{"notebook_content":"\n\n\n\n\nNotebook\n\n\n\n\n\n\n\n\n\n\n\n\n
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Visualising ACTRIS data with Providentia\u00b6

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Import libraries\u00b6

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In\u00a0[1]:
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%matplotlib inline\n
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In\u00a0[2]:
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import sys\nsys.path.append('/tljh-home/shared/providentia')\n
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In\u00a0[3]:
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import providentia as prv\n
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Load configuration file\u00b6

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We are going to load hourly data for ozone mass concentration from the ACTRIS framework for the year 2018.

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In\u00a0[4]:
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provi = prv.Providentia('actris_vre.conf')\n
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In\u00a0[5]:
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provi.print_config()\n
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[ACTRIS]\nframework = actris/actris\nspecies = ozone mass concentration\nresolution = hourly\nstart_date = 20240101\nend_date = 20250101\nreport_type = standard\nreport_summary = True\nreport_stations = False\nreport_filename = PROVIDENTIA_Report\nreport_title = Report\nobservations_data_label = Ozone Mass Concentration\ndl_thredds_update = False\n
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Download data\u00b6

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Now we format and download the data from NILU Thredds server (https://thredds.nilu.no/thredds/catalog/ebas_doi/catalog.html) into the path defined in settings/data_paths.json for local machines.

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In\u00a0[6]:
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provi.download()\n
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Starting Providentia download...\n\nStarting ACTRIS section download...\n
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\nThere are some files that were already downloaded in a previous download, do you want to overwrite them ([y]/n)?  \n
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\n----------------------------------------\n\nDownloading ACTRIS framework data from EBAS DOI...\n\n  - /home/avilanov/data/providentia/obs/nonghost/actris/actris/hourly/sconco3, source: https://prod-actris-md2.nilu.no/metadata/content/ozone mass concentration\n
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    Processing station data: 100%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588| 94/94
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    === ERRORS (7) ===\n    https://thredds.nilu.no/thredds/dodsC/ebas_doi/BK/7Q/E7/BK7Q-E7TT.nc (US1200R): Opening file: NetCDF: Access failure.\n    https://thredds.nilu.no/thredds/dodsC/ebas_doi/CP/HG/6U/CPHG-6UUG.nc (US6001R): Opening file: NetCDF: Access failure.\n    https://thredds.nilu.no/thredds/dodsC/ebas_doi/DP/4J/XX/DP4J-XXFY.nc (DK0025G): Opening file: NetCDF: Access failure.\n    https://thredds.nilu.no/thredds/dodsC/ebas_doi/K7/H9/6Y/K7H9-6YVZ.nc (US6005G): Opening file: NetCDF: Access failure.\n    https://thredds.nilu.no/thredds/dodsC/ebas_doi/P3/NZ/JR/P3NZ-JR85.nc (US6004G): Opening file: NetCDF: Access failure.\n    https://thredds.nilu.no/thredds/dodsC/ebas_doi/PY/M7/CH/PYM7-CHMW.nc (GR0002R): Opening file: NetCDF: Access failure.\n    https://thredds.nilu.no/thredds/dodsC/ebas_doi/R5/T2/BQ/R5T2-BQ47.nc (NZ0003G): Opening file: NetCDF: Access failure.\n    === WARNINGS (7) ===\n    https://thredds.nilu.no/thredds/dodsC/ebas_doi/CA/9B/FE/CA9B-FEA3.nc (NZ0002R): No data available after filtering by time.\n    https://thredds.nilu.no/thredds/dodsC/ebas_doi/9V/SD/42/9VSD-426S.nc (IT0009R): No data available after filtering by time.\n    https://thredds.nilu.no/thredds/dodsC/ebas_doi/K2/9Z/6P/K29Z-6PPE.nc (GB0059G): No data available after filtering by time.\n    https://thredds.nilu.no/thredds/dodsC/ebas_doi/MU/SD/B7/MUSD-B7H4.nc (MT0001R): No data available after filtering by time.\n    https://thredds.nilu.no/thredds/dodsC/ebas_doi/MY/4E/5Z/MY4E-5ZG4.nc (NZ0001R): No data available after filtering by time.\n    https://thredds.nilu.no/thredds/dodsC/ebas_doi/Q4/C6/9K/Q4C6-9KT9.nc (BO0001R): No data available after filtering by time.\n    https://thredds.nilu.no/thredds/dodsC/ebas_doi/ZG/PT/VV/ZGPT-VV3Q.nc (IE0001R): No data available after filtering by time.\n
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\n    Downloading files (12): 100%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588|12/12\n
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Read data\u00b6

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It is time to explore the data, for this we need to first load it in memory.

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In\u00a0[7]:
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provi.load()\n
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\nUpdating file tree /home/avilanov/software/providentia/settings/internal/ghost_filetree_1.5.json...\nUpdating file tree /home/avilanov/software/providentia/settings/internal/nonghost_filetree.json...\nReading data\n\nOBSERVATIONS\n - actris/actris|sconco3\nResetting data filters to when class was initialised, loading ACTRIS subsection filters.\nFiltering data\n
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In\u00a0[8]:
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data = provi.data(format='xr')\ndata\n
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Out[8]:
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<xarray.Dataset> Size: 5MB\nDimensions:                                                       (\n                                                                   data_label: 1,\n                                                                   station_actris_actris|sconco3: 80,\n                                                                   time: 8784,\n                                                                   month: 12)\nCoordinates:\n  * time                                                          (time) datetime64[ns] 70kB ...\nDimensions without coordinates: data_label, station_actris_actris|sconco3, month\nData variables: (12/29)\n    data_labels                                                   (data_label) <U24 96B ...\n    actris_actris|sconco3_data                                    (data_label, station_actris_actris|sconco3, time) float32 3MB ...\n    actris_actris|sconco3_station_reference                       (station_actris_actris|sconco3, month) <U7 27kB ...\n    actris_actris|sconco3_longitude                               (station_actris_actris|sconco3, month) float64 8kB ...\n    actris_actris|sconco3_latitude                                (station_actris_actris|sconco3, month) float64 8kB ...\n    actris_actris|sconco3_station_name                            (station_actris_actris|sconco3, month) <U34 131kB ...\n    ...                                                            ...\n    actris_actris|sconco3_contact_name                            (station_actris_actris|sconco3, month) <U75 288kB ...\n    actris_actris|sconco3_contact_institution                     (station_actris_actris|sconco3, month) <U4 15kB ...\n    actris_actris|sconco3_contact_email_address                   (station_actris_actris|sconco3, month) <U12 46kB ...\n    actris_actris|sconco3_data_licence                            (station_actris_actris|sconco3, month) <U3 12kB ...\n    actris_actris|sconco3_doi                                     (station_actris_actris|sconco3, month) <U4 15kB ...\n    actris_actris|sconco3_actris_national_facility                (station_actris_actris|sconco3, month) <U5 19kB ...\nAttributes:\n    title:        Saved data from Providentia\n    institution:  Barcelona Supercomputing Center\n    source:       Providentia
xarray.Dataset
    • data_label: 1
    • station_actris_actris|sconco3: 80
    • time: 8784
    • month: 12
    • time
      (time)
      datetime64[ns]
      2024-01-01 ... 2024-12-31T23:00:00
      standard_name :
      time
      long_name :
      time
      description :
      Time in hours since 2024-01-01 00:00 UTC. Time given refers to the start of the time window the measurement is representative of (temporal resolution).
      axis :
      T
      tz :
      UTC
      array(['2024-01-01T00:00:00.000000000', '2024-01-01T01:00:00.000000000',\n       '2024-01-01T02:00:00.000000000', ..., '2024-12-31T21:00:00.000000000',\n       '2024-12-31T22:00:00.000000000', '2024-12-31T23:00:00.000000000'],\n      shape=(8784,), dtype='datetime64[ns]')
    • data_labels
      (data_label)
      <U24
      'Ozone Mass Concentration'
      standard_name :
      data_labels
      long_name :
      data_labels
      description :
      Labels associated with each data array, e.g. observations, model_1, etc.
      array(['Ozone Mass Concentration'], dtype='<U24')
    • actris_actris|sconco3_data
      (data_label, station_actris_actris|sconco3, time)
      float32
      27.26 24.8 21.65 ... nan nan nan
      standard_name :
      ozone
      long_name :
      ozone
      units :
      nmol mol-1
      description :
      Measured value of surface ozone for the stated temporal resolution.
      resolution :
      hourly
      resampling_resolution :
      None
      start_date :
      20240101
      end_date :
      20250101
      temporal_colocation :
      True
      spatial_colocation :
      True
      filter_species :
      {}
      forecast :
      []
      calibration_factor :
      {}
      remove_extreme_stations :
      None
      statistic_mode :
      Temporal|Spatial
      statistic_aggregation :
      Median
      periodic_statistic_mode :
      Independent
      periodic_statistic_aggregation :
      Median
      timeseries_statistic_aggregation :
      Median
      spatial_colocation_tolerance :
      19.053
      spatial_colocation_station_reference :
      True
      spatial_colocation_station_name :
      True
      spatial_colocation_longitude_latitude :
      True
      spatial_colocation_measurement_altitude :
      True
      spatial_colocation_validation :
      True
      spatial_colocation_validation_tolerance :
      10000.0
      array([[[27.256, 24.802, 21.649, ..., 25.161, 25.081, 23.784],\n        [   nan,    nan,    nan, ..., 30.8  , 28.2  , 27.5  ],\n        [53.4  , 56.3  , 55.4  , ..., 66.9  , 66.2  , 67.9  ],\n        ...,\n        [63.552, 72.551, 60.04 , ..., 70.396, 69.677, 69.318],\n        [42.281, 41.004, 45.055, ...,    nan,    nan,    nan],\n        [37.31 , 38.51 , 39.31 , ...,    nan,    nan,    nan]]],\n      shape=(1, 80, 8784), dtype=float32)
    • actris_actris|sconco3_station_reference
      (station_actris_actris|sconco3, month)
      <U7
      'AR0002G' 'AR0002G' ... 'ZA0001G'
      standard_name :
      station reference
      long_name :
      station reference identifier
      units :
      unitless
      description :
      reference ID for station.
      array([['AR0002G', 'AR0002G', 'AR0002G', 'AR0002G', 'AR0002G', 'AR0002G',\n        'AR0002G', 'AR0002G', 'AR0002G', 'AR0002G', 'AR0002G', 'AR0002G'],\n       ['AT0002R', 'AT0002R', 'AT0002R', 'AT0002R', 'AT0002R', 'AT0002R',\n        'AT0002R', 'AT0002R', 'AT0002R', 'AT0002R', 'AT0002R', 'AT0002R'],\n       ['AT0005R', 'AT0005R', 'AT0005R', 'AT0005R', 'AT0005R', 'AT0005R',\n        'AT0005R', 'AT0005R', 'AT0005R', 'AT0005R', 'AT0005R', 'AT0005R'],\n       ['AT0030R', 'AT0030R', 'AT0030R', 'AT0030R', 'AT0030R', 'AT0030R',\n        'AT0030R', 'AT0030R', 'AT0030R', 'AT0030R', 'AT0030R', 'AT0030R'],\n       ['AT0032R', 'AT0032R', 'AT0032R', 'AT0032R', 'AT0032R', 'AT0032R',\n        'AT0032R', 'AT0032R', 'AT0032R', 'AT0032R', 'AT0032R', 'AT0032R'],\n       ['AT0034G', 'AT0034G', 'AT0034G', 'AT0034G', 'AT0034G', 'AT0034G',\n        'AT0034G', 'AT0034G', 'AT0034G', 'AT0034G', 'AT0034G', 'AT0034G'],\n       ['AT0040R', 'AT0040R', 'AT0040R', 'AT0040R', 'AT0040R', 'AT0040R',\n        'AT0040R', 'AT0040R', 'AT0040R', 'AT0040R', 'AT0040R', 'AT0040R'],\n       ['AT0041R', 'AT0041R', 'AT0041R', 'AT0041R', 'AT0041R', 'AT0041R',\n        'AT0041R', 'AT0041R', 'AT0041R', 'AT0041R', 'AT0041R', 'AT0041R'],\n       ['AT0042R', 'AT0042R', 'AT0042R', 'AT0042R', 'AT0042R', 'AT0042R',\n        'AT0042R', 'AT0042R', 'AT0042R', 'AT0042R', 'AT0042R', 'AT0042R'],\n       ['AT0043R', 'AT0043R', 'AT0043R', 'AT0043R', 'AT0043R', 'AT0043R',\n        'AT0043R', 'AT0043R', 'AT0043R', 'AT0043R', 'AT0043R', 'AT0043R'],\n...\n        'SI0008R', 'SI0008R', 'SI0008R', 'SI0008R', 'SI0008R', 'SI0008R'],\n       ['SI0031R', 'SI0031R', 'SI0031R', 'SI0031R', 'SI0031R', 'SI0031R',\n        'SI0031R', 'SI0031R', 'SI0031R', 'SI0031R', 'SI0031R', 'SI0031R'],\n       ['SI0032R', 'SI0032R', 'SI0032R', 'SI0032R', 'SI0032R', 'SI0032R',\n        'SI0032R', 'SI0032R', 'SI0032R', 'SI0032R', 'SI0032R', 'SI0032R'],\n       ['SK0002R', 'SK0002R', 'SK0002R', 'SK0002R', 'SK0002R', 'SK0002R',\n        'SK0002R', 'SK0002R', 'SK0002R', 'SK0002R', 'SK0002R', 'SK0002R'],\n       ['SK0006R', 'SK0006R', 'SK0006R', 'SK0006R', 'SK0006R', 'SK0006R',\n        'SK0006R', 'SK0006R', 'SK0006R', 'SK0006R', 'SK0006R', 'SK0006R'],\n       ['SK0007R', 'SK0007R', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'SK0007R', 'SK0007R', 'SK0007R', 'SK0007R', 'SK0007R'],\n       ['US0008R', 'US0008R', 'US0008R', 'US0008R', 'US0008R', 'US0008R',\n        'US0008R', 'US0008R', 'US0008R', 'US0008R', 'US0008R', 'US0008R'],\n       ['US0901R', 'US0901R', 'US0901R', 'US0901R', 'US0901R', 'US0901R',\n        'US0901R', 'US0901R', 'US0901R', 'US0901R', 'US0901R', 'US0901R'],\n       ['VN0001R', 'VN0001R', 'VN0001R', 'VN0001R', 'VN0001R', 'VN0001R',\n        'VN0001R', 'VN0001R', 'VN0001R', 'VN0001R', 'VN0001R', 'VN0001R'],\n       ['ZA0001G', 'ZA0001G', 'ZA0001G', 'ZA0001G', 'ZA0001G', 'ZA0001G',\n        'ZA0001G', 'ZA0001G', 'ZA0001G', 'ZA0001G', 'ZA0001G', 'ZA0001G']],\n      dtype='<U7')
    • actris_actris|sconco3_longitude
      (station_actris_actris|sconco3, month)
      float64
      -68.31 -68.31 ... 18.49 18.49
      standard_name :
      longitude
      long_name :
      longitude
      units :
      decimal degrees East
      description :
      Geodetic longitude of measuring instrument, in decimal degrees East, following the stated horizontal datum.
      axis :
      X
      array([[ -68.31069183,  -68.31069183,  -68.31069183,  -68.31069183,\n         -68.31069183,  -68.31069183,  -68.31069183,  -68.31069183,\n         -68.31069183,  -68.31069183,  -68.31069183,  -68.31069183],\n       [  16.76666   ,   16.76666   ,   16.76666   ,   16.76666   ,\n          16.76666   ,   16.76666   ,   16.76666   ,   16.76666   ,\n          16.76666   ,   16.76666   ,   16.76666   ,   16.76666   ],\n       [  12.972222  ,   12.972222  ,   12.972222  ,   12.972222  ,\n          12.972222  ,   12.972222  ,   12.972222  ,   12.972222  ,\n          12.972222  ,   12.972222  ,   12.972222  ,   12.972222  ],\n       [  15.942222  ,   15.942222  ,   15.942222  ,   15.942222  ,\n          15.942222  ,   15.942222  ,   15.942222  ,   15.942222  ,\n          15.942222  ,   15.942222  ,   15.942222  ,   15.942222  ],\n       [   9.926667  ,    9.926667  ,    9.926667  ,    9.926667  ,\n           9.926667  ,    9.926667  ,    9.926667  ,    9.926667  ,\n           9.926667  ,    9.926667  ,    9.926667  ,    9.926667  ],\n       [  12.95794   ,   12.95794   ,   12.95794   ,   12.95794   ,\n          12.95794   ,   12.95794   ,   12.95794   ,   12.95794   ,\n          12.95794   ,   12.95794   ,   12.95794   ,   12.95794   ],\n       [  15.882222  ,   15.882222  ,   15.882222  ,   15.882222  ,\n          15.882222  ,   15.882222  ,   15.882222  ,   15.882222  ,\n...\n          19.583333  ,   19.583333  ,   19.583333  ,   19.583333  ,\n          19.583333  ,   19.583333  ,   19.583333  ,   19.583333  ],\n       [  22.266667  ,   22.266667  ,   22.266667  ,   22.266667  ,\n          22.266667  ,   22.266667  ,   22.266667  ,   22.266667  ,\n          22.266667  ,   22.266667  ,   22.266667  ,   22.266667  ],\n       [  17.860556  ,   17.860556  ,           nan,           nan,\n                  nan,           nan,           nan,   17.860556  ,\n          17.860556  ,   17.860556  ,   17.860556  ,   17.860556  ],\n       [-156.6114655 , -156.6114655 , -156.6114655 , -156.6114655 ,\n        -156.6114655 , -156.6114655 , -156.6114655 , -156.6114655 ,\n        -156.6114655 , -156.6114655 , -156.6114655 , -156.6114655 ],\n       [-105.2368    , -105.2368    , -105.2368    , -105.2368    ,\n        -105.2368    , -105.2368    , -105.2368    , -105.2368    ,\n        -105.2368    , -105.2368    , -105.2368    , -105.2368    ],\n       [ 103.5157    ,  103.5157    ,  103.5157    ,  103.5157    ,\n         103.5157    ,  103.5157    ,  103.5157    ,  103.5157    ,\n         103.5157    ,  103.5157    ,  103.5157    ,  103.5157    ],\n       [  18.48968   ,   18.48968   ,   18.48968   ,   18.48968   ,\n          18.48968   ,   18.48968   ,   18.48968   ,   18.48968   ,\n          18.48968   ,   18.48968   ,   18.48968   ,   18.48968   ]])
    • actris_actris|sconco3_latitude
      (station_actris_actris|sconco3, month)
      float64
      -54.85 -54.85 ... -34.35 -34.35
      standard_name :
      latitude
      long_name :
      latitude
      units :
      decimal degrees North
      description :
      Geodetic latitude of measuring instrument, in decimal degrees North, following the stated horizontal datum.
      axis :
      Y
      array([[-54.84846497, -54.84846497, -54.84846497, -54.84846497,\n        -54.84846497, -54.84846497, -54.84846497, -54.84846497,\n        -54.84846497, -54.84846497, -54.84846497, -54.84846497],\n       [ 47.76666   ,  47.76666   ,  47.76666   ,  47.76666   ,\n         47.76666   ,  47.76666   ,  47.76666   ,  47.76666   ,\n         47.76666   ,  47.76666   ,  47.76666   ,  47.76666   ],\n       [ 46.677778  ,  46.677778  ,  46.677778  ,  46.677778  ,\n         46.677778  ,  46.677778  ,  46.677778  ,  46.677778  ,\n         46.677778  ,  46.677778  ,  46.677778  ,  46.677778  ],\n       [ 48.721111  ,  48.721111  ,  48.721111  ,  48.721111  ,\n         48.721111  ,  48.721111  ,  48.721111  ,  48.721111  ,\n         48.721111  ,  48.721111  ,  48.721111  ,  48.721111  ],\n       [ 47.529167  ,  47.529167  ,  47.529167  ,  47.529167  ,\n         47.529167  ,  47.529167  ,  47.529167  ,  47.529167  ,\n         47.529167  ,  47.529167  ,  47.529167  ,  47.529167  ],\n       [ 47.05407   ,  47.05407   ,  47.05407   ,  47.05407   ,\n         47.05407   ,  47.05407   ,  47.05407   ,  47.05407   ,\n         47.05407   ,  47.05407   ,  47.05407   ,  47.05407   ],\n       [ 47.348056  ,  47.348056  ,  47.348056  ,  47.348056  ,\n         47.348056  ,  47.348056  ,  47.348056  ,  47.348056  ,\n...\n         48.933333  ,  48.933333  ,  48.933333  ,  48.933333  ,\n         48.933333  ,  48.933333  ,  48.933333  ,  48.933333  ],\n       [ 49.05      ,  49.05      ,  49.05      ,  49.05      ,\n         49.05      ,  49.05      ,  49.05      ,  49.05      ,\n         49.05      ,  49.05      ,  49.05      ,  49.05      ],\n       [ 47.96      ,  47.96      ,          nan,          nan,\n                 nan,          nan,          nan,  47.96      ,\n         47.96      ,  47.96      ,  47.96      ,  47.96      ],\n       [ 71.32301331,  71.32301331,  71.32301331,  71.32301331,\n         71.32301331,  71.32301331,  71.32301331,  71.32301331,\n         71.32301331,  71.32301331,  71.32301331,  71.32301331],\n       [ 40.12498   ,  40.12498   ,  40.12498   ,  40.12498   ,\n         40.12498   ,  40.12498   ,  40.12498   ,  40.12498   ,\n         40.12498   ,  40.12498   ,  40.12498   ,  40.12498   ],\n       [ 21.5731    ,  21.5731    ,  21.5731    ,  21.5731    ,\n         21.5731    ,  21.5731    ,  21.5731    ,  21.5731    ,\n         21.5731    ,  21.5731    ,  21.5731    ,  21.5731    ],\n       [-34.35348   , -34.35348   , -34.35348   , -34.35348   ,\n        -34.35348   , -34.35348   , -34.35348   , -34.35348   ,\n        -34.35348   , -34.35348   , -34.35348   , -34.35348   ]])
    • actris_actris|sconco3_station_name
      (station_actris_actris|sconco3, month)
      <U34
      'Ushuaia' ... 'Cape Point'
      standard_name :
      station name
      long_name :
      station name
      units :
      unitless
      description :
      Name of station where the measurement was conducted.
      array([['Ushuaia', 'Ushuaia', 'Ushuaia', 'Ushuaia', 'Ushuaia', 'Ushuaia',\n        'Ushuaia', 'Ushuaia', 'Ushuaia', 'Ushuaia', 'Ushuaia', 'Ushuaia'],\n       ['Illmitz', 'Illmitz', 'Illmitz', 'Illmitz', 'Illmitz', 'Illmitz',\n        'Illmitz', 'Illmitz', 'Illmitz', 'Illmitz', 'Illmitz', 'Illmitz'],\n       ['Vorhegg', 'Vorhegg', 'Vorhegg', 'Vorhegg', 'Vorhegg', 'Vorhegg',\n        'Vorhegg', 'Vorhegg', 'Vorhegg', 'Vorhegg', 'Vorhegg', 'Vorhegg'],\n       ['Pillersdorf bei Retz', 'Pillersdorf bei Retz',\n        'Pillersdorf bei Retz', 'Pillersdorf bei Retz',\n        'Pillersdorf bei Retz', 'Pillersdorf bei Retz',\n        'Pillersdorf bei Retz', 'Pillersdorf bei Retz',\n        'Pillersdorf bei Retz', 'Pillersdorf bei Retz',\n        'Pillersdorf bei Retz', 'Pillersdorf bei Retz'],\n       ['Sulzberg', 'Sulzberg', 'Sulzberg', 'Sulzberg', 'Sulzberg',\n        'Sulzberg', 'Sulzberg', 'Sulzberg', 'Sulzberg', 'Sulzberg',\n        'Sulzberg', 'Sulzberg'],\n       ['Sonnblick', 'Sonnblick', 'Sonnblick', 'Sonnblick', 'Sonnblick',\n        'Sonnblick', 'Sonnblick', 'Sonnblick', 'Sonnblick', 'Sonnblick',\n        'Sonnblick', 'Sonnblick'],\n       ['Masenberg', 'Masenberg', 'Masenberg', 'Masenberg', 'Masenberg',\n        'Masenberg', 'Masenberg', 'Masenberg', 'Masenberg', 'Masenberg',\n...\n       ['Chopok', 'Chopok', 'Chopok', 'Chopok', 'Chopok', 'Chopok',\n        'Chopok', 'Chopok', 'Chopok', 'Chopok', 'Chopok', 'Chopok'],\n       ['Starina', 'Starina', 'Starina', 'Starina', 'Starina', 'Starina',\n        'Starina', 'Starina', 'Starina', 'Starina', 'Starina', 'Starina'],\n       ['Topolniky', 'Topolniky', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'Topolniky', 'Topolniky', 'Topolniky', 'Topolniky', 'Topolniky'],\n       ['Barrow', 'Barrow', 'Barrow', 'Barrow', 'Barrow', 'Barrow',\n        'Barrow', 'Barrow', 'Barrow', 'Barrow', 'Barrow', 'Barrow'],\n       ['Boulder Table Mountain', 'Boulder Table Mountain',\n        'Boulder Table Mountain', 'Boulder Table Mountain',\n        'Boulder Table Mountain', 'Boulder Table Mountain',\n        'Boulder Table Mountain', 'Boulder Table Mountain',\n        'Boulder Table Mountain', 'Boulder Table Mountain',\n        'Boulder Table Mountain', 'Boulder Table Mountain'],\n       ['Pha Din', 'Pha Din', 'Pha Din', 'Pha Din', 'Pha Din', 'Pha Din',\n        'Pha Din', 'Pha Din', 'Pha Din', 'Pha Din', 'Pha Din', 'Pha Din'],\n       ['Cape Point', 'Cape Point', 'Cape Point', 'Cape Point',\n        'Cape Point', 'Cape Point', 'Cape Point', 'Cape Point',\n        'Cape Point', 'Cape Point', 'Cape Point', 'Cape Point']],\n      dtype='<U34')
    • actris_actris|sconco3_measurement_altitude
      (station_actris_actris|sconco3, month)
      float32
      25.0 25.0 25.0 ... 234.0 234.0
      standard_name :
      measurement altitude
      long_name :
      measurement altitude relative to mean sea level
      units :
      m
      description :
      Altitude of the inlet/instrument/sampler, relative to the stated vertical datum, in metres.
      array([[2.5000e+01, 2.5000e+01, 2.5000e+01, 2.5000e+01, 2.5000e+01,\n        2.5000e+01, 2.5000e+01, 2.5000e+01, 2.5000e+01, 2.5000e+01,\n        2.5000e+01, 2.5000e+01],\n       [1.1700e+02, 1.1700e+02, 1.1700e+02, 1.1700e+02, 1.1700e+02,\n        1.1700e+02, 1.1700e+02, 1.1700e+02, 1.1700e+02, 1.1700e+02,\n        1.1700e+02, 1.1700e+02],\n       [1.0200e+03, 1.0200e+03, 1.0200e+03, 1.0200e+03, 1.0200e+03,\n        1.0200e+03, 1.0200e+03, 1.0200e+03, 1.0200e+03, 1.0200e+03,\n        1.0200e+03, 1.0200e+03],\n       [3.1500e+02, 3.1500e+02, 3.1500e+02, 3.1500e+02, 3.1500e+02,\n        3.1500e+02, 3.1500e+02, 3.1500e+02, 3.1500e+02, 3.1500e+02,\n        3.1500e+02, 3.1500e+02],\n       [1.0200e+03, 1.0200e+03, 1.0200e+03, 1.0200e+03, 1.0200e+03,\n        1.0200e+03, 1.0200e+03, 1.0200e+03, 1.0200e+03, 1.0200e+03,\n        1.0200e+03, 1.0200e+03],\n       [3.1160e+03, 3.1160e+03, 3.1160e+03, 3.1160e+03, 3.1160e+03,\n        3.1160e+03, 3.1160e+03, 3.1160e+03, 3.1160e+03, 3.1160e+03,\n        3.1160e+03, 3.1160e+03],\n       [1.1700e+03, 1.1700e+03, 1.1700e+03, 1.1700e+03, 1.1700e+03,\n        1.1700e+03, 1.1700e+03, 1.1700e+03, 1.1700e+03, 1.1700e+03,\n...\n        2.0080e+03, 2.0080e+03, 2.0080e+03, 2.0080e+03, 2.0080e+03,\n        2.0080e+03, 2.0080e+03],\n       [3.4500e+02, 3.4500e+02, 3.4500e+02, 3.4500e+02, 3.4500e+02,\n        3.4500e+02, 3.4500e+02, 3.4500e+02, 3.4500e+02, 3.4500e+02,\n        3.4500e+02, 3.4500e+02],\n       [1.1300e+02, 1.1300e+02,        nan,        nan,        nan,\n               nan,        nan, 1.1300e+02, 1.1300e+02, 1.1300e+02,\n        1.1300e+02, 1.1300e+02],\n       [1.5000e+01, 1.5000e+01, 1.5000e+01, 1.5000e+01, 1.5000e+01,\n        1.5000e+01, 1.5000e+01, 1.5000e+01, 1.5000e+01, 1.5000e+01,\n        1.5000e+01, 1.5000e+01],\n       [1.6990e+03, 1.6990e+03, 1.6990e+03, 1.6990e+03, 1.6990e+03,\n        1.6990e+03, 1.6990e+03, 1.6990e+03, 1.6990e+03, 1.6990e+03,\n        1.6990e+03, 1.6990e+03],\n       [1.4780e+03, 1.4780e+03, 1.4780e+03, 1.4780e+03, 1.4780e+03,\n        1.4780e+03, 1.4780e+03, 1.4780e+03, 1.4780e+03, 1.4780e+03,\n        1.4780e+03, 1.4780e+03],\n       [2.3400e+02, 2.3400e+02, 2.3400e+02, 2.3400e+02, 2.3400e+02,\n        2.3400e+02, 2.3400e+02, 2.3400e+02, 2.3400e+02, 2.3400e+02,\n        2.3400e+02, 2.3400e+02]], dtype=float32)
    • actris_actris|sconco3_station_timezone
      (station_actris_actris|sconco3, month)
      <U3
      'UTC' 'UTC' 'UTC' ... 'UTC' 'UTC'
      standard_name :
      station timezone
      long_name :
      station timezone
      units :
      unitless
      description :
      Name of the local timezone that the measuring station is located in. This is automatically generated using Timezone Finder Python package (taking longitude and latitude as inputs).
      array([['UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC',\n        'UTC', 'UTC', 'UTC'],\n       ['UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC',\n        'UTC', 'UTC', 'UTC'],\n       ['UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC',\n        'UTC', 'UTC', 'UTC'],\n       ['UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC',\n        'UTC', 'UTC', 'UTC'],\n       ['UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC',\n        'UTC', 'UTC', 'UTC'],\n       ['UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC',\n        'UTC', 'UTC', 'UTC'],\n       ['UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC',\n        'UTC', 'UTC', 'UTC'],\n       ['UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC',\n        'UTC', 'UTC', 'UTC'],\n       ['UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC',\n        'UTC', 'UTC', 'UTC'],\n       ['UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC',\n        'UTC', 'UTC', 'UTC'],\n...\n       ['UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC',\n        'UTC', 'UTC', 'UTC'],\n       ['UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC',\n        'UTC', 'UTC', 'UTC'],\n       ['UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC',\n        'UTC', 'UTC', 'UTC'],\n       ['UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC',\n        'UTC', 'UTC', 'UTC'],\n       ['UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC',\n        'UTC', 'UTC', 'UTC'],\n       ['UTC', 'UTC', 'nan', 'nan', 'nan', 'nan', 'nan', 'UTC', 'UTC',\n        'UTC', 'UTC', 'UTC'],\n       ['UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC',\n        'UTC', 'UTC', 'UTC'],\n       ['UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC',\n        'UTC', 'UTC', 'UTC'],\n       ['UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC',\n        'UTC', 'UTC', 'UTC'],\n       ['UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC',\n        'UTC', 'UTC', 'UTC']], dtype='<U3')
    • actris_actris|sconco3_altitude
      (station_actris_actris|sconco3, month)
      float32
      18.0 18.0 18.0 ... 230.0 230.0
      standard_name :
      altitude
      long_name :
      altitude relative to mean sea level
      units :
      m
      description :
      Altitude of the ground level at the station, relative to the stated vertical datum, in metres.
      array([[1.800e+01, 1.800e+01, 1.800e+01, 1.800e+01, 1.800e+01, 1.800e+01,\n        1.800e+01, 1.800e+01, 1.800e+01, 1.800e+01, 1.800e+01, 1.800e+01],\n       [1.170e+02, 1.170e+02, 1.170e+02, 1.170e+02, 1.170e+02, 1.170e+02,\n        1.170e+02, 1.170e+02, 1.170e+02, 1.170e+02, 1.170e+02, 1.170e+02],\n       [1.020e+03, 1.020e+03, 1.020e+03, 1.020e+03, 1.020e+03, 1.020e+03,\n        1.020e+03, 1.020e+03, 1.020e+03, 1.020e+03, 1.020e+03, 1.020e+03],\n       [3.150e+02, 3.150e+02, 3.150e+02, 3.150e+02, 3.150e+02, 3.150e+02,\n        3.150e+02, 3.150e+02, 3.150e+02, 3.150e+02, 3.150e+02, 3.150e+02],\n       [1.020e+03, 1.020e+03, 1.020e+03, 1.020e+03, 1.020e+03, 1.020e+03,\n        1.020e+03, 1.020e+03, 1.020e+03, 1.020e+03, 1.020e+03, 1.020e+03],\n       [3.106e+03, 3.106e+03, 3.106e+03, 3.106e+03, 3.106e+03, 3.106e+03,\n        3.106e+03, 3.106e+03, 3.106e+03, 3.106e+03, 3.106e+03, 3.106e+03],\n       [1.170e+03, 1.170e+03, 1.170e+03, 1.170e+03, 1.170e+03, 1.170e+03,\n        1.170e+03, 1.170e+03, 1.170e+03, 1.170e+03, 1.170e+03, 1.170e+03],\n       [7.300e+02, 7.300e+02, 7.300e+02, 7.300e+02, 7.300e+02, 7.300e+02,\n        7.300e+02, 7.300e+02, 7.300e+02, 7.300e+02, 7.300e+02, 7.300e+02],\n       [5.700e+02, 5.700e+02, 5.700e+02, 5.700e+02, 5.700e+02, 5.700e+02,\n        5.700e+02, 5.700e+02, 5.700e+02, 5.700e+02, 5.700e+02, 5.700e+02],\n       [5.810e+02, 5.810e+02, 5.810e+02, 5.810e+02, 5.810e+02, 5.810e+02,\n        5.810e+02, 5.810e+02, 5.810e+02, 5.810e+02, 5.810e+02, 5.810e+02],\n...\n        5.200e+02, 5.200e+02, 5.200e+02, 5.200e+02, 5.200e+02, 5.200e+02],\n       [7.700e+02, 7.700e+02, 7.700e+02, 7.700e+02, 7.700e+02, 7.700e+02,\n        7.700e+02, 7.700e+02, 7.700e+02, 7.700e+02, 7.700e+02, 7.700e+02],\n       [1.740e+03, 1.740e+03, 1.740e+03, 1.740e+03, 1.740e+03, 1.740e+03,\n        1.740e+03, 1.740e+03, 1.740e+03, 1.740e+03, 1.740e+03, 1.740e+03],\n       [2.008e+03, 2.008e+03, 2.008e+03, 2.008e+03, 2.008e+03, 2.008e+03,\n        2.008e+03, 2.008e+03, 2.008e+03, 2.008e+03, 2.008e+03, 2.008e+03],\n       [3.450e+02, 3.450e+02, 3.450e+02, 3.450e+02, 3.450e+02, 3.450e+02,\n        3.450e+02, 3.450e+02, 3.450e+02, 3.450e+02, 3.450e+02, 3.450e+02],\n       [1.130e+02, 1.130e+02,       nan,       nan,       nan,       nan,\n              nan, 1.130e+02, 1.130e+02, 1.130e+02, 1.130e+02, 1.130e+02],\n       [1.100e+01, 1.100e+01, 1.100e+01, 1.100e+01, 1.100e+01, 1.100e+01,\n        1.100e+01, 1.100e+01, 1.100e+01, 1.100e+01, 1.100e+01, 1.100e+01],\n       [1.689e+03, 1.689e+03, 1.689e+03, 1.689e+03, 1.689e+03, 1.689e+03,\n        1.689e+03, 1.689e+03, 1.689e+03, 1.689e+03, 1.689e+03, 1.689e+03],\n       [1.466e+03, 1.466e+03, 1.466e+03, 1.466e+03, 1.466e+03, 1.466e+03,\n        1.466e+03, 1.466e+03, 1.466e+03, 1.466e+03, 1.466e+03, 1.466e+03],\n       [2.300e+02, 2.300e+02, 2.300e+02, 2.300e+02, 2.300e+02, 2.300e+02,\n        2.300e+02, 2.300e+02, 2.300e+02, 2.300e+02, 2.300e+02, 2.300e+02]],\n      dtype=float32)
    • actris_actris|sconco3_sampling_height
      (station_actris_actris|sconco3, month)
      float32
      7.0 7.0 7.0 7.0 ... 4.0 4.0 4.0 4.0
      standard_name :
      sampling height
      long_name :
      sampling height relative to ground
      units :
      m
      description :
      Height above the ground of the inlet/instrument/sampler, in metres.
      array([[ 7. ,  7. ,  7. ,  7. ,  7. ,  7. ,  7. ,  7. ,  7. ,  7. ,  7. ,\n         7. ],\n       [ 0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,\n         0. ],\n       [ 0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,\n         0. ],\n       [ 0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,\n         0. ],\n       [ 0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,\n         0. ],\n       [10. , 10. , 10. , 10. , 10. , 10. , 10. , 10. , 10. , 10. , 10. ,\n        10. ],\n       [ 0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,\n         0. ],\n       [ 0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,\n         0. ],\n       [ 0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,\n         0. ],\n       [ 0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,\n         0. ],\n...\n       [ 3. ,  3. ,  3. ,  3. ,  3. ,  3. ,  3. ,  3. ,  3. ,  3. ,  3. ,\n         3. ],\n       [ 3. ,  3. ,  3. ,  3. ,  3. ,  3. ,  3. ,  3. ,  3. ,  3. ,  3. ,\n         3. ],\n       [ 5. ,  5. ,  5. ,  5. ,  5. ,  5. ,  5. ,  5. ,  5. ,  5. ,  5. ,\n         5. ],\n       [ 0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,\n         0. ],\n       [ 0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,\n         0. ],\n       [ 0. ,  0. ,  nan,  nan,  nan,  nan,  nan,  0. ,  0. ,  0. ,  0. ,\n         0. ],\n       [ 4. ,  4. ,  4. ,  4. ,  4. ,  4. ,  4. ,  4. ,  4. ,  4. ,  4. ,\n         4. ],\n       [10. , 10. , 10. , 10. , 10. , 10. , 10. , 10. , 10. , 10. , 10. ,\n        10. ],\n       [12. , 12. , 12. , 12. , 12. , 12. , 12. , 12. , 12. , 12. , 12. ,\n        12. ],\n       [ 4. ,  4. ,  4. ,  4. ,  4. ,  4. ,  4. ,  4. ,  4. ,  4. ,  4. ,\n         4. ]], dtype=float32)
    • actris_actris|sconco3_data_level
      (station_actris_actris|sconco3, month)
      <U3
      '2' '2' '2' '2' ... '2' '2' '2' '2'
      standard_name :
      data level
      long_name :
      data level
      units :
      unitless
      description :
      Data level of data reported. This varies per network. If data level is variable per measurement, and not static per reported file, then this is set as \"variable\". If there is no reported data level this is set as \"none\"
      array([['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', 'nan', '2', '2'],\n...\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', 'nan', 'nan', 'nan', 'nan', 'nan', '2', '2', '2', '2',\n        '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2']],\n      dtype='<U3')
    • actris_actris|sconco3_country
      (station_actris_actris|sconco3, month)
      <U18
      'Argentina' ... 'South Africa'
      standard_name :
      country
      long_name :
      country
      units :
      unitless
      description :
      Name of the country the station is located in.
      array([['Argentina', 'Argentina', 'Argentina', 'Argentina', 'Argentina',\n        'Argentina', 'Argentina', 'Argentina', 'Argentina', 'Argentina',\n        'Argentina', 'Argentina'],\n       ['Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria',\n        'Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria'],\n       ['Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria',\n        'Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria'],\n       ['Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria',\n        'Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria'],\n       ['Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria',\n        'Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria'],\n       ['Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria',\n        'Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria'],\n       ['Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria',\n        'Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria'],\n       ['Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria',\n        'Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria'],\n       ['Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria',\n        'Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria'],\n       ['Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria',\n...\n       ['Slovakia', 'Slovakia', 'Slovakia', 'Slovakia', 'Slovakia',\n        'Slovakia', 'Slovakia', 'Slovakia', 'Slovakia', 'Slovakia',\n        'Slovakia', 'Slovakia'],\n       ['Slovakia', 'Slovakia', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'Slovakia', 'Slovakia', 'Slovakia', 'Slovakia', 'Slovakia'],\n       ['United States', 'United States', 'United States',\n        'United States', 'United States', 'United States',\n        'United States', 'United States', 'United States',\n        'United States', 'United States', 'United States'],\n       ['United States', 'United States', 'United States',\n        'United States', 'United States', 'United States',\n        'United States', 'United States', 'United States',\n        'United States', 'United States', 'United States'],\n       ['Viet Nam', 'Viet Nam', 'Viet Nam', 'Viet Nam', 'Viet Nam',\n        'Viet Nam', 'Viet Nam', 'Viet Nam', 'Viet Nam', 'Viet Nam',\n        'Viet Nam', 'Viet Nam'],\n       ['South Africa', 'South Africa', 'South Africa', 'South Africa',\n        'South Africa', 'South Africa', 'South Africa', 'South Africa',\n        'South Africa', 'South Africa', 'South Africa', 'South Africa']],\n      dtype='<U18')
    • actris_actris|sconco3_network
      (station_actris_actris|sconco3, month)
      <U3
      'nan' 'nan' 'nan' ... 'nan' 'nan'
      standard_name :
      network
      long_name :
      data network
      units :
      unitless
      description :
      The name of the network which reports data for the specific station in question.
      array([['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n...\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan']], dtype='<U3')
    • actris_actris|sconco3_associated_networks
      (station_actris_actris|sconco3, month)
      <U37
      \"['GAW-WDCRG']\" ... \"['GAW-WDCRG']\"
      standard_name :
      other associated networks
      long_name :
      other associated networks
      units :
      unitless
      description :
      String pair of associated network name and station reference. Format: network1:station_reference1;network2:station_reference2
      array([[\"['GAW-WDCRG']\", \"['GAW-WDCRG']\", \"['GAW-WDCRG']\",\n        \"['GAW-WDCRG']\", \"['GAW-WDCRG']\", \"['GAW-WDCRG']\",\n        \"['GAW-WDCRG']\", \"['GAW-WDCRG']\", \"['GAW-WDCRG']\",\n        \"['GAW-WDCRG']\", \"['GAW-WDCRG']\", \"['GAW-WDCRG']\"],\n       [\"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\",\n        \"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\",\n        \"['EMEP']\", \"['EMEP']\"],\n       [\"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\",\n        \"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\",\n        \"['EMEP']\", \"['EMEP']\"],\n       [\"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\",\n        \"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\",\n        \"['EMEP']\", \"['EMEP']\"],\n       [\"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\",\n        \"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\",\n        \"['EMEP']\", \"['EMEP']\"],\n       [\"['EMEP', 'GAW-WDCRG']\", \"['EMEP', 'GAW-WDCRG']\",\n        \"['EMEP', 'GAW-WDCRG']\", \"['EMEP', 'GAW-WDCRG']\",\n        \"['EMEP', 'GAW-WDCRG']\", \"['EMEP', 'GAW-WDCRG']\",\n        \"['EMEP', 'GAW-WDCRG']\", \"['EMEP', 'GAW-WDCRG']\",\n...\n       [\"['GAW-WDCRG', 'NOAA-ESRL']\", \"['GAW-WDCRG', 'NOAA-ESRL']\",\n        \"['GAW-WDCRG', 'NOAA-ESRL']\", \"['GAW-WDCRG', 'NOAA-ESRL']\",\n        \"['GAW-WDCRG', 'NOAA-ESRL']\", \"['GAW-WDCRG', 'NOAA-ESRL']\",\n        \"['GAW-WDCRG', 'NOAA-ESRL']\", \"['GAW-WDCRG', 'NOAA-ESRL']\",\n        \"['GAW-WDCRG', 'NOAA-ESRL']\", \"['GAW-WDCRG', 'NOAA-ESRL']\",\n        \"['GAW-WDCRG', 'NOAA-ESRL']\", \"['GAW-WDCRG', 'NOAA-ESRL']\"],\n       [\"['GAW-WDCRG', 'NOAA-ESRL']\", \"['GAW-WDCRG', 'NOAA-ESRL']\",\n        \"['GAW-WDCRG', 'NOAA-ESRL']\", \"['GAW-WDCRG', 'NOAA-ESRL']\",\n        \"['GAW-WDCRG', 'NOAA-ESRL']\", \"['GAW-WDCRG', 'NOAA-ESRL']\",\n        \"['GAW-WDCRG', 'NOAA-ESRL']\", \"['GAW-WDCRG', 'NOAA-ESRL']\",\n        \"['GAW-WDCRG', 'NOAA-ESRL']\", \"['GAW-WDCRG', 'NOAA-ESRL']\",\n        \"['GAW-WDCRG', 'NOAA-ESRL']\", \"['GAW-WDCRG', 'NOAA-ESRL']\"],\n       [\"['GAW-WDCRG']\", \"['GAW-WDCRG']\", \"['GAW-WDCRG']\",\n        \"['GAW-WDCRG']\", \"['GAW-WDCRG']\", \"['GAW-WDCRG']\",\n        \"['GAW-WDCRG']\", \"['GAW-WDCRG']\", \"['GAW-WDCRG']\",\n        \"['GAW-WDCRG']\", \"['GAW-WDCRG']\", \"['GAW-WDCRG']\"],\n       [\"['GAW-WDCRG']\", \"['GAW-WDCRG']\", \"['GAW-WDCRG']\",\n        \"['GAW-WDCRG']\", \"['GAW-WDCRG']\", \"['GAW-WDCRG']\",\n        \"['GAW-WDCRG']\", \"['GAW-WDCRG']\", \"['GAW-WDCRG']\",\n        \"['GAW-WDCRG']\", \"['GAW-WDCRG']\", \"['GAW-WDCRG']\"]], dtype='<U37')
    • actris_actris|sconco3_land_use
      (station_actris_actris|sconco3, month)
      <U16
      'Airport' 'Airport' ... 'Grassland'
      standard_name :
      land use
      long_name :
      standardised network provided land use type
      units :
      unitless
      description :
      Standardised network provided classification, describing the dominant land use in the area of the reporting station.
      array([['Airport', 'Airport', 'Airport', 'Airport', 'Airport', 'Airport',\n        'Airport', 'Airport', 'Airport', 'Airport', 'Airport', 'Airport'],\n       ['Grassland', 'Grassland', 'Grassland', 'Grassland', 'Grassland',\n        'Grassland', 'Grassland', 'Grassland', 'Grassland', 'Grassland',\n        'Grassland', 'Grassland'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['Gravel and stone', 'Gravel and stone', 'Gravel and stone',\n        'Gravel and stone', 'Gravel and stone', 'Gravel and stone',\n        'Gravel and stone', 'Gravel and stone', 'Gravel and stone',\n        'Gravel and stone', 'Gravel and stone', 'Gravel and stone'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n...\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['Wetland', 'Wetland', 'Wetland', 'Wetland', 'Wetland', 'Wetland',\n        'Wetland', 'Wetland', 'Wetland', 'Wetland', 'Wetland', 'Wetland'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['Forest', 'Forest', 'Forest', 'Forest', 'Forest', 'Forest',\n        'Forest', 'Forest', 'Forest', 'Forest', 'Forest', 'Forest'],\n       ['Grassland', 'Grassland', 'Grassland', 'Grassland', 'Grassland',\n        'Grassland', 'Grassland', 'Grassland', 'Grassland', 'Grassland',\n        'Grassland', 'Grassland']], dtype='<U16')
    • actris_actris|sconco3_WMO_region
      (station_actris_actris|sconco3, month)
      <U25
      'South America' ... 'Africa'
      standard_name :
      WMO region
      long_name :
      WMO region code
      units :
      unitless
      description :
      World Meteorological Organization (WMO) region of station. The available regions are: Africa, Asia, South America, \"Northern America, Central America and the Caribbean\", South-West Pacific, Europe and Antarctica.
      array([['South America', 'South America', 'South America',\n        'South America', 'South America', 'South America',\n        'South America', 'South America', 'South America',\n        'South America', 'South America', 'South America'],\n       ['Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe',\n        'Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe'],\n       ['Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe',\n        'Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe'],\n       ['Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe',\n        'Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe'],\n       ['Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe',\n        'Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe'],\n       ['Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe',\n        'Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe'],\n       ['Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe',\n        'Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe'],\n       ['Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe',\n        'Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe'],\n       ['Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe',\n        'Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe'],\n...\n        'Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe'],\n       ['Europe', 'Europe', 'nan', 'nan', 'nan', 'nan', 'nan', 'Europe',\n        'Europe', 'Europe', 'Europe', 'Europe'],\n       ['North and Central America', 'North and Central America',\n        'North and Central America', 'North and Central America',\n        'North and Central America', 'North and Central America',\n        'North and Central America', 'North and Central America',\n        'North and Central America', 'North and Central America',\n        'North and Central America', 'North and Central America'],\n       ['North and Central America', 'North and Central America',\n        'North and Central America', 'North and Central America',\n        'North and Central America', 'North and Central America',\n        'North and Central America', 'North and Central America',\n        'North and Central America', 'North and Central America',\n        'North and Central America', 'North and Central America'],\n       ['Asia', 'Asia', 'Asia', 'Asia', 'Asia', 'Asia', 'Asia', 'Asia',\n        'Asia', 'Asia', 'Asia', 'Asia'],\n       ['Africa', 'Africa', 'Africa', 'Africa', 'Africa', 'Africa',\n        'Africa', 'Africa', 'Africa', 'Africa', 'Africa', 'Africa']],\n      dtype='<U25')
    • actris_actris|sconco3_measurement_methodology
      (station_actris_actris|sconco3, month)
      <U33
      'AR01L_uv_abs' ... 'ZA02L_primar...
      standard_name :
      measurement methodology
      long_name :
      standardised measurement methodology
      units :
      unitless
      description :
      Standardised name of the measurement methodology.
      array([['AR01L_uv_abs', 'AR01L_uv_abs', 'AR01L_uv_abs', 'AR01L_uv_abs',\n        'AR01L_uv_abs', 'AR01L_uv_abs', 'AR01L_uv_abs', 'AR01L_uv_abs',\n        'AR01L_uv_abs', 'AR01L_uv_abs', 'AR01L_uv_abs', 'AR01L_uv_abs'],\n       ['AT03L_ozone1a', 'AT03L_ozone1a', 'AT03L_ozone1a',\n        'AT03L_ozone1a', 'AT03L_ozone1a', 'AT03L_ozone1a',\n        'AT03L_ozone1a', 'AT03L_ozone1a', 'AT03L_ozone1a',\n        'AT03L_ozone1a', 'AT03L_ozone1a', 'AT03L_ozone1a'],\n       ['AT03L_ozone1a', 'AT03L_ozone1a', 'AT03L_ozone1a',\n        'AT03L_ozone1a', 'AT03L_ozone1a', 'AT03L_ozone1a',\n        'AT03L_ozone1a', 'AT03L_ozone1a', 'AT03L_ozone1a',\n        'AT03L_ozone1a', 'AT03L_ozone1a', 'AT03L_ozone1a'],\n       ['AT03L_ozone1a', 'AT03L_ozone1a', 'AT03L_ozone1a',\n        'AT03L_ozone1a', 'AT03L_ozone1a', 'AT03L_ozone1a',\n        'AT03L_ozone1a', 'AT03L_ozone1a', 'AT03L_ozone1a',\n        'AT03L_ozone1a', 'AT03L_ozone1a', 'AT03L_ozone1a'],\n       ['AT03L_ozone1a', 'AT03L_ozone1a', 'AT03L_ozone1a',\n        'AT03L_ozone1a', 'AT03L_ozone1a', 'AT03L_ozone1a',\n        'AT03L_ozone1a', 'AT03L_ozone1a', 'AT03L_ozone1a',\n        'AT03L_ozone1a', 'AT03L_ozone1a', 'AT03L_ozone1a'],\n       ['AT03L_uv_ab', 'AT03L_uv_ab', 'AT03L_uv_ab', 'AT03L_uv_ab',\n...\n        'SK01L_uv_abs', 'SK01L_uv_abs', 'SK01L_uv_abs', 'SK01L_uv_abs'],\n       ['SK01L_uv_abs', 'SK01L_uv_abs', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'SK01L_uv_abs', 'SK01L_uv_abs', 'SK01L_uv_abs',\n        'SK01L_uv_abs', 'SK01L_uv_abs'],\n       ['US06L_AM', 'US06L_AM', 'US06L_AM', 'US06L_AM', 'US06L_AM',\n        'US06L_AM', 'US06L_AM', 'US06L_AM', 'US06L_AM', 'US06L_AM',\n        'US06L_AM', 'US06L_AM'],\n       ['US06L_AM', 'US06L_AM', 'US06L_AM', 'US06L_AM', 'US06L_AM',\n        'US06L_AM', 'US06L_AM', 'US06L_AM', 'US06L_AM', 'US06L_AM',\n        'US06L_AM', 'US06L_AM'],\n       ['VN02L_uv_abs', 'VN02L_uv_abs', 'VN02L_uv_abs', 'VN02L_uv_abs',\n        'VN02L_uv_abs', 'VN02L_uv_abs', 'VN02L_uv_abs', 'VN02L_uv_abs',\n        'VN02L_uv_abs', 'VN02L_uv_abs', 'VN02L_uv_abs', 'VN02L_uv_abs'],\n       ['ZA02L_primary_standard_49i_PS', 'ZA02L_primary_standard_49i_PS',\n        'ZA02L_primary_standard_49i_PS', 'ZA02L_primary_standard_49i_PS',\n        'ZA02L_primary_standard_49i_PS', 'ZA02L_primary_standard_49i_PS',\n        'ZA02L_primary_standard_49i_PS', 'ZA02L_primary_standard_49i_PS',\n        'ZA02L_primary_standard_49i_PS', 'ZA02L_primary_standard_49i_PS',\n        'ZA02L_primary_standard_49i_PS', 'ZA02L_primary_standard_49i_PS']],\n      dtype='<U33')
    • actris_actris|sconco3_measuring_instrument_name
      (station_actris_actris|sconco3, month)
      <U17
      'Thermo/49C' ... 'Thermo/49i'
      standard_name :
      measuring instrument name
      long_name :
      standardised measuring instrument name
      units :
      unitless
      description :
      Standardised name of the measuring instrument.
      array([['Thermo/49C', 'Thermo/49C', 'Thermo/49C', 'Thermo/49C',\n        'Thermo/49C', 'Thermo/49C', 'Thermo/49C', 'Thermo/49C',\n        'Thermo/49C', 'Thermo/49C', 'Thermo/49C', 'Thermo/49C'],\n       ['Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs',\n        'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs'],\n       ['Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs',\n        'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs'],\n       ['Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs',\n        'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs'],\n       ['Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs',\n        'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs'],\n       ['Thermo/49i', 'Thermo/49i', 'Thermo/49i', 'Thermo/49i',\n        'Thermo/49i', 'Thermo/49i', 'Thermo/49i', 'Thermo/49i',\n        'Thermo/49i', 'Thermo/49i', 'Thermo/49i', 'Thermo/49i'],\n       ['Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs',\n        'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs'],\n       ['Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs',\n        'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs'],\n       ['Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs',\n        'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs'],\n...\n       ['Teledyne/T400', 'Teledyne/T400', 'Teledyne/T400',\n        'Teledyne/T400', 'Teledyne/T400', 'Teledyne/T400',\n        'Teledyne/T400', 'Teledyne/T400', 'Teledyne/T400',\n        'Teledyne/T400', 'Teledyne/T400', 'Teledyne/T400'],\n       ['Teledyne/T400', 'Teledyne/T400', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'Teledyne/T400', 'Teledyne/T400', 'Teledyne/T400',\n        'Teledyne/T400', 'Teledyne/T400'],\n       ['Thermo/49iQ', 'Thermo/49iQ', 'Thermo/49iQ', 'Thermo/49iQ',\n        'Thermo/49iQ', 'Thermo/49iQ', 'Thermo/49iQ', 'Thermo/49iQ',\n        'Thermo/49iQ', 'Thermo/49iQ', 'Thermo/49iQ', 'Thermo/49iQ'],\n       ['Thermo/49i', 'Thermo/49i', 'Thermo/49i', 'Thermo/49i',\n        'Thermo/49i', 'Thermo/49i', 'Thermo/49i', 'Thermo/49i',\n        'Thermo/49i', 'Thermo/49i', 'Thermo/49i', 'Thermo/49i'],\n       ['Thermo/49i', 'Thermo/49i', 'Thermo/49i', 'Thermo/49i',\n        'Thermo/49i', 'Thermo/49i', 'Thermo/49i', 'Thermo/49i',\n        'Thermo/49i', 'Thermo/49i', 'Thermo/49i', 'Thermo/49i'],\n       ['Thermo/49i', 'Thermo/49i', 'Thermo/49i', 'Thermo/49i',\n        'Thermo/49i', 'Thermo/49i', 'Thermo/49i', 'Thermo/49i',\n        'Thermo/49i', 'Thermo/49i', 'Thermo/49i', 'Thermo/49i']],\n      dtype='<U17')
    • actris_actris|sconco3_measuring_instrument_sampling_type
      (station_actris_actris|sconco3, month)
      <U38
      \"['ultra-violet fluorescence det...
      standard_name :
      measuring instrument sampling type
      long_name :
      standardised sampling type of the measuring instrument
      units :
      unitless
      description :
      Standardised name of the measuring instrument sampling type.
      array([[\"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\"],\n       [\"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n...\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\"],\n       [\"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\"]], dtype='<U38')
    • actris_actris|sconco3_measuring_instrument_inlet_information
      (station_actris_actris|sconco3, month)
      <U3
      'nan' 'nan' 'nan' ... 'nan' 'nan'
      standard_name :
      measuring instrument inlet information
      long_name :
      measuring instrument measurement inlet information
      units :
      unitless
      description :
      Description of sampling inlet of the measuring instrument.
      array([['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n...\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan']], dtype='<U3')
    • actris_actris|sconco3_principal_investigator_name
      (station_actris_actris|sconco3, month)
      <U75
      'Manuel Cupeiro, Gerardo Carbaja...
      standard_name :
      principal investigator name
      long_name :
      principal investigator name
      units :
      unitless
      description :
      Full name of the principal scientific investigator for the specific reported data.
      array([['Manuel Cupeiro, Gerardo Carbajal Benitez, Lino Condori, Maria Ruiz',\n        'Manuel Cupeiro, Gerardo Carbajal Benitez, Lino Condori, Maria Ruiz',\n        'Manuel Cupeiro, Gerardo Carbajal Benitez, Lino Condori, Maria Ruiz',\n        'Manuel Cupeiro, Gerardo Carbajal Benitez, Lino Condori, Maria Ruiz',\n        'Manuel Cupeiro, Gerardo Carbajal Benitez, Lino Condori, Maria Ruiz',\n        'Manuel Cupeiro, Gerardo Carbajal Benitez, Lino Condori, Maria Ruiz',\n        'Manuel Cupeiro, Gerardo Carbajal Benitez, Lino Condori, Maria Ruiz',\n        'Manuel Cupeiro, Gerardo Carbajal Benitez, Lino Condori, Maria Ruiz',\n        'Manuel Cupeiro, Gerardo Carbajal Benitez, Lino Condori, Maria Ruiz',\n        'Manuel Cupeiro, Gerardo Carbajal Benitez, Lino Condori, Maria Ruiz',\n        'Manuel Cupeiro, Gerardo Carbajal Benitez, Lino Condori, Maria Ruiz',\n        'Manuel Cupeiro, Gerardo Carbajal Benitez, Lino Condori, Maria Ruiz'],\n       ['Marina Froelich, Wolfgang Spangl, Iris Buxbaum',\n        'Marina Froelich, Wolfgang Spangl, Iris Buxbaum',\n        'Marina Froelich, Wolfgang Spangl, Iris Buxbaum',\n        'Marina Froelich, Wolfgang Spangl, Iris Buxbaum',\n        'Marina Froelich, Wolfgang Spangl, Iris Buxbaum',\n        'Marina Froelich, Wolfgang Spangl, Iris Buxbaum',\n        'Marina Froelich, Wolfgang Spangl, Iris Buxbaum',\n        'Marina Froelich, Wolfgang Spangl, Iris Buxbaum',\n...\n        'Peter Effertz, Irina Petropavlovskikh',\n        'Peter Effertz, Irina Petropavlovskikh',\n        'Peter Effertz, Irina Petropavlovskikh',\n        'Peter Effertz, Irina Petropavlovskikh'],\n       ['Nhat Anh Nguyen', 'Nhat Anh Nguyen', 'Nhat Anh Nguyen',\n        'Nhat Anh Nguyen', 'Nhat Anh Nguyen', 'Nhat Anh Nguyen',\n        'Nhat Anh Nguyen', 'Nhat Anh Nguyen', 'Nhat Anh Nguyen',\n        'Nhat Anh Nguyen', 'Nhat Anh Nguyen', 'Nhat Anh Nguyen'],\n       ['Thumeka Mkololo, Lynwill Martin',\n        'Thumeka Mkololo, Lynwill Martin',\n        'Thumeka Mkololo, Lynwill Martin',\n        'Thumeka Mkololo, Lynwill Martin',\n        'Thumeka Mkololo, Lynwill Martin',\n        'Thumeka Mkololo, Lynwill Martin',\n        'Thumeka Mkololo, Lynwill Martin',\n        'Thumeka Mkololo, Lynwill Martin',\n        'Thumeka Mkololo, Lynwill Martin',\n        'Thumeka Mkololo, Lynwill Martin',\n        'Thumeka Mkololo, Lynwill Martin',\n        'Thumeka Mkololo, Lynwill Martin']], dtype='<U75')
    • actris_actris|sconco3_principal_investigator_institution
      (station_actris_actris|sconco3, month)
      <U4
      'NILU' 'NILU' ... 'NILU' 'NILU'
      standard_name :
      principal investigator institution
      long_name :
      principal investigator institution
      units :
      unitless
      description :
      Institution of the principal scientific investigator for the specific reported data.
      array([['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n...\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'nan', 'nan', 'nan', 'nan', 'nan', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU']], dtype='<U4')
    • actris_actris|sconco3_principal_investigator_email_address
      (station_actris_actris|sconco3, month)
      <U12
      'ebas@nilu.no' ... 'ebas@nilu.no'
      standard_name :
      principal investigator email address
      long_name :
      principal investigator email address
      units :
      unitless
      description :
      Email address of the principal scientific investigator for the specific reported data.
      array([['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n...\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no']],\n      dtype='<U12')
    • actris_actris|sconco3_contact_name
      (station_actris_actris|sconco3, month)
      <U75
      'Manuel Cupeiro, Gerardo Carbaja...
      standard_name :
      contact name
      long_name :
      contact name
      units :
      unitless
      description :
      Full name of the principal data contact for the specific reported data.
      array([['Manuel Cupeiro, Gerardo Carbajal Benitez, Lino Condori, Maria Ruiz',\n        'Manuel Cupeiro, Gerardo Carbajal Benitez, Lino Condori, Maria Ruiz',\n        'Manuel Cupeiro, Gerardo Carbajal Benitez, Lino Condori, Maria Ruiz',\n        'Manuel Cupeiro, Gerardo Carbajal Benitez, Lino Condori, Maria Ruiz',\n        'Manuel Cupeiro, Gerardo Carbajal Benitez, Lino Condori, Maria Ruiz',\n        'Manuel Cupeiro, Gerardo Carbajal Benitez, Lino Condori, Maria Ruiz',\n        'Manuel Cupeiro, Gerardo Carbajal Benitez, Lino Condori, Maria Ruiz',\n        'Manuel Cupeiro, Gerardo Carbajal Benitez, Lino Condori, Maria Ruiz',\n        'Manuel Cupeiro, Gerardo Carbajal Benitez, Lino Condori, Maria Ruiz',\n        'Manuel Cupeiro, Gerardo Carbajal Benitez, Lino Condori, Maria Ruiz',\n        'Manuel Cupeiro, Gerardo Carbajal Benitez, Lino Condori, Maria Ruiz',\n        'Manuel Cupeiro, Gerardo Carbajal Benitez, Lino Condori, Maria Ruiz'],\n       ['Marina Froelich, Wolfgang Spangl, Iris Buxbaum',\n        'Marina Froelich, Wolfgang Spangl, Iris Buxbaum',\n        'Marina Froelich, Wolfgang Spangl, Iris Buxbaum',\n        'Marina Froelich, Wolfgang Spangl, Iris Buxbaum',\n        'Marina Froelich, Wolfgang Spangl, Iris Buxbaum',\n        'Marina Froelich, Wolfgang Spangl, Iris Buxbaum',\n        'Marina Froelich, Wolfgang Spangl, Iris Buxbaum',\n        'Marina Froelich, Wolfgang Spangl, Iris Buxbaum',\n...\n        'Peter Effertz, Irina Petropavlovskikh',\n        'Peter Effertz, Irina Petropavlovskikh',\n        'Peter Effertz, Irina Petropavlovskikh',\n        'Peter Effertz, Irina Petropavlovskikh'],\n       ['Nhat Anh Nguyen', 'Nhat Anh Nguyen', 'Nhat Anh Nguyen',\n        'Nhat Anh Nguyen', 'Nhat Anh Nguyen', 'Nhat Anh Nguyen',\n        'Nhat Anh Nguyen', 'Nhat Anh Nguyen', 'Nhat Anh Nguyen',\n        'Nhat Anh Nguyen', 'Nhat Anh Nguyen', 'Nhat Anh Nguyen'],\n       ['Thumeka Mkololo, Lynwill Martin',\n        'Thumeka Mkololo, Lynwill Martin',\n        'Thumeka Mkololo, Lynwill Martin',\n        'Thumeka Mkololo, Lynwill Martin',\n        'Thumeka Mkololo, Lynwill Martin',\n        'Thumeka Mkololo, Lynwill Martin',\n        'Thumeka Mkololo, Lynwill Martin',\n        'Thumeka Mkololo, Lynwill Martin',\n        'Thumeka Mkololo, Lynwill Martin',\n        'Thumeka Mkololo, Lynwill Martin',\n        'Thumeka Mkololo, Lynwill Martin',\n        'Thumeka Mkololo, Lynwill Martin']], dtype='<U75')
    • actris_actris|sconco3_contact_institution
      (station_actris_actris|sconco3, month)
      <U4
      'NILU' 'NILU' ... 'NILU' 'NILU'
      standard_name :
      contact institution
      long_name :
      contact institution
      units :
      unitless
      description :
      Institution of the principal data contact for the specific reported data.
      array([['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n...\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'nan', 'nan', 'nan', 'nan', 'nan', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU']], dtype='<U4')
    • actris_actris|sconco3_contact_email_address
      (station_actris_actris|sconco3, month)
      <U12
      'ebas@nilu.no' ... 'ebas@nilu.no'
      standard_name :
      contact email address
      long_name :
      contact email address
      units :
      unitless
      description :
      Email address of the principal data contact for the specific reported data.
      array([['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n...\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no']],\n      dtype='<U12')
    • actris_actris|sconco3_data_licence
      (station_actris_actris|sconco3, month)
      <U3
      'nan' 'nan' 'nan' ... 'nan' 'nan'
      standard_name :
      data licence
      long_name :
      data licence
      units :
      unitless
      description :
      Information pertaining to the data licence governing the redistribution/publication of the ingested network data.
      array([['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n...\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan']], dtype='<U3')
    • actris_actris|sconco3_doi
      (station_actris_actris|sconco3, month)
      <U4
      'rxl8' 'rxl8' ... 'w8h0' 'w8h0'
      standard_name :
      DOI
      long_name :
      Digital identifier of an object
      units :
      unitless
      description :
      Digital identifier of an object.
      array([['rxl8', 'rxl8', 'rxl8', 'rxl8', 'rxl8', 'rxl8', 'rxl8', 'rxl8',\n        'rxl8', 'rxl8', 'rxl8', 'rxl8'],\n       ['gb6m', 'gb6m', 'gb6m', 'gb6m', 'gb6m', 'gb6m', 'gb6m', 'gb6m',\n        'gb6m', 'gb6m', 'gb6m', 'gb6m'],\n       ['6cte', '6cte', '6cte', '6cte', '6cte', '6cte', '6cte', '6cte',\n        '6cte', '6cte', '6cte', '6cte'],\n       ['wzce', 'wzce', 'wzce', 'wzce', 'wzce', 'wzce', 'wzce', 'wzce',\n        'wzce', 'wzce', 'wzce', 'wzce'],\n       ['b95z', 'b95z', 'b95z', 'b95z', 'b95z', 'b95z', 'b95z', 'b95z',\n        'b95z', 'b95z', 'b95z', 'b95z'],\n       ['xbi0', 'xbi0', 'xbi0', 'xbi0', 'xbi0', 'xbi0', 'xbi0', 'xbi0',\n        'xbi0', 'xbi0', 'xbi0', 'xbi0'],\n       ['ueno', 'ueno', 'ueno', 'ueno', 'ueno', 'ueno', 'ueno', 'ueno',\n        'ueno', 'ueno', 'ueno', 'ueno'],\n       ['7zij', '7zij', '7zij', '7zij', '7zij', '7zij', '7zij', '7zij',\n        '7zij', '7zij', '7zij', '7zij'],\n       ['rjs7', 'rjs7', 'rjs7', 'rjs7', 'rjs7', 'rjs7', 'rjs7', 'rjs7',\n        'rjs7', 'rjs7', 'rjs7', 'rjs7'],\n       ['tt5l', 'tt5l', 'tt5l', 'tt5l', 'tt5l', 'tt5l', 'tt5l', 'tt5l',\n        'tt5l', 'tt5l', 'tt5l', 'tt5l'],\n...\n       ['ey6p', 'ey6p', 'ey6p', 'ey6p', 'ey6p', 'ey6p', 'ey6p', 'ey6p',\n        'ey6p', 'ey6p', 'ey6p', 'ey6p'],\n       ['356n', '356n', '356n', '356n', '356n', '356n', '356n', '356n',\n        '356n', '356n', '356n', '356n'],\n       ['95h3', '95h3', '95h3', '95h3', '95h3', '95h3', '95h3', '95h3',\n        '95h3', '95h3', '95h3', '95h3'],\n       ['s64o', 's64o', 's64o', 's64o', 's64o', 's64o', 's64o', 's64o',\n        's64o', 's64o', 's64o', 's64o'],\n       ['wbk6', 'wbk6', 'wbk6', 'wbk6', 'wbk6', 'wbk6', 'wbk6', 'wbk6',\n        'wbk6', 'wbk6', 'wbk6', 'wbk6'],\n       ['t2si', 't2si', 'nan', 'nan', 'nan', 'nan', 'nan', 't2si',\n        't2si', 't2si', 't2si', 't2si'],\n       ['dsva', 'dsva', 'dsva', 'dsva', 'dsva', 'dsva', 'dsva', 'dsva',\n        'dsva', 'dsva', 'dsva', 'dsva'],\n       ['gjsx', 'gjsx', 'gjsx', 'gjsx', 'gjsx', 'gjsx', 'gjsx', 'gjsx',\n        'gjsx', 'gjsx', 'gjsx', 'gjsx'],\n       ['digh', 'digh', 'digh', 'digh', 'digh', 'digh', 'digh', 'digh',\n        'digh', 'digh', 'digh', 'digh'],\n       ['w8h0', 'w8h0', 'w8h0', 'w8h0', 'w8h0', 'w8h0', 'w8h0', 'w8h0',\n        'w8h0', 'w8h0', 'w8h0', 'w8h0']], dtype='<U4')
    • actris_actris|sconco3_actris_national_facility
      (station_actris_actris|sconco3, month)
      <U5
      'False' 'False' ... 'False' 'False'
      standard_name :
      ACTRIS national facility
      long_name :
      Digital identifier of an object
      units :
      unitless
      description :
      ACTRIS national facility.
      array([['False', 'False', 'False', 'False', 'False', 'False', 'False',\n        'False', 'False', 'False', 'False', 'False'],\n       ['False', 'False', 'False', 'False', 'False', 'False', 'False',\n        'False', 'False', 'False', 'False', 'False'],\n       ['False', 'False', 'False', 'False', 'False', 'False', 'False',\n        'False', 'False', 'False', 'False', 'False'],\n       ['False', 'False', 'False', 'False', 'False', 'False', 'False',\n        'False', 'False', 'False', 'False', 'False'],\n       ['False', 'False', 'False', 'False', 'False', 'False', 'False',\n        'False', 'False', 'False', 'False', 'False'],\n       ['True', 'True', 'True', 'True', 'True', 'True', 'True', 'True',\n        'True', 'True', 'True', 'True'],\n       ['False', 'False', 'False', 'False', 'False', 'False', 'False',\n        'False', 'False', 'False', 'False', 'False'],\n       ['False', 'False', 'False', 'False', 'False', 'False', 'False',\n        'False', 'False', 'False', 'False', 'False'],\n       ['False', 'False', 'False', 'False', 'False', 'False', 'False',\n        'False', 'False', 'False', 'False', 'False'],\n       ['False', 'False', 'False', 'False', 'False', 'False', 'False',\n        'False', 'False', 'False', 'False', 'False'],\n...\n       ['False', 'False', 'False', 'False', 'False', 'False', 'False',\n        'False', 'False', 'False', 'False', 'False'],\n       ['False', 'False', 'False', 'False', 'False', 'False', 'False',\n        'False', 'False', 'False', 'False', 'False'],\n       ['False', 'False', 'False', 'False', 'False', 'False', 'False',\n        'False', 'False', 'False', 'False', 'False'],\n       ['False', 'False', 'False', 'False', 'False', 'False', 'False',\n        'False', 'False', 'False', 'False', 'False'],\n       ['False', 'False', 'False', 'False', 'False', 'False', 'False',\n        'False', 'False', 'False', 'False', 'False'],\n       ['False', 'False', 'nan', 'nan', 'nan', 'nan', 'nan', 'False',\n        'False', 'False', 'False', 'False'],\n       ['False', 'False', 'False', 'False', 'False', 'False', 'False',\n        'False', 'False', 'False', 'False', 'False'],\n       ['False', 'False', 'False', 'False', 'False', 'False', 'False',\n        'False', 'False', 'False', 'False', 'False'],\n       ['False', 'False', 'False', 'False', 'False', 'False', 'False',\n        'False', 'False', 'False', 'False', 'False'],\n       ['False', 'False', 'False', 'False', 'False', 'False', 'False',\n        'False', 'False', 'False', 'False', 'False']], dtype='<U5')
  • title :
    Saved data from Providentia
    institution :
    Barcelona Supercomputing Center
    source :
    Providentia
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The variable data is stored in actris_actris|sconco3_data by label (in this case only observations), station and time.

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In\u00a0[9]:
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data['actris_actris|sconco3_data']\n
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Out[9]:
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<xarray.DataArray 'actris_actris|sconco3_data' (data_label: 1,\n                                                station_actris_actris|sconco3: 80,\n                                                time: 8784)> Size: 3MB\narray([[[27.256, 24.802, 21.649, ..., 25.161, 25.081, 23.784],\n        [   nan,    nan,    nan, ..., 30.8  , 28.2  , 27.5  ],\n        [53.4  , 56.3  , 55.4  , ..., 66.9  , 66.2  , 67.9  ],\n        ...,\n        [63.552, 72.551, 60.04 , ..., 70.396, 69.677, 69.318],\n        [42.281, 41.004, 45.055, ...,    nan,    nan,    nan],\n        [37.31 , 38.51 , 39.31 , ...,    nan,    nan,    nan]]],\n      shape=(1, 80, 8784), dtype=float32)\nCoordinates:\n  * time     (time) datetime64[ns] 70kB 2024-01-01 ... 2024-12-31T23:00:00\nDimensions without coordinates: data_label, station_actris_actris|sconco3\nAttributes: (12/26)\n    standard_name:                            ozone\n    long_name:                                ozone\n    units:                                    nmol mol-1\n    description:                              Measured value of surface ozone...\n    resolution:                               hourly\n    resampling_resolution:                    None\n    ...                                       ...\n    spatial_colocation_station_reference:     True\n    spatial_colocation_station_name:          True\n    spatial_colocation_longitude_latitude:    True\n    spatial_colocation_measurement_altitude:  True\n    spatial_colocation_validation:            True\n    spatial_colocation_validation_tolerance:  10000.0
xarray.DataArray
'actris_actris|sconco3_data'
  • data_label: 1
  • station_actris_actris|sconco3: 80
  • time: 8784
  • 27.26 24.8 21.65 25.98 28.03 25.02 16.26 ... nan nan nan nan nan nan
    array([[[27.256, 24.802, 21.649, ..., 25.161, 25.081, 23.784],\n        [   nan,    nan,    nan, ..., 30.8  , 28.2  , 27.5  ],\n        [53.4  , 56.3  , 55.4  , ..., 66.9  , 66.2  , 67.9  ],\n        ...,\n        [63.552, 72.551, 60.04 , ..., 70.396, 69.677, 69.318],\n        [42.281, 41.004, 45.055, ...,    nan,    nan,    nan],\n        [37.31 , 38.51 , 39.31 , ...,    nan,    nan,    nan]]],\n      shape=(1, 80, 8784), dtype=float32)
    • time
      (time)
      datetime64[ns]
      2024-01-01 ... 2024-12-31T23:00:00
      standard_name :
      time
      long_name :
      time
      description :
      Time in hours since 2024-01-01 00:00 UTC. Time given refers to the start of the time window the measurement is representative of (temporal resolution).
      axis :
      T
      tz :
      UTC
      array(['2024-01-01T00:00:00.000000000', '2024-01-01T01:00:00.000000000',\n       '2024-01-01T02:00:00.000000000', ..., '2024-12-31T21:00:00.000000000',\n       '2024-12-31T22:00:00.000000000', '2024-12-31T23:00:00.000000000'],\n      shape=(8784,), dtype='datetime64[ns]')
  • standard_name :
    ozone
    long_name :
    ozone
    units :
    nmol mol-1
    description :
    Measured value of surface ozone for the stated temporal resolution.
    resolution :
    hourly
    resampling_resolution :
    None
    start_date :
    20240101
    end_date :
    20250101
    temporal_colocation :
    True
    spatial_colocation :
    True
    filter_species :
    {}
    forecast :
    []
    calibration_factor :
    {}
    remove_extreme_stations :
    None
    statistic_mode :
    Temporal|Spatial
    statistic_aggregation :
    Median
    periodic_statistic_mode :
    Independent
    periodic_statistic_aggregation :
    Median
    timeseries_statistic_aggregation :
    Median
    spatial_colocation_tolerance :
    19.053
    spatial_colocation_station_reference :
    True
    spatial_colocation_station_name :
    True
    spatial_colocation_longitude_latitude :
    True
    spatial_colocation_measurement_altitude :
    True
    spatial_colocation_validation :
    True
    spatial_colocation_validation_tolerance :
    10000.0
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While the station information is stored in different variables by month, such as actris_actris|sconco3_station_reference, actris_actris|sconco3_station_name, actris_actris|sconco3_latitude and actris_actris|sconco3_longitude.

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In\u00a0[10]:
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data['actris_actris|sconco3_station_reference']\n
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Out[10]:
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<xarray.DataArray 'actris_actris|sconco3_station_reference' (\n                                                             station_actris_actris|sconco3: 80,\n                                                             month: 12)> Size: 27kB\narray([['AR0002G', 'AR0002G', 'AR0002G', 'AR0002G', 'AR0002G', 'AR0002G',\n        'AR0002G', 'AR0002G', 'AR0002G', 'AR0002G', 'AR0002G', 'AR0002G'],\n       ['AT0002R', 'AT0002R', 'AT0002R', 'AT0002R', 'AT0002R', 'AT0002R',\n        'AT0002R', 'AT0002R', 'AT0002R', 'AT0002R', 'AT0002R', 'AT0002R'],\n       ['AT0005R', 'AT0005R', 'AT0005R', 'AT0005R', 'AT0005R', 'AT0005R',\n        'AT0005R', 'AT0005R', 'AT0005R', 'AT0005R', 'AT0005R', 'AT0005R'],\n       ['AT0030R', 'AT0030R', 'AT0030R', 'AT0030R', 'AT0030R', 'AT0030R',\n        'AT0030R', 'AT0030R', 'AT0030R', 'AT0030R', 'AT0030R', 'AT0030R'],\n       ['AT0032R', 'AT0032R', 'AT0032R', 'AT0032R', 'AT0032R', 'AT0032R',\n        'AT0032R', 'AT0032R', 'AT0032R', 'AT0032R', 'AT0032R', 'AT0032R'],\n       ['AT0034G', 'AT0034G', 'AT0034G', 'AT0034G', 'AT0034G', 'AT0034G',\n        'AT0034G', 'AT0034G', 'AT0034G', 'AT0034G', 'AT0034G', 'AT0034G'],\n       ['AT0040R', 'AT0040R', 'AT0040R', 'AT0040R', 'AT0040R', 'AT0040R',\n        'AT0040R', 'AT0040R', 'AT0040R', 'AT0040R', 'AT0040R', 'AT0040R'],\n       ['AT0041R', 'AT0041R', 'AT0041R', 'AT0041R', 'AT0041R', 'AT0041R',\n        'AT0041R', 'AT0041R', 'AT0041R', 'AT0041R', 'AT0041R', 'AT0041R'],\n       ['AT0042R', 'AT0042R', 'AT0042R', 'AT0042R', 'AT0042R', 'AT0042R',\n        'AT0042R', 'AT0042R', 'AT0042R', 'AT0042R', 'AT0042R', 'AT0042R'],\n       ['AT0043R', 'AT0043R', 'AT0043R', 'AT0043R', 'AT0043R', 'AT0043R',\n        'AT0043R', 'AT0043R', 'AT0043R', 'AT0043R', 'AT0043R', 'AT0043R'],\n...\n        'SI0008R', 'SI0008R', 'SI0008R', 'SI0008R', 'SI0008R', 'SI0008R'],\n       ['SI0031R', 'SI0031R', 'SI0031R', 'SI0031R', 'SI0031R', 'SI0031R',\n        'SI0031R', 'SI0031R', 'SI0031R', 'SI0031R', 'SI0031R', 'SI0031R'],\n       ['SI0032R', 'SI0032R', 'SI0032R', 'SI0032R', 'SI0032R', 'SI0032R',\n        'SI0032R', 'SI0032R', 'SI0032R', 'SI0032R', 'SI0032R', 'SI0032R'],\n       ['SK0002R', 'SK0002R', 'SK0002R', 'SK0002R', 'SK0002R', 'SK0002R',\n        'SK0002R', 'SK0002R', 'SK0002R', 'SK0002R', 'SK0002R', 'SK0002R'],\n       ['SK0006R', 'SK0006R', 'SK0006R', 'SK0006R', 'SK0006R', 'SK0006R',\n        'SK0006R', 'SK0006R', 'SK0006R', 'SK0006R', 'SK0006R', 'SK0006R'],\n       ['SK0007R', 'SK0007R', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'SK0007R', 'SK0007R', 'SK0007R', 'SK0007R', 'SK0007R'],\n       ['US0008R', 'US0008R', 'US0008R', 'US0008R', 'US0008R', 'US0008R',\n        'US0008R', 'US0008R', 'US0008R', 'US0008R', 'US0008R', 'US0008R'],\n       ['US0901R', 'US0901R', 'US0901R', 'US0901R', 'US0901R', 'US0901R',\n        'US0901R', 'US0901R', 'US0901R', 'US0901R', 'US0901R', 'US0901R'],\n       ['VN0001R', 'VN0001R', 'VN0001R', 'VN0001R', 'VN0001R', 'VN0001R',\n        'VN0001R', 'VN0001R', 'VN0001R', 'VN0001R', 'VN0001R', 'VN0001R'],\n       ['ZA0001G', 'ZA0001G', 'ZA0001G', 'ZA0001G', 'ZA0001G', 'ZA0001G',\n        'ZA0001G', 'ZA0001G', 'ZA0001G', 'ZA0001G', 'ZA0001G', 'ZA0001G']],\n      dtype='<U7')\nDimensions without coordinates: station_actris_actris|sconco3, month\nAttributes:\n    standard_name:  station reference\n    long_name:      station reference identifier\n    units:          unitless\n    description:    reference ID for station.
xarray.DataArray
'actris_actris|sconco3_station_reference'
  • station_actris_actris|sconco3: 80
  • month: 12
  • 'AR0002G' 'AR0002G' 'AR0002G' ... 'ZA0001G' 'ZA0001G' 'ZA0001G'
    array([['AR0002G', 'AR0002G', 'AR0002G', 'AR0002G', 'AR0002G', 'AR0002G',\n        'AR0002G', 'AR0002G', 'AR0002G', 'AR0002G', 'AR0002G', 'AR0002G'],\n       ['AT0002R', 'AT0002R', 'AT0002R', 'AT0002R', 'AT0002R', 'AT0002R',\n        'AT0002R', 'AT0002R', 'AT0002R', 'AT0002R', 'AT0002R', 'AT0002R'],\n       ['AT0005R', 'AT0005R', 'AT0005R', 'AT0005R', 'AT0005R', 'AT0005R',\n        'AT0005R', 'AT0005R', 'AT0005R', 'AT0005R', 'AT0005R', 'AT0005R'],\n       ['AT0030R', 'AT0030R', 'AT0030R', 'AT0030R', 'AT0030R', 'AT0030R',\n        'AT0030R', 'AT0030R', 'AT0030R', 'AT0030R', 'AT0030R', 'AT0030R'],\n       ['AT0032R', 'AT0032R', 'AT0032R', 'AT0032R', 'AT0032R', 'AT0032R',\n        'AT0032R', 'AT0032R', 'AT0032R', 'AT0032R', 'AT0032R', 'AT0032R'],\n       ['AT0034G', 'AT0034G', 'AT0034G', 'AT0034G', 'AT0034G', 'AT0034G',\n        'AT0034G', 'AT0034G', 'AT0034G', 'AT0034G', 'AT0034G', 'AT0034G'],\n       ['AT0040R', 'AT0040R', 'AT0040R', 'AT0040R', 'AT0040R', 'AT0040R',\n        'AT0040R', 'AT0040R', 'AT0040R', 'AT0040R', 'AT0040R', 'AT0040R'],\n       ['AT0041R', 'AT0041R', 'AT0041R', 'AT0041R', 'AT0041R', 'AT0041R',\n        'AT0041R', 'AT0041R', 'AT0041R', 'AT0041R', 'AT0041R', 'AT0041R'],\n       ['AT0042R', 'AT0042R', 'AT0042R', 'AT0042R', 'AT0042R', 'AT0042R',\n        'AT0042R', 'AT0042R', 'AT0042R', 'AT0042R', 'AT0042R', 'AT0042R'],\n       ['AT0043R', 'AT0043R', 'AT0043R', 'AT0043R', 'AT0043R', 'AT0043R',\n        'AT0043R', 'AT0043R', 'AT0043R', 'AT0043R', 'AT0043R', 'AT0043R'],\n...\n        'SI0008R', 'SI0008R', 'SI0008R', 'SI0008R', 'SI0008R', 'SI0008R'],\n       ['SI0031R', 'SI0031R', 'SI0031R', 'SI0031R', 'SI0031R', 'SI0031R',\n        'SI0031R', 'SI0031R', 'SI0031R', 'SI0031R', 'SI0031R', 'SI0031R'],\n       ['SI0032R', 'SI0032R', 'SI0032R', 'SI0032R', 'SI0032R', 'SI0032R',\n        'SI0032R', 'SI0032R', 'SI0032R', 'SI0032R', 'SI0032R', 'SI0032R'],\n       ['SK0002R', 'SK0002R', 'SK0002R', 'SK0002R', 'SK0002R', 'SK0002R',\n        'SK0002R', 'SK0002R', 'SK0002R', 'SK0002R', 'SK0002R', 'SK0002R'],\n       ['SK0006R', 'SK0006R', 'SK0006R', 'SK0006R', 'SK0006R', 'SK0006R',\n        'SK0006R', 'SK0006R', 'SK0006R', 'SK0006R', 'SK0006R', 'SK0006R'],\n       ['SK0007R', 'SK0007R', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'SK0007R', 'SK0007R', 'SK0007R', 'SK0007R', 'SK0007R'],\n       ['US0008R', 'US0008R', 'US0008R', 'US0008R', 'US0008R', 'US0008R',\n        'US0008R', 'US0008R', 'US0008R', 'US0008R', 'US0008R', 'US0008R'],\n       ['US0901R', 'US0901R', 'US0901R', 'US0901R', 'US0901R', 'US0901R',\n        'US0901R', 'US0901R', 'US0901R', 'US0901R', 'US0901R', 'US0901R'],\n       ['VN0001R', 'VN0001R', 'VN0001R', 'VN0001R', 'VN0001R', 'VN0001R',\n        'VN0001R', 'VN0001R', 'VN0001R', 'VN0001R', 'VN0001R', 'VN0001R'],\n       ['ZA0001G', 'ZA0001G', 'ZA0001G', 'ZA0001G', 'ZA0001G', 'ZA0001G',\n        'ZA0001G', 'ZA0001G', 'ZA0001G', 'ZA0001G', 'ZA0001G', 'ZA0001G']],\n      dtype='<U7')
  • standard_name :
    station reference
    long_name :
    station reference identifier
    units :
    unitless
    description :
    reference ID for station.
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In\u00a0[11]:
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data['actris_actris|sconco3_station_name']\n
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Out[11]:
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<xarray.DataArray 'actris_actris|sconco3_station_name' (\n                                                        station_actris_actris|sconco3: 80,\n                                                        month: 12)> Size: 131kB\narray([['Ushuaia', 'Ushuaia', 'Ushuaia', 'Ushuaia', 'Ushuaia', 'Ushuaia',\n        'Ushuaia', 'Ushuaia', 'Ushuaia', 'Ushuaia', 'Ushuaia', 'Ushuaia'],\n       ['Illmitz', 'Illmitz', 'Illmitz', 'Illmitz', 'Illmitz', 'Illmitz',\n        'Illmitz', 'Illmitz', 'Illmitz', 'Illmitz', 'Illmitz', 'Illmitz'],\n       ['Vorhegg', 'Vorhegg', 'Vorhegg', 'Vorhegg', 'Vorhegg', 'Vorhegg',\n        'Vorhegg', 'Vorhegg', 'Vorhegg', 'Vorhegg', 'Vorhegg', 'Vorhegg'],\n       ['Pillersdorf bei Retz', 'Pillersdorf bei Retz',\n        'Pillersdorf bei Retz', 'Pillersdorf bei Retz',\n        'Pillersdorf bei Retz', 'Pillersdorf bei Retz',\n        'Pillersdorf bei Retz', 'Pillersdorf bei Retz',\n        'Pillersdorf bei Retz', 'Pillersdorf bei Retz',\n        'Pillersdorf bei Retz', 'Pillersdorf bei Retz'],\n       ['Sulzberg', 'Sulzberg', 'Sulzberg', 'Sulzberg', 'Sulzberg',\n        'Sulzberg', 'Sulzberg', 'Sulzberg', 'Sulzberg', 'Sulzberg',\n        'Sulzberg', 'Sulzberg'],\n       ['Sonnblick', 'Sonnblick', 'Sonnblick', 'Sonnblick', 'Sonnblick',\n        'Sonnblick', 'Sonnblick', 'Sonnblick', 'Sonnblick', 'Sonnblick',\n        'Sonnblick', 'Sonnblick'],\n       ['Masenberg', 'Masenberg', 'Masenberg', 'Masenberg', 'Masenberg',\n        'Masenberg', 'Masenberg', 'Masenberg', 'Masenberg', 'Masenberg',\n...\n       ['Chopok', 'Chopok', 'Chopok', 'Chopok', 'Chopok', 'Chopok',\n        'Chopok', 'Chopok', 'Chopok', 'Chopok', 'Chopok', 'Chopok'],\n       ['Starina', 'Starina', 'Starina', 'Starina', 'Starina', 'Starina',\n        'Starina', 'Starina', 'Starina', 'Starina', 'Starina', 'Starina'],\n       ['Topolniky', 'Topolniky', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'Topolniky', 'Topolniky', 'Topolniky', 'Topolniky', 'Topolniky'],\n       ['Barrow', 'Barrow', 'Barrow', 'Barrow', 'Barrow', 'Barrow',\n        'Barrow', 'Barrow', 'Barrow', 'Barrow', 'Barrow', 'Barrow'],\n       ['Boulder Table Mountain', 'Boulder Table Mountain',\n        'Boulder Table Mountain', 'Boulder Table Mountain',\n        'Boulder Table Mountain', 'Boulder Table Mountain',\n        'Boulder Table Mountain', 'Boulder Table Mountain',\n        'Boulder Table Mountain', 'Boulder Table Mountain',\n        'Boulder Table Mountain', 'Boulder Table Mountain'],\n       ['Pha Din', 'Pha Din', 'Pha Din', 'Pha Din', 'Pha Din', 'Pha Din',\n        'Pha Din', 'Pha Din', 'Pha Din', 'Pha Din', 'Pha Din', 'Pha Din'],\n       ['Cape Point', 'Cape Point', 'Cape Point', 'Cape Point',\n        'Cape Point', 'Cape Point', 'Cape Point', 'Cape Point',\n        'Cape Point', 'Cape Point', 'Cape Point', 'Cape Point']],\n      dtype='<U34')\nDimensions without coordinates: station_actris_actris|sconco3, month\nAttributes:\n    standard_name:  station name\n    long_name:      station name\n    units:          unitless\n    description:    Name of station where the measurement was conducted.
xarray.DataArray
'actris_actris|sconco3_station_name'
  • station_actris_actris|sconco3: 80
  • month: 12
  • 'Ushuaia' 'Ushuaia' 'Ushuaia' ... 'Cape Point' 'Cape Point'
    array([['Ushuaia', 'Ushuaia', 'Ushuaia', 'Ushuaia', 'Ushuaia', 'Ushuaia',\n        'Ushuaia', 'Ushuaia', 'Ushuaia', 'Ushuaia', 'Ushuaia', 'Ushuaia'],\n       ['Illmitz', 'Illmitz', 'Illmitz', 'Illmitz', 'Illmitz', 'Illmitz',\n        'Illmitz', 'Illmitz', 'Illmitz', 'Illmitz', 'Illmitz', 'Illmitz'],\n       ['Vorhegg', 'Vorhegg', 'Vorhegg', 'Vorhegg', 'Vorhegg', 'Vorhegg',\n        'Vorhegg', 'Vorhegg', 'Vorhegg', 'Vorhegg', 'Vorhegg', 'Vorhegg'],\n       ['Pillersdorf bei Retz', 'Pillersdorf bei Retz',\n        'Pillersdorf bei Retz', 'Pillersdorf bei Retz',\n        'Pillersdorf bei Retz', 'Pillersdorf bei Retz',\n        'Pillersdorf bei Retz', 'Pillersdorf bei Retz',\n        'Pillersdorf bei Retz', 'Pillersdorf bei Retz',\n        'Pillersdorf bei Retz', 'Pillersdorf bei Retz'],\n       ['Sulzberg', 'Sulzberg', 'Sulzberg', 'Sulzberg', 'Sulzberg',\n        'Sulzberg', 'Sulzberg', 'Sulzberg', 'Sulzberg', 'Sulzberg',\n        'Sulzberg', 'Sulzberg'],\n       ['Sonnblick', 'Sonnblick', 'Sonnblick', 'Sonnblick', 'Sonnblick',\n        'Sonnblick', 'Sonnblick', 'Sonnblick', 'Sonnblick', 'Sonnblick',\n        'Sonnblick', 'Sonnblick'],\n       ['Masenberg', 'Masenberg', 'Masenberg', 'Masenberg', 'Masenberg',\n        'Masenberg', 'Masenberg', 'Masenberg', 'Masenberg', 'Masenberg',\n...\n       ['Chopok', 'Chopok', 'Chopok', 'Chopok', 'Chopok', 'Chopok',\n        'Chopok', 'Chopok', 'Chopok', 'Chopok', 'Chopok', 'Chopok'],\n       ['Starina', 'Starina', 'Starina', 'Starina', 'Starina', 'Starina',\n        'Starina', 'Starina', 'Starina', 'Starina', 'Starina', 'Starina'],\n       ['Topolniky', 'Topolniky', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'Topolniky', 'Topolniky', 'Topolniky', 'Topolniky', 'Topolniky'],\n       ['Barrow', 'Barrow', 'Barrow', 'Barrow', 'Barrow', 'Barrow',\n        'Barrow', 'Barrow', 'Barrow', 'Barrow', 'Barrow', 'Barrow'],\n       ['Boulder Table Mountain', 'Boulder Table Mountain',\n        'Boulder Table Mountain', 'Boulder Table Mountain',\n        'Boulder Table Mountain', 'Boulder Table Mountain',\n        'Boulder Table Mountain', 'Boulder Table Mountain',\n        'Boulder Table Mountain', 'Boulder Table Mountain',\n        'Boulder Table Mountain', 'Boulder Table Mountain'],\n       ['Pha Din', 'Pha Din', 'Pha Din', 'Pha Din', 'Pha Din', 'Pha Din',\n        'Pha Din', 'Pha Din', 'Pha Din', 'Pha Din', 'Pha Din', 'Pha Din'],\n       ['Cape Point', 'Cape Point', 'Cape Point', 'Cape Point',\n        'Cape Point', 'Cape Point', 'Cape Point', 'Cape Point',\n        'Cape Point', 'Cape Point', 'Cape Point', 'Cape Point']],\n      dtype='<U34')
  • standard_name :
    station name
    long_name :
    station name
    units :
    unitless
    description :
    Name of station where the measurement was conducted.
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In\u00a0[12]:
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data['actris_actris|sconco3_latitude']\n
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Out[12]:
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<xarray.DataArray 'actris_actris|sconco3_latitude' (\n                                                    station_actris_actris|sconco3: 80,\n                                                    month: 12)> Size: 8kB\narray([[-54.84846497, -54.84846497, -54.84846497, -54.84846497,\n        -54.84846497, -54.84846497, -54.84846497, -54.84846497,\n        -54.84846497, -54.84846497, -54.84846497, -54.84846497],\n       [ 47.76666   ,  47.76666   ,  47.76666   ,  47.76666   ,\n         47.76666   ,  47.76666   ,  47.76666   ,  47.76666   ,\n         47.76666   ,  47.76666   ,  47.76666   ,  47.76666   ],\n       [ 46.677778  ,  46.677778  ,  46.677778  ,  46.677778  ,\n         46.677778  ,  46.677778  ,  46.677778  ,  46.677778  ,\n         46.677778  ,  46.677778  ,  46.677778  ,  46.677778  ],\n       [ 48.721111  ,  48.721111  ,  48.721111  ,  48.721111  ,\n         48.721111  ,  48.721111  ,  48.721111  ,  48.721111  ,\n         48.721111  ,  48.721111  ,  48.721111  ,  48.721111  ],\n       [ 47.529167  ,  47.529167  ,  47.529167  ,  47.529167  ,\n         47.529167  ,  47.529167  ,  47.529167  ,  47.529167  ,\n         47.529167  ,  47.529167  ,  47.529167  ,  47.529167  ],\n       [ 47.05407   ,  47.05407   ,  47.05407   ,  47.05407   ,\n         47.05407   ,  47.05407   ,  47.05407   ,  47.05407   ,\n         47.05407   ,  47.05407   ,  47.05407   ,  47.05407   ],\n       [ 47.348056  ,  47.348056  ,  47.348056  ,  47.348056  ,\n         47.348056  ,  47.348056  ,  47.348056  ,  47.348056  ,\n...\n         48.933333  ,  48.933333  ,  48.933333  ,  48.933333  ,\n         48.933333  ,  48.933333  ,  48.933333  ,  48.933333  ],\n       [ 49.05      ,  49.05      ,  49.05      ,  49.05      ,\n         49.05      ,  49.05      ,  49.05      ,  49.05      ,\n         49.05      ,  49.05      ,  49.05      ,  49.05      ],\n       [ 47.96      ,  47.96      ,          nan,          nan,\n                 nan,          nan,          nan,  47.96      ,\n         47.96      ,  47.96      ,  47.96      ,  47.96      ],\n       [ 71.32301331,  71.32301331,  71.32301331,  71.32301331,\n         71.32301331,  71.32301331,  71.32301331,  71.32301331,\n         71.32301331,  71.32301331,  71.32301331,  71.32301331],\n       [ 40.12498   ,  40.12498   ,  40.12498   ,  40.12498   ,\n         40.12498   ,  40.12498   ,  40.12498   ,  40.12498   ,\n         40.12498   ,  40.12498   ,  40.12498   ,  40.12498   ],\n       [ 21.5731    ,  21.5731    ,  21.5731    ,  21.5731    ,\n         21.5731    ,  21.5731    ,  21.5731    ,  21.5731    ,\n         21.5731    ,  21.5731    ,  21.5731    ,  21.5731    ],\n       [-34.35348   , -34.35348   , -34.35348   , -34.35348   ,\n        -34.35348   , -34.35348   , -34.35348   , -34.35348   ,\n        -34.35348   , -34.35348   , -34.35348   , -34.35348   ]])\nDimensions without coordinates: station_actris_actris|sconco3, month\nAttributes:\n    standard_name:  latitude\n    long_name:      latitude\n    units:          decimal degrees North\n    description:    Geodetic latitude of measuring instrument, in decimal deg...\n    axis:           Y
xarray.DataArray
'actris_actris|sconco3_latitude'
  • station_actris_actris|sconco3: 80
  • month: 12
  • -54.85 -54.85 -54.85 -54.85 -54.85 ... -34.35 -34.35 -34.35 -34.35
    array([[-54.84846497, -54.84846497, -54.84846497, -54.84846497,\n        -54.84846497, -54.84846497, -54.84846497, -54.84846497,\n        -54.84846497, -54.84846497, -54.84846497, -54.84846497],\n       [ 47.76666   ,  47.76666   ,  47.76666   ,  47.76666   ,\n         47.76666   ,  47.76666   ,  47.76666   ,  47.76666   ,\n         47.76666   ,  47.76666   ,  47.76666   ,  47.76666   ],\n       [ 46.677778  ,  46.677778  ,  46.677778  ,  46.677778  ,\n         46.677778  ,  46.677778  ,  46.677778  ,  46.677778  ,\n         46.677778  ,  46.677778  ,  46.677778  ,  46.677778  ],\n       [ 48.721111  ,  48.721111  ,  48.721111  ,  48.721111  ,\n         48.721111  ,  48.721111  ,  48.721111  ,  48.721111  ,\n         48.721111  ,  48.721111  ,  48.721111  ,  48.721111  ],\n       [ 47.529167  ,  47.529167  ,  47.529167  ,  47.529167  ,\n         47.529167  ,  47.529167  ,  47.529167  ,  47.529167  ,\n         47.529167  ,  47.529167  ,  47.529167  ,  47.529167  ],\n       [ 47.05407   ,  47.05407   ,  47.05407   ,  47.05407   ,\n         47.05407   ,  47.05407   ,  47.05407   ,  47.05407   ,\n         47.05407   ,  47.05407   ,  47.05407   ,  47.05407   ],\n       [ 47.348056  ,  47.348056  ,  47.348056  ,  47.348056  ,\n         47.348056  ,  47.348056  ,  47.348056  ,  47.348056  ,\n...\n         48.933333  ,  48.933333  ,  48.933333  ,  48.933333  ,\n         48.933333  ,  48.933333  ,  48.933333  ,  48.933333  ],\n       [ 49.05      ,  49.05      ,  49.05      ,  49.05      ,\n         49.05      ,  49.05      ,  49.05      ,  49.05      ,\n         49.05      ,  49.05      ,  49.05      ,  49.05      ],\n       [ 47.96      ,  47.96      ,          nan,          nan,\n                 nan,          nan,          nan,  47.96      ,\n         47.96      ,  47.96      ,  47.96      ,  47.96      ],\n       [ 71.32301331,  71.32301331,  71.32301331,  71.32301331,\n         71.32301331,  71.32301331,  71.32301331,  71.32301331,\n         71.32301331,  71.32301331,  71.32301331,  71.32301331],\n       [ 40.12498   ,  40.12498   ,  40.12498   ,  40.12498   ,\n         40.12498   ,  40.12498   ,  40.12498   ,  40.12498   ,\n         40.12498   ,  40.12498   ,  40.12498   ,  40.12498   ],\n       [ 21.5731    ,  21.5731    ,  21.5731    ,  21.5731    ,\n         21.5731    ,  21.5731    ,  21.5731    ,  21.5731    ,\n         21.5731    ,  21.5731    ,  21.5731    ,  21.5731    ],\n       [-34.35348   , -34.35348   , -34.35348   , -34.35348   ,\n        -34.35348   , -34.35348   , -34.35348   , -34.35348   ,\n        -34.35348   , -34.35348   , -34.35348   , -34.35348   ]])
  • standard_name :
    latitude
    long_name :
    latitude
    units :
    decimal degrees North
    description :
    Geodetic latitude of measuring instrument, in decimal degrees North, following the stated horizontal datum.
    axis :
    Y
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In\u00a0[13]:
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data['actris_actris|sconco3_longitude']\n
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Out[13]:
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<xarray.DataArray 'actris_actris|sconco3_longitude' (\n                                                     station_actris_actris|sconco3: 80,\n                                                     month: 12)> Size: 8kB\narray([[ -68.31069183,  -68.31069183,  -68.31069183,  -68.31069183,\n         -68.31069183,  -68.31069183,  -68.31069183,  -68.31069183,\n         -68.31069183,  -68.31069183,  -68.31069183,  -68.31069183],\n       [  16.76666   ,   16.76666   ,   16.76666   ,   16.76666   ,\n          16.76666   ,   16.76666   ,   16.76666   ,   16.76666   ,\n          16.76666   ,   16.76666   ,   16.76666   ,   16.76666   ],\n       [  12.972222  ,   12.972222  ,   12.972222  ,   12.972222  ,\n          12.972222  ,   12.972222  ,   12.972222  ,   12.972222  ,\n          12.972222  ,   12.972222  ,   12.972222  ,   12.972222  ],\n       [  15.942222  ,   15.942222  ,   15.942222  ,   15.942222  ,\n          15.942222  ,   15.942222  ,   15.942222  ,   15.942222  ,\n          15.942222  ,   15.942222  ,   15.942222  ,   15.942222  ],\n       [   9.926667  ,    9.926667  ,    9.926667  ,    9.926667  ,\n           9.926667  ,    9.926667  ,    9.926667  ,    9.926667  ,\n           9.926667  ,    9.926667  ,    9.926667  ,    9.926667  ],\n       [  12.95794   ,   12.95794   ,   12.95794   ,   12.95794   ,\n          12.95794   ,   12.95794   ,   12.95794   ,   12.95794   ,\n          12.95794   ,   12.95794   ,   12.95794   ,   12.95794   ],\n       [  15.882222  ,   15.882222  ,   15.882222  ,   15.882222  ,\n          15.882222  ,   15.882222  ,   15.882222  ,   15.882222  ,\n...\n          19.583333  ,   19.583333  ,   19.583333  ,   19.583333  ,\n          19.583333  ,   19.583333  ,   19.583333  ,   19.583333  ],\n       [  22.266667  ,   22.266667  ,   22.266667  ,   22.266667  ,\n          22.266667  ,   22.266667  ,   22.266667  ,   22.266667  ,\n          22.266667  ,   22.266667  ,   22.266667  ,   22.266667  ],\n       [  17.860556  ,   17.860556  ,           nan,           nan,\n                  nan,           nan,           nan,   17.860556  ,\n          17.860556  ,   17.860556  ,   17.860556  ,   17.860556  ],\n       [-156.6114655 , -156.6114655 , -156.6114655 , -156.6114655 ,\n        -156.6114655 , -156.6114655 , -156.6114655 , -156.6114655 ,\n        -156.6114655 , -156.6114655 , -156.6114655 , -156.6114655 ],\n       [-105.2368    , -105.2368    , -105.2368    , -105.2368    ,\n        -105.2368    , -105.2368    , -105.2368    , -105.2368    ,\n        -105.2368    , -105.2368    , -105.2368    , -105.2368    ],\n       [ 103.5157    ,  103.5157    ,  103.5157    ,  103.5157    ,\n         103.5157    ,  103.5157    ,  103.5157    ,  103.5157    ,\n         103.5157    ,  103.5157    ,  103.5157    ,  103.5157    ],\n       [  18.48968   ,   18.48968   ,   18.48968   ,   18.48968   ,\n          18.48968   ,   18.48968   ,   18.48968   ,   18.48968   ,\n          18.48968   ,   18.48968   ,   18.48968   ,   18.48968   ]])\nDimensions without coordinates: station_actris_actris|sconco3, month\nAttributes:\n    standard_name:  longitude\n    long_name:      longitude\n    units:          decimal degrees East\n    description:    Geodetic longitude of measuring instrument, in decimal de...\n    axis:           X
xarray.DataArray
'actris_actris|sconco3_longitude'
  • station_actris_actris|sconco3: 80
  • month: 12
  • -68.31 -68.31 -68.31 -68.31 -68.31 ... 18.49 18.49 18.49 18.49 18.49
    array([[ -68.31069183,  -68.31069183,  -68.31069183,  -68.31069183,\n         -68.31069183,  -68.31069183,  -68.31069183,  -68.31069183,\n         -68.31069183,  -68.31069183,  -68.31069183,  -68.31069183],\n       [  16.76666   ,   16.76666   ,   16.76666   ,   16.76666   ,\n          16.76666   ,   16.76666   ,   16.76666   ,   16.76666   ,\n          16.76666   ,   16.76666   ,   16.76666   ,   16.76666   ],\n       [  12.972222  ,   12.972222  ,   12.972222  ,   12.972222  ,\n          12.972222  ,   12.972222  ,   12.972222  ,   12.972222  ,\n          12.972222  ,   12.972222  ,   12.972222  ,   12.972222  ],\n       [  15.942222  ,   15.942222  ,   15.942222  ,   15.942222  ,\n          15.942222  ,   15.942222  ,   15.942222  ,   15.942222  ,\n          15.942222  ,   15.942222  ,   15.942222  ,   15.942222  ],\n       [   9.926667  ,    9.926667  ,    9.926667  ,    9.926667  ,\n           9.926667  ,    9.926667  ,    9.926667  ,    9.926667  ,\n           9.926667  ,    9.926667  ,    9.926667  ,    9.926667  ],\n       [  12.95794   ,   12.95794   ,   12.95794   ,   12.95794   ,\n          12.95794   ,   12.95794   ,   12.95794   ,   12.95794   ,\n          12.95794   ,   12.95794   ,   12.95794   ,   12.95794   ],\n       [  15.882222  ,   15.882222  ,   15.882222  ,   15.882222  ,\n          15.882222  ,   15.882222  ,   15.882222  ,   15.882222  ,\n...\n          19.583333  ,   19.583333  ,   19.583333  ,   19.583333  ,\n          19.583333  ,   19.583333  ,   19.583333  ,   19.583333  ],\n       [  22.266667  ,   22.266667  ,   22.266667  ,   22.266667  ,\n          22.266667  ,   22.266667  ,   22.266667  ,   22.266667  ,\n          22.266667  ,   22.266667  ,   22.266667  ,   22.266667  ],\n       [  17.860556  ,   17.860556  ,           nan,           nan,\n                  nan,           nan,           nan,   17.860556  ,\n          17.860556  ,   17.860556  ,   17.860556  ,   17.860556  ],\n       [-156.6114655 , -156.6114655 , -156.6114655 , -156.6114655 ,\n        -156.6114655 , -156.6114655 , -156.6114655 , -156.6114655 ,\n        -156.6114655 , -156.6114655 , -156.6114655 , -156.6114655 ],\n       [-105.2368    , -105.2368    , -105.2368    , -105.2368    ,\n        -105.2368    , -105.2368    , -105.2368    , -105.2368    ,\n        -105.2368    , -105.2368    , -105.2368    , -105.2368    ],\n       [ 103.5157    ,  103.5157    ,  103.5157    ,  103.5157    ,\n         103.5157    ,  103.5157    ,  103.5157    ,  103.5157    ,\n         103.5157    ,  103.5157    ,  103.5157    ,  103.5157    ],\n       [  18.48968   ,   18.48968   ,   18.48968   ,   18.48968   ,\n          18.48968   ,   18.48968   ,   18.48968   ,   18.48968   ,\n          18.48968   ,   18.48968   ,   18.48968   ,   18.48968   ]])
  • standard_name :
    longitude
    long_name :
    longitude
    units :
    decimal degrees East
    description :
    Geodetic longitude of measuring instrument, in decimal degrees East, following the stated horizontal datum.
    axis :
    X
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Save data\u00b6

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Data can be saved as netCDF or Numpy.

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Save to netCDF\u00b6

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In\u00a0[14]:
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provi.save(format='nc')\n
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Data saved to /home/avilanov/software/providentia/saved_data/PRV_20260611_1716.nc\n
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Save to Numpy\u00b6

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In\u00a0[15]:
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provi.save(format='np')\n
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Data saved to /home/avilanov/software/providentia/saved_data/PRV_20260611_1716.npz\n
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Plot\u00b6

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The statistics that can be plotted are: Mean, Median, StdDev, Var, Min, Max, NData, Data%, NStations, Exceedances, p1, p5, p10, p25, p75 , p90, p95, p99 and MDA8.

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Maps\u00b6

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In\u00a0[16]:
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provi.plot('map-Median')\n
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Warning: Width and/or height have not been passed. The default values will be set.\nWarning: No specific data labels set, plotting first available data label: Ozone Mass Concentration.\n
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Timeseries\u00b6

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In\u00a0[17]:
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provi.plot('timeseries', annotate=True)\n
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Warning: Width and/or height have not been passed. The default values will be set.\n
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Periodic plots\u00b6

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In\u00a0[18]:
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provi.plot('periodic-Median')\n
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Warning: Width and/or height have not been passed. The default values will be set.\n
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Periodic violin plots\u00b6

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In\u00a0[19]:
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provi.plot('periodic-violin')\n
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Warning: Width and/or height have not been passed. The default values will be set.\n
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Distribution plots\u00b6

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In\u00a0[20]:
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provi.plot('distribution')\n
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Warning: Width and/or height have not been passed. The default values will be set.\n
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Boxplot\u00b6

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In\u00a0[21]:
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provi.plot('boxplot')\n
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Warning: Width and/or height have not been passed. The default values will be set.\n
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Filter data\u00b6

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By country\u00b6

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We can use the metadata to easily filter by country. In this case, we will select all stations in Norway and Spain.

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In\u00a0[22]:
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# filter data by country metadata \nprovi.reset()\nprovi.filter('country', keep=['Norway','Spain'])\nstations_data = provi.data(format='xr')\nstations_data\n
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Resetting all data filters.\nFiltering data\nFiltering data\n
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Out[22]:
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<xarray.Dataset> Size: 906kB\nDimensions:                                                       (\n                                                                   data_label: 1,\n                                                                   station_actris_actris|sconco3: 16,\n                                                                   time: 8784,\n                                                                   month: 12)\nCoordinates:\n  * time                                                          (time) datetime64[ns] 70kB ...\nDimensions without coordinates: data_label, station_actris_actris|sconco3, month\nData variables: (12/29)\n    data_labels                                                   (data_label) <U24 96B ...\n    actris_actris|sconco3_data                                    (data_label, station_actris_actris|sconco3, time) float32 562kB ...\n    actris_actris|sconco3_station_reference                       (station_actris_actris|sconco3, month) <U7 5kB ...\n    actris_actris|sconco3_longitude                               (station_actris_actris|sconco3, month) float64 2kB ...\n    actris_actris|sconco3_latitude                                (station_actris_actris|sconco3, month) float64 2kB ...\n    actris_actris|sconco3_station_name                            (station_actris_actris|sconco3, month) <U30 23kB ...\n    ...                                                            ...\n    actris_actris|sconco3_contact_name                            (station_actris_actris|sconco3, month) <U63 48kB ...\n    actris_actris|sconco3_contact_institution                     (station_actris_actris|sconco3, month) <U4 3kB ...\n    actris_actris|sconco3_contact_email_address                   (station_actris_actris|sconco3, month) <U12 9kB ...\n    actris_actris|sconco3_data_licence                            (station_actris_actris|sconco3, month) <U3 2kB ...\n    actris_actris|sconco3_doi                                     (station_actris_actris|sconco3, month) <U4 3kB ...\n    actris_actris|sconco3_actris_national_facility                (station_actris_actris|sconco3, month) <U5 4kB ...\nAttributes:\n    title:        Saved data from Providentia\n    institution:  Barcelona Supercomputing Center\n    source:       Providentia
xarray.Dataset
    • data_label: 1
    • station_actris_actris|sconco3: 16
    • time: 8784
    • month: 12
    • time
      (time)
      datetime64[ns]
      2024-01-01 ... 2024-12-31T23:00:00
      standard_name :
      time
      long_name :
      time
      description :
      Time in hours since 2024-01-01 00:00 UTC. Time given refers to the start of the time window the measurement is representative of (temporal resolution).
      axis :
      T
      tz :
      UTC
      array(['2024-01-01T00:00:00.000000000', '2024-01-01T01:00:00.000000000',\n       '2024-01-01T02:00:00.000000000', ..., '2024-12-31T21:00:00.000000000',\n       '2024-12-31T22:00:00.000000000', '2024-12-31T23:00:00.000000000'],\n      shape=(8784,), dtype='datetime64[ns]')
    • data_labels
      (data_label)
      <U24
      'Ozone Mass Concentration'
      standard_name :
      data_labels
      long_name :
      data_labels
      description :
      Labels associated with each data array, e.g. observations, model_1, etc.
      array(['Ozone Mass Concentration'], dtype='<U24')
    • actris_actris|sconco3_data
      (data_label, station_actris_actris|sconco3, time)
      float32
      63.36 62.64 61.53 ... 78.6 77.6 nan
      standard_name :
      ozone
      long_name :
      ozone
      units :
      nmol mol-1
      description :
      Measured value of surface ozone for the stated temporal resolution.
      resolution :
      hourly
      resampling_resolution :
      None
      start_date :
      20240101
      end_date :
      20250101
      temporal_colocation :
      True
      spatial_colocation :
      True
      filter_species :
      {}
      forecast :
      []
      calibration_factor :
      {}
      remove_extreme_stations :
      None
      statistic_mode :
      Temporal|Spatial
      statistic_aggregation :
      Median
      periodic_statistic_mode :
      Independent
      periodic_statistic_aggregation :
      Median
      timeseries_statistic_aggregation :
      Median
      spatial_colocation_tolerance :
      19.053
      spatial_colocation_station_reference :
      True
      spatial_colocation_station_name :
      True
      spatial_colocation_longitude_latitude :
      True
      spatial_colocation_measurement_altitude :
      True
      spatial_colocation_validation :
      True
      spatial_colocation_validation_tolerance :
      10000.0
      array([[[63.36, 62.64, 61.53, ..., 64.03, 62.75, 61.67],\n        [72.7 , 72.42, 72.58, ..., 59.93, 59.61, 63.76],\n        [70.27, 70.53, 69.81, ...,   nan,   nan,   nan],\n        ...,\n        [60.9 , 59.9 , 55.3 , ..., 62.5 , 63.7 ,   nan],\n        [42.2 , 42.  , 41.8 , ..., 43.3 , 43.5 , 43.3 ],\n        [67.9 , 67.1 , 66.7 , ..., 78.6 , 77.6 ,   nan]]],\n      shape=(1, 16, 8784), dtype=float32)
    • actris_actris|sconco3_station_reference
      (station_actris_actris|sconco3, month)
      <U7
      'ES0005R' 'ES0005R' ... 'NO0489R'
      standard_name :
      station reference
      long_name :
      station reference identifier
      units :
      unitless
      description :
      reference ID for station.
      array([['ES0005R', 'ES0005R', 'ES0005R', 'ES0005R', 'ES0005R', 'ES0005R',\n        'ES0005R', 'ES0005R', 'ES0005R', 'ES0005R', 'ES0005R', 'ES0005R'],\n       ['ES0008R', 'ES0008R', 'ES0008R', 'ES0008R', 'ES0008R', 'ES0008R',\n        'ES0008R', 'ES0008R', 'ES0008R', 'ES0008R', 'ES0008R', 'ES0008R'],\n       ['ES0009R', 'ES0009R', 'ES0009R', 'ES0009R', 'ES0009R', 'ES0009R',\n        'ES0009R', 'ES0009R', 'ES0009R', 'ES0009R', 'ES0009R', 'ES0009R'],\n       ['ES0010R', 'ES0010R', 'ES0010R', 'ES0010R', 'ES0010R', 'ES0010R',\n        'ES0010R', 'ES0010R', 'ES0010R', 'ES0010R', 'ES0010R', 'ES0010R'],\n       ['ES0011R', 'ES0011R', 'ES0011R', 'ES0011R', 'ES0011R', 'ES0011R',\n        'ES0011R', 'ES0011R', 'ES0011R', 'ES0011R', 'ES0011R', 'ES0011R'],\n       ['ES0012R', 'ES0012R', 'ES0012R', 'ES0012R', 'ES0012R', 'ES0012R',\n        'ES0012R', 'ES0012R', 'ES0012R', 'ES0012R', 'ES0012R', 'ES0012R'],\n       ['ES0014R', 'ES0014R', 'ES0014R', 'ES0014R', 'ES0014R', 'ES0014R',\n        'ES0014R', 'ES0014R', 'ES0014R', 'ES0014R', 'ES0014R', 'ES0014R'],\n       ['NO0002R', 'NO0002R', 'NO0002R', 'NO0002R', 'NO0002R', 'NO0002R',\n        'NO0002R', 'NO0002R', 'NO0002R', 'NO0002R', 'NO0002R', 'NO0002R'],\n       ['NO0015R', 'NO0015R', 'NO0015R', 'NO0015R', 'NO0015R', 'NO0015R',\n        'NO0015R', 'NO0015R', 'NO0015R', 'NO0015R', 'NO0015R', 'NO0015R'],\n       ['NO0042G', 'NO0042G', 'NO0042G', 'NO0042G', 'NO0042G', 'NO0042G',\n        'NO0042G', 'NO0042G', 'NO0042G', 'NO0042G', 'NO0042G', 'NO0042G'],\n       ['NO0043R', 'NO0043R', 'NO0043R', 'NO0043R', 'NO0043R', 'NO0043R',\n        'NO0043R', 'NO0043R', 'NO0043R', 'NO0043R', 'NO0043R', 'NO0043R'],\n       ['NO0047R', 'NO0047R', 'NO0047R', 'NO0047R', 'NO0047R', 'NO0047R',\n        'NO0047R', 'NO0047R', 'NO0047R', 'NO0047R', 'NO0047R', 'NO0047R'],\n       ['NO0052R', 'NO0052R', 'NO0052R', 'NO0052R', 'NO0052R', 'NO0052R',\n        'NO0052R', 'NO0052R', 'NO0052R', 'NO0052R', 'NO0052R', 'NO0052R'],\n       ['NO0056R', 'NO0056R', 'NO0056R', 'NO0056R', 'NO0056R', 'NO0056R',\n        'NO0056R', 'NO0056R', 'NO0056R', 'NO0056R', 'NO0056R', 'NO0056R'],\n       ['NO0059G', 'NO0059G', 'NO0059G', 'NO0059G', 'NO0059G', 'NO0059G',\n        'NO0059G', 'NO0059G', 'NO0059G', 'NO0059G', 'NO0059G', 'NO0059G'],\n       ['NO0489R', 'NO0489R', 'NO0489R', 'NO0489R', 'NO0489R', 'NO0489R',\n        'NO0489R', 'NO0489R', 'NO0489R', 'NO0489R', 'NO0489R', 'NO0489R']],\n      dtype='<U7')
    • actris_actris|sconco3_longitude
      (station_actris_actris|sconco3, month)
      float64
      -8.924 -8.924 ... 9.517 9.517
      standard_name :
      longitude
      long_name :
      longitude
      units :
      decimal degrees East
      description :
      Geodetic longitude of measuring instrument, in decimal degrees East, following the stated horizontal datum.
      axis :
      X
      array([[-8.92361 , -8.92361 , -8.92361 , -8.92361 , -8.92361 , -8.92361 ,\n        -8.92361 , -8.92361 , -8.92361 , -8.92361 , -8.92361 , -8.92361 ],\n       [-4.85    , -4.85    , -4.85    , -4.85    , -4.85    , -4.85    ,\n        -4.85    , -4.85    , -4.85    , -4.85    , -4.85    , -4.85    ],\n       [-3.1425  , -3.1425  , -3.1425  , -3.1425  , -3.1425  , -3.1425  ,\n        -3.1425  , -3.1425  , -3.1425  , -3.1425  , -3.1425  , -3.1425  ],\n       [ 3.31583 ,  3.31583 ,  3.31583 ,  3.31583 ,  3.31583 ,  3.31583 ,\n         3.31583 ,  3.31583 ,  3.31583 ,  3.31583 ,  3.31583 ,  3.31583 ],\n       [-6.92361 , -6.92361 , -6.92361 , -6.92361 , -6.92361 , -6.92361 ,\n        -6.92361 , -6.92361 , -6.92361 , -6.92361 , -6.92361 , -6.92361 ],\n       [-1.10111 , -1.10111 , -1.10111 , -1.10111 , -1.10111 , -1.10111 ,\n        -1.10111 , -1.10111 , -1.10111 , -1.10111 , -1.10111 , -1.10111 ],\n       [ 0.73472 ,  0.73472 ,  0.73472 ,  0.73472 ,  0.73472 ,  0.73472 ,\n         0.73472 ,  0.73472 ,  0.73472 ,  0.73472 ,  0.73472 ,  0.73472 ],\n       [ 8.252   ,  8.252   ,  8.252   ,  8.252   ,  8.252   ,  8.252   ,\n         8.252   ,  8.252   ,  8.252   ,  8.252   ,  8.252   ,  8.252   ],\n       [13.916667, 13.916667, 13.916667, 13.916667, 13.916667, 13.916667,\n        13.916667, 13.916667, 13.916667, 13.916667, 13.916667, 13.916667],\n       [11.88668 , 11.88668 , 11.88668 , 11.88668 , 11.88668 , 11.88668 ,\n        11.88668 , 11.88668 , 11.88668 , 11.88668 , 11.88668 , 11.88668 ],\n       [11.533333, 11.533333, 11.533333, 11.533333, 11.533333, 11.533333,\n        11.533333, 11.533333, 11.533333, 11.533333, 11.533333, 11.533333],\n       [30.033333, 30.033333, 30.033333, 30.033333, 30.033333, 30.033333,\n        30.033333, 30.033333, 30.033333, 30.033333, 30.033333, 30.033333],\n       [ 5.2     ,  5.2     ,  5.2     ,  5.2     ,  5.2     ,  5.2     ,\n         5.2     ,  5.2     ,  5.2     ,  5.2     ,  5.2     ,  5.2     ],\n       [11.078142, 11.078142, 11.078142, 11.078142, 11.078142, 11.078142,\n        11.078142, 11.078142, 11.078142, 11.078142, 11.078142, 11.078142],\n       [ 2.5351  ,  2.5351  ,  2.5351  ,  2.5351  ,  2.5351  ,  2.5351  ,\n         2.5351  ,  2.5351  ,  2.5351  ,  2.5351  ,  2.5351  ,  2.5351  ],\n       [ 9.516667,  9.516667,  9.516667,  9.516667,  9.516667,  9.516667,\n         9.516667,  9.516667,  9.516667,  9.516667,  9.516667,  9.516667]])
    • actris_actris|sconco3_latitude
      (station_actris_actris|sconco3, month)
      float64
      42.72 42.72 42.72 ... 59.2 59.2
      standard_name :
      latitude
      long_name :
      latitude
      units :
      decimal degrees North
      description :
      Geodetic latitude of measuring instrument, in decimal degrees North, following the stated horizontal datum.
      axis :
      Y
      array([[ 42.72056 ,  42.72056 ,  42.72056 ,  42.72056 ,  42.72056 ,\n         42.72056 ,  42.72056 ,  42.72056 ,  42.72056 ,  42.72056 ,\n         42.72056 ,  42.72056 ],\n       [ 43.43917 ,  43.43917 ,  43.43917 ,  43.43917 ,  43.43917 ,\n         43.43917 ,  43.43917 ,  43.43917 ,  43.43917 ,  43.43917 ,\n         43.43917 ,  43.43917 ],\n       [ 41.27417 ,  41.27417 ,  41.27417 ,  41.27417 ,  41.27417 ,\n         41.27417 ,  41.27417 ,  41.27417 ,  41.27417 ,  41.27417 ,\n         41.27417 ,  41.27417 ],\n       [ 42.31917 ,  42.31917 ,  42.31917 ,  42.31917 ,  42.31917 ,\n         42.31917 ,  42.31917 ,  42.31917 ,  42.31917 ,  42.31917 ,\n         42.31917 ,  42.31917 ],\n       [ 38.47278 ,  38.47278 ,  38.47278 ,  38.47278 ,  38.47278 ,\n         38.47278 ,  38.47278 ,  38.47278 ,  38.47278 ,  38.47278 ,\n         38.47278 ,  38.47278 ],\n       [ 39.08278 ,  39.08278 ,  39.08278 ,  39.08278 ,  39.08278 ,\n         39.08278 ,  39.08278 ,  39.08278 ,  39.08278 ,  39.08278 ,\n         39.08278 ,  39.08278 ],\n       [ 41.39389 ,  41.39389 ,  41.39389 ,  41.39389 ,  41.39389 ,\n         41.39389 ,  41.39389 ,  41.39389 ,  41.39389 ,  41.39389 ,\n...\n         78.90715 ,  78.90715 ,  78.90715 ,  78.90715 ,  78.90715 ,\n         78.90715 ,  78.90715 ],\n       [ 59.      ,  59.      ,  59.      ,  59.      ,  59.      ,\n         59.      ,  59.      ,  59.      ,  59.      ,  59.      ,\n         59.      ,  59.      ],\n       [ 69.45    ,  69.45    ,  69.45    ,  69.45    ,  69.45    ,\n         69.45    ,  69.45    ,  69.45    ,  69.45    ,  69.45    ,\n         69.45    ,  69.45    ],\n       [ 59.2     ,  59.2     ,  59.2     ,  59.2     ,  59.2     ,\n         59.2     ,  59.2     ,  59.2     ,  59.2     ,  59.2     ,\n         59.2     ,  59.2     ],\n       [ 60.372386,  60.372386,  60.372386,  60.372386,  60.372386,\n         60.372386,  60.372386,  60.372386,  60.372386,  60.372386,\n         60.372386,  60.372386],\n       [-72.0117  , -72.0117  , -72.0117  , -72.0117  , -72.0117  ,\n        -72.0117  , -72.0117  , -72.0117  , -72.0117  , -72.0117  ,\n        -72.0117  , -72.0117  ],\n       [ 59.2     ,  59.2     ,  59.2     ,  59.2     ,  59.2     ,\n         59.2     ,  59.2     ,  59.2     ,  59.2     ,  59.2     ,\n         59.2     ,  59.2     ]])
    • actris_actris|sconco3_station_name
      (station_actris_actris|sconco3, month)
      <U30
      'Noia' 'Noia' ... 'Haukenes'
      standard_name :
      station name
      long_name :
      station name
      units :
      unitless
      description :
      Name of station where the measurement was conducted.
      array([['Noia', 'Noia', 'Noia', 'Noia', 'Noia', 'Noia', 'Noia', 'Noia',\n        'Noia', 'Noia', 'Noia', 'Noia'],\n       ['Niembro', 'Niembro', 'Niembro', 'Niembro', 'Niembro', 'Niembro',\n        'Niembro', 'Niembro', 'Niembro', 'Niembro', 'Niembro', 'Niembro'],\n       ['Campisabalos', 'Campisabalos', 'Campisabalos', 'Campisabalos',\n        'Campisabalos', 'Campisabalos', 'Campisabalos', 'Campisabalos',\n        'Campisabalos', 'Campisabalos', 'Campisabalos', 'Campisabalos'],\n       ['Cabo de Creus', 'Cabo de Creus', 'Cabo de Creus',\n        'Cabo de Creus', 'Cabo de Creus', 'Cabo de Creus',\n        'Cabo de Creus', 'Cabo de Creus', 'Cabo de Creus',\n        'Cabo de Creus', 'Cabo de Creus', 'Cabo de Creus'],\n       ['Barcarrota', 'Barcarrota', 'Barcarrota', 'Barcarrota',\n        'Barcarrota', 'Barcarrota', 'Barcarrota', 'Barcarrota',\n        'Barcarrota', 'Barcarrota', 'Barcarrota', 'Barcarrota'],\n       ['Zarra', 'Zarra', 'Zarra', 'Zarra', 'Zarra', 'Zarra', 'Zarra',\n        'Zarra', 'Zarra', 'Zarra', 'Zarra', 'Zarra'],\n       ['Els Torms', 'Els Torms', 'Els Torms', 'Els Torms', 'Els Torms',\n        'Els Torms', 'Els Torms', 'Els Torms', 'Els Torms', 'Els Torms',\n        'Els Torms', 'Els Torms'],\n       ['Birkenes II', 'Birkenes II', 'Birkenes II', 'Birkenes II',\n...\n        'Zeppelin mountain (Ny-\u00c5lesund)',\n        'Zeppelin mountain (Ny-\u00c5lesund)',\n        'Zeppelin mountain (Ny-\u00c5lesund)',\n        'Zeppelin mountain (Ny-\u00c5lesund)',\n        'Zeppelin mountain (Ny-\u00c5lesund)'],\n       ['Prestebakke', 'Prestebakke', 'Prestebakke', 'Prestebakke',\n        'Prestebakke', 'Prestebakke', 'Prestebakke', 'Prestebakke',\n        'Prestebakke', 'Prestebakke', 'Prestebakke', 'Prestebakke'],\n       ['Svanvik', 'Svanvik', 'Svanvik', 'Svanvik', 'Svanvik', 'Svanvik',\n        'Svanvik', 'Svanvik', 'Svanvik', 'Svanvik', 'Svanvik', 'Svanvik'],\n       ['Sandve', 'Sandve', 'Sandve', 'Sandve', 'Sandve', 'Sandve',\n        'Sandve', 'Sandve', 'Sandve', 'Sandve', 'Sandve', 'Sandve'],\n       ['Hurdal', 'Hurdal', 'Hurdal', 'Hurdal', 'Hurdal', 'Hurdal',\n        'Hurdal', 'Hurdal', 'Hurdal', 'Hurdal', 'Hurdal', 'Hurdal'],\n       ['Trollhaugen', 'Trollhaugen', 'Trollhaugen', 'Trollhaugen',\n        'Trollhaugen', 'Trollhaugen', 'Trollhaugen', 'Trollhaugen',\n        'Trollhaugen', 'Trollhaugen', 'Trollhaugen', 'Trollhaugen'],\n       ['Haukenes', 'Haukenes', 'Haukenes', 'Haukenes', 'Haukenes',\n        'Haukenes', 'Haukenes', 'Haukenes', 'Haukenes', 'Haukenes',\n        'Haukenes', 'Haukenes']], dtype='<U30')
    • actris_actris|sconco3_measurement_altitude
      (station_actris_actris|sconco3, month)
      float32
      686.5 686.5 686.5 ... 20.0 20.0
      standard_name :
      measurement altitude
      long_name :
      measurement altitude relative to mean sea level
      units :
      m
      description :
      Altitude of the inlet/instrument/sampler, relative to the stated vertical datum, in metres.
      array([[ 686.5,  686.5,  686.5,  686.5,  686.5,  686.5,  686.5,  686.5,\n         686.5,  686.5,  686.5,  686.5],\n       [ 137.5,  137.5,  137.5,  137.5,  137.5,  137.5,  137.5,  137.5,\n         137.5,  137.5,  137.5,  137.5],\n       [1363.5, 1363.5, 1363.5, 1363.5, 1363.5, 1363.5, 1363.5, 1363.5,\n        1363.5, 1363.5, 1363.5, 1363.5],\n       [  79.5,   79.5,   79.5,   79.5,   79.5,   79.5,   79.5,   79.5,\n          79.5,   79.5,   79.5,   79.5],\n       [ 396.5,  396.5,  396.5,  396.5,  396.5,  396.5,  396.5,  396.5,\n         396.5,  396.5,  396.5,  396.5],\n       [ 888.5,  888.5,  888.5,  888.5,  888.5,  888.5,  888.5,  888.5,\n         888.5,  888.5,  888.5,  888.5],\n       [ 473.5,  473.5,  473.5,  473.5,  473.5,  473.5,  473.5,  473.5,\n         473.5,  473.5,  473.5,  473.5],\n       [ 219. ,  219. ,  219. ,  219. ,  219. ,  219. ,  219. ,  219. ,\n         219. ,  219. ,  219. ,  219. ],\n       [ 439. ,  439. ,  439. ,  439. ,  439. ,  439. ,  439. ,  439. ,\n         439. ,  439. ,  439. ,  439. ],\n       [ 474. ,  474. ,  474. ,  474. ,  474. ,  474. ,  474. ,  474. ,\n         474. ,  474. ,  474. ,  474. ],\n       [ 160. ,  160. ,  160. ,  160. ,  160. ,  160. ,  160. ,  160. ,\n         160. ,  160. ,  160. ,  160. ],\n       [  30. ,   30. ,   30. ,   30. ,   30. ,   30. ,   30. ,   30. ,\n          30. ,   30. ,   30. ,   30. ],\n       [  15. ,   15. ,   15. ,   15. ,   15. ,   15. ,   15. ,   15. ,\n          15. ,   15. ,   15. ,   15. ],\n       [ 300. ,  300. ,  300. ,  300. ,  300. ,  300. ,  300. ,  300. ,\n         300. ,  300. ,  300. ,  300. ],\n       [1553. , 1553. , 1553. , 1553. , 1553. , 1553. , 1553. , 1553. ,\n        1553. , 1553. , 1553. , 1553. ],\n       [  20. ,   20. ,   20. ,   20. ,   20. ,   20. ,   20. ,   20. ,\n          20. ,   20. ,   20. ,   20. ]], dtype=float32)
    • actris_actris|sconco3_station_timezone
      (station_actris_actris|sconco3, month)
      <U3
      'UTC' 'UTC' 'UTC' ... 'UTC' 'UTC'
      standard_name :
      station timezone
      long_name :
      station timezone
      units :
      unitless
      description :
      Name of the local timezone that the measuring station is located in. This is automatically generated using Timezone Finder Python package (taking longitude and latitude as inputs).
      array([['UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC',\n        'UTC', 'UTC', 'UTC'],\n       ['UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC',\n        'UTC', 'UTC', 'UTC'],\n       ['UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC',\n        'UTC', 'UTC', 'UTC'],\n       ['UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC',\n        'UTC', 'UTC', 'UTC'],\n       ['UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC',\n        'UTC', 'UTC', 'UTC'],\n       ['UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC',\n        'UTC', 'UTC', 'UTC'],\n       ['UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC',\n        'UTC', 'UTC', 'UTC'],\n       ['UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC',\n        'UTC', 'UTC', 'UTC'],\n       ['UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC',\n        'UTC', 'UTC', 'UTC'],\n       ['UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC',\n        'UTC', 'UTC', 'UTC'],\n       ['UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC',\n        'UTC', 'UTC', 'UTC'],\n       ['UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC',\n        'UTC', 'UTC', 'UTC'],\n       ['UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC',\n        'UTC', 'UTC', 'UTC'],\n       ['UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC',\n        'UTC', 'UTC', 'UTC'],\n       ['UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC',\n        'UTC', 'UTC', 'UTC'],\n       ['UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC',\n        'UTC', 'UTC', 'UTC']], dtype='<U3')
    • actris_actris|sconco3_altitude
      (station_actris_actris|sconco3, month)
      float32
      683.0 683.0 683.0 ... 20.0 20.0
      standard_name :
      altitude
      long_name :
      altitude relative to mean sea level
      units :
      m
      description :
      Altitude of the ground level at the station, relative to the stated vertical datum, in metres.
      array([[ 683.,  683.,  683.,  683.,  683.,  683.,  683.,  683.,  683.,\n         683.,  683.,  683.],\n       [ 134.,  134.,  134.,  134.,  134.,  134.,  134.,  134.,  134.,\n         134.,  134.,  134.],\n       [1360., 1360., 1360., 1360., 1360., 1360., 1360., 1360., 1360.,\n        1360., 1360., 1360.],\n       [  76.,   76.,   76.,   76.,   76.,   76.,   76.,   76.,   76.,\n          76.,   76.,   76.],\n       [ 393.,  393.,  393.,  393.,  393.,  393.,  393.,  393.,  393.,\n         393.,  393.,  393.],\n       [ 885.,  885.,  885.,  885.,  885.,  885.,  885.,  885.,  885.,\n         885.,  885.,  885.],\n       [ 470.,  470.,  470.,  470.,  470.,  470.,  470.,  470.,  470.,\n         470.,  470.,  470.],\n       [ 219.,  219.,  219.,  219.,  219.,  219.,  219.,  219.,  219.,\n         219.,  219.,  219.],\n       [ 439.,  439.,  439.,  439.,  439.,  439.,  439.,  439.,  439.,\n         439.,  439.,  439.],\n       [ 474.,  474.,  474.,  474.,  474.,  474.,  474.,  474.,  474.,\n         474.,  474.,  474.],\n       [ 160.,  160.,  160.,  160.,  160.,  160.,  160.,  160.,  160.,\n         160.,  160.,  160.],\n       [  30.,   30.,   30.,   30.,   30.,   30.,   30.,   30.,   30.,\n          30.,   30.,   30.],\n       [  15.,   15.,   15.,   15.,   15.,   15.,   15.,   15.,   15.,\n          15.,   15.,   15.],\n       [ 300.,  300.,  300.,  300.,  300.,  300.,  300.,  300.,  300.,\n         300.,  300.,  300.],\n       [1553., 1553., 1553., 1553., 1553., 1553., 1553., 1553., 1553.,\n        1553., 1553., 1553.],\n       [  20.,   20.,   20.,   20.,   20.,   20.,   20.,   20.,   20.,\n          20.,   20.,   20.]], dtype=float32)
    • actris_actris|sconco3_sampling_height
      (station_actris_actris|sconco3, month)
      float32
      3.5 3.5 3.5 3.5 ... 0.0 0.0 0.0 0.0
      standard_name :
      sampling height
      long_name :
      sampling height relative to ground
      units :
      m
      description :
      Height above the ground of the inlet/instrument/sampler, in metres.
      array([[3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5],\n       [3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5],\n       [3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5],\n       [3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5],\n       [3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5],\n       [3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5],\n       [3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5, 3.5],\n       [0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. ],\n       [0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. ],\n       [0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. ],\n       [0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. ],\n       [0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. ],\n       [0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. ],\n       [0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. ],\n       [0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. ],\n       [0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. ]],\n      dtype=float32)
    • actris_actris|sconco3_data_level
      (station_actris_actris|sconco3, month)
      <U1
      '2' '2' '2' '2' ... '2' '2' '2' '2'
      standard_name :
      data level
      long_name :
      data level
      units :
      unitless
      description :
      Data level of data reported. This varies per network. If data level is variable per measurement, and not static per reported file, then this is set as \"variable\". If there is no reported data level this is set as \"none\"
      array([['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2']],\n      dtype='<U1')
    • actris_actris|sconco3_country
      (station_actris_actris|sconco3, month)
      <U6
      'Spain' 'Spain' ... 'Norway'
      standard_name :
      country
      long_name :
      country
      units :
      unitless
      description :
      Name of the country the station is located in.
      array([['Spain', 'Spain', 'Spain', 'Spain', 'Spain', 'Spain', 'Spain',\n        'Spain', 'Spain', 'Spain', 'Spain', 'Spain'],\n       ['Spain', 'Spain', 'Spain', 'Spain', 'Spain', 'Spain', 'Spain',\n        'Spain', 'Spain', 'Spain', 'Spain', 'Spain'],\n       ['Spain', 'Spain', 'Spain', 'Spain', 'Spain', 'Spain', 'Spain',\n        'Spain', 'Spain', 'Spain', 'Spain', 'Spain'],\n       ['Spain', 'Spain', 'Spain', 'Spain', 'Spain', 'Spain', 'Spain',\n        'Spain', 'Spain', 'Spain', 'Spain', 'Spain'],\n       ['Spain', 'Spain', 'Spain', 'Spain', 'Spain', 'Spain', 'Spain',\n        'Spain', 'Spain', 'Spain', 'Spain', 'Spain'],\n       ['Spain', 'Spain', 'Spain', 'Spain', 'Spain', 'Spain', 'Spain',\n        'Spain', 'Spain', 'Spain', 'Spain', 'Spain'],\n       ['Spain', 'Spain', 'Spain', 'Spain', 'Spain', 'Spain', 'Spain',\n        'Spain', 'Spain', 'Spain', 'Spain', 'Spain'],\n       ['Norway', 'Norway', 'Norway', 'Norway', 'Norway', 'Norway',\n        'Norway', 'Norway', 'Norway', 'Norway', 'Norway', 'Norway'],\n       ['Norway', 'Norway', 'Norway', 'Norway', 'Norway', 'Norway',\n        'Norway', 'Norway', 'Norway', 'Norway', 'Norway', 'Norway'],\n       ['Norway', 'Norway', 'Norway', 'Norway', 'Norway', 'Norway',\n        'Norway', 'Norway', 'Norway', 'Norway', 'Norway', 'Norway'],\n       ['Norway', 'Norway', 'Norway', 'Norway', 'Norway', 'Norway',\n        'Norway', 'Norway', 'Norway', 'Norway', 'Norway', 'Norway'],\n       ['Norway', 'Norway', 'Norway', 'Norway', 'Norway', 'Norway',\n        'Norway', 'Norway', 'Norway', 'Norway', 'Norway', 'Norway'],\n       ['Norway', 'Norway', 'Norway', 'Norway', 'Norway', 'Norway',\n        'Norway', 'Norway', 'Norway', 'Norway', 'Norway', 'Norway'],\n       ['Norway', 'Norway', 'Norway', 'Norway', 'Norway', 'Norway',\n        'Norway', 'Norway', 'Norway', 'Norway', 'Norway', 'Norway'],\n       ['Norway', 'Norway', 'Norway', 'Norway', 'Norway', 'Norway',\n        'Norway', 'Norway', 'Norway', 'Norway', 'Norway', 'Norway'],\n       ['Norway', 'Norway', 'Norway', 'Norway', 'Norway', 'Norway',\n        'Norway', 'Norway', 'Norway', 'Norway', 'Norway', 'Norway']],\n      dtype='<U6')
    • actris_actris|sconco3_network
      (station_actris_actris|sconco3, month)
      <U3
      'nan' 'nan' 'nan' ... 'nan' 'nan'
      standard_name :
      network
      long_name :
      data network
      units :
      unitless
      description :
      The name of the network which reports data for the specific station in question.
      array([['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan']], dtype='<U3')
    • actris_actris|sconco3_associated_networks
      (station_actris_actris|sconco3, month)
      <U37
      \"['EMEP']\" ... \"['NILU']\"
      standard_name :
      other associated networks
      long_name :
      other associated networks
      units :
      unitless
      description :
      String pair of associated network name and station reference. Format: network1:station_reference1;network2:station_reference2
      array([[\"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\",\n        \"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\",\n        \"['EMEP']\", \"['EMEP']\"],\n       [\"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\",\n        \"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\",\n        \"['EMEP']\", \"['EMEP']\"],\n       [\"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\",\n        \"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\",\n        \"['EMEP']\", \"['EMEP']\"],\n       [\"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\",\n        \"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\",\n        \"['EMEP']\", \"['EMEP']\"],\n       [\"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\",\n        \"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\",\n        \"['EMEP']\", \"['EMEP']\"],\n       [\"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\",\n        \"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\",\n        \"['EMEP']\", \"['EMEP']\"],\n       [\"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\",\n        \"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\",\n...\n        \"['NILU', 'EMEP']\", \"['NILU', 'EMEP']\", \"['NILU', 'EMEP']\",\n        \"['NILU', 'EMEP']\", \"['NILU', 'EMEP']\", \"['NILU', 'EMEP']\"],\n       [\"['NILU', 'EMEP']\", \"['NILU', 'EMEP']\", \"['NILU', 'EMEP']\",\n        \"['NILU', 'EMEP']\", \"['NILU', 'EMEP']\", \"['NILU', 'EMEP']\",\n        \"['NILU', 'EMEP']\", \"['NILU', 'EMEP']\", \"['NILU', 'EMEP']\",\n        \"['NILU', 'EMEP']\", \"['NILU', 'EMEP']\", \"['NILU', 'EMEP']\"],\n       [\"['NILU', 'EMEP']\", \"['NILU', 'EMEP']\", \"['NILU', 'EMEP']\",\n        \"['NILU', 'EMEP']\", \"['NILU', 'EMEP']\", \"['NILU', 'EMEP']\",\n        \"['NILU', 'EMEP']\", \"['NILU', 'EMEP']\", \"['NILU', 'EMEP']\",\n        \"['NILU', 'EMEP']\", \"['NILU', 'EMEP']\", \"['NILU', 'EMEP']\"],\n       [\"['NILU', 'EMEP']\", \"['NILU', 'EMEP']\", \"['NILU', 'EMEP']\",\n        \"['NILU', 'EMEP']\", \"['NILU', 'EMEP']\", \"['NILU', 'EMEP']\",\n        \"['NILU', 'EMEP']\", \"['NILU', 'EMEP']\", \"['NILU', 'EMEP']\",\n        \"['NILU', 'EMEP']\", \"['NILU', 'EMEP']\", \"['NILU', 'EMEP']\"],\n       [\"['NILU']\", \"['NILU']\", \"['NILU']\", \"['NILU']\", \"['NILU']\",\n        \"['NILU']\", \"['NILU']\", \"['NILU']\", \"['NILU']\", \"['NILU']\",\n        \"['NILU']\", \"['NILU']\"],\n       [\"['NILU']\", \"['NILU']\", \"['NILU']\", \"['NILU']\", \"['NILU']\",\n        \"['NILU']\", \"['NILU']\", \"['NILU']\", \"['NILU']\", \"['NILU']\",\n        \"['NILU']\", \"['NILU']\"]], dtype='<U37')
    • actris_actris|sconco3_land_use
      (station_actris_actris|sconco3, month)
      <U16
      'nan' 'nan' 'nan' ... 'nan' 'nan'
      standard_name :
      land use
      long_name :
      standardised network provided land use type
      units :
      unitless
      description :
      Standardised network provided classification, describing the dominant land use in the area of the reporting station.
      array([['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['Grassland', 'Grassland', 'Grassland', 'Grassland', 'Grassland',\n        'Grassland', 'Grassland', 'Grassland', 'Grassland', 'Grassland',\n        'Grassland', 'Grassland'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['Forest', 'Forest', 'Forest', 'Forest', 'Forest', 'Forest',\n        'Forest', 'Forest', 'Forest', 'Forest', 'Forest', 'Forest'],\n       ['Agricultural', 'Agricultural', 'Agricultural', 'Agricultural',\n        'Agricultural', 'Agricultural', 'Agricultural', 'Agricultural',\n        'Agricultural', 'Agricultural', 'Agricultural', 'Agricultural'],\n       ['Forest', 'Forest', 'Forest', 'Forest', 'Forest', 'Forest',\n        'Forest', 'Forest', 'Forest', 'Forest', 'Forest', 'Forest'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['Gravel and stone', 'Gravel and stone', 'Gravel and stone',\n        'Gravel and stone', 'Gravel and stone', 'Gravel and stone',\n        'Gravel and stone', 'Gravel and stone', 'Gravel and stone',\n        'Gravel and stone', 'Gravel and stone', 'Gravel and stone'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['Snowfield', 'Snowfield', 'Snowfield', 'Snowfield', 'Snowfield',\n        'Snowfield', 'Snowfield', 'Snowfield', 'Snowfield', 'Snowfield',\n        'Snowfield', 'Snowfield'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan']], dtype='<U16')
    • actris_actris|sconco3_WMO_region
      (station_actris_actris|sconco3, month)
      <U10
      'Europe' 'Europe' ... 'nan' 'nan'
      standard_name :
      WMO region
      long_name :
      WMO region code
      units :
      unitless
      description :
      World Meteorological Organization (WMO) region of station. The available regions are: Africa, Asia, South America, \"Northern America, Central America and the Caribbean\", South-West Pacific, Europe and Antarctica.
      array([['Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe',\n        'Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe'],\n       ['Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe',\n        'Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe'],\n       ['Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe',\n        'Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe'],\n       ['Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe',\n        'Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe'],\n       ['Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe',\n        'Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe'],\n       ['Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe',\n        'Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe'],\n       ['Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe',\n        'Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe'],\n       ['Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe',\n        'Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe'],\n       ['Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe',\n        'Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe'],\n       ['Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe',\n        'Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe'],\n       ['Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe',\n        'Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe'],\n       ['Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe',\n        'Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe'],\n       ['Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe',\n        'Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe'],\n       ['Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe',\n        'Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe'],\n       ['Antarctica', 'Antarctica', 'Antarctica', 'Antarctica',\n        'Antarctica', 'Antarctica', 'Antarctica', 'Antarctica',\n        'Antarctica', 'Antarctica', 'Antarctica', 'Antarctica'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan']], dtype='<U10')
    • actris_actris|sconco3_measurement_methodology
      (station_actris_actris|sconco3, month)
      <U12
      'ES04L_uv_abs' ... 'NO01L_uv_abs'
      standard_name :
      measurement methodology
      long_name :
      standardised measurement methodology
      units :
      unitless
      description :
      Standardised name of the measurement methodology.
      array([['ES04L_uv_abs', 'ES04L_uv_abs', 'ES04L_uv_abs', 'ES04L_uv_abs',\n        'ES04L_uv_abs', 'ES04L_uv_abs', 'ES04L_uv_abs', 'ES04L_uv_abs',\n        'ES04L_uv_abs', 'ES04L_uv_abs', 'ES04L_uv_abs', 'ES04L_uv_abs'],\n       ['ES04L_uv_abs', 'ES04L_uv_abs', 'ES04L_uv_abs', 'ES04L_uv_abs',\n        'ES04L_uv_abs', 'ES04L_uv_abs', 'ES04L_uv_abs', 'ES04L_uv_abs',\n        'ES04L_uv_abs', 'ES04L_uv_abs', 'ES04L_uv_abs', 'ES04L_uv_abs'],\n       ['ES04L_uv_abs', 'ES04L_uv_abs', 'ES04L_uv_abs', 'ES04L_uv_abs',\n        'ES04L_uv_abs', 'ES04L_uv_abs', 'ES04L_uv_abs', 'ES04L_uv_abs',\n        'ES04L_uv_abs', 'ES04L_uv_abs', 'ES04L_uv_abs', 'ES04L_uv_abs'],\n       ['ES04L_uv_abs', 'ES04L_uv_abs', 'ES04L_uv_abs', 'ES04L_uv_abs',\n        'ES04L_uv_abs', 'ES04L_uv_abs', 'ES04L_uv_abs', 'ES04L_uv_abs',\n        'ES04L_uv_abs', 'ES04L_uv_abs', 'ES04L_uv_abs', 'ES04L_uv_abs'],\n       ['ES04L_uv_abs', 'ES04L_uv_abs', 'ES04L_uv_abs', 'ES04L_uv_abs',\n        'ES04L_uv_abs', 'ES04L_uv_abs', 'ES04L_uv_abs', 'ES04L_uv_abs',\n        'ES04L_uv_abs', 'ES04L_uv_abs', 'ES04L_uv_abs', 'ES04L_uv_abs'],\n       ['ES04L_uv_abs', 'ES04L_uv_abs', 'ES04L_uv_abs', 'ES04L_uv_abs',\n        'ES04L_uv_abs', 'ES04L_uv_abs', 'ES04L_uv_abs', 'ES04L_uv_abs',\n        'ES04L_uv_abs', 'ES04L_uv_abs', 'ES04L_uv_abs', 'ES04L_uv_abs'],\n       ['ES04L_uv_abs', 'ES04L_uv_abs', 'ES04L_uv_abs', 'ES04L_uv_abs',\n        'ES04L_uv_abs', 'ES04L_uv_abs', 'ES04L_uv_abs', 'ES04L_uv_abs',\n...\n        'NO01L_uv_abs', 'NO01L_uv_abs', 'NO01L_uv_abs', 'NO01L_uv_abs'],\n       ['NO01L_uv_abs', 'NO01L_uv_abs', 'NO01L_uv_abs', 'NO01L_uv_abs',\n        'NO01L_uv_abs', 'NO01L_uv_abs', 'NO01L_uv_abs', 'NO01L_uv_abs',\n        'NO01L_uv_abs', 'NO01L_uv_abs', 'NO01L_uv_abs', 'NO01L_uv_abs'],\n       ['NO01L_uv_abs', 'NO01L_uv_abs', 'NO01L_uv_abs', 'NO01L_uv_abs',\n        'NO01L_uv_abs', 'NO01L_uv_abs', 'NO01L_uv_abs', 'NO01L_uv_abs',\n        'NO01L_uv_abs', 'NO01L_uv_abs', 'NO01L_uv_abs', 'NO01L_uv_abs'],\n       ['NO01L_uv_abs', 'NO01L_uv_abs', 'NO01L_uv_abs', 'NO01L_uv_abs',\n        'NO01L_uv_abs', 'NO01L_uv_abs', 'NO01L_uv_abs', 'NO01L_uv_abs',\n        'NO01L_uv_abs', 'NO01L_uv_abs', 'NO01L_uv_abs', 'NO01L_uv_abs'],\n       ['NO01L_uv_abs', 'NO01L_uv_abs', 'NO01L_uv_abs', 'NO01L_uv_abs',\n        'NO01L_uv_abs', 'NO01L_uv_abs', 'NO01L_uv_abs', 'NO01L_uv_abs',\n        'NO01L_uv_abs', 'NO01L_uv_abs', 'NO01L_uv_abs', 'NO01L_uv_abs'],\n       ['NO01L_uv_abs', 'NO01L_uv_abs', 'NO01L_uv_abs', 'NO01L_uv_abs',\n        'NO01L_uv_abs', 'NO01L_uv_abs', 'NO01L_uv_abs', 'NO01L_uv_abs',\n        'NO01L_uv_abs', 'NO01L_uv_abs', 'NO01L_uv_abs', 'NO01L_uv_abs'],\n       ['NO01L_uv_abs', 'NO01L_uv_abs', 'NO01L_uv_abs', 'NO01L_uv_abs',\n        'NO01L_uv_abs', 'NO01L_uv_abs', 'NO01L_uv_abs', 'NO01L_uv_abs',\n        'NO01L_uv_abs', 'NO01L_uv_abs', 'NO01L_uv_abs', 'NO01L_uv_abs']],\n      dtype='<U12')
    • actris_actris|sconco3_measuring_instrument_name
      (station_actris_actris|sconco3, month)
      <U13
      'Thermo/49i' ... 'Uv abs'
      standard_name :
      measuring instrument name
      long_name :
      standardised measuring instrument name
      units :
      unitless
      description :
      Standardised name of the measuring instrument.
      array([['Thermo/49i', 'Thermo/49i', 'Thermo/49i', 'Thermo/49i',\n        'Thermo/49i', 'Thermo/49i', 'Thermo/49i', 'Thermo/49i',\n        'Thermo/49i', 'Thermo/49i', 'Thermo/49i', 'Thermo/49i'],\n       ['Thermo/49i', 'Thermo/49i', 'Thermo/49i', 'Thermo/49i',\n        'Thermo/49i', 'Thermo/49i', 'Thermo/49i', 'Thermo/49i',\n        'Thermo/49i', 'Thermo/49i', 'Thermo/49i', 'Thermo/49i'],\n       ['Thermo/49i', 'Thermo/49i', 'Thermo/49i', 'Thermo/49i',\n        'Thermo/49i', 'Thermo/49i', 'Thermo/49i', 'Thermo/49i',\n        'Thermo/49i', 'Thermo/49i', 'Thermo/49i', 'Thermo/49i'],\n       ['Thermo/49i', 'Thermo/49i', 'Thermo/49i', 'Thermo/49i',\n        'Thermo/49i', 'Thermo/49i', 'Thermo/49i', 'Thermo/49i',\n        'Thermo/49i', 'Thermo/49i', 'Thermo/49i', 'Thermo/49i'],\n       ['Teledyne/T400', 'Teledyne/T400', 'Teledyne/T400',\n        'Teledyne/T400', 'Teledyne/T400', 'Teledyne/T400',\n        'Teledyne/T400', 'Teledyne/T400', 'Teledyne/T400',\n        'Teledyne/T400', 'Teledyne/T400', 'Teledyne/T400'],\n       ['Teledyne/T400', 'Teledyne/T400', 'Teledyne/T400',\n        'Teledyne/T400', 'Teledyne/T400', 'Teledyne/T400',\n        'Teledyne/T400', 'Teledyne/T400', 'Teledyne/T400',\n        'Teledyne/T400', 'Teledyne/T400', 'Teledyne/T400'],\n...\n        'Teledyne/T400', 'Teledyne/T400', 'Teledyne/T400'],\n       ['Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs',\n        'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs'],\n       ['Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs',\n        'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs'],\n       ['Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs',\n        'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs'],\n       ['Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs',\n        'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs'],\n       ['Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs',\n        'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs'],\n       ['Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs',\n        'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs'],\n       ['Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs',\n        'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs'],\n       ['Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs',\n        'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs'],\n       ['Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs',\n        'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs', 'Uv abs']],\n      dtype='<U13')
    • actris_actris|sconco3_measuring_instrument_sampling_type
      (station_actris_actris|sconco3, month)
      <U38
      \"['ultra-violet fluorescence det...
      standard_name :
      measuring instrument sampling type
      long_name :
      standardised sampling type of the measuring instrument
      units :
      unitless
      description :
      Standardised name of the measuring instrument sampling type.
      array([[\"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\"],\n       [\"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n...\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\"],\n       [\"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\"]], dtype='<U38')
    • actris_actris|sconco3_measuring_instrument_inlet_information
      (station_actris_actris|sconco3, month)
      <U3
      'nan' 'nan' 'nan' ... 'nan' 'nan'
      standard_name :
      measuring instrument inlet information
      long_name :
      measuring instrument measurement inlet information
      units :
      unitless
      description :
      Description of sampling inlet of the measuring instrument.
      array([['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan']], dtype='<U3')
    • actris_actris|sconco3_principal_investigator_name
      (station_actris_actris|sconco3, month)
      <U63
      'Jose Antonio Fernandez Monistro...
      standard_name :
      principal investigator name
      long_name :
      principal investigator name
      units :
      unitless
      description :
      Full name of the principal scientific investigator for the specific reported data.
      array([['Jose Antonio Fernandez Monistrol, Jose Luis Cervantes Rodriguez',\n        'Jose Antonio Fernandez Monistrol, Jose Luis Cervantes Rodriguez',\n        'Jose Antonio Fernandez Monistrol, Jose Luis Cervantes Rodriguez',\n        'Jose Antonio Fernandez Monistrol, Jose Luis Cervantes Rodriguez',\n        'Jose Antonio Fernandez Monistrol, Jose Luis Cervantes Rodriguez',\n        'Jose Antonio Fernandez Monistrol, Jose Luis Cervantes Rodriguez',\n        'Jose Antonio Fernandez Monistrol, Jose Luis Cervantes Rodriguez',\n        'Jose Antonio Fernandez Monistrol, Jose Luis Cervantes Rodriguez',\n        'Jose Antonio Fernandez Monistrol, Jose Luis Cervantes Rodriguez',\n        'Jose Antonio Fernandez Monistrol, Jose Luis Cervantes Rodriguez',\n        'Jose Antonio Fernandez Monistrol, Jose Luis Cervantes Rodriguez',\n        'Jose Antonio Fernandez Monistrol, Jose Luis Cervantes Rodriguez'],\n       ['Jose Antonio Fernandez Monistrol, Jose Luis Cervantes Rodriguez',\n        'Jose Antonio Fernandez Monistrol, Jose Luis Cervantes Rodriguez',\n        'Jose Antonio Fernandez Monistrol, Jose Luis Cervantes Rodriguez',\n        'Jose Antonio Fernandez Monistrol, Jose Luis Cervantes Rodriguez',\n        'Jose Antonio Fernandez Monistrol, Jose Luis Cervantes Rodriguez',\n        'Jose Antonio Fernandez Monistrol, Jose Luis Cervantes Rodriguez',\n        'Jose Antonio Fernandez Monistrol, Jose Luis Cervantes Rodriguez',\n        'Jose Antonio Fernandez Monistrol, Jose Luis Cervantes Rodriguez',\n...\n        'Wenche Aas', 'Wenche Aas', 'Wenche Aas', 'Wenche Aas'],\n       ['Kjetil T\u00f8rseth, Wenche Aas', 'Kjetil T\u00f8rseth, Wenche Aas',\n        'Kjetil T\u00f8rseth, Wenche Aas', 'Kjetil T\u00f8rseth, Wenche Aas',\n        'Kjetil T\u00f8rseth, Wenche Aas', 'Kjetil T\u00f8rseth, Wenche Aas',\n        'Kjetil T\u00f8rseth, Wenche Aas', 'Kjetil T\u00f8rseth, Wenche Aas',\n        'Kjetil T\u00f8rseth, Wenche Aas', 'Kjetil T\u00f8rseth, Wenche Aas',\n        'Kjetil T\u00f8rseth, Wenche Aas', 'Kjetil T\u00f8rseth, Wenche Aas'],\n       ['Wenche Aas', 'Wenche Aas', 'Wenche Aas', 'Wenche Aas',\n        'Wenche Aas', 'Wenche Aas', 'Wenche Aas', 'Wenche Aas',\n        'Wenche Aas', 'Wenche Aas', 'Wenche Aas', 'Wenche Aas'],\n       ['Wenche Aas', 'Wenche Aas', 'Wenche Aas', 'Wenche Aas',\n        'Wenche Aas', 'Wenche Aas', 'Wenche Aas', 'Wenche Aas',\n        'Wenche Aas', 'Wenche Aas', 'Wenche Aas', 'Wenche Aas'],\n       ['Wenche Aas', 'Wenche Aas', 'Wenche Aas', 'Wenche Aas',\n        'Wenche Aas', 'Wenche Aas', 'Wenche Aas', 'Wenche Aas',\n        'Wenche Aas', 'Wenche Aas', 'Wenche Aas', 'Wenche Aas'],\n       ['Wenche Aas', 'Wenche Aas', 'Wenche Aas', 'Wenche Aas',\n        'Wenche Aas', 'Wenche Aas', 'Wenche Aas', 'Wenche Aas',\n        'Wenche Aas', 'Wenche Aas', 'Wenche Aas', 'Wenche Aas']],\n      dtype='<U63')
    • actris_actris|sconco3_principal_investigator_institution
      (station_actris_actris|sconco3, month)
      <U4
      'NILU' 'NILU' ... 'NILU' 'NILU'
      standard_name :
      principal investigator institution
      long_name :
      principal investigator institution
      units :
      unitless
      description :
      Institution of the principal scientific investigator for the specific reported data.
      array([['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU']], dtype='<U4')
    • actris_actris|sconco3_principal_investigator_email_address
      (station_actris_actris|sconco3, month)
      <U12
      'ebas@nilu.no' ... 'ebas@nilu.no'
      standard_name :
      principal investigator email address
      long_name :
      principal investigator email address
      units :
      unitless
      description :
      Email address of the principal scientific investigator for the specific reported data.
      array([['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n...\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no']],\n      dtype='<U12')
    • actris_actris|sconco3_contact_name
      (station_actris_actris|sconco3, month)
      <U63
      'Jose Antonio Fernandez Monistro...
      standard_name :
      contact name
      long_name :
      contact name
      units :
      unitless
      description :
      Full name of the principal data contact for the specific reported data.
      array([['Jose Antonio Fernandez Monistrol, Jose Luis Cervantes Rodriguez',\n        'Jose Antonio Fernandez Monistrol, Jose Luis Cervantes Rodriguez',\n        'Jose Antonio Fernandez Monistrol, Jose Luis Cervantes Rodriguez',\n        'Jose Antonio Fernandez Monistrol, Jose Luis Cervantes Rodriguez',\n        'Jose Antonio Fernandez Monistrol, Jose Luis Cervantes Rodriguez',\n        'Jose Antonio Fernandez Monistrol, Jose Luis Cervantes Rodriguez',\n        'Jose Antonio Fernandez Monistrol, Jose Luis Cervantes Rodriguez',\n        'Jose Antonio Fernandez Monistrol, Jose Luis Cervantes Rodriguez',\n        'Jose Antonio Fernandez Monistrol, Jose Luis Cervantes Rodriguez',\n        'Jose Antonio Fernandez Monistrol, Jose Luis Cervantes Rodriguez',\n        'Jose Antonio Fernandez Monistrol, Jose Luis Cervantes Rodriguez',\n        'Jose Antonio Fernandez Monistrol, Jose Luis Cervantes Rodriguez'],\n       ['Jose Antonio Fernandez Monistrol, Jose Luis Cervantes Rodriguez',\n        'Jose Antonio Fernandez Monistrol, Jose Luis Cervantes Rodriguez',\n        'Jose Antonio Fernandez Monistrol, Jose Luis Cervantes Rodriguez',\n        'Jose Antonio Fernandez Monistrol, Jose Luis Cervantes Rodriguez',\n        'Jose Antonio Fernandez Monistrol, Jose Luis Cervantes Rodriguez',\n        'Jose Antonio Fernandez Monistrol, Jose Luis Cervantes Rodriguez',\n        'Jose Antonio Fernandez Monistrol, Jose Luis Cervantes Rodriguez',\n        'Jose Antonio Fernandez Monistrol, Jose Luis Cervantes Rodriguez',\n...\n        'Wenche Aas', 'Wenche Aas', 'Wenche Aas', 'Wenche Aas'],\n       ['Kjetil T\u00f8rseth, Wenche Aas', 'Kjetil T\u00f8rseth, Wenche Aas',\n        'Kjetil T\u00f8rseth, Wenche Aas', 'Kjetil T\u00f8rseth, Wenche Aas',\n        'Kjetil T\u00f8rseth, Wenche Aas', 'Kjetil T\u00f8rseth, Wenche Aas',\n        'Kjetil T\u00f8rseth, Wenche Aas', 'Kjetil T\u00f8rseth, Wenche Aas',\n        'Kjetil T\u00f8rseth, Wenche Aas', 'Kjetil T\u00f8rseth, Wenche Aas',\n        'Kjetil T\u00f8rseth, Wenche Aas', 'Kjetil T\u00f8rseth, Wenche Aas'],\n       ['Wenche Aas', 'Wenche Aas', 'Wenche Aas', 'Wenche Aas',\n        'Wenche Aas', 'Wenche Aas', 'Wenche Aas', 'Wenche Aas',\n        'Wenche Aas', 'Wenche Aas', 'Wenche Aas', 'Wenche Aas'],\n       ['Wenche Aas', 'Wenche Aas', 'Wenche Aas', 'Wenche Aas',\n        'Wenche Aas', 'Wenche Aas', 'Wenche Aas', 'Wenche Aas',\n        'Wenche Aas', 'Wenche Aas', 'Wenche Aas', 'Wenche Aas'],\n       ['Wenche Aas', 'Wenche Aas', 'Wenche Aas', 'Wenche Aas',\n        'Wenche Aas', 'Wenche Aas', 'Wenche Aas', 'Wenche Aas',\n        'Wenche Aas', 'Wenche Aas', 'Wenche Aas', 'Wenche Aas'],\n       ['Wenche Aas', 'Wenche Aas', 'Wenche Aas', 'Wenche Aas',\n        'Wenche Aas', 'Wenche Aas', 'Wenche Aas', 'Wenche Aas',\n        'Wenche Aas', 'Wenche Aas', 'Wenche Aas', 'Wenche Aas']],\n      dtype='<U63')
    • actris_actris|sconco3_contact_institution
      (station_actris_actris|sconco3, month)
      <U4
      'NILU' 'NILU' ... 'NILU' 'NILU'
      standard_name :
      contact institution
      long_name :
      contact institution
      units :
      unitless
      description :
      Institution of the principal data contact for the specific reported data.
      array([['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU']], dtype='<U4')
    • actris_actris|sconco3_contact_email_address
      (station_actris_actris|sconco3, month)
      <U12
      'ebas@nilu.no' ... 'ebas@nilu.no'
      standard_name :
      contact email address
      long_name :
      contact email address
      units :
      unitless
      description :
      Email address of the principal data contact for the specific reported data.
      array([['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n...\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no']],\n      dtype='<U12')
    • actris_actris|sconco3_data_licence
      (station_actris_actris|sconco3, month)
      <U3
      'nan' 'nan' 'nan' ... 'nan' 'nan'
      standard_name :
      data licence
      long_name :
      data licence
      units :
      unitless
      description :
      Information pertaining to the data licence governing the redistribution/publication of the ingested network data.
      array([['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan']], dtype='<U3')
    • actris_actris|sconco3_doi
      (station_actris_actris|sconco3, month)
      <U4
      'pu8v' 'pu8v' ... '8MFA' '8MFA'
      standard_name :
      DOI
      long_name :
      Digital identifier of an object
      units :
      unitless
      description :
      Digital identifier of an object.
      array([['pu8v', 'pu8v', 'pu8v', 'pu8v', 'pu8v', 'pu8v', 'pu8v', 'pu8v',\n        'pu8v', 'pu8v', 'pu8v', 'pu8v'],\n       ['brsn', 'brsn', 'brsn', 'brsn', 'brsn', 'brsn', 'brsn', 'brsn',\n        'brsn', 'brsn', 'brsn', 'brsn'],\n       ['23j8', '23j8', '23j8', '23j8', '23j8', '23j8', '23j8', '23j8',\n        '23j8', '23j8', '23j8', '23j8'],\n       ['84gw', '84gw', '84gw', '84gw', '84gw', '84gw', '84gw', '84gw',\n        '84gw', '84gw', '84gw', '84gw'],\n       ['c11c', 'c11c', 'c11c', 'c11c', 'c11c', 'c11c', 'c11c', 'c11c',\n        'c11c', 'c11c', 'c11c', 'c11c'],\n       ['8llf', '8llf', '8llf', '8llf', '8llf', '8llf', '8llf', '8llf',\n        '8llf', '8llf', '8llf', '8llf'],\n       ['dgvq', 'dgvq', 'dgvq', 'dgvq', 'dgvq', 'dgvq', 'dgvq', 'dgvq',\n        'dgvq', 'dgvq', 'dgvq', 'dgvq'],\n       ['9cxe', '9cxe', '9cxe', '9cxe', '9cxe', '9cxe', '9cxe', '9cxe',\n        '9cxe', '9cxe', '9cxe', '9cxe'],\n       ['azm0', 'azm0', 'azm0', 'azm0', 'azm0', 'azm0', 'azm0', 'azm0',\n        'azm0', 'azm0', 'azm0', 'azm0'],\n       ['w2kl', 'w2kl', 'w2kl', 'w2kl', 'w2kl', 'w2kl', 'w2kl', 'w2kl',\n        'w2kl', 'w2kl', 'w2kl', 'w2kl'],\n       ['dmch', 'dmch', 'dmch', 'dmch', 'dmch', 'dmch', 'dmch', 'dmch',\n        'dmch', 'dmch', 'dmch', 'dmch'],\n       ['4xxq', '4xxq', '4xxq', '4xxq', '4xxq', '4xxq', '4xxq', '4xxq',\n        '4xxq', '4xxq', '4xxq', '4xxq'],\n       ['07oj', '07oj', '07oj', '07oj', '07oj', '07oj', '07oj', '07oj',\n        '07oj', '07oj', '07oj', '07oj'],\n       ['4at2', '4at2', '4at2', '4at2', '4at2', '4at2', '4at2', '4at2',\n        '4at2', '4at2', '4at2', '4at2'],\n       ['x2ve', 'x2ve', 'x2ve', 'x2ve', 'x2ve', 'x2ve', 'x2ve', 'x2ve',\n        'x2ve', 'x2ve', 'x2ve', 'x2ve'],\n       ['8MFA', '8MFA', '8MFA', '8MFA', '8MFA', '8MFA', '8MFA', '8MFA',\n        '8MFA', '8MFA', '8MFA', '8MFA']], dtype='<U4')
    • actris_actris|sconco3_actris_national_facility
      (station_actris_actris|sconco3, month)
      <U5
      'False' 'False' ... 'False' 'False'
      standard_name :
      ACTRIS national facility
      long_name :
      Digital identifier of an object
      units :
      unitless
      description :
      ACTRIS national facility.
      array([['False', 'False', 'False', 'False', 'False', 'False', 'False',\n        'False', 'False', 'False', 'False', 'False'],\n       ['False', 'False', 'False', 'False', 'False', 'False', 'False',\n        'False', 'False', 'False', 'False', 'False'],\n       ['False', 'False', 'False', 'False', 'False', 'False', 'False',\n        'False', 'False', 'False', 'False', 'False'],\n       ['False', 'False', 'False', 'False', 'False', 'False', 'False',\n        'False', 'False', 'False', 'False', 'False'],\n       ['False', 'False', 'False', 'False', 'False', 'False', 'False',\n        'False', 'False', 'False', 'False', 'False'],\n       ['False', 'False', 'False', 'False', 'False', 'False', 'False',\n        'False', 'False', 'False', 'False', 'False'],\n       ['False', 'False', 'False', 'False', 'False', 'False', 'False',\n        'False', 'False', 'False', 'False', 'False'],\n       ['True', 'True', 'True', 'True', 'True', 'True', 'True', 'True',\n        'True', 'True', 'True', 'True'],\n       ['False', 'False', 'False', 'False', 'False', 'False', 'False',\n        'False', 'False', 'False', 'False', 'False'],\n       ['False', 'False', 'False', 'False', 'False', 'False', 'False',\n        'False', 'False', 'False', 'False', 'False'],\n       ['False', 'False', 'False', 'False', 'False', 'False', 'False',\n        'False', 'False', 'False', 'False', 'False'],\n       ['False', 'False', 'False', 'False', 'False', 'False', 'False',\n        'False', 'False', 'False', 'False', 'False'],\n       ['False', 'False', 'False', 'False', 'False', 'False', 'False',\n        'False', 'False', 'False', 'False', 'False'],\n       ['False', 'False', 'False', 'False', 'False', 'False', 'False',\n        'False', 'False', 'False', 'False', 'False'],\n       ['False', 'False', 'False', 'False', 'False', 'False', 'False',\n        'False', 'False', 'False', 'False', 'False'],\n       ['False', 'False', 'False', 'False', 'False', 'False', 'False',\n        'False', 'False', 'False', 'False', 'False']], dtype='<U5')
  • title :
    Saved data from Providentia
    institution :
    Barcelona Supercomputing Center
    source :
    Providentia
\n
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In\u00a0[23]:
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provi.plot('map-Median', map_extent=[-10, 10, 42, 60])\n
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Warning: Width and/or height have not been passed. The default values will be set.\nWarning: No specific data labels set, plotting first available data label: Ozone Mass Concentration.\n
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By altitude\u00b6

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Now we reset the filters, and filter by altitudes of at least 2000m.

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In\u00a0[24]:
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# filter data by station altitude\nprovi.reset()\nprovi.filter('altitude', lower=2000)\nstations_data = provi.data(format='xr')\nstations_data\n
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Resetting all data filters.\nFiltering data\nFiltering data\n
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Out[24]:
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<xarray.Dataset> Size: 221kB\nDimensions:                                                       (\n                                                                   data_label: 1,\n                                                                   station_actris_actris|sconco3: 3,\n                                                                   time: 8784,\n                                                                   month: 12)\nCoordinates:\n  * time                                                          (time) datetime64[ns] 70kB ...\nDimensions without coordinates: data_label, station_actris_actris|sconco3, month\nData variables: (12/29)\n    data_labels                                                   (data_label) <U24 96B ...\n    actris_actris|sconco3_data                                    (data_label, station_actris_actris|sconco3, time) float32 105kB ...\n    actris_actris|sconco3_station_reference                       (station_actris_actris|sconco3, month) <U7 1kB ...\n    actris_actris|sconco3_longitude                               (station_actris_actris|sconco3, month) float64 288B ...\n    actris_actris|sconco3_latitude                                (station_actris_actris|sconco3, month) float64 288B ...\n    actris_actris|sconco3_station_name                            (station_actris_actris|sconco3, month) <U9 1kB ...\n    ...                                                            ...\n    actris_actris|sconco3_contact_name                            (station_actris_actris|sconco3, month) <U56 8kB ...\n    actris_actris|sconco3_contact_institution                     (station_actris_actris|sconco3, month) <U4 576B ...\n    actris_actris|sconco3_contact_email_address                   (station_actris_actris|sconco3, month) <U12 2kB ...\n    actris_actris|sconco3_data_licence                            (station_actris_actris|sconco3, month) <U3 432B ...\n    actris_actris|sconco3_doi                                     (station_actris_actris|sconco3, month) <U4 576B ...\n    actris_actris|sconco3_actris_national_facility                (station_actris_actris|sconco3, month) <U5 720B ...\nAttributes:\n    title:        Saved data from Providentia\n    institution:  Barcelona Supercomputing Center\n    source:       Providentia
xarray.Dataset
    • data_label: 1
    • station_actris_actris|sconco3: 3
    • time: 8784
    • month: 12
    • time
      (time)
      datetime64[ns]
      2024-01-01 ... 2024-12-31T23:00:00
      standard_name :
      time
      long_name :
      time
      description :
      Time in hours since 2024-01-01 00:00 UTC. Time given refers to the start of the time window the measurement is representative of (temporal resolution).
      axis :
      T
      tz :
      UTC
      array(['2024-01-01T00:00:00.000000000', '2024-01-01T01:00:00.000000000',\n       '2024-01-01T02:00:00.000000000', ..., '2024-12-31T21:00:00.000000000',\n       '2024-12-31T22:00:00.000000000', '2024-12-31T23:00:00.000000000'],\n      shape=(8784,), dtype='datetime64[ns]')
    • data_labels
      (data_label)
      <U24
      'Ozone Mass Concentration'
      standard_name :
      data_labels
      long_name :
      data_labels
      description :
      Labels associated with each data array, e.g. observations, model_1, etc.
      array(['Ozone Mass Concentration'], dtype='<U24')
    • actris_actris|sconco3_data
      (data_label, station_actris_actris|sconco3, time)
      float32
      89.24 87.71 84.33 ... nan nan nan
      standard_name :
      ozone
      long_name :
      ozone
      units :
      nmol mol-1
      description :
      Measured value of surface ozone for the stated temporal resolution.
      resolution :
      hourly
      resampling_resolution :
      None
      start_date :
      20240101
      end_date :
      20250101
      temporal_colocation :
      True
      spatial_colocation :
      True
      filter_species :
      {}
      forecast :
      []
      calibration_factor :
      {}
      remove_extreme_stations :
      None
      statistic_mode :
      Temporal|Spatial
      statistic_aggregation :
      Median
      periodic_statistic_mode :
      Independent
      periodic_statistic_aggregation :
      Median
      timeseries_statistic_aggregation :
      Median
      spatial_colocation_tolerance :
      19.053
      spatial_colocation_station_reference :
      True
      spatial_colocation_station_name :
      True
      spatial_colocation_longitude_latitude :
      True
      spatial_colocation_measurement_altitude :
      True
      spatial_colocation_validation :
      True
      spatial_colocation_validation_tolerance :
      10000.0
      array([[[ 89.2417,  87.7053,  84.3332, ..., 104.3065, 105.3242,\n         104.4263],\n        [ 47.489 ,  51.839 ,  51.959 , ...,  66.644 ,  62.394 ,\n          63.791 ],\n        [ 80.    ,  80.    ,      nan, ...,      nan,      nan,\n              nan]]], shape=(1, 3, 8784), dtype=float32)
    • actris_actris|sconco3_station_reference
      (station_actris_actris|sconco3, month)
      <U7
      'AT0034G' 'AT0034G' ... 'SK0002R'
      standard_name :
      station reference
      long_name :
      station reference identifier
      units :
      unitless
      description :
      reference ID for station.
      array([['AT0034G', 'AT0034G', 'AT0034G', 'AT0034G', 'AT0034G', 'AT0034G',\n        'AT0034G', 'AT0034G', 'AT0034G', 'AT0034G', 'AT0034G', 'AT0034G'],\n       ['CL0001R', 'CL0001R', 'CL0001R', 'CL0001R', 'CL0001R', 'CL0001R',\n        'CL0001R', 'CL0001R', 'CL0001R', 'nan', 'CL0001R', 'CL0001R'],\n       ['SK0002R', 'SK0002R', 'SK0002R', 'SK0002R', 'SK0002R', 'SK0002R',\n        'SK0002R', 'SK0002R', 'SK0002R', 'SK0002R', 'SK0002R', 'SK0002R']],\n      dtype='<U7')
    • actris_actris|sconco3_longitude
      (station_actris_actris|sconco3, month)
      float64
      12.96 12.96 12.96 ... 19.58 19.58
      standard_name :
      longitude
      long_name :
      longitude
      units :
      decimal degrees East
      description :
      Geodetic longitude of measuring instrument, in decimal degrees East, following the stated horizontal datum.
      axis :
      X
      array([[ 12.95794 ,  12.95794 ,  12.95794 ,  12.95794 ,  12.95794 ,\n         12.95794 ,  12.95794 ,  12.95794 ,  12.95794 ,  12.95794 ,\n         12.95794 ,  12.95794 ],\n       [-70.79923 , -70.79923 , -70.79923 , -70.79923 , -70.79923 ,\n        -70.79923 , -70.79923 , -70.79923 , -70.79923 ,        nan,\n        -70.79923 , -70.79923 ],\n       [ 19.583333,  19.583333,  19.583333,  19.583333,  19.583333,\n         19.583333,  19.583333,  19.583333,  19.583333,  19.583333,\n         19.583333,  19.583333]])
    • actris_actris|sconco3_latitude
      (station_actris_actris|sconco3, month)
      float64
      47.05 47.05 47.05 ... 48.93 48.93
      standard_name :
      latitude
      long_name :
      latitude
      units :
      decimal degrees North
      description :
      Geodetic latitude of measuring instrument, in decimal degrees North, following the stated horizontal datum.
      axis :
      Y
      array([[ 47.05407 ,  47.05407 ,  47.05407 ,  47.05407 ,  47.05407 ,\n         47.05407 ,  47.05407 ,  47.05407 ,  47.05407 ,  47.05407 ,\n         47.05407 ,  47.05407 ],\n       [-30.17254 , -30.17254 , -30.17254 , -30.17254 , -30.17254 ,\n        -30.17254 , -30.17254 , -30.17254 , -30.17254 ,        nan,\n        -30.17254 , -30.17254 ],\n       [ 48.933333,  48.933333,  48.933333,  48.933333,  48.933333,\n         48.933333,  48.933333,  48.933333,  48.933333,  48.933333,\n         48.933333,  48.933333]])
    • actris_actris|sconco3_station_name
      (station_actris_actris|sconco3, month)
      <U9
      'Sonnblick' ... 'Chopok'
      standard_name :
      station name
      long_name :
      station name
      units :
      unitless
      description :
      Name of station where the measurement was conducted.
      array([['Sonnblick', 'Sonnblick', 'Sonnblick', 'Sonnblick', 'Sonnblick',\n        'Sonnblick', 'Sonnblick', 'Sonnblick', 'Sonnblick', 'Sonnblick',\n        'Sonnblick', 'Sonnblick'],\n       ['El Tololo', 'El Tololo', 'El Tololo', 'El Tololo', 'El Tololo',\n        'El Tololo', 'El Tololo', 'El Tololo', 'El Tololo', 'nan',\n        'El Tololo', 'El Tololo'],\n       ['Chopok', 'Chopok', 'Chopok', 'Chopok', 'Chopok', 'Chopok',\n        'Chopok', 'Chopok', 'Chopok', 'Chopok', 'Chopok', 'Chopok']],\n      dtype='<U9')
    • actris_actris|sconco3_measurement_altitude
      (station_actris_actris|sconco3, month)
      float32
      3.116e+03 3.116e+03 ... 2.008e+03
      standard_name :
      measurement altitude
      long_name :
      measurement altitude relative to mean sea level
      units :
      m
      description :
      Altitude of the inlet/instrument/sampler, relative to the stated vertical datum, in metres.
      array([[3116., 3116., 3116., 3116., 3116., 3116., 3116., 3116., 3116.,\n        3116., 3116., 3116.],\n       [2225., 2225., 2225., 2225., 2225., 2225., 2225., 2225., 2225.,\n          nan, 2225., 2225.],\n       [2008., 2008., 2008., 2008., 2008., 2008., 2008., 2008., 2008.,\n        2008., 2008., 2008.]], dtype=float32)
    • actris_actris|sconco3_station_timezone
      (station_actris_actris|sconco3, month)
      <U3
      'UTC' 'UTC' 'UTC' ... 'UTC' 'UTC'
      standard_name :
      station timezone
      long_name :
      station timezone
      units :
      unitless
      description :
      Name of the local timezone that the measuring station is located in. This is automatically generated using Timezone Finder Python package (taking longitude and latitude as inputs).
      array([['UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC',\n        'UTC', 'UTC', 'UTC'],\n       ['UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC',\n        'nan', 'UTC', 'UTC'],\n       ['UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC',\n        'UTC', 'UTC', 'UTC']], dtype='<U3')
    • actris_actris|sconco3_altitude
      (station_actris_actris|sconco3, month)
      float32
      3.106e+03 3.106e+03 ... 2.008e+03
      standard_name :
      altitude
      long_name :
      altitude relative to mean sea level
      units :
      m
      description :
      Altitude of the ground level at the station, relative to the stated vertical datum, in metres.
      array([[3106., 3106., 3106., 3106., 3106., 3106., 3106., 3106., 3106.,\n        3106., 3106., 3106.],\n       [2220., 2220., 2220., 2220., 2220., 2220., 2220., 2220., 2220.,\n          nan, 2220., 2220.],\n       [2008., 2008., 2008., 2008., 2008., 2008., 2008., 2008., 2008.,\n        2008., 2008., 2008.]], dtype=float32)
    • actris_actris|sconco3_sampling_height
      (station_actris_actris|sconco3, month)
      float32
      10.0 10.0 10.0 10.0 ... 0.0 0.0 0.0
      standard_name :
      sampling height
      long_name :
      sampling height relative to ground
      units :
      m
      description :
      Height above the ground of the inlet/instrument/sampler, in metres.
      array([[10., 10., 10., 10., 10., 10., 10., 10., 10., 10., 10., 10.],\n       [ 5.,  5.,  5.,  5.,  5.,  5.,  5.,  5.,  5., nan,  5.,  5.],\n       [ 0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.]],\n      dtype=float32)
    • actris_actris|sconco3_data_level
      (station_actris_actris|sconco3, month)
      <U3
      '2' '2' '2' '2' ... '2' '2' '2' '2'
      standard_name :
      data level
      long_name :
      data level
      units :
      unitless
      description :
      Data level of data reported. This varies per network. If data level is variable per measurement, and not static per reported file, then this is set as \"variable\". If there is no reported data level this is set as \"none\"
      array([['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', 'nan', '2', '2'],\n       ['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2']],\n      dtype='<U3')
    • actris_actris|sconco3_country
      (station_actris_actris|sconco3, month)
      <U8
      'Austria' 'Austria' ... 'Slovakia'
      standard_name :
      country
      long_name :
      country
      units :
      unitless
      description :
      Name of the country the station is located in.
      array([['Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria',\n        'Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria'],\n       ['Chile', 'Chile', 'Chile', 'Chile', 'Chile', 'Chile', 'Chile',\n        'Chile', 'Chile', 'nan', 'Chile', 'Chile'],\n       ['Slovakia', 'Slovakia', 'Slovakia', 'Slovakia', 'Slovakia',\n        'Slovakia', 'Slovakia', 'Slovakia', 'Slovakia', 'Slovakia',\n        'Slovakia', 'Slovakia']], dtype='<U8')
    • actris_actris|sconco3_network
      (station_actris_actris|sconco3, month)
      <U3
      'nan' 'nan' 'nan' ... 'nan' 'nan'
      standard_name :
      network
      long_name :
      data network
      units :
      unitless
      description :
      The name of the network which reports data for the specific station in question.
      array([['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan']], dtype='<U3')
    • actris_actris|sconco3_associated_networks
      (station_actris_actris|sconco3, month)
      <U21
      \"['EMEP', 'GAW-WDCRG']\" ... \"['E...
      standard_name :
      other associated networks
      long_name :
      other associated networks
      units :
      unitless
      description :
      String pair of associated network name and station reference. Format: network1:station_reference1;network2:station_reference2
      array([[\"['EMEP', 'GAW-WDCRG']\", \"['EMEP', 'GAW-WDCRG']\",\n        \"['EMEP', 'GAW-WDCRG']\", \"['EMEP', 'GAW-WDCRG']\",\n        \"['EMEP', 'GAW-WDCRG']\", \"['EMEP', 'GAW-WDCRG']\",\n        \"['EMEP', 'GAW-WDCRG']\", \"['EMEP', 'GAW-WDCRG']\",\n        \"['EMEP', 'GAW-WDCRG']\", \"['EMEP', 'GAW-WDCRG']\",\n        \"['EMEP', 'GAW-WDCRG']\", \"['EMEP', 'GAW-WDCRG']\"],\n       [\"['GAW-WDCRG']\", \"['GAW-WDCRG']\", \"['GAW-WDCRG']\",\n        \"['GAW-WDCRG']\", \"['GAW-WDCRG']\", \"['GAW-WDCRG']\",\n        \"['GAW-WDCRG']\", \"['GAW-WDCRG']\", \"['GAW-WDCRG']\", 'nan',\n        \"['GAW-WDCRG']\", \"['GAW-WDCRG']\"],\n       [\"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\",\n        \"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\", \"['EMEP']\",\n        \"['EMEP']\", \"['EMEP']\"]], dtype='<U21')
    • actris_actris|sconco3_land_use
      (station_actris_actris|sconco3, month)
      <U16
      'Gravel and stone' ... 'nan'
      standard_name :
      land use
      long_name :
      standardised network provided land use type
      units :
      unitless
      description :
      Standardised network provided classification, describing the dominant land use in the area of the reporting station.
      array([['Gravel and stone', 'Gravel and stone', 'Gravel and stone',\n        'Gravel and stone', 'Gravel and stone', 'Gravel and stone',\n        'Gravel and stone', 'Gravel and stone', 'Gravel and stone',\n        'Gravel and stone', 'Gravel and stone', 'Gravel and stone'],\n       ['Desert', 'Desert', 'Desert', 'Desert', 'Desert', 'Desert',\n        'Desert', 'Desert', 'Desert', 'nan', 'Desert', 'Desert'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan']], dtype='<U16')
    • actris_actris|sconco3_WMO_region
      (station_actris_actris|sconco3, month)
      <U13
      'Europe' 'Europe' ... 'Europe'
      standard_name :
      WMO region
      long_name :
      WMO region code
      units :
      unitless
      description :
      World Meteorological Organization (WMO) region of station. The available regions are: Africa, Asia, South America, \"Northern America, Central America and the Caribbean\", South-West Pacific, Europe and Antarctica.
      array([['Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe',\n        'Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe'],\n       ['South America', 'South America', 'South America',\n        'South America', 'South America', 'South America',\n        'South America', 'South America', 'South America', 'nan',\n        'South America', 'South America'],\n       ['Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe',\n        'Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe']],\n      dtype='<U13')
    • actris_actris|sconco3_measurement_methodology
      (station_actris_actris|sconco3, month)
      <U12
      'AT03L_uv_ab' ... 'SK01L_uv_abs'
      standard_name :
      measurement methodology
      long_name :
      standardised measurement methodology
      units :
      unitless
      description :
      Standardised name of the measurement methodology.
      array([['AT03L_uv_ab', 'AT03L_uv_ab', 'AT03L_uv_ab', 'AT03L_uv_ab',\n        'AT03L_uv_ab', 'AT03L_uv_ab', 'AT03L_uv_ab', 'AT03L_uv_ab',\n        'AT03L_uv_ab', 'AT03L_uv_ab', 'AT03L_uv_ab', 'AT03L_uv_ab'],\n       ['CL01L_uv_abs', 'CL01L_uv_abs', 'CL01L_uv_abs', 'CL01L_uv_abs',\n        'CL01L_uv_abs', 'CL01L_uv_abs', 'CL01L_uv_abs', 'CL01L_uv_abs',\n        'CL01L_uv_abs', 'nan', 'CL01L_uv_abs', 'CL01L_uv_abs'],\n       ['SK01L_uv_abs', 'SK01L_uv_abs', 'SK01L_uv_abs', 'SK01L_uv_abs',\n        'SK01L_uv_abs', 'SK01L_uv_abs', 'SK01L_uv_abs', 'SK01L_uv_abs',\n        'SK01L_uv_abs', 'SK01L_uv_abs', 'SK01L_uv_abs', 'SK01L_uv_abs']],\n      dtype='<U12')
    • actris_actris|sconco3_measuring_instrument_name
      (station_actris_actris|sconco3, month)
      <U13
      'Thermo/49i' ... 'Teledyne/T400'
      standard_name :
      measuring instrument name
      long_name :
      standardised measuring instrument name
      units :
      unitless
      description :
      Standardised name of the measuring instrument.
      array([['Thermo/49i', 'Thermo/49i', 'Thermo/49i', 'Thermo/49i',\n        'Thermo/49i', 'Thermo/49i', 'Thermo/49i', 'Thermo/49i',\n        'Thermo/49i', 'Thermo/49i', 'Thermo/49i', 'Thermo/49i'],\n       ['Thermo/49C', 'Thermo/49C', 'Thermo/49C', 'Thermo/49C',\n        'Thermo/49C', 'Thermo/49C', 'Thermo/49C', 'Thermo/49C',\n        'Thermo/49C', 'nan', 'Thermo/49C', 'Thermo/49C'],\n       ['Teledyne/T400', 'Teledyne/T400', 'Teledyne/T400',\n        'Teledyne/T400', 'Teledyne/T400', 'Teledyne/T400',\n        'Teledyne/T400', 'Teledyne/T400', 'Teledyne/T400',\n        'Teledyne/T400', 'Teledyne/T400', 'Teledyne/T400']], dtype='<U13')
    • actris_actris|sconco3_measuring_instrument_sampling_type
      (station_actris_actris|sconco3, month)
      <U38
      \"['ultra-violet fluorescence det...
      standard_name :
      measuring instrument sampling type
      long_name :
      standardised sampling type of the measuring instrument
      units :
      unitless
      description :
      Standardised name of the measuring instrument sampling type.
      array([[\"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\"],\n       [\"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\", 'nan',\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\"],\n       [\"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\"]], dtype='<U38')
    • actris_actris|sconco3_measuring_instrument_inlet_information
      (station_actris_actris|sconco3, month)
      <U3
      'nan' 'nan' 'nan' ... 'nan' 'nan'
      standard_name :
      measuring instrument inlet information
      long_name :
      measuring instrument measurement inlet information
      units :
      unitless
      description :
      Description of sampling inlet of the measuring instrument.
      array([['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan']], dtype='<U3')
    • actris_actris|sconco3_principal_investigator_name
      (station_actris_actris|sconco3, month)
      <U56
      'Iris Buxbaum' ... 'Marta Mitosi...
      standard_name :
      principal investigator name
      long_name :
      principal investigator name
      units :
      unitless
      description :
      Full name of the principal scientific investigator for the specific reported data.
      array([['Iris Buxbaum', 'Iris Buxbaum', 'Iris Buxbaum', 'Iris Buxbaum',\n        'Iris Buxbaum', 'Iris Buxbaum', 'Iris Buxbaum', 'Iris Buxbaum',\n        'Iris Buxbaum', 'Iris Buxbaum', 'Iris Buxbaum', 'Iris Buxbaum'],\n       ['Gaston Torres', 'Gaston Torres', 'Gaston Torres',\n        'Gaston Torres', 'Gaston Torres', 'Gaston Torres',\n        'Gaston Torres', 'Gaston Torres', 'Gaston Torres', 'nan',\n        'Gaston Torres', 'Gaston Torres'],\n       ['Marta Mitosinkova, Veronika Minarikova, Ladislav Caracky',\n        'Marta Mitosinkova, Veronika Minarikova, Ladislav Caracky',\n        'Marta Mitosinkova, Veronika Minarikova, Ladislav Caracky',\n        'Marta Mitosinkova, Veronika Minarikova, Ladislav Caracky',\n        'Marta Mitosinkova, Veronika Minarikova, Ladislav Caracky',\n        'Marta Mitosinkova, Veronika Minarikova, Ladislav Caracky',\n        'Marta Mitosinkova, Veronika Minarikova, Ladislav Caracky',\n        'Marta Mitosinkova, Veronika Minarikova, Ladislav Caracky',\n        'Marta Mitosinkova, Veronika Minarikova, Ladislav Caracky',\n        'Marta Mitosinkova, Veronika Minarikova, Ladislav Caracky',\n        'Marta Mitosinkova, Veronika Minarikova, Ladislav Caracky',\n        'Marta Mitosinkova, Veronika Minarikova, Ladislav Caracky']],\n      dtype='<U56')
    • actris_actris|sconco3_principal_investigator_institution
      (station_actris_actris|sconco3, month)
      <U4
      'NILU' 'NILU' ... 'NILU' 'NILU'
      standard_name :
      principal investigator institution
      long_name :
      principal investigator institution
      units :
      unitless
      description :
      Institution of the principal scientific investigator for the specific reported data.
      array([['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'nan', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU']], dtype='<U4')
    • actris_actris|sconco3_principal_investigator_email_address
      (station_actris_actris|sconco3, month)
      <U12
      'ebas@nilu.no' ... 'ebas@nilu.no'
      standard_name :
      principal investigator email address
      long_name :
      principal investigator email address
      units :
      unitless
      description :
      Email address of the principal scientific investigator for the specific reported data.
      array([['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'nan', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no']],\n      dtype='<U12')
    • actris_actris|sconco3_contact_name
      (station_actris_actris|sconco3, month)
      <U56
      'Iris Buxbaum' ... 'Marta Mitosi...
      standard_name :
      contact name
      long_name :
      contact name
      units :
      unitless
      description :
      Full name of the principal data contact for the specific reported data.
      array([['Iris Buxbaum', 'Iris Buxbaum', 'Iris Buxbaum', 'Iris Buxbaum',\n        'Iris Buxbaum', 'Iris Buxbaum', 'Iris Buxbaum', 'Iris Buxbaum',\n        'Iris Buxbaum', 'Iris Buxbaum', 'Iris Buxbaum', 'Iris Buxbaum'],\n       ['Gaston Torres', 'Gaston Torres', 'Gaston Torres',\n        'Gaston Torres', 'Gaston Torres', 'Gaston Torres',\n        'Gaston Torres', 'Gaston Torres', 'Gaston Torres', 'nan',\n        'Gaston Torres', 'Gaston Torres'],\n       ['Marta Mitosinkova, Veronika Minarikova, Ladislav Caracky',\n        'Marta Mitosinkova, Veronika Minarikova, Ladislav Caracky',\n        'Marta Mitosinkova, Veronika Minarikova, Ladislav Caracky',\n        'Marta Mitosinkova, Veronika Minarikova, Ladislav Caracky',\n        'Marta Mitosinkova, Veronika Minarikova, Ladislav Caracky',\n        'Marta Mitosinkova, Veronika Minarikova, Ladislav Caracky',\n        'Marta Mitosinkova, Veronika Minarikova, Ladislav Caracky',\n        'Marta Mitosinkova, Veronika Minarikova, Ladislav Caracky',\n        'Marta Mitosinkova, Veronika Minarikova, Ladislav Caracky',\n        'Marta Mitosinkova, Veronika Minarikova, Ladislav Caracky',\n        'Marta Mitosinkova, Veronika Minarikova, Ladislav Caracky',\n        'Marta Mitosinkova, Veronika Minarikova, Ladislav Caracky']],\n      dtype='<U56')
    • actris_actris|sconco3_contact_institution
      (station_actris_actris|sconco3, month)
      <U4
      'NILU' 'NILU' ... 'NILU' 'NILU'
      standard_name :
      contact institution
      long_name :
      contact institution
      units :
      unitless
      description :
      Institution of the principal data contact for the specific reported data.
      array([['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'nan', 'NILU', 'NILU'],\n       ['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU']], dtype='<U4')
    • actris_actris|sconco3_contact_email_address
      (station_actris_actris|sconco3, month)
      <U12
      'ebas@nilu.no' ... 'ebas@nilu.no'
      standard_name :
      contact email address
      long_name :
      contact email address
      units :
      unitless
      description :
      Email address of the principal data contact for the specific reported data.
      array([['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'nan', 'ebas@nilu.no', 'ebas@nilu.no'],\n       ['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no']],\n      dtype='<U12')
    • actris_actris|sconco3_data_licence
      (station_actris_actris|sconco3, month)
      <U3
      'nan' 'nan' 'nan' ... 'nan' 'nan'
      standard_name :
      data licence
      long_name :
      data licence
      units :
      unitless
      description :
      Information pertaining to the data licence governing the redistribution/publication of the ingested network data.
      array([['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan'],\n       ['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan']], dtype='<U3')
    • actris_actris|sconco3_doi
      (station_actris_actris|sconco3, month)
      <U4
      'xbi0' 'xbi0' ... 's64o' 's64o'
      standard_name :
      DOI
      long_name :
      Digital identifier of an object
      units :
      unitless
      description :
      Digital identifier of an object.
      array([['xbi0', 'xbi0', 'xbi0', 'xbi0', 'xbi0', 'xbi0', 'xbi0', 'xbi0',\n        'xbi0', 'xbi0', 'xbi0', 'xbi0'],\n       ['v3df', 'v3df', 'v3df', 'v3df', 'v3df', 'v3df', 'v3df', 'v3df',\n        'v3df', 'nan', 'v3df', 'v3df'],\n       ['s64o', 's64o', 's64o', 's64o', 's64o', 's64o', 's64o', 's64o',\n        's64o', 's64o', 's64o', 's64o']], dtype='<U4')
    • actris_actris|sconco3_actris_national_facility
      (station_actris_actris|sconco3, month)
      <U5
      'True' 'True' ... 'False' 'False'
      standard_name :
      ACTRIS national facility
      long_name :
      Digital identifier of an object
      units :
      unitless
      description :
      ACTRIS national facility.
      array([['True', 'True', 'True', 'True', 'True', 'True', 'True', 'True',\n        'True', 'True', 'True', 'True'],\n       ['False', 'False', 'False', 'False', 'False', 'False', 'False',\n        'False', 'False', 'nan', 'False', 'False'],\n       ['False', 'False', 'False', 'False', 'False', 'False', 'False',\n        'False', 'False', 'False', 'False', 'False']], dtype='<U5')
  • title :
    Saved data from Providentia
    institution :
    Barcelona Supercomputing Center
    source :
    Providentia
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In\u00a0[25]:
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provi.plot('map-Median')\n
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Warning: Width and/or height have not been passed. The default values will be set.\nWarning: No specific data labels set, plotting first available data label: Ozone Mass Concentration.\n
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By station reference\u00b6

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In\u00a0[26]:
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stations_data['actris_actris|sconco3_station_reference']\n
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Out[26]:
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<xarray.DataArray 'actris_actris|sconco3_station_reference' (\n                                                             station_actris_actris|sconco3: 3,\n                                                             month: 12)> Size: 1kB\narray([['AT0034G', 'AT0034G', 'AT0034G', 'AT0034G', 'AT0034G', 'AT0034G',\n        'AT0034G', 'AT0034G', 'AT0034G', 'AT0034G', 'AT0034G', 'AT0034G'],\n       ['CL0001R', 'CL0001R', 'CL0001R', 'CL0001R', 'CL0001R', 'CL0001R',\n        'CL0001R', 'CL0001R', 'CL0001R', 'nan', 'CL0001R', 'CL0001R'],\n       ['SK0002R', 'SK0002R', 'SK0002R', 'SK0002R', 'SK0002R', 'SK0002R',\n        'SK0002R', 'SK0002R', 'SK0002R', 'SK0002R', 'SK0002R', 'SK0002R']],\n      dtype='<U7')\nDimensions without coordinates: station_actris_actris|sconco3, month\nAttributes:\n    standard_name:  station reference\n    long_name:      station reference identifier\n    units:          unitless\n    description:    reference ID for station.
xarray.DataArray
'actris_actris|sconco3_station_reference'
  • station_actris_actris|sconco3: 3
  • month: 12
  • 'AT0034G' 'AT0034G' 'AT0034G' ... 'SK0002R' 'SK0002R' 'SK0002R'
    array([['AT0034G', 'AT0034G', 'AT0034G', 'AT0034G', 'AT0034G', 'AT0034G',\n        'AT0034G', 'AT0034G', 'AT0034G', 'AT0034G', 'AT0034G', 'AT0034G'],\n       ['CL0001R', 'CL0001R', 'CL0001R', 'CL0001R', 'CL0001R', 'CL0001R',\n        'CL0001R', 'CL0001R', 'CL0001R', 'nan', 'CL0001R', 'CL0001R'],\n       ['SK0002R', 'SK0002R', 'SK0002R', 'SK0002R', 'SK0002R', 'SK0002R',\n        'SK0002R', 'SK0002R', 'SK0002R', 'SK0002R', 'SK0002R', 'SK0002R']],\n      dtype='<U7')
  • standard_name :
    station reference
    long_name :
    station reference identifier
    units :
    unitless
    description :
    reference ID for station.
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In\u00a0[29]:
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provi.filter_station(['AT0034G'])\nstations_data = provi.data(format='xr')\nstations_data\n
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Filtering data\n
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Out[29]:
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<xarray.Dataset> Size: 116kB\nDimensions:                                                       (\n                                                                   data_label: 1,\n                                                                   station_actris_actris|sconco3: 1,\n                                                                   time: 8784,\n                                                                   month: 12)\nCoordinates:\n  * time                                                          (time) datetime64[ns] 70kB ...\nDimensions without coordinates: data_label, station_actris_actris|sconco3, month\nData variables: (12/29)\n    data_labels                                                   (data_label) <U24 96B ...\n    actris_actris|sconco3_data                                    (data_label, station_actris_actris|sconco3, time) float32 35kB ...\n    actris_actris|sconco3_station_reference                       (station_actris_actris|sconco3, month) <U7 336B ...\n    actris_actris|sconco3_longitude                               (station_actris_actris|sconco3, month) float64 96B ...\n    actris_actris|sconco3_latitude                                (station_actris_actris|sconco3, month) float64 96B ...\n    actris_actris|sconco3_station_name                            (station_actris_actris|sconco3, month) <U9 432B ...\n    ...                                                            ...\n    actris_actris|sconco3_contact_name                            (station_actris_actris|sconco3, month) <U12 576B ...\n    actris_actris|sconco3_contact_institution                     (station_actris_actris|sconco3, month) <U4 192B ...\n    actris_actris|sconco3_contact_email_address                   (station_actris_actris|sconco3, month) <U12 576B ...\n    actris_actris|sconco3_data_licence                            (station_actris_actris|sconco3, month) <U3 144B ...\n    actris_actris|sconco3_doi                                     (station_actris_actris|sconco3, month) <U4 192B ...\n    actris_actris|sconco3_actris_national_facility                (station_actris_actris|sconco3, month) <U4 192B ...\nAttributes:\n    title:        Saved data from Providentia\n    institution:  Barcelona Supercomputing Center\n    source:       Providentia
xarray.Dataset
    • data_label: 1
    • station_actris_actris|sconco3: 1
    • time: 8784
    • month: 12
    • time
      (time)
      datetime64[ns]
      2024-01-01 ... 2024-12-31T23:00:00
      standard_name :
      time
      long_name :
      time
      description :
      Time in hours since 2024-01-01 00:00 UTC. Time given refers to the start of the time window the measurement is representative of (temporal resolution).
      axis :
      T
      tz :
      UTC
      array(['2024-01-01T00:00:00.000000000', '2024-01-01T01:00:00.000000000',\n       '2024-01-01T02:00:00.000000000', ..., '2024-12-31T21:00:00.000000000',\n       '2024-12-31T22:00:00.000000000', '2024-12-31T23:00:00.000000000'],\n      shape=(8784,), dtype='datetime64[ns]')
    • data_labels
      (data_label)
      <U24
      'Ozone Mass Concentration'
      standard_name :
      data_labels
      long_name :
      data_labels
      description :
      Labels associated with each data array, e.g. observations, model_1, etc.
      array(['Ozone Mass Concentration'], dtype='<U24')
    • actris_actris|sconco3_data
      (data_label, station_actris_actris|sconco3, time)
      float32
      89.24 87.71 84.33 ... 105.3 104.4
      standard_name :
      ozone
      long_name :
      ozone
      units :
      nmol mol-1
      description :
      Measured value of surface ozone for the stated temporal resolution.
      resolution :
      hourly
      resampling_resolution :
      None
      start_date :
      20240101
      end_date :
      20250101
      temporal_colocation :
      True
      spatial_colocation :
      True
      filter_species :
      {}
      forecast :
      []
      calibration_factor :
      {}
      remove_extreme_stations :
      None
      statistic_mode :
      Temporal|Spatial
      statistic_aggregation :
      Median
      periodic_statistic_mode :
      Independent
      periodic_statistic_aggregation :
      Median
      timeseries_statistic_aggregation :
      Median
      spatial_colocation_tolerance :
      19.053
      spatial_colocation_station_reference :
      True
      spatial_colocation_station_name :
      True
      spatial_colocation_longitude_latitude :
      True
      spatial_colocation_measurement_altitude :
      True
      spatial_colocation_validation :
      True
      spatial_colocation_validation_tolerance :
      10000.0
      array([[[ 89.2417,  87.7053,  84.3332, ..., 104.3065, 105.3242,\n         104.4263]]], shape=(1, 1, 8784), dtype=float32)
    • actris_actris|sconco3_station_reference
      (station_actris_actris|sconco3, month)
      <U7
      'AT0034G' 'AT0034G' ... 'AT0034G'
      standard_name :
      station reference
      long_name :
      station reference identifier
      units :
      unitless
      description :
      reference ID for station.
      array([['AT0034G', 'AT0034G', 'AT0034G', 'AT0034G', 'AT0034G', 'AT0034G',\n        'AT0034G', 'AT0034G', 'AT0034G', 'AT0034G', 'AT0034G', 'AT0034G']],\n      dtype='<U7')
    • actris_actris|sconco3_longitude
      (station_actris_actris|sconco3, month)
      float64
      12.96 12.96 12.96 ... 12.96 12.96
      standard_name :
      longitude
      long_name :
      longitude
      units :
      decimal degrees East
      description :
      Geodetic longitude of measuring instrument, in decimal degrees East, following the stated horizontal datum.
      axis :
      X
      array([[12.95794, 12.95794, 12.95794, 12.95794, 12.95794, 12.95794,\n        12.95794, 12.95794, 12.95794, 12.95794, 12.95794, 12.95794]])
    • actris_actris|sconco3_latitude
      (station_actris_actris|sconco3, month)
      float64
      47.05 47.05 47.05 ... 47.05 47.05
      standard_name :
      latitude
      long_name :
      latitude
      units :
      decimal degrees North
      description :
      Geodetic latitude of measuring instrument, in decimal degrees North, following the stated horizontal datum.
      axis :
      Y
      array([[47.05407, 47.05407, 47.05407, 47.05407, 47.05407, 47.05407,\n        47.05407, 47.05407, 47.05407, 47.05407, 47.05407, 47.05407]])
    • actris_actris|sconco3_station_name
      (station_actris_actris|sconco3, month)
      <U9
      'Sonnblick' ... 'Sonnblick'
      standard_name :
      station name
      long_name :
      station name
      units :
      unitless
      description :
      Name of station where the measurement was conducted.
      array([['Sonnblick', 'Sonnblick', 'Sonnblick', 'Sonnblick', 'Sonnblick',\n        'Sonnblick', 'Sonnblick', 'Sonnblick', 'Sonnblick', 'Sonnblick',\n        'Sonnblick', 'Sonnblick']], dtype='<U9')
    • actris_actris|sconco3_measurement_altitude
      (station_actris_actris|sconco3, month)
      float32
      3.116e+03 3.116e+03 ... 3.116e+03
      standard_name :
      measurement altitude
      long_name :
      measurement altitude relative to mean sea level
      units :
      m
      description :
      Altitude of the inlet/instrument/sampler, relative to the stated vertical datum, in metres.
      array([[3116., 3116., 3116., 3116., 3116., 3116., 3116., 3116., 3116.,\n        3116., 3116., 3116.]], dtype=float32)
    • actris_actris|sconco3_station_timezone
      (station_actris_actris|sconco3, month)
      <U3
      'UTC' 'UTC' 'UTC' ... 'UTC' 'UTC'
      standard_name :
      station timezone
      long_name :
      station timezone
      units :
      unitless
      description :
      Name of the local timezone that the measuring station is located in. This is automatically generated using Timezone Finder Python package (taking longitude and latitude as inputs).
      array([['UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC', 'UTC',\n        'UTC', 'UTC', 'UTC']], dtype='<U3')
    • actris_actris|sconco3_altitude
      (station_actris_actris|sconco3, month)
      float32
      3.106e+03 3.106e+03 ... 3.106e+03
      standard_name :
      altitude
      long_name :
      altitude relative to mean sea level
      units :
      m
      description :
      Altitude of the ground level at the station, relative to the stated vertical datum, in metres.
      array([[3106., 3106., 3106., 3106., 3106., 3106., 3106., 3106., 3106.,\n        3106., 3106., 3106.]], dtype=float32)
    • actris_actris|sconco3_sampling_height
      (station_actris_actris|sconco3, month)
      float32
      10.0 10.0 10.0 ... 10.0 10.0 10.0
      standard_name :
      sampling height
      long_name :
      sampling height relative to ground
      units :
      m
      description :
      Height above the ground of the inlet/instrument/sampler, in metres.
      array([[10., 10., 10., 10., 10., 10., 10., 10., 10., 10., 10., 10.]],\n      dtype=float32)
    • actris_actris|sconco3_data_level
      (station_actris_actris|sconco3, month)
      <U1
      '2' '2' '2' '2' ... '2' '2' '2' '2'
      standard_name :
      data level
      long_name :
      data level
      units :
      unitless
      description :
      Data level of data reported. This varies per network. If data level is variable per measurement, and not static per reported file, then this is set as \"variable\". If there is no reported data level this is set as \"none\"
      array([['2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2', '2']],\n      dtype='<U1')
    • actris_actris|sconco3_country
      (station_actris_actris|sconco3, month)
      <U7
      'Austria' 'Austria' ... 'Austria'
      standard_name :
      country
      long_name :
      country
      units :
      unitless
      description :
      Name of the country the station is located in.
      array([['Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria',\n        'Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria']],\n      dtype='<U7')
    • actris_actris|sconco3_network
      (station_actris_actris|sconco3, month)
      <U3
      'nan' 'nan' 'nan' ... 'nan' 'nan'
      standard_name :
      network
      long_name :
      data network
      units :
      unitless
      description :
      The name of the network which reports data for the specific station in question.
      array([['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan']], dtype='<U3')
    • actris_actris|sconco3_associated_networks
      (station_actris_actris|sconco3, month)
      <U21
      \"['EMEP', 'GAW-WDCRG']\" ... \"['E...
      standard_name :
      other associated networks
      long_name :
      other associated networks
      units :
      unitless
      description :
      String pair of associated network name and station reference. Format: network1:station_reference1;network2:station_reference2
      array([[\"['EMEP', 'GAW-WDCRG']\", \"['EMEP', 'GAW-WDCRG']\",\n        \"['EMEP', 'GAW-WDCRG']\", \"['EMEP', 'GAW-WDCRG']\",\n        \"['EMEP', 'GAW-WDCRG']\", \"['EMEP', 'GAW-WDCRG']\",\n        \"['EMEP', 'GAW-WDCRG']\", \"['EMEP', 'GAW-WDCRG']\",\n        \"['EMEP', 'GAW-WDCRG']\", \"['EMEP', 'GAW-WDCRG']\",\n        \"['EMEP', 'GAW-WDCRG']\", \"['EMEP', 'GAW-WDCRG']\"]], dtype='<U21')
    • actris_actris|sconco3_land_use
      (station_actris_actris|sconco3, month)
      <U16
      'Gravel and stone' ... 'Gravel a...
      standard_name :
      land use
      long_name :
      standardised network provided land use type
      units :
      unitless
      description :
      Standardised network provided classification, describing the dominant land use in the area of the reporting station.
      array([['Gravel and stone', 'Gravel and stone', 'Gravel and stone',\n        'Gravel and stone', 'Gravel and stone', 'Gravel and stone',\n        'Gravel and stone', 'Gravel and stone', 'Gravel and stone',\n        'Gravel and stone', 'Gravel and stone', 'Gravel and stone']],\n      dtype='<U16')
    • actris_actris|sconco3_WMO_region
      (station_actris_actris|sconco3, month)
      <U6
      'Europe' 'Europe' ... 'Europe'
      standard_name :
      WMO region
      long_name :
      WMO region code
      units :
      unitless
      description :
      World Meteorological Organization (WMO) region of station. The available regions are: Africa, Asia, South America, \"Northern America, Central America and the Caribbean\", South-West Pacific, Europe and Antarctica.
      array([['Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe',\n        'Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe']],\n      dtype='<U6')
    • actris_actris|sconco3_measurement_methodology
      (station_actris_actris|sconco3, month)
      <U11
      'AT03L_uv_ab' ... 'AT03L_uv_ab'
      standard_name :
      measurement methodology
      long_name :
      standardised measurement methodology
      units :
      unitless
      description :
      Standardised name of the measurement methodology.
      array([['AT03L_uv_ab', 'AT03L_uv_ab', 'AT03L_uv_ab', 'AT03L_uv_ab',\n        'AT03L_uv_ab', 'AT03L_uv_ab', 'AT03L_uv_ab', 'AT03L_uv_ab',\n        'AT03L_uv_ab', 'AT03L_uv_ab', 'AT03L_uv_ab', 'AT03L_uv_ab']],\n      dtype='<U11')
    • actris_actris|sconco3_measuring_instrument_name
      (station_actris_actris|sconco3, month)
      <U10
      'Thermo/49i' ... 'Thermo/49i'
      standard_name :
      measuring instrument name
      long_name :
      standardised measuring instrument name
      units :
      unitless
      description :
      Standardised name of the measuring instrument.
      array([['Thermo/49i', 'Thermo/49i', 'Thermo/49i', 'Thermo/49i',\n        'Thermo/49i', 'Thermo/49i', 'Thermo/49i', 'Thermo/49i',\n        'Thermo/49i', 'Thermo/49i', 'Thermo/49i', 'Thermo/49i']],\n      dtype='<U10')
    • actris_actris|sconco3_measuring_instrument_sampling_type
      (station_actris_actris|sconco3, month)
      <U38
      \"['ultra-violet fluorescence det...
      standard_name :
      measuring instrument sampling type
      long_name :
      standardised sampling type of the measuring instrument
      units :
      unitless
      description :
      Standardised name of the measuring instrument sampling type.
      array([[\"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\",\n        \"['ultra-violet fluorescence detector']\"]], dtype='<U38')
    • actris_actris|sconco3_measuring_instrument_inlet_information
      (station_actris_actris|sconco3, month)
      <U3
      'nan' 'nan' 'nan' ... 'nan' 'nan'
      standard_name :
      measuring instrument inlet information
      long_name :
      measuring instrument measurement inlet information
      units :
      unitless
      description :
      Description of sampling inlet of the measuring instrument.
      array([['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan']], dtype='<U3')
    • actris_actris|sconco3_principal_investigator_name
      (station_actris_actris|sconco3, month)
      <U12
      'Iris Buxbaum' ... 'Iris Buxbaum'
      standard_name :
      principal investigator name
      long_name :
      principal investigator name
      units :
      unitless
      description :
      Full name of the principal scientific investigator for the specific reported data.
      array([['Iris Buxbaum', 'Iris Buxbaum', 'Iris Buxbaum', 'Iris Buxbaum',\n        'Iris Buxbaum', 'Iris Buxbaum', 'Iris Buxbaum', 'Iris Buxbaum',\n        'Iris Buxbaum', 'Iris Buxbaum', 'Iris Buxbaum', 'Iris Buxbaum']],\n      dtype='<U12')
    • actris_actris|sconco3_principal_investigator_institution
      (station_actris_actris|sconco3, month)
      <U4
      'NILU' 'NILU' ... 'NILU' 'NILU'
      standard_name :
      principal investigator institution
      long_name :
      principal investigator institution
      units :
      unitless
      description :
      Institution of the principal scientific investigator for the specific reported data.
      array([['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU']], dtype='<U4')
    • actris_actris|sconco3_principal_investigator_email_address
      (station_actris_actris|sconco3, month)
      <U12
      'ebas@nilu.no' ... 'ebas@nilu.no'
      standard_name :
      principal investigator email address
      long_name :
      principal investigator email address
      units :
      unitless
      description :
      Email address of the principal scientific investigator for the specific reported data.
      array([['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no']],\n      dtype='<U12')
    • actris_actris|sconco3_contact_name
      (station_actris_actris|sconco3, month)
      <U12
      'Iris Buxbaum' ... 'Iris Buxbaum'
      standard_name :
      contact name
      long_name :
      contact name
      units :
      unitless
      description :
      Full name of the principal data contact for the specific reported data.
      array([['Iris Buxbaum', 'Iris Buxbaum', 'Iris Buxbaum', 'Iris Buxbaum',\n        'Iris Buxbaum', 'Iris Buxbaum', 'Iris Buxbaum', 'Iris Buxbaum',\n        'Iris Buxbaum', 'Iris Buxbaum', 'Iris Buxbaum', 'Iris Buxbaum']],\n      dtype='<U12')
    • actris_actris|sconco3_contact_institution
      (station_actris_actris|sconco3, month)
      <U4
      'NILU' 'NILU' ... 'NILU' 'NILU'
      standard_name :
      contact institution
      long_name :
      contact institution
      units :
      unitless
      description :
      Institution of the principal data contact for the specific reported data.
      array([['NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU', 'NILU',\n        'NILU', 'NILU', 'NILU', 'NILU']], dtype='<U4')
    • actris_actris|sconco3_contact_email_address
      (station_actris_actris|sconco3, month)
      <U12
      'ebas@nilu.no' ... 'ebas@nilu.no'
      standard_name :
      contact email address
      long_name :
      contact email address
      units :
      unitless
      description :
      Email address of the principal data contact for the specific reported data.
      array([['ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no',\n        'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no', 'ebas@nilu.no']],\n      dtype='<U12')
    • actris_actris|sconco3_data_licence
      (station_actris_actris|sconco3, month)
      <U3
      'nan' 'nan' 'nan' ... 'nan' 'nan'
      standard_name :
      data licence
      long_name :
      data licence
      units :
      unitless
      description :
      Information pertaining to the data licence governing the redistribution/publication of the ingested network data.
      array([['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n        'nan', 'nan', 'nan']], dtype='<U3')
    • actris_actris|sconco3_doi
      (station_actris_actris|sconco3, month)
      <U4
      'xbi0' 'xbi0' ... 'xbi0' 'xbi0'
      standard_name :
      DOI
      long_name :
      Digital identifier of an object
      units :
      unitless
      description :
      Digital identifier of an object.
      array([['xbi0', 'xbi0', 'xbi0', 'xbi0', 'xbi0', 'xbi0', 'xbi0', 'xbi0',\n        'xbi0', 'xbi0', 'xbi0', 'xbi0']], dtype='<U4')
    • actris_actris|sconco3_actris_national_facility
      (station_actris_actris|sconco3, month)
      <U4
      'True' 'True' ... 'True' 'True'
      standard_name :
      ACTRIS national facility
      long_name :
      Digital identifier of an object
      units :
      unitless
      description :
      ACTRIS national facility.
      array([['True', 'True', 'True', 'True', 'True', 'True', 'True', 'True',\n        'True', 'True', 'True', 'True']], dtype='<U4')
  • title :
    Saved data from Providentia
    institution :
    Barcelona Supercomputing Center
    source :
    Providentia
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In\u00a0[30]:
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provi.plot('map-Median')\n
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Warning: Width and/or height have not been passed. The default values will be set.\nWarning: No specific data labels set, plotting first available data label: Ozone Mass Concentration.\n
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