt><span>long_name :</span></dt><dd>QC Checks Results</dd></dl></div><div class='xr-var-data'><table>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>density</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;</div><input id='attrs-856b4d7e-30c8-4484-a44d-fce9ad1af6ae' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-856b4d7e-30c8-4484-a44d-fce9ad1af6ae' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-64d2cfa3-12d3-4688-b11d-94f36f7190e8' class='xr-var-data-in' type='checkbox'><label for='data-64d2cfa3-12d3-4688-b11d-94f36f7190e8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>ancillary_variables :</span></dt><dd>pressure practical_salinity temperature</dd><dt><span>comment :</span></dt><dd>Seawater Density is defined as mass per unit volume and is calculated from the conductivity, temperature and depth of a seawater sample using the TEOS-10 equation.</dd><dt><span>coordinates :</span></dt><dd>lat depth lon time</dd><dt><span>data_product_identifier :</span></dt><dd>DENSITY_L2</dd><dt><span>long_name :</span></dt><dd>Seawater Density</dd><dt><span>precision :</span></dt><dd>3</dd><dt><span>standard_name :</span></dt><dd>sea_water_density</dd><dt><span>units :</span></dt><dd>kg m-3</dd></dl></div><div class='xr-var-data'><table>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>density_qc_executed</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>uint8</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;</div><input id='attrs-658e7330-1ded-48c6-8926-b8ca9181b8ab' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-658e7330-1ded-48c6-8926-b8ca9181b8ab' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-03910c6b-0cf5-4d15-b9f4-df81f8614628' class='xr-var-data-in' type='checkbox'><label for='data-03910c6b-0cf5-4d15-b9f4-df81f8614628' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>coordinates :</span></dt><dd>lat depth lon time</dd><dt><span>long_name :</span></dt><dd>QC Checks Executed</dd></dl></div><div class='xr-var-data'><table>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>density_qc_results</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>uint8</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;</div><input id='attrs-c5165090-578c-4ea0-8d15-76996aa9b2d3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c5165090-578c-4ea0-8d15-76996aa9b2d3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-37361227-0b0c-4b22-8e19-f141ec7e6180' class='xr-var-data-in' type='checkbox'><label for='data-37361227-0b0c-4b22-8e19-f141ec7e6180' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>coordinates :</span></dt><dd>lat depth lon time</dd><dt><span>long_name :</span></dt><dd>QC Checks Results</dd></dl></div><div class='xr-var-data'><table>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>deployment</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;</div><input id='attrs-e549545a-1e6f-4c1f-ac1e-b920d42989cf' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e549545a-1e6f-4c1f-ac1e-b920d42989cf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0e1d2537-4fba-472a-9a65-5d156fead04d' class='xr-var-data-in' type='checkbox'><label for='data-0e1d2537-4fba-472a-9a65-5d156fead04d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>coordinates :</span></dt><dd>lat depth lon time</dd><dt><span>long_name :</span></dt><dd>Deployment Number</dd><dt><span>name :</span></dt><dd>deployment</dd></dl></div><div class='xr-var-data'><table>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>driver_timestamp</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;</div><input id='attrs-ccc29757-d4b0-41bc-aa85-e0154a0482a8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ccc29757-d4b0-41bc-aa85-e0154a0482a8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3281d0d6-3ccf-4e46-b369-f9ead95aa6af' class='xr-var-data-in' type='checkbox'><label for='data-3281d0d6-3ccf-4e46-b369-f9ead95aa6af' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>comment :</span></dt><dd>Driver timestamp, UTC</dd><dt><span>coordinates :</span></dt><dd>lat depth lon time</dd><dt><span>long_name :</span></dt><dd>Driver Timestamp, UTC</dd></dl></div><div class='xr-var-data'><table>\n",
"<tr>\n",
"<td>\n",
"<table>\n",
" <thead>\n",
" <tr><td> </td><th> Array </th><th> Chunk </th></tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr><th> Bytes </th><td> 1.12 GB </td> <td> 104.85 MB </td></tr>\n",
" <tr><th> Shape </th><td> (139424013,) </td> <td> (13106200,) </td></tr>\n",
" <tr><th> Count </th><td> 12 Tasks </td><td> 11 Chunks </td></tr>\n",
" <tr><th> Type </th><td> datetime64[ns] </td><td> numpy.ndarray </td></tr>\n",
" </tbody>\n",
"</table>\n",
"</td>\n",
"<td>\n",
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"</td>\n",
"</tr>\n",
"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ext_volt0</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;</div><input id='attrs-16391b5a-d394-4e1e-b1e8-632444733cfa' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-16391b5a-d394-4e1e-b1e8-632444733cfa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fc7c7df5-eaee-4bad-a356-c9eb325cab37' class='xr-var-data-in' type='checkbox'><label for='data-fc7c7df5-eaee-4bad-a356-c9eb325cab37' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>comment :</span></dt><dd>SBE43 voltage reading</dd><dt><span>coordinates :</span></dt><dd>lat depth lon time</dd><dt><span>long_name :</span></dt><dd>External Voltage Reading From Oxygen Sensor</dd><dt><span>units :</span></dt><dd>counts</dd></dl></div><div class='xr-var-data'><table>\n",
"<tr>\n",
"<td>\n",
"<table>\n",
" <thead>\n",
" <tr><td> </td><th> Array </th><th> Chunk </th></tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr><th> Bytes </th><td> 1.12 GB </td> <td> 104.85 MB </td></tr>\n",
" <tr><th> Shape </th><td> (139424013,) </td> <td> (13106200,) </td></tr>\n",
" <tr><th> Count </th><td> 12 Tasks </td><td> 11 Chunks </td></tr>\n",
" <tr><th> Type </th><td> float64 </td><td> numpy.ndarray </td></tr>\n",
" </tbody>\n",
"</table>\n",
"</td>\n",
"<td>\n",
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"</td>\n",
"</tr>\n",
"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>id</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>&lt;U36</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;</div><input id='attrs-bf0f0985-5b58-463a-9076-4f904dc6d186' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bf0f0985-5b58-463a-9076-4f904dc6d186' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e192c261-0efc-46e5-b8db-4cc53c077c70' class='xr-var-data-in' type='checkbox'><label for='data-e192c261-0efc-46e5-b8db-4cc53c077c70' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Observation unique id</dd><dt><span>name :</span></dt><dd>id</dd></dl></div><div class='xr-var-data'><table>\n",
"<tr>\n",
"<td>\n",
"<table>\n",
" <thead>\n",
" <tr><td> </td><th> Array </th><th> Chunk </th></tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr><th> Bytes </th><td> 20.08 GB </td> <td> 1.89 GB </td></tr>\n",
" <tr><th> Shape </th><td> (139424013,) </td> <td> (13106200,) </td></tr>\n",
" <tr><th> Count </th><td> 12 Tasks </td><td> 11 Chunks </td></tr>\n",
" <tr><th> Type </th><td> <U36 </td><td> numpy.ndarray </td></tr>\n",
" </tbody>\n",
"</table>\n",
"</td>\n",
"<td>\n",
"<svg width=\"170\" height=\"75\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
"\n",
" <!-- Horizontal lines -->\n",
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"</svg>\n",
"</td>\n",
"</tr>\n",
"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ingestion_timestamp</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;</div><input id='attrs-2e64475f-5361-4669-abeb-76d95d2db365' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2e64475f-5361-4669-abeb-76d95d2db365' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8a347158-ba4c-4259-824f-ea6a9ced4e70' class='xr-var-data-in' type='checkbox'><label for='data-8a347158-ba4c-4259-824f-ea6a9ced4e70' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>comment :</span></dt><dd>The NTP Timestamp for when the granule was ingested</dd><dt><span>coordinates :</span></dt><dd>lat depth lon time</dd><dt><span>long_name :</span></dt><dd>Ingestion Timestamp, UTC</dd></dl></div><div class='xr-var-data'><table>\n",
"<tr>\n",
"<td>\n",
"<table>\n",
" <thead>\n",
" <tr><td> </td><th> Array </th><th> Chunk </th></tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr><th> Bytes </th><td> 1.12 GB </td> <td> 104.85 MB </td></tr>\n",
" <tr><th> Shape </th><td> (139424013,) </td> <td> (13106200,) </td></tr>\n",
" <tr><th> Count </th><td> 12 Tasks </td><td> 11 Chunks </td></tr>\n",
" <tr><th> Type </th><td> datetime64[ns] </td><td> numpy.ndarray </td></tr>\n",
" </tbody>\n",
"</table>\n",
"</td>\n",
"<td>\n",
"<svg width=\"170\" height=\"75\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
"\n",
" <!-- Horizontal lines -->\n",
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"\n",
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"</svg>\n",
"</td>\n",
"</tr>\n",
"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>internal_timestamp</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;</div><input id='attrs-52579400-019e-4150-bc2c-4b5c035800b1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-52579400-019e-4150-bc2c-4b5c035800b1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7c71c6b1-2000-481c-a032-45b84c3431fd' class='xr-var-data-in' type='checkbox'><label for='data-7c71c6b1-2000-481c-a032-45b84c3431fd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>comment :</span></dt><dd>Internal timestamp, UTC</dd><dt><span>coordinates :</span></dt><dd>lat depth lon time</dd><dt><span>long_name :</span></dt><dd>Internal Timestamp, UTC</dd></dl></div><div class='xr-var-data'><table>\n",
"<tr>\n",
"<td>\n",
"<table>\n",
" <thead>\n",
" <tr><td> </td><th> Array </th><th> Chunk </th></tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr><th> Bytes </th><td> 1.12 GB </td> <td> 104.85 MB </td></tr>\n",
" <tr><th> Shape </th><td> (139424013,) </td> <td> (13106200,) </td></tr>\n",
" <tr><th> Count </th><td> 12 Tasks </td><td> 11 Chunks </td></tr>\n",
" <tr><th> Type </th><td> datetime64[ns] </td><td> numpy.ndarray </td></tr>\n",
" </tbody>\n",
"</table>\n",
"</td>\n",
"<td>\n",
"<svg width=\"170\" height=\"75\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
"\n",
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"</td>\n",
"</tr>\n",
"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>port_timestamp</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;</div><input id='attrs-448fc45a-068d-475a-875a-7f419faf35a2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-448fc45a-068d-475a-875a-7f419faf35a2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-07175bf1-01bc-4c03-b1b9-9a9bc9f5a64d' class='xr-var-data-in' type='checkbox'><label for='data-07175bf1-01bc-4c03-b1b9-9a9bc9f5a64d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>comment :</span></dt><dd>Port timestamp, UTC</dd><dt><span>coordinates :</span></dt><dd>lat depth lon time</dd><dt><span>long_name :</span></dt><dd>Port Timestamp, UTC</dd></dl></div><div class='xr-var-data'><table>\n",
"<tr>\n",
"<td>\n",
"<table>\n",
" <thead>\n",
" <tr><td> </td><th> Array </th><th> Chunk </th></tr>\n",
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" <tbody>\n",
" <tr><th> Bytes </th><td> 1.12 GB </td> <td> 104.85 MB </td></tr>\n",
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" <tr><th> Type </th><td> datetime64[ns] </td><td> numpy.ndarray </td></tr>\n",
" </tbody>\n",
"</table>\n",
"</td>\n",
"<td>\n",
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"\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>practical_salinity</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;</div><input id='attrs-9aa7160e-791b-4a96-9e6b-1614e9f60d46' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9aa7160e-791b-4a96-9e6b-1614e9f60d46' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b0c64895-fbfb-46ff-834e-6c1144ad7e98' class='xr-var-data-in' type='checkbox'><label for='data-b0c64895-fbfb-46ff-834e-6c1144ad7e98' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>ancillary_variables :</span></dt><dd>practical_salinity_qartod_results practical_salinity_qartod_executed pressure conductivity temperature</dd><dt><span>comment :</span></dt><dd>Salinity is generally defined as the concentration of dissolved salt in a parcel of seawater. Practical Salinity is a more specific unitless quantity calculated from the conductivity of seawater and adjusted for temperature and pressure. It is approximately equivalent to Absolute Salinity (the mass fraction of dissolved salt in seawater) but they are not interchangeable.</dd><dt><span>coordinates :</span></dt><dd>lat depth lon time</dd><dt><span>data_product_identifier :</span></dt><dd>PRACSAL_L2</dd><dt><span>long_name :</span></dt><dd>Practical Salinity</dd><dt><span>precision :</span></dt><dd>4</dd><dt><span>standard_name :</span></dt><dd>sea_water_practical_salinity</dd><dt><span>units :</span></dt><dd>1</dd></dl></div><div class='xr-var-data'><table>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>practical_salinity_qartod_executed</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>&lt;U1</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;</div><input id='attrs-724f1f8e-b701-4f1f-ab91-3a6721e16f94' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-724f1f8e-b701-4f1f-ab91-3a6721e16f94' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-48863b24-d27d-48ff-a440-d5074278f127' class='xr-var-data-in' type='checkbox'><label for='data-48863b24-d27d-48ff-a440-d5074278f127' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>comment :</span></dt><dd>Individual QARTOD test flags. For each datum, flags are listed in a string matching the order of the tests_executed attribute. Flags should be interpreted using the standard QARTOD mapping: [1: pass, 2: not_evaluated, 3: suspect_or_of_high_interest, 4: fail, 9: missing_data].</dd><dt><span>long_name :</span></dt><dd>Practical Salinity Individual QARTOD Flags</dd><dt><span>references :</span></dt><dd>https://ioos.noaa.gov/project/qartod https://github.com/ioos/ioos_qc</dd><dt><span>standard_name :</span></dt><dd>sea_water_practical_salinity status_flag</dd><dt><span>tests_executed :</span></dt><dd>gross_range_test</dd></dl></div><div class='xr-var-data'><table>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>practical_salinity_qartod_results</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>uint8</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;</div><input id='attrs-f5c25f08-dcde-46dc-be10-fe45f75422bd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f5c25f08-dcde-46dc-be10-fe45f75422bd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5ef207a1-4293-4a38-a010-13db9398e3dc' class='xr-var-data-in' type='checkbox'><label for='data-5ef207a1-4293-4a38-a010-13db9398e3dc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>comment :</span></dt><dd>Summary QARTOD test flags. For each datum, the flag is set to the most significant result of all QARTOD tests run for that datum.</dd><dt><span>coordinates :</span></dt><dd>lat depth lon time</dd><dt><span>flag_meanings :</span></dt><dd>pass not_evaluated suspect_or_of_high_interest fail missing_data</dd><dt><span>flag_values :</span></dt><dd>1,2,3,4,9</dd><dt><span>long_name :</span></dt><dd>Practical Salinity QARTOD Summary Flag</dd><dt><span>references :</span></dt><dd>https://ioos.noaa.gov/project/qartod https://github.com/ioos/ioos_qc</dd><dt><span>standard_name :</span></dt><dd>sea_water_practical_salinity status_flag</dd></dl></div><div class='xr-var-data'><table>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>practical_salinity_qc_executed</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>uint8</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;</div><input id='attrs-63e30768-5a2c-4442-98d5-9d0356c18da4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-63e30768-5a2c-4442-98d5-9d0356c18da4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c951a5fa-1b71-4108-9d08-075546137e85' class='xr-var-data-in' type='checkbox'><label for='data-c951a5fa-1b71-4108-9d08-075546137e85' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>coordinates :</span></dt><dd>lat depth lon time</dd><dt><span>long_name :</span></dt><dd>QC Checks Executed</dd></dl></div><div class='xr-var-data'><table>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>practical_salinity_qc_results</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>uint8</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;</div><input id='attrs-a6c43789-479f-40ab-bd8b-1730a80e4e45' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a6c43789-479f-40ab-bd8b-1730a80e4e45' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1c3fcd77-3149-4353-bea5-1365ec825b37' class='xr-var-data-in' type='checkbox'><label for='data-1c3fcd77-3149-4353-bea5-1365ec825b37' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>coordinates :</span></dt><dd>lat depth lon time</dd><dt><span>long_name :</span></dt><dd>QC Checks Results</dd></dl></div><div class='xr-var-data'><table>\n",
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"</td>\n",
"</tr>\n",
"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>preferred_timestamp</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>|S36</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;</div><input id='attrs-4cfda069-2150-43f3-a7ad-5d43265d0b73' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4cfda069-2150-43f3-a7ad-5d43265d0b73' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d36607c5-3971-4280-9bc1-83d95c8e1880' class='xr-var-data-in' type='checkbox'><label for='data-d36607c5-3971-4280-9bc1-83d95c8e1880' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>comment :</span></dt><dd>Timestamp preferred as official record.</dd><dt><span>long_name :</span></dt><dd>Preferred Timestamp</dd><dt><span>units :</span></dt><dd>1</dd></dl></div><div class='xr-var-data'><table>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pressure</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;</div><input id='attrs-319db645-4c43-4f7c-a878-fd1c8eade45e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-319db645-4c43-4f7c-a878-fd1c8eade45e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ffbb94db-b949-4226-81cb-beccf6c1ff15' class='xr-var-data-in' type='checkbox'><label for='data-ffbb94db-b949-4226-81cb-beccf6c1ff15' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>comment :</span></dt><dd>Seawater Pressure refers to the pressure exerted on a sensor in situ by the weight of the column of seawater above it. It is calculated by subtracting one standard atmosphere from the absolute pressure at the sensor to remove the weight of the atmosphere on top of the water column. The pressure at a sensor in situ provides a metric of the depth of that sensor. This is the unprocessed data that are output directly from the sensor which are then converted to pressure in dbar.</dd><dt><span>coordinates :</span></dt><dd>lat depth lon time</dd><dt><span>data_product_identifier :</span></dt><dd>PRESWAT_L0</dd><dt><span>long_name :</span></dt><dd>Seawater Pressure Measurement</dd><dt><span>precision :</span></dt><dd>0</dd><dt><span>units :</span></dt><dd>counts</dd></dl></div><div class='xr-var-data'><table>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pressure_temp</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;</div><input id='attrs-1c6d152d-47ea-42da-bbaf-ee8c74c8ff28' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1c6d152d-47ea-42da-bbaf-ee8c74c8ff28' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ca5b55ad-3dfd-4341-a26b-57691a7b6341' class='xr-var-data-in' type='checkbox'><label for='data-ca5b55ad-3dfd-4341-a26b-57691a7b6341' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>comment :</span></dt><dd>Seawater Pressure refers to the pressure exerted on a sensor in situ by the weight of the column of seawater above it. It is calculated by subtracting one standard atmosphere from the absolute pressure at the sensor to remove the weight of the atmosphere on top of the water column. The pressure at a sensor in situ provides a metric of the depth of that sensor. This is the unprocessed data that are output directly from the sensor which are then converted to pressure in dbar.</dd><dt><span>coordinates :</span></dt><dd>lat depth lon time</dd><dt><span>long_name :</span></dt><dd>Seawater Pressure Measurement</dd><dt><span>precision :</span></dt><dd>0</dd><dt><span>units :</span></dt><dd>counts</dd></dl></div><div class='xr-var-data'><table>\n",
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"</td>\n",
"</tr>\n",
"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>seawater_conductivity</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;</div><input id='attrs-9c56c7d0-954d-42fe-add8-fef1b7198bdf' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9c56c7d0-954d-42fe-add8-fef1b7198bdf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2a1b352c-ee75-47cd-ae30-54547f40b6bf' class='xr-var-data-in' type='checkbox'><label for='data-2a1b352c-ee75-47cd-ae30-54547f40b6bf' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>ancillary_variables :</span></dt><dd>seawater_conductivity_qartod_results seawater_conductivity_qartod_executed pressure seawater_temperature conductivity</dd><dt><span>comment :</span></dt><dd>Seawater conductivity refers to the ability of seawater to conduct electricity. The presence of ions in the seawater, such as salt, increases the electrical conducting ability of seawater. As such, conductivity can be used as a proxy for determining the quantity of salt in a sample of seawater.</dd><dt><span>coordinates :</span></dt><dd>lat depth lon time</dd><dt><span>data_product_identifier :</span></dt><dd>CONDWAT_L1</dd><dt><span>long_name :</span></dt><dd>Seawater Conductivity</dd><dt><span>precision :</span></dt><dd>6</dd><dt><span>standard_name :</span></dt><dd>sea_water_electrical_conductivity</dd><dt><span>units :</span></dt><dd>S m-1</dd></dl></div><div class='xr-var-data'><table>\n",
"<tr>\n",
"<td>\n",
"<table>\n",
" <thead>\n",
" <tr><td> </td><th> Array </th><th> Chunk </th></tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr><th> Bytes </th><td> 1.12 GB </td> <td> 104.85 MB </td></tr>\n",
" <tr><th> Shape </th><td> (139424013,) </td> <td> (13106200,) </td></tr>\n",
" <tr><th> Count </th><td> 12 Tasks </td><td> 11 Chunks </td></tr>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>seawater_conductivity_qartod_executed</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>&lt;U1</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;</div><input id='attrs-c1fbaae0-62fb-47ff-8178-437a8f8b85ea' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c1fbaae0-62fb-47ff-8178-437a8f8b85ea' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-13548c62-b30b-4e88-bd18-79fec0eca099' class='xr-var-data-in' type='checkbox'><label for='data-13548c62-b30b-4e88-bd18-79fec0eca099' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>comment :</span></dt><dd>Individual QARTOD test flags. For each datum, flags are listed in a string matching the order of the tests_executed attribute. Flags should be interpreted using the standard QARTOD mapping: [1: pass, 2: not_evaluated, 3: suspect_or_of_high_interest, 4: fail, 9: missing_data].</dd><dt><span>long_name :</span></dt><dd>Seawater Conductivity Individual QARTOD Flags</dd><dt><span>references :</span></dt><dd>https://ioos.noaa.gov/project/qartod https://github.com/ioos/ioos_qc</dd><dt><span>standard_name :</span></dt><dd>sea_water_electrical_conductivity status_flag</dd><dt><span>tests_executed :</span></dt><dd>gross_range_test</dd></dl></div><div class='xr-var-data'><table>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>seawater_conductivity_qartod_results</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>uint8</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;</div><input id='attrs-58c1aa3f-36f6-46a4-bf17-ea02984bfb28' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-58c1aa3f-36f6-46a4-bf17-ea02984bfb28' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-60c9712c-6c04-4b51-87f5-060d5aea9ef4' class='xr-var-data-in' type='checkbox'><label for='data-60c9712c-6c04-4b51-87f5-060d5aea9ef4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>comment :</span></dt><dd>Summary QARTOD test flags. For each datum, the flag is set to the most significant result of all QARTOD tests run for that datum.</dd><dt><span>coordinates :</span></dt><dd>lat depth lon time</dd><dt><span>flag_meanings :</span></dt><dd>pass not_evaluated suspect_or_of_high_interest fail missing_data</dd><dt><span>flag_values :</span></dt><dd>1,2,3,4,9</dd><dt><span>long_name :</span></dt><dd>Seawater Conductivity QARTOD Summary Flag</dd><dt><span>references :</span></dt><dd>https://ioos.noaa.gov/project/qartod https://github.com/ioos/ioos_qc</dd><dt><span>standard_name :</span></dt><dd>sea_water_electrical_conductivity status_flag</dd></dl></div><div class='xr-var-data'><table>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>seawater_conductivity_qc_executed</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>uint8</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;</div><input id='attrs-eafff4e6-8108-4064-aaa9-ed11bc9c4cbe' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-eafff4e6-8108-4064-aaa9-ed11bc9c4cbe' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fe42ae6a-9eec-40df-9bea-bb63768ef9cc' class='xr-var-data-in' type='checkbox'><label for='data-fe42ae6a-9eec-40df-9bea-bb63768ef9cc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>coordinates :</span></dt><dd>lat depth lon time</dd><dt><span>long_name :</span></dt><dd>QC Checks Executed</dd></dl></div><div class='xr-var-data'><table>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>seawater_conductivity_qc_results</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>uint8</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;</div><input id='attrs-3a10a632-4b08-4efe-bce9-41ace3b3ea77' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3a10a632-4b08-4efe-bce9-41ace3b3ea77' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f57fc6ea-0f5e-4b2b-a719-98baa79f3e71' class='xr-var-data-in' type='checkbox'><label for='data-f57fc6ea-0f5e-4b2b-a719-98baa79f3e71' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>coordinates :</span></dt><dd>lat depth lon time</dd><dt><span>long_name :</span></dt><dd>QC Checks Results</dd></dl></div><div class='xr-var-data'><table>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>seawater_pressure</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;</div><input id='attrs-52fbafe8-f2ea-4b05-b3be-ae0fec815e9c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-52fbafe8-f2ea-4b05-b3be-ae0fec815e9c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f0796eb2-7751-482a-9590-32fc5feed584' class='xr-var-data-in' type='checkbox'><label for='data-f0796eb2-7751-482a-9590-32fc5feed584' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>ancillary_variables :</span></dt><dd>seawater_pressure_qartod_results seawater_pressure_qartod_executed pressure pressure_temp</dd><dt><span>comment :</span></dt><dd>Seawater Pressure refers to the pressure exerted on a sensor in situ by the weight of the column of seawater above it. It is calculated by subtracting one standard atmosphere from the absolute pressure at the sensor to remove the weight of the atmosphere on top of the water column. The pressure at a sensor in situ provides a metric of the depth of that sensor.</dd><dt><span>coordinates :</span></dt><dd>lat depth lon time</dd><dt><span>data_product_identifier :</span></dt><dd>PRESWAT_L1</dd><dt><span>long_name :</span></dt><dd>Seawater Pressure</dd><dt><span>precision :</span></dt><dd>3</dd><dt><span>standard_name :</span></dt><dd>sea_water_pressure</dd><dt><span>units :</span></dt><dd>dbar</dd></dl></div><div class='xr-var-data'><table>\n",
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" <tr><th> Bytes </th><td> 1.12 GB </td> <td> 104.85 MB </td></tr>\n",
" <tr><th> Shape </th><td> (139424013,) </td> <td> (13106200,) </td></tr>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>seawater_pressure_qartod_executed</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>&lt;U1</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;</div><input id='attrs-dc7dae1e-ec4c-4fd4-9032-fe31bc293e9c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dc7dae1e-ec4c-4fd4-9032-fe31bc293e9c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6e56288a-00e9-4c3a-ae70-8d6b041df376' class='xr-var-data-in' type='checkbox'><label for='data-6e56288a-00e9-4c3a-ae70-8d6b041df376' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>comment :</span></dt><dd>Individual QARTOD test flags. For each datum, flags are listed in a string matching the order of the tests_executed attribute. Flags should be interpreted using the standard QARTOD mapping: [1: pass, 2: not_evaluated, 3: suspect_or_of_high_interest, 4: fail, 9: missing_data].</dd><dt><span>long_name :</span></dt><dd>Seawater Pressure Individual QARTOD Flags</dd><dt><span>references :</span></dt><dd>https://ioos.noaa.gov/project/qartod https://github.com/ioos/ioos_qc</dd><dt><span>standard_name :</span></dt><dd>sea_water_pressure status_flag</dd><dt><span>tests_executed :</span></dt><dd>gross_range_test</dd></dl></div><div class='xr-var-data'><table>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>seawater_pressure_qartod_results</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>uint8</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;</div><input id='attrs-bcea9381-30af-4f4c-a520-dc73b83ceba0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bcea9381-30af-4f4c-a520-dc73b83ceba0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-03c844ef-a61f-44f4-a76e-2ee2b1ccdee6' class='xr-var-data-in' type='checkbox'><label for='data-03c844ef-a61f-44f4-a76e-2ee2b1ccdee6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>comment :</span></dt><dd>Summary QARTOD test flags. For each datum, the flag is set to the most significant result of all QARTOD tests run for that datum.</dd><dt><span>coordinates :</span></dt><dd>lat depth lon time</dd><dt><span>flag_meanings :</span></dt><dd>pass not_evaluated suspect_or_of_high_interest fail missing_data</dd><dt><span>flag_values :</span></dt><dd>1,2,3,4,9</dd><dt><span>long_name :</span></dt><dd>Seawater Pressure QARTOD Summary Flag</dd><dt><span>references :</span></dt><dd>https://ioos.noaa.gov/project/qartod https://github.com/ioos/ioos_qc</dd><dt><span>standard_name :</span></dt><dd>sea_water_pressure status_flag</dd></dl></div><div class='xr-var-data'><table>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>seawater_pressure_qc_executed</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>uint8</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;</div><input id='attrs-8fa4df56-8190-4693-9e5d-037aa7a82e69' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8fa4df56-8190-4693-9e5d-037aa7a82e69' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9abb7013-437d-409d-81a0-4b4ce8730fea' class='xr-var-data-in' type='checkbox'><label for='data-9abb7013-437d-409d-81a0-4b4ce8730fea' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>coordinates :</span></dt><dd>lat depth lon time</dd><dt><span>long_name :</span></dt><dd>QC Checks Executed</dd></dl></div><div class='xr-var-data'><table>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>seawater_pressure_qc_results</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>uint8</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;</div><input id='attrs-5427bc85-d29f-4885-a510-80bb84ef9a1c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5427bc85-d29f-4885-a510-80bb84ef9a1c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-68574c9c-cc20-4e8a-9a99-90264d909024' class='xr-var-data-in' type='checkbox'><label for='data-68574c9c-cc20-4e8a-9a99-90264d909024' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>coordinates :</span></dt><dd>lat depth lon time</dd><dt><span>long_name :</span></dt><dd>QC Checks Results</dd></dl></div><div class='xr-var-data'><table>\n",
"<tr>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>seawater_temperature</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;</div><input id='attrs-9b7b3567-07bb-4309-98cd-1ae7bd05a711' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9b7b3567-07bb-4309-98cd-1ae7bd05a711' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eabc1f90-ffc7-4bbd-a6c7-1b13c1388691' class='xr-var-data-in' type='checkbox'><label for='data-eabc1f90-ffc7-4bbd-a6c7-1b13c1388691' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>ancillary_variables :</span></dt><dd>seawater_temperature_qartod_results seawater_temperature_qartod_executed temperature</dd><dt><span>comment :</span></dt><dd>Seawater temperature near the sensor.</dd><dt><span>coordinates :</span></dt><dd>lat depth lon time</dd><dt><span>data_product_identifier :</span></dt><dd>TEMPWAT_L1</dd><dt><span>long_name :</span></dt><dd>Seawater Temperature</dd><dt><span>precision :</span></dt><dd>4</dd><dt><span>standard_name :</span></dt><dd>sea_water_temperature</dd><dt><span>units :</span></dt><dd>degree_C</dd></dl></div><div class='xr-var-data'><table>\n",
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" <tbody>\n",
" <tr><th> Bytes </th><td> 1.12 GB </td> <td> 104.85 MB </td></tr>\n",
" <tr><th> Shape </th><td> (139424013,) </td> <td> (13106200,) </td></tr>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>seawater_temperature_qartod_executed</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>&lt;U1</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;</div><input id='attrs-682732c7-6641-417d-bad6-576bd08e12a5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-682732c7-6641-417d-bad6-576bd08e12a5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4bf81969-006d-4166-94a9-5fb99028be8a' class='xr-var-data-in' type='checkbox'><label for='data-4bf81969-006d-4166-94a9-5fb99028be8a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>comment :</span></dt><dd>Individual QARTOD test flags. For each datum, flags are listed in a string matching the order of the tests_executed attribute. Flags should be interpreted using the standard QARTOD mapping: [1: pass, 2: not_evaluated, 3: suspect_or_of_high_interest, 4: fail, 9: missing_data].</dd><dt><span>long_name :</span></dt><dd>Seawater Temperature Individual QARTOD Flags</dd><dt><span>references :</span></dt><dd>https://ioos.noaa.gov/project/qartod https://github.com/ioos/ioos_qc</dd><dt><span>standard_name :</span></dt><dd>sea_water_temperature status_flag</dd><dt><span>tests_executed :</span></dt><dd>gross_range_test</dd></dl></div><div class='xr-var-data'><table>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>seawater_temperature_qartod_results</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>uint8</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;</div><input id='attrs-969bc8ff-da4e-4ad6-85b0-6a577a00ca8a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-969bc8ff-da4e-4ad6-85b0-6a577a00ca8a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8cf2c0c5-1a3c-4ed0-b41a-d9e451910ae5' class='xr-var-data-in' type='checkbox'><label for='data-8cf2c0c5-1a3c-4ed0-b41a-d9e451910ae5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>comment :</span></dt><dd>Summary QARTOD test flags. For each datum, the flag is set to the most significant result of all QARTOD tests run for that datum.</dd><dt><span>coordinates :</span></dt><dd>lat depth lon time</dd><dt><span>flag_meanings :</span></dt><dd>pass not_evaluated suspect_or_of_high_interest fail missing_data</dd><dt><span>flag_values :</span></dt><dd>1,2,3,4,9</dd><dt><span>long_name :</span></dt><dd>Seawater Temperature QARTOD Summary Flag</dd><dt><span>references :</span></dt><dd>https://ioos.noaa.gov/project/qartod https://github.com/ioos/ioos_qc</dd><dt><span>standard_name :</span></dt><dd>sea_water_temperature status_flag</dd></dl></div><div class='xr-var-data'><table>\n",
"<tr>\n",
"<td>\n",
"<table>\n",
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" <tr><td> </td><th> Array </th><th> Chunk </th></tr>\n",
" </thead>\n",
" <tbody>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>seawater_temperature_qc_executed</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>uint8</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;</div><input id='attrs-ddd6396b-846b-439e-b4b8-d02adf7bcfd7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ddd6396b-846b-439e-b4b8-d02adf7bcfd7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0c947137-17fe-433f-a619-2c03c5dece20' class='xr-var-data-in' type='checkbox'><label for='data-0c947137-17fe-433f-a619-2c03c5dece20' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>coordinates :</span></dt><dd>lat depth lon time</dd><dt><span>long_name :</span></dt><dd>QC Checks Executed</dd></dl></div><div class='xr-var-data'><table>\n",
"<tr>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>seawater_temperature_qc_results</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>uint8</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;</div><input id='attrs-b89165f9-d5dd-4eaf-b2d1-9a82a5d9451f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b89165f9-d5dd-4eaf-b2d1-9a82a5d9451f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cd2b1e9e-07a6-493b-9ae1-2978c74f5398' class='xr-var-data-in' type='checkbox'><label for='data-cd2b1e9e-07a6-493b-9ae1-2978c74f5398' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>coordinates :</span></dt><dd>lat depth lon time</dd><dt><span>long_name :</span></dt><dd>QC Checks Results</dd></dl></div><div class='xr-var-data'><table>\n",
"<tr>\n",
"<td>\n",
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" <tr><td> </td><th> Array </th><th> Chunk </th></tr>\n",
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" <tbody>\n",
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"</table>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>temperature</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13106200,), meta=np.ndarray&gt;</div><input id='attrs-bd5f1530-edf8-4eb8-a412-f65465767b20' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bd5f1530-edf8-4eb8-a412-f65465767b20' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a5bf68d3-d2dc-45f5-9a60-3be884780015' class='xr-var-data-in' type='checkbox'><label for='data-a5bf68d3-d2dc-45f5-9a60-3be884780015' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>comment :</span></dt><dd>Seawater temperature unprocessed measurement near the sensor.</dd><dt><span>coordinates :</span></dt><dd>lat depth lon time</dd><dt><span>data_product_identifier :</span></dt><dd>TEMPWAT_L0</dd><dt><span>long_name :</span></dt><dd>Seawater Temperature Measurement</dd><dt><span>precision :</span></dt><dd>0</dd><dt><span>units :</span></dt><dd>counts</dd></dl></div><div class='xr-var-data'><table>\n",
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" <tr><th> Count </th><td> 12 Tasks </td><td> 11 Chunks </td></tr>\n",
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"</table>\n",
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"</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-b6158d4e-6b15-4dcc-93c5-0c1111e9eecf' class='xr-section-summary-in' type='checkbox' ><label for='section-b6158d4e-6b15-4dcc-93c5-0c1111e9eecf' class='xr-section-summary' >Attributes: <span>(51)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.6</dd><dt><span>Metadata_Conventions :</span></dt><dd>Unidata Dataset Discovery v1.0</dd><dt><span>Notes :</span></dt><dd>This netCDF product is a copy of the data on the University of Washington AWS Cloud Infrastructure.</dd><dt><span>Owner :</span></dt><dd>University of Washington Cabled Array Value Add Team.</dd><dt><span>cdm_data_type :</span></dt><dd>Point</dd><dt><span>collection_method :</span></dt><dd>streamed</dd><dt><span>comment :</span></dt><dd>Some of the metadata of this dataset has been modified to be CF-1.6 compliant.</dd><dt><span>creator_name :</span></dt><dd>Ocean Observatories Initiative</dd><dt><span>creator_url :</span></dt><dd>http://oceanobservatories.org/</dd><dt><span>date_created :</span></dt><dd>2021-03-01T00:42:50.285961</dd><dt><span>date_downloaded :</span></dt><dd>2021-03-01T00:13:14.366928</dd><dt><span>date_modified :</span></dt><dd>2021-03-01T00:42:50.285967</dd><dt><span>date_processed :</span></dt><dd>2021-03-01T11:40:48.664901</dd><dt><span>featureType :</span></dt><dd>point</dd><dt><span>geospatial_lat_max :</span></dt><dd>44.52897</dd><dt><span>geospatial_lat_min :</span></dt><dd>44.52897</dd><dt><span>geospatial_lat_resolution :</span></dt><dd>0.1</dd><dt><span>geospatial_lat_units :</span></dt><dd>degrees_north</dd><dt><span>geospatial_lon_max :</span></dt><dd>-125.38937</dd><dt><span>geospatial_lon_min :</span></dt><dd>-125.38937</dd><dt><span>geospatial_lon_resolution :</span></dt><dd>0.1</dd><dt><span>geospatial_lon_units :</span></dt><dd>degrees_east</dd><dt><span>geospatial_vertical_positive :</span></dt><dd>down</dd><dt><span>geospatial_vertical_resolution :</span></dt><dd>0.1</dd><dt><span>geospatial_vertical_units :</span></dt><dd>meters</dd><dt><span>history :</span></dt><dd>2021-03-01T00:42:50.285892 generated from Stream Engine</dd><dt><span>id :</span></dt><dd>RS01SBPS-SF01A-2A-CTDPFA102-streamed-ctdpf_sbe43_sample</dd><dt><span>infoUrl :</span></dt><dd>http://oceanobservatories.org/</dd><dt><span>institution :</span></dt><dd>Ocean Observatories Initiative</dd><dt><span>keywords :</span></dt><dd></dd><dt><span>keywords_vocabulary :</span></dt><dd></dd><dt><span>license :</span></dt><dd></dd><dt><span>naming_authority :</span></dt><dd>org.oceanobservatories</dd><dt><span>nodc_template_version :</span></dt><dd>NODC_NetCDF_TimeSeries_Orthogonal_Template_v1.1</dd><dt><span>node :</span></dt><dd>SF01A</dd><dt><span>processing_level :</span></dt><dd>L2</dd><dt><span>project :</span></dt><dd>Ocean Observatories Initiative</dd><dt><span>publisher_email :</span></dt><dd></dd><dt><span>publisher_name :</span></dt><dd>Ocean Observatories Initiative</dd><dt><span>publisher_url :</span></dt><dd>http://oceanobservatories.org/</dd><dt><span>references :</span></dt><dd>More information can be found at http://oceanobservatories.org/</dd><dt><span>sensor :</span></dt><dd>2A-CTDPFA102</dd><dt><span>source :</span></dt><dd>RS01SBPS-SF01A-2A-CTDPFA102-streamed-ctdpf_sbe43_sample</dd><dt><span>sourceUrl :</span></dt><dd>http://oceanobservatories.org/</dd><dt><span>standard_name_vocabulary :</span></dt><dd>NetCDF Climate and Forecast (CF) Metadata Convention Standard Name Table 29</dd><dt><span>stream :</span></dt><dd>ctdpf_sbe43_sample</dd><dt><span>subsite :</span></dt><dd>RS01SBPS</dd><dt><span>summary :</span></dt><dd>Dataset Generated by Stream Engine from Ocean Observatories Initiative</dd><dt><span>time_coverage_end :</span></dt><dd>2014-12-17T11:59:59.924606</dd><dt><span>time_coverage_start :</span></dt><dd>2014-10-06T22:05:23.269171</dd><dt><span>title :</span></dt><dd>Data produced by Stream Engine version 1.18.0 for RS01SBPS-SF01A-2A-CTDPFA102-streamed-ctdpf_sbe43_sample</dd></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (time: 139424013)\n",
"Coordinates:\n",
" * time (time) datetime64[ns] 2014-10-06T...\n",
"Data variables: (12/38)\n",
" conductivity (time) float64 dask.array<chunksize=(13106200,), meta=np.ndarray>\n",
" corrected_dissolved_oxygen (time) float64 dask.array<chunksize=(13106200,), meta=np.ndarray>\n",
" corrected_dissolved_oxygen_qc_executed (time) uint8 dask.array<chunksize=(13106200,), meta=np.ndarray>\n",
" corrected_dissolved_oxygen_qc_results (time) uint8 dask.array<chunksize=(13106200,), meta=np.ndarray>\n",
" density (time) float64 dask.array<chunksize=(13106200,), meta=np.ndarray>\n",
" density_qc_executed (time) uint8 dask.array<chunksize=(13106200,), meta=np.ndarray>\n",
" ... ...\n",
" seawater_temperature (time) float64 dask.array<chunksize=(13106200,), meta=np.ndarray>\n",
" seawater_temperature_qartod_executed (time) <U1 dask.array<chunksize=(13106200,), meta=np.ndarray>\n",
" seawater_temperature_qartod_results (time) uint8 dask.array<chunksize=(13106200,), meta=np.ndarray>\n",
" seawater_temperature_qc_executed (time) uint8 dask.array<chunksize=(13106200,), meta=np.ndarray>\n",
" seawater_temperature_qc_results (time) uint8 dask.array<chunksize=(13106200,), meta=np.ndarray>\n",
" temperature (time) float64 dask.array<chunksize=(13106200,), meta=np.ndarray>\n",
"Attributes: (12/51)\n",
" Conventions: CF-1.6\n",
" Metadata_Conventions: Unidata Dataset Discovery v1.0\n",
" Notes: This netCDF product is a copy of the dat...\n",
" Owner: University of Washington Cabled Array Va...\n",
" cdm_data_type: Point\n",
" collection_method: streamed\n",
" ... ...\n",
" stream: ctdpf_sbe43_sample\n",
" subsite: RS01SBPS\n",
" summary: Dataset Generated by Stream Engine from ...\n",
" time_coverage_end: 2014-12-17T11:59:59.924606\n",
" time_coverage_start: 2014-10-06T22:05:23.269171\n",
" title: Data produced by Stream Engine version 1..."
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dataset"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "orange-respondent",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:cava-data]",
"language": "python",
"name": "conda-env-cava-data-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.8"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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