From 2e2d9a8da6335b8c79c580e02907efd24949c623 Mon Sep 17 00:00:00 2001 From: Luke Marsden Date: Fri, 19 Apr 2024 10:55:23 +0200 Subject: [PATCH] Update documentation --- 01_opening_and_understanding.html | 11 +- 02_creating_plots.html | 47 +- 03_extracting_data_to_different_formats.html | 75 +-- 04_creating_a_cfnetcdf_file.html | 277 +++++------ ...o_structure_your_NetCDF_file_or_files.html | 265 +++++------ ...ing_multiple_cfnetcdf_files_in_one_go.html | 11 +- ...mbing_data_from_multiple_netcdf_files.html | 17 +- 08_ancillary_variables.html | 41 +- 09_cells_and_cell_methods.html | 371 ++++----------- ...extracting_data_to_different_formats.ipynb | 2 +- _sources/04_creating_a_cfnetcdf_file.ipynb | 6 +- _sources/08_ancillary_variables.ipynb | 18 +- _sources/09_cells_and_cell_methods.ipynb | 433 ++++-------------- genindex.html | 1 + intro.html | 2 + objects.inv | Bin 600 -> 574 bytes search.html | 1 + searchindex.js | 2 +- 18 files changed, 564 insertions(+), 1016 deletions(-) diff --git a/01_opening_and_understanding.html b/01_opening_and_understanding.html index 479bba3..28b0e54 100644 --- a/01_opening_and_understanding.html +++ b/01_opening_and_understanding.html @@ -176,6 +176,7 @@
  • 06: Creating multiple CF-NetCDF files in one go
  • 07: Combining data from multiple netcdf files
  • 08: Ancillary variables
    • +
  • 09: Cells and cell methods
    • @@ -822,10 +823,10 @@

    Importing some data from OPeNDAP -
    /tmp/ipykernel_20146/304843689.py:1: FutureWarning: The return type of `Dataset.dims` will be changed to return a set of dimension names in future, in order to be more consistent with `DataArray.dims`. To access a mapping from dimension names to lengths, please use `Dataset.sizes`.
+
    /tmp/ipykernel_12227/304843689.py:1: FutureWarning: The return type of `Dataset.dims` will be changed to return a set of dimension names in future, in order to be more consistent with `DataArray.dims`. To access a mapping from dimension names to lengths, please use `Dataset.sizes`.
   xrds.dims['PRES']
 
    
 
    
@@ -1426,10 +1427,10 @@ 
    Cordinates and Data variables:06: Creating multiple CF-NetCDF files in one go
 
  • 07: Combining data from multiple netcdf files
    • 
 
  • 08: Ancillary variables
    • 
+
  • 09: Cells and cell methods
    •
    @@ -808,12 +809,12 @@

    Opening a file -
    [<matplotlib.lines.Line2D at 0x764db7e8b6d0>]
+
    [<matplotlib.lines.Line2D at 0x720782e06790>]
 
    
 
    
 _images/700b3601089df91995112e597e811c6917990efa6157bda31a3d2ec12ed71650.png
@@ -864,7 +865,7 @@ 
    Variables with one dimension
-
    [<matplotlib.lines.Line2D at 0x764dbc483890>]
+
    [<matplotlib.lines.Line2D at 0x72078237a410>]
 
    
 
    
 _images/c0ec2de1791af233d58c94b4a3faa72a7b9fb73b20d080755898175452905fa5.png
@@ -878,7 +879,7 @@ 
    Variables with one dimension
-
    [<matplotlib.lines.Line2D at 0x764db7513550>]
+
    [<matplotlib.lines.Line2D at 0x7207823f5990>]
 
    
 
    
 _images/5c2bd4bb90b78536cb99cb13e81d6ba6b448b1c2fff77671e712640c6bb57e1a.png
@@ -892,7 +893,7 @@ 
    Variables with one dimension
-
    <matplotlib.collections.PathCollection at 0x764db7d2c750>
+
    <matplotlib.collections.PathCollection at 0x720782cae650>
 
    
 
    
 _images/b4546a355348d1ec97e7adf35fb868e29d0b6fe4383712f4a332197583675b06.png
@@ -905,7 +906,7 @@ 
    Variables with one dimension
-
    <matplotlib.collections.PathCollection at 0x764db7dcc750>
+
    <matplotlib.collections.PathCollection at 0x720782cc2a50>
 
    
 
    
 _images/e6476b144a06386d7b2d62dd220fe331a28ee06c0f635bcd53b021f7eb9c4275.png
@@ -938,7 +939,7 @@ 
    Variables with one dimension
-
    [<matplotlib.lines.Line2D at 0x764db7291490>]
+
    [<matplotlib.lines.Line2D at 0x720782061d10>]
 
    
 
    
 _images/fddc15bf159581ae91d5c2412d71b38c8b4b038568b5dce9a7ee981c3e39c3a0.png
@@ -953,7 +954,7 @@ 
    Variables with one dimension
-
    [<matplotlib.lines.Line2D at 0x764db7db9950>]
+
    [<matplotlib.lines.Line2D at 0x720782ff4610>]
 
    
 
    
 _images/e3ad651fe2b82ac3051b48aee78ca4db5762a1402babe9f75a275f241ab4891f.png
@@ -1401,31 +1402,31 @@ 
    2D plots - e.g. maps
@@ -1830,21 +1831,21 @@ 
    2D plots - e.g. maps
@@ -1862,7 +1863,7 @@ 
    2D plots - e.g. maps
-
    <matplotlib.collections.QuadMesh at 0x764db7204810>
+
    <matplotlib.collections.QuadMesh at 0x7207820acbd0>
 
    
 
    
 _images/e8e4b6019afa6a43e4ae6d4c5134907a55d4d49190fb06d953a44598bafe1c4a.png
diff --git a/03_extracting_data_to_different_formats.html b/03_extracting_data_to_different_formats.html
index 1d146c3..fa7a5e1 100644
--- a/03_extracting_data_to_different_formats.html
+++ b/03_extracting_data_to_different_formats.html
@@ -176,6 +176,7 @@
 
  • 06: Creating multiple CF-NetCDF files in one go
    • 
 
  • 07: Combining data from multiple netcdf files
    • 
 
  • 08: Ancillary variables
    • 
+
  • 09: Cells and cell methods
    • 
 
 
     
    
@@ -818,10 +819,10 @@ 
    03: Extracting data to different formats
 
    Variable with 1 dimension to numpy array#
    
@@ -1494,31 +1495,31 @@ 
    Data with multiple dimensions
@@ -2031,25 +2032,25 @@ 
    Data with multiple dimensions
@@ -2453,25 +2454,25 @@ 
    Data with multiple dimensions
@@ -3428,7 +3429,7 @@ 
    CTD data published cruise by cruise06: Creating multiple CF-NetCDF files in one go
 
  • 07: Combining data from multiple netcdf files
    • 
 
  • 08: Ancillary variables
    • 
+
  • 09: Cells and cell methods
    • 
 
 
     
    
@@ -811,7 +812,7 @@ 
    Initialising your xarray dataset object
    
+    *empty*
    
 
    
 
    The object has a dimension of length 10 and a coordinate variable (time) which has a dimension of time. The values are all integers. Some more examples.
    
 
@@ -1656,12 +1657,12 @@ 
    Your times are timestamps
@@ -2056,7 +2057,7 @@ 
    We have multiple dimensions
@@ -2460,9 +2461,9 @@ 
    2D array, e.g. a grid of latitude and longitudes
-
    array([[4, 6],
-       [9, 2],
-       [9, 2]])
+
    array([[3, 7],
+       [9, 1],
+       [2, 9]])
 
    
 
    
 
    
@@ -2846,9 +2847,9 @@ 
    2D array, e.g. a grid of latitude and longitudes
@@ -3222,14 +3223,14 @@ 
    2D array, e.g. a grid of latitude and longitudes
@@ -3695,210 +3696,210 @@ 
    3D data from pandas dataframe to 3D grid
-
    array([[[33.62293383, 32.18699116],
-        [30.65977827, 33.96280268],
-        [32.97305267, 31.82980051]],
+
    array([[[34.74944745, 32.1917588 ],
+        [31.74072064, 32.34019024],
+        [30.60560313, 34.64472006]],
 
-       [[30.14290084, 33.5186714 ],
-        [31.80274767, 30.52528155],
-        [30.09057322, 32.71881746]],
+       [[31.03317072, 34.48681636],
+        [32.62240039, 34.45982316],
+        [30.75528895, 31.82979994]],
 
-       [[34.33219077, 33.50817531],
-        [34.1069542 , 34.34160461],
-        [30.93894806, 31.7712962 ]],
+       [[33.14207508, 33.70822007],
+        [31.71495988, 31.15323774],
+        [32.11855695, 33.5303625 ]],
 
-       [[32.55988121, 33.60437791],
-        [34.68379801, 30.23804545],
-        [32.08238447, 30.74944872]],
+       [[34.64192769, 30.39055312],
+        [34.7657189 , 30.11090229],
+        [31.5641614 , 32.33688624]],
 
-       [[31.78173197, 32.32044399],
-        [32.40007812, 33.44888098],
-        [33.7524908 , 32.82253346]]])
+       [[34.78117549, 32.48440525],
+        [32.34804671, 33.12654485],
+        [31.08760317, 31.05419004]]])
 
    
 
    
 
    
@@ -4316,36 +4317,36 @@ 
    3D data from pandas dataframe to 3D grid
 
    
@@ -5175,36 +5176,36 @@ 
    Variable attributes
@@ -5212,7 +5213,7 @@ 
    Global attributeshttps://adc.met.no/node/4
    
 
    And remember we might want to select additional applicable global attributes from this section of the CF conventions:
 https://cfconventions.org/Data/cf-conventions/cf-conventions-1.11/cf-conventions.html#attribute-appendix
    
-
    Go through and add each required attribute and any others you wish to. You are also welcome to add any global attributes from the CF conventions as well as any custom attributes on top of these requirements. Similarly to variable attributes, this can either be done one by one or all in one in a dictionary.
    
+
    Go through and add each required attribute and any others you wish to. You are also welcome to add any custom attributes on top of these requirements. Similarly to variable attributes, this can either be done one by one or all in one in a dictionary.
    
 
    
 
    
 
    xrds.attrs['title'] = 'my title' # One by one
@@ -5244,7 +5245,7 @@ 
    Global attributes
 
    
 
    xrds.attrs['geospatial_lat_min'] = min(xrds['latitude'].values)
@@ -5290,8 +5291,8 @@ 
    Global attributes06: Creating multiple CF-NetCDF files in one go
 
  • 07: Combining data from multiple netcdf files
    • 
 
  • 08: Ancillary variables
    • 
+
  • 09: Cells and cell methods
    • 
 
 
     
    
@@ -889,10 +890,10 @@ 
    Multiple profiles
@@ -1688,10 +1689,10 @@ 
    Multiple profiles
@@ -3846,58 +3847,58 @@ 
    Data on a multidimensional grid
@@ -4339,87 +4340,87 @@ 
    Random points in space and time (ungridded data)
diff --git a/06_creating_multiple_cfnetcdf_files_in_one_go.html b/06_creating_multiple_cfnetcdf_files_in_one_go.html
index 403fc27..82bb556 100644
--- a/06_creating_multiple_cfnetcdf_files_in_one_go.html
+++ b/06_creating_multiple_cfnetcdf_files_in_one_go.html
@@ -176,6 +176,7 @@
 
  • 06: Creating multiple CF-NetCDF files in one go
    • 
 
  • 07: Combining data from multiple netcdf files
    • 
 
  • 08: Ancillary variables
    • 
+
  • 09: Cells and cell methods
    • 
 
 
     
    
@@ -904,14 +905,14 @@ 
    A refresh of how to create a single NetCDF file
diff --git a/07_combing_data_from_multiple_netcdf_files.html b/07_combing_data_from_multiple_netcdf_files.html
index 0910b5f..7fc19da 100644
--- a/07_combing_data_from_multiple_netcdf_files.html
+++ b/07_combing_data_from_multiple_netcdf_files.html
@@ -176,6 +176,7 @@
 
  • 06: Creating multiple CF-NetCDF files in one go
    • 
 
  • 07: Combining data from multiple netcdf files
    • 
 
  • 08: Ancillary variables
    • 
+
  • 09: Cells and cell methods
    • 
 
 
     
    
@@ -827,10 +828,10 @@ 
    Introducing the data
+      dtype='float32', name='PRES', length=259))
  • qc_manual :
    Recommendations for in-situ data Near Real Time Quality Control https://doi.org/10.13155/36230
    contact :
    datahjelp@hi.no
    distribution_statement :
    These data are public and free of charge. User assumes all risk for use of data. User must display citation in any publication or product using data. User must contact PI prior to any commercial use of data.
    naming_authority :
    no.unis
    license :
    https://creativecommons.org/licenses/by/4.0/ https://creativecommons.org/licenses/by/4.0/
    data_assembly_center :
    IMR
    update_interval :
    void
    area :
    Arctic Ocean
    author :
    Conventions :
    CF-1.8, ACDD-1.3, OceanSITES Manual 1.4
    data_mode :
    M
    comment :
    Descending CTD profile
    history :
    Created at 2022-08-08T12:43:51Z using the xarray library in Python
    netcdf_version :
    netCDF-4 classic model
    quality_index :
    A
    quality_control_indicator :
    0
    publisher_name :
    Elisabeth Jones
    publisher_email :
    datahjelp@imr.no
    wmo_platform_code :
    ices_platform_code :
    site_code :
    bottom_depth :
    wmo_inst_type :
    geospatial_vertical_positive :
    down
    platform_code :
    58US
    platform_name :
    Kronprins Haakon
    source :
    research vessel
    institution_country :
    Norway
    source_platform_category_code :
    31
    data_type :
    OceanSITES vertical profile
    cdm_data_type :
    PROFILE
    instrument :
    CTD Seabird
    keywords :
    EARTH SCIENCE > OCEANS > OCEAN OPTICS > FLUORESCENCE, EARTH SCIENCE > OCEANS > SALINITY/DENSITY > DENSITY, EARTH SCIENCE > OCEANS > SALINITY/DENSITY > OCEAN SALINITY, EARTH SCIENCE > OCEANS > OCEAN ACOUSTICS > ACOUSTIC VELOCITY, EARTH SCIENCE > OCEANS > OCEAN TEMPERATURE > WATER TEMPERATURE, EARTH SCIENCE > OCEANS > SALINITY/DENSITY > CONDUCTIVITY
    keywords_vocabulary :
    GCMD:GCMD Keywords
    id :
    NMDC_Nansen-Legacy_PR_CT_58US_2021708_ISG/SVR1
    time_coverage_start :
    2021-07-12T19:05:04Z
    time_coverage_end :
    2021-07-12T19:05:04Z
    date_update :
    2022-08-08T12:43:51Z
    date_created :
    2022-08-08T12:43:51Z
    geospatial_lat_min :
    78.1282
    geospatial_lat_max :
    78.1282
    geospatial_lon_min :
    14.0032
    geospatial_lon_max :
    14.0032
    geospatial_vertical_min :
    2.0
    geospatial_vertical_max :
    261.0
    citation :
    These data were collected and made freely available by the Nansen Legacy project and the programs that contribute to it.
    project :
    The Nansen Legacy Project (RCN # 276730)
    references :
    https://doi.org/10.21335/NMDC-2085836005
    featureType :
    Profile
    summary :
    The Joint Cruise 2-1 addressed objectives of the work packages Physical drivers (Research Foci 1), Human impact (Research Foci 2) and The living Barents Sea (Research Foci 3) along the Nansen Legacy transect in open water and within the sea ice. The cruise focussed on comparing the state of the physical, chemical and biological conditions in the southern and northern parts of the study area. These data are created from the CTD data published by NMDC for the whole cruise (https://doi.org/10.21335/NMDC-2085836005). The values have not be changed.
    doi :
    10.21335/NMDC-2085836005-ISG_SVR1
    pi_name :
    Janne Søreide
    institution :
    Institute of Marine Research
    institution_edmo_code :
    1351
    institution_references :
    https://www.hi.no/hi
    title :
    CTD_station_ISG_SVR1_-_Nansen_Legacy_Cruise_-_2021_Joint_Cruise_2-1
    creator_institution :
    Institute of Marine Research
    creator_name :
    Elisabeth Jones
    creator_type :
    person
    creator_email :
    datahjelp@imr.no
    creator_url :
    https://www.hi.no/hi
    publisher :
    The Norwegian Marine Data Centre (NMD)
    publisher_url :
    https://www.hi.no/hi
    acknowledgement :
    The Nansen Legacy project is funded by the Research Council of Norway (RCN # 276730). These data are created from the CTD data published by NMDC for the whole cruise (10.21335/NMDC-2085836005). The values have not be changed. For information about this process, please contact Luke Marsden at data.nleg@unis.no
    cruiseNumber :
    2021708
    cruiseName :
    2021 Joint Cruise 2-1
    geospatial_vertical_units :
    dbar
    geospatial_vertical_resolution :
    1 dbar
    pi_email :
    jannes@unis.no
    pi_institution :
    University Centre in Svalbard
    station_name :
    ISG/SVR1
    metadata_link :
    https://doi.org/10.21335/NMDC-2085836005-ISG_SVR1
    _NCProperties :
    version=2,netcdf=4.6.3,hdf5=1.10.5
    • 
 
    
 
    Let’s look at a quick example of how we can extract the data into numpy arrays
    
 
    
@@ -1079,18 +1080,6 @@ 
    Looping through multiple files
    2021-07-16T20:34:00Z
 
    
 
    
-
    2021-07-16T21:18:06Z
-
    
-
    
-
    2021-07-16T22:07:07Z
-
    
-
    
-
    2021-07-16T23:09:27Z
-
    
-
    
-
    2021-07-16T23:56:54Z
-
    
-
    
 
    
 
    
 
diff --git a/08_ancillary_variables.html b/08_ancillary_variables.html
index c1616eb..9f897d8 100644
--- a/08_ancillary_variables.html
+++ b/08_ancillary_variables.html
@@ -65,6 +65,7 @@
     
     
     
+    
     
   
   
@@ -175,6 +176,7 @@
 
  • 06: Creating multiple CF-NetCDF files in one go
    • 
 
  • 07: Combining data from multiple netcdf files
    • 
 
  • 08: Ancillary variables
    • 
+
  • 09: Cells and cell methods
    • 
 
 
     
    
@@ -799,7 +801,7 @@ 
    Basic example without ancillary data
@@ -807,7 +809,7 @@ 
    Assigning quality or status flagshttps://cfconventions.org/Data/cf-conventions/cf-conventions-1.11/cf-conventions.html#ancillary-data
    
 
    We need to create a new variable for the flags.
    
-
    Flags are stored as numbers, and with the meanings for the numbers stored as a variable attribute. The flag_meanings should be separated by spaces - so don’t include spaces in any of the terms you use! The length of the flag values and flag_meanings should be the same.
    
+
    Flags are stored as numbers, and with the meanings for the numbers stored as a variable attribute. The flag_meanings should be separated by spaces - so don’t include spaces in any of the terms you use! The length of the flag values and flag_meanings should be the same.
    
 
    
 
    
 
    chla_flag_possible_values = [0,1,2,3,4,5,6,7,8,9]
@@ -816,7 +818,7 @@ 
    Assigning quality or status flagshttp://www.oceansites.org/docs/oceansites_data_format_reference_manual.pdf
    
 
    However, other quality flag conventions exist.
    
@@ -1201,9 +1203,9 @@ 
    Assigning quality or status flags
 
    
 
    xrds['Chlorophyll_A'].attrs['ancillary_variables'] = "Chlorophyll_A_quality_flags"
@@ -1211,9 +1213,9 @@ 
    Assigning quality or status flagsstandard_name for you.
+
    Finally we need to add our metadata to the ancillary variable to describe it. There are a lot of standard names for different types of flags. Search for flag here to find a suitable standard_name for you.
 https://cfconventions.org/Data/cf-standard-names/current/build/cf-standard-name-table.html
    
-
    The CF conventions also has standardised variable attributes you can use for flag_valuesand flag_meanings. You often see the valid_range attribute used here too to explicitely show that any values outside of that range are invalid. You could use valid_min and valid_max used instead.
    
+
    The CF conventions also has standardised variable attributes you can use for flag_values and flag_meanings. You often see the valid_range attribute used here too to explicitely show that any values outside of that range are invalid. You could use valid_min and valid_max used instead.
    
 
    
 
    
 
    # Metadata for the 'Chlorophyll_A_quality_flags' variable
@@ -1606,9 +1608,9 @@ 
    Assigning quality or status flagsConventions global attribute, for example
    
+
    Make sure you refer to the conventions you are following for your quality flags in your Conventions global attribute, for example
    
 
    
 
    
 
    xrds.attrs['Conventions'] = 'CF-1.8, ACDD-1.3, OceanSITES Manual 1.4'
@@ -1988,12 +1990,12 @@ 
    Assigning quality or status flags
 
    Retrieving only good_quality data#
    
-
    Suppose we want to retrieve only the good_quality Chlorophyll_A data, where Chlorophyll_A_quality_flags = 1
    
+
    Suppose we want to retrieve only the good_quality Chlorophyll_A data, where Chlorophyll_A_quality_flags = 1
    
 
    
 
    
 
    good_quality_chlorophyll_a = xrds['Chlorophyll_A'].where(xrds['Chlorophyll_A_quality_flags'] == 1)
@@ -2374,7 +2376,7 @@ 
    Retrieving only good_quality data
@@ -2757,7 +2759,7 @@ 
    Retrieving only good_quality data
@@ -3155,9 +3157,9 @@ 
    Other ancillary data
    
+    Conventions:  CF-1.8, ACDD-1.3, OceanSITES Manual 1.4
    
 
    
-
    More work needs to be done to expand the CF conventions to standardise ancillary data. At the time of writing, a standard_name for the volume of sea water filtered does not exist.
    
+
    More work needs to be done to expand the CF conventions to standardise ancillary data. At the time of writing, a standard_name for the volume of sea water filtered does not exist.
    
 
    This is where the scientific community can help!
    
 
    New standard names can be suggested by raising an issue of this GitHub repository:
 cf-convention/discuss#issues
    
@@ -3205,6 +3207,15 @@ 
    Other ancillary data07: Combining data from multiple netcdf files
    
       
    
     
+    
+      
    
+        
    next
    
+        
    09: Cells and cell methods
    
+      
    
+      
+        
 
    
                 
               
diff --git a/09_cells_and_cell_methods.html b/09_cells_and_cell_methods.html
index 63c8b44..e3efb19 100644
--- a/09_cells_and_cell_methods.html
+++ b/09_cells_and_cell_methods.html
@@ -65,6 +65,7 @@
     
     
     
+    
   
   
           
         
 
@@ -165,7 +166,7 @@
                 
             
         
-        
    
@@ -369,7 +371,6 @@ 
     Contents 
    
                 
             
         
    
@@ -393,22 +394,24 @@ 
    09: Cells and cell methods
 
    Maximum monthly temperatures#
    
 
    Let’s start with the basic code to create our xarray object for a time series of temperature values.
    
-
    Months and years not recommended in CF because of potential for confusion with leap years. Therefore, we can use days since 1970-01-01 (the epoch) for first day of each month for 2023.
    
+
    Units of months since date or years since date are not recommended in CF because of potential for confusion with leap years. Therefore, we can use days since 1970-01-01 (the epoch) for first day of each month for 2023.
    
 
    
 
    
 
    import datetime
+import xarray as xr
+import calendar
+import numpy as np
 
-# Function to calculate days since 1970-01-01 for the start of each month in a year
-def get_days_since_epoch(year):
-    days_since_epoch = []
-    for month in range(1, 13):
-        first_day_of_month = datetime.date(year, month, 1)
-        days_since_epoch.append((first_day_of_month - datetime.date(1970, 1, 1)).days)
-    return days_since_epoch
-
-# Get days since 1970-01-01 for the start of each month in 2023
-days_since_epoch_2023 = get_days_since_epoch(2023)
-print(days_since_epoch_2023)
+days_since_epoch_month_start = []
+year = 2023
+epoch = datetime.date(1970, 1, 1)
+
+for month in range(1, 13):
+    first_day_of_month = datetime.date(year, month, 1)
+    time_difference = (first_day_of_month - epoch).days
+    days_since_epoch_month_start.append(time_difference)
+
+print(days_since_epoch_month_start)
 
    
 
    
 
    
@@ -420,14 +423,11 @@ 
    Maximum monthly temperatures
 
    
-
    import xarray as xr
-
-days_since_epoch = [19358, 19389, 19417, 19448, 19478, 19509, 19539, 19570, 19601, 19631, 19662, 19692]
-maximum_monthly_temperatures = [4.6,5.2,7.1,12.3,17.8,21.3,24.6,22.8,19.0,14.2,8.8,6.1]
+
    maximum_monthly_temperatures = [4.6,5.2,7.1,12.3,17.8,21.3,24.6,22.8,19.0,14.2,8.8,6.1]
 
 xrds = xr.Dataset(
     coords={
-        'time': days_since_epoch
+        'time': days_since_epoch_month_start
     },
     data_vars={
         'Temperature': ('time', maximum_monthly_temperatures)
@@ -819,197 +819,63 @@ 
    Maximum monthly temperatures
 
    
-
    import numpy as np
-time_bounds_2d_array = np.array([
-    [738521, 738551],
-    [738552, 738579],
-    [738580, 738610],
-    [738611, 738640],
-    [738641, 738671],
-    [738672, 738701],
-    [738702, 738732],
-    [738733, 738763],
-    [738764, 738793],
-    [738794, 738824],
-    [738825, 738854],
-    [738855, 738885]
-])
-time_bounds_2d_array
+
    days_since_epoch_month_end = []
+
+for month in range(1, 13):
+    # Find the last day of the month
+    last_day_of_month = calendar.monthrange(year, month)[1]
+    last_day_date = datetime.date(year, month, last_day_of_month)
+    
+    # Calculate the days since epoch for the last day of the month
+    time_difference = (last_day_date - epoch).days
+    days_since_epoch_month_end.append(time_difference)
+
+print(days_since_epoch_month_end)
 
    
 
    
 
    
 
    
-
    array([[738521, 738551],
-       [738552, 738579],
-       [738580, 738610],
-       [738611, 738640],
-       [738641, 738671],
-       [738672, 738701],
-       [738702, 738732],
-       [738733, 738763],
-       [738764, 738793],
-       [738794, 738824],
-       [738825, 738854],
-       [738855, 738885]])
-
    
-
    
-
    
-
    
-
    Maybe instead we have the start and end time in a pandas dataframe. Here is an example of how to create the 2D array from your pandas dataframe. Here we are creating a dummy dataframe first for you.
    
-
    
-
    
-
    # Function to create a Pandas DataFrame of start and end days for each month in a year
-import pandas as pd
-def create_dataframe(year):
-    months = []
-    for month in range(1, 13):
-        first_day_of_month = datetime.date(year, month, 1)
-        last_day_of_month = datetime.date(year, month % 12 + 1, 1) if month != 12 else datetime.date(year + 1, 1, 1)
-        end_of_month = (last_day_of_month - datetime.timedelta(days=1)).toordinal()
-        months.append({'Month': month, 'Start Day': first_day_of_month.toordinal(), 'End Day': end_of_month})
-    return pd.DataFrame(months)
-
-# Create a Pandas DataFrame for the start and end days of each month in 2023
-df_2023 = create_dataframe(2023)
-df_2023
+
    [19388, 19416, 19447, 19477, 19508, 19538, 19569, 19600, 19630, 19661, 19691, 19722]
 
    
 
    
 
    
-
    
-
    
-
-
-  
-    
-      
-      
-      
-      
-    
-  
-  
-    
-      
-      
-      
-      
-    
-    
-      
-      
-      
-      
-    
-    
-      
-      
-      
-      
-    
-    
-      
-      
-      
-      
-    
-    
-      
-      
-      
-      
-    
-    
-      
-      
-      
-      
-    
-    
-      
-      
-      
-      
-    
-    
-      
-      
-      
-      
-    
-    
-      
-      
-      
-      
-    
-    
-      
-      
-      
-      
-    
-    
-      
-      
-      
-      
-    
-    
-      
-      
-      
-      
-    
-  
-
    MonthStart DayEnd Day
    01738521738551
    12738552738579
    23738580738610
    34738611738640
    45738641738671
    56738672738701
    67738702738732
    78738733738763
    89738764738793
    910738794738824
    1011738825738854
    1112738855738885
    
-
    
 
    
+
    Let’s now combine these into a 2D array for the bounds of each month
    
 
    
 
    
-
    time_bounds_2d_array = df_2023[['Start Day', 'End Day']].to_numpy()
-time_bounds_2d_array
+
    time_bounds_2d_array = np.array(list(zip(days_since_epoch_month_start, days_since_epoch_month_end)))
+print(time_bounds_2d_array)
 
    
 
    
 
    
 
    
-
    array([[738521, 738551],
-       [738552, 738579],
-       [738580, 738610],
-       [738611, 738640],
-       [738641, 738671],
-       [738672, 738701],
-       [738702, 738732],
-       [738733, 738763],
-       [738764, 738793],
-       [738794, 738824],
-       [738825, 738854],
-       [738855, 738885]])
+
    [[19358 19388]
+ [19389 19416]
+ [19417 19447]
+ [19448 19477]
+ [19478 19508]
+ [19509 19538]
+ [19539 19569]
+ [19570 19600]
+ [19601 19630]
+ [19631 19661]
+ [19662 19691]
+ [19692 19722]]
 
    
 
    
 
    
 
    
-
    Now we need to create a new variable in our xarray object for the time bounds. This variable needs to have 2 dimensions. time of course, but also another dimension that we will call nv for number of vertices. This dimension will have a value of 2 in this case because the cell provides information on only the minimum and maximum time.
    
+
    Now we need to create a new variable in our xarray object for the time bounds. This variable needs to have 2 dimensions. time of course, but also another dimension that we will call nv for number of vertices. This dimension will have a value of 2 in this case because the cell provides information on only the minimum and maximum time.
    
 
    
 
    
 
    xrds = xrds.expand_dims(nv=2) # Creating new dimension
@@ -1390,26 +1256,26 @@ 
    Maximum monthly temperaturestime_bounds variable defines the bounds of the time variable. We are using cell_methods to state that values are the maximums within each cell with respect to time.
    
+
    Now we need to add metadata to make this machine readable. Below we are saying that the time_bounds variable defines the bounds of the time variable. We are using cell_methods to state that values are the maximums within each cell with respect to time.
    
 
    
 
    
 
    xrds['time'].attrs['bounds'] = 'time_bounds'
@@ -1902,92 +1768,11 @@ 
    Ice core data
-
    Cell methods when you have multiple bounds#
    
-
    Suppose you have some wind speed model data for a grid of latitude and longitude points. Your model gives you one value for each 0.1 degree cell. You export some variables from your model every second, but your only want to publish the mean values per hour.
    
-
    You want to specify the beginning and end time of your cell in your NetCDF file, and state that values are the mean values per hour.
    
-
    In this case, you will have bounds for your latitude, longitude and time.
    
-
    
-
    
-
    import numpy as np
-
-latitudes = np.arange(58, 62.1, 0.1)
-longitudes = np.arange(9, 13, 0.1)
-timestamps_hours = [
-    datetime.datetime(2023, 6, 11, 0, 0, 0),
-    datetime.datetime(2023, 6, 12, 0, 0, 0),
-    datetime.datetime(2023, 6, 13, 0, 0, 0),
-    datetime.datetime(2023, 6, 14, 0, 0, 0),
-    datetime.datetime(2023, 6, 15, 0, 0, 0),
-    datetime.datetime(2023, 6, 16, 0, 0, 0)
-]
-
-num_latitudes = len(latitudes)
-num_longitudes = len(longitudes)
-num_timestamps = len(timestamps_hours)
-
-# Generating random wind speeds (assuming a range of 0 to 5 m/s for demonstration purposes)
-mean_wind_speeds = np.random.rand(num_latitudes, num_longitudes, num_timestamps) * 5
-
-xrds = xr.Dataset(
-    coords={
-        'time': times,
-        'latitude': latitudes,
-        'longitude', longitudes
-    },
-    data_vars={
-        'wind_speed': (['latitude','longitude','time'], wind_speed_3d_array)
-    } 
-)
-
-xrds = xrds.expand_dims(nv=2)
-
    
-
    
-
    
-
    
-
      Cell In[10], line 25
-    'longitude', longitudes
-              ^
-SyntaxError: ':' expected after dictionary key
-
    
-
    
-
    
-
    
-
    
-
    
-
    times = [0,1,2,3,4]
-latitudes = [30.1
-
-xrds = xr.Dataset(
-    coords={
-        'time': times,
-        'latitude': latitudes,
-        'longitude', longitudes
-    },
-    data_vars={
-        'wind_speed': (['latitude','longitude','time'], wind_speed_3d_array)
-    } 
-)
-
-xrds = xrds.expand_dims(nv=2)
-
    
-
    
-
    
-
    
-
      Cell In[1], line 8
-    'longitude', longitudes
-              ^
-SyntaxError: ':' expected after dictionary key
-
    
-
    
-
    
+       [30, 38]])
    • depth
      PandasIndex
      PandasIndex(Index([0, 10, 20, 30], dtype='int64', name='depth'))
    • 
 
    
 
 
@@ -2022,6 +1807,15 @@ 
    Cell methods when you have multiple bounds
                   
 
    
+    
+      
+      
    
+        
    previous
    
+        
    08: Ancillary variables
    
+      
    
+        
 
    
                 
               
@@ -2039,7 +1833,6 @@ 
    Cell methods when you have multiple bounds
 
  • Maximum monthly temperatures
    • 
 
  • Ice core data
    • 
-
  • Cell methods when you have multiple bounds
    • 
 
   
    
 
diff --git a/_sources/03_extracting_data_to_different_formats.ipynb b/_sources/03_extracting_data_to_different_formats.ipynb
index eaac7b2..9dd3bc7 100644
--- a/_sources/03_extracting_data_to_different_formats.ipynb
+++ b/_sources/03_extracting_data_to_different_formats.ipynb
@@ -4394,7 +4394,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.4"
+   "version": "3.11.5"
   }
  },
  "nbformat": 4,
diff --git a/_sources/04_creating_a_cfnetcdf_file.ipynb b/_sources/04_creating_a_cfnetcdf_file.ipynb
index c20186a..70bff87 100644
--- a/_sources/04_creating_a_cfnetcdf_file.ipynb
+++ b/_sources/04_creating_a_cfnetcdf_file.ipynb
@@ -5281,7 +5281,7 @@
     "And remember we might want to select additional applicable global attributes from this section of the CF conventions:\n",
     "https://cfconventions.org/Data/cf-conventions/cf-conventions-1.11/cf-conventions.html#attribute-appendix\n",
     "\n",
-    "Go through and add each required attribute and any others you wish to. You are also welcome to add any global attributes from the CF conventions as well as any custom attributes on top of these requirements. Similarly to variable attributes, this can either be done one by one or all in one in a dictionary. "
+    "Go through and add each required attribute and any others you wish to. You are also welcome to add any custom attributes on top of these requirements. Similarly to variable attributes, this can either be done one by one or all in one in a dictionary. "
    ]
   },
   {
@@ -5323,7 +5323,7 @@
    "id": "3d9fd5f0",
    "metadata": {},
    "source": [
-    "In this case, it makes sense to some attributes based on information we have already provided."
+    "In this case, it makes sense to add some attributes based on information we have already provided."
    ]
   },
   {
@@ -5486,7 +5486,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.4"
+   "version": "3.11.5"
   }
  },
  "nbformat": 4,
diff --git a/_sources/08_ancillary_variables.ipynb b/_sources/08_ancillary_variables.ipynb
index 9a58640..2c68267 100644
--- a/_sources/08_ancillary_variables.ipynb
+++ b/_sources/08_ancillary_variables.ipynb
@@ -458,12 +458,12 @@
     "\n",
     "We need to create a new variable for the flags.\n",
     "\n",
-    "Flags are stored as numbers, and with the meanings for the numbers stored as a variable attribute. The `flag_meanings` should be separated by spaces - so don't include spaces in any of the terms you use! The length of the `flag values` and `flag_meanings` should be the same. "
+    "Flags are stored as numbers, and with the meanings for the numbers stored as a variable attribute. The *flag_meanings* should be separated by spaces - so don't include spaces in any of the terms you use! The length of the *flag values* and *flag_meanings* should be the same. "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 1,
    "id": "a942a457",
    "metadata": {},
    "outputs": [],
@@ -477,7 +477,7 @@
    "id": "96a656ec",
    "metadata": {},
    "source": [
-    "So for example, a value of 2 means 'probably_good_data'\n",
+    "So for example, a value of 2 means *probably_good_data*.\n",
     "\n",
     "You might wonder which conventions these quality flag values and meanings adhere to. In this case, we are following the OceanSITES Manual v 1.4.\n",
     "http://www.oceansites.org/docs/oceansites_data_format_reference_manual.pdf\n",
@@ -895,7 +895,7 @@
    "id": "ad00e25c",
    "metadata": {},
    "source": [
-    "Now we need to state that the new 'Chlorophyll_A_quality_flags' variable is related to the 'Chlorophyll A' variable."
+    "Now we need to state that the new *Chlorophyll_A_quality_flags* variable is related to the *Chlorophyll A* variable."
    ]
   },
   {
@@ -913,10 +913,10 @@
    "id": "3ba86208",
    "metadata": {},
    "source": [
-    "Finally we need to add our metadata to the ancillary variable to describe it. There are a lot of standard names for different types of flags. Search for 'flag' here to find a suitable `standard_name` for you. \n",
+    "Finally we need to add our metadata to the ancillary variable to describe it. There are a lot of standard names for different types of flags. Search for *flag* here to find a suitable *standard_name* for you. \n",
     "https://cfconventions.org/Data/cf-standard-names/current/build/cf-standard-name-table.html\n",
     "\n",
-    "The CF conventions also has standardised variable attributes you can use for `flag_values`and `flag_meanings`. You often see the `valid_range` attribute used here too to explicitely show that any values outside of that range are invalid. You could use `valid_min` and `valid_max` used instead."
+    "The CF conventions also has standardised variable attributes you can use for *flag_values* and *flag_meanings*. You often see the *valid_range* attribute used here too to explicitely show that any values outside of that range are invalid. You could use *valid_min* and *valid_max* used instead."
    ]
   },
   {
@@ -1342,7 +1342,7 @@
    "id": "667e8976",
    "metadata": {},
    "source": [
-    "Make sure you refer to the conventions you are following for your quality flags in your `Conventions` global attribute, for example"
+    "Make sure you refer to the conventions you are following for your quality flags in your *Conventions* global attribute, for example"
    ]
   },
   {
@@ -1755,7 +1755,7 @@
    "metadata": {},
    "source": [
     "## Retrieving only good_quality data\n",
-    "Suppose we want to retrieve only the good_quality `Chlorophyll_A` data, where `Chlorophyll_A_quality_flags = 1`"
+    "Suppose we want to retrieve only the good_quality *Chlorophyll_A* data, where *Chlorophyll_A_quality_flags = 1*"
    ]
   },
   {
@@ -3011,7 +3011,7 @@
    "id": "8e994299",
    "metadata": {},
    "source": [
-    "More work needs to be done to expand the CF conventions to standardise ancillary data. At the time of writing, a `standard_name` for the volume of sea water filtered does not exist. \n",
+    "More work needs to be done to expand the CF conventions to standardise ancillary data. At the time of writing, a *standard_name* for the volume of sea water filtered does not exist. \n",
     "\n",
     "This is where the scientific community can help! \n",
     "\n",
diff --git a/_sources/09_cells_and_cell_methods.ipynb b/_sources/09_cells_and_cell_methods.ipynb
index 6760eea..2b387c5 100644
--- a/_sources/09_cells_and_cell_methods.ipynb
+++ b/_sources/09_cells_and_cell_methods.ipynb
@@ -19,12 +19,12 @@
     "\n",
     "Let's start with the basic code to create our xarray object for a time series of temperature values.\n",
     "\n",
-    "Months and years not recommended in CF because of potential for confusion with leap years. Therefore, we can use days since 1970-01-01 (the epoch) for first day of each month for 2023."
+    "Units of *months since date* or *years since date* are not recommended in CF because of potential for confusion with leap years. Therefore, we can use days since 1970-01-01 (the epoch) for first day of each month for 2023."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 23,
    "id": "8971836c",
    "metadata": {},
    "outputs": [
@@ -38,23 +38,25 @@
    ],
    "source": [
     "import datetime\n",
+    "import xarray as xr\n",
+    "import calendar\n",
+    "import numpy as np\n",
+    "\n",
+    "days_since_epoch_month_start = []\n",
+    "year = 2023\n",
+    "epoch = datetime.date(1970, 1, 1)\n",
     "\n",
-    "# Function to calculate days since 1970-01-01 for the start of each month in a year\n",
-    "def get_days_since_epoch(year):\n",
-    "    days_since_epoch = []\n",
-    "    for month in range(1, 13):\n",
-    "        first_day_of_month = datetime.date(year, month, 1)\n",
-    "        days_since_epoch.append((first_day_of_month - datetime.date(1970, 1, 1)).days)\n",
-    "    return days_since_epoch\n",
+    "for month in range(1, 13):\n",
+    "    first_day_of_month = datetime.date(year, month, 1)\n",
+    "    time_difference = (first_day_of_month - epoch).days\n",
+    "    days_since_epoch_month_start.append(time_difference)\n",
     "\n",
-    "# Get days since 1970-01-01 for the start of each month in 2023\n",
-    "days_since_epoch_2023 = get_days_since_epoch(2023)\n",
-    "print(days_since_epoch_2023)\n"
+    "print(days_since_epoch_month_start)\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 15,
    "id": "5a699b32",
    "metadata": {},
    "outputs": [
@@ -429,11 +431,11 @@
        "Coordinates:\n",
        "  * time         (time) int64 19358 19389 19417 19448 ... 19631 19662 19692\n",
        "Data variables:\n",
-       "    Temperature  (time) float64 4.6 5.2 7.1 12.3 17.8 ... 22.8 19.0 14.2 8.8 6.1
    "
+       "    Temperature  (time) float64 4.6 5.2 7.1 12.3 17.8 ... 22.8 19.0 14.2 8.8 6.1
    "
       ],
       "text/plain": [
        "\n",
@@ -444,20 +446,17 @@
        "    Temperature  (time) float64 4.6 5.2 7.1 12.3 17.8 ... 22.8 19.0 14.2 8.8 6.1"
       ]
      },
-     "execution_count": 2,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "import xarray as xr\n",
-    "\n",
-    "days_since_epoch = [19358, 19389, 19417, 19448, 19478, 19509, 19539, 19570, 19601, 19631, 19662, 19692]\n",
     "maximum_monthly_temperatures = [4.6,5.2,7.1,12.3,17.8,21.3,24.6,22.8,19.0,14.2,8.8,6.1]\n",
     "\n",
     "xrds = xr.Dataset(\n",
     "    coords={\n",
-    "        'time': days_since_epoch\n",
+    "        'time': days_since_epoch_month_start\n",
     "    },\n",
     "    data_vars={\n",
     "        'Temperature': ('time', maximum_monthly_temperatures)\n",
@@ -484,242 +483,76 @@
    "id": "b3b2a1c6",
    "metadata": {},
    "source": [
-    "But our values are not representative of just one day; they are maximum values for the month! So we need to include some bounds for the month. First, we need to create a 2D array of values."
+    "But our values are not representative of just one day; they are maximum values for the month! How can we let the user know is in an unambiguous, machine-readable way? Remember - the long name is free text, so we can't rely on this.\n",
+    "\n",
+    "We need to include some bounds to define where each month begins and end. Let's now calculate the number of days since the epoch for the last day of each month."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
-   "id": "a831d1b4",
+   "execution_count": 17,
+   "id": "3e6d0da1-fd27-4328-b734-52a0c130bd74",
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "array([[738521, 738551],\n",
-       "       [738552, 738579],\n",
-       "       [738580, 738610],\n",
-       "       [738611, 738640],\n",
-       "       [738641, 738671],\n",
-       "       [738672, 738701],\n",
-       "       [738702, 738732],\n",
-       "       [738733, 738763],\n",
-       "       [738764, 738793],\n",
-       "       [738794, 738824],\n",
-       "       [738825, 738854],\n",
-       "       [738855, 738885]])"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[19388, 19416, 19447, 19477, 19508, 19538, 19569, 19600, 19630, 19661, 19691, 19722]\n"
+     ]
     }
    ],
    "source": [
-    "import numpy as np\n",
-    "time_bounds_2d_array = np.array([\n",
-    "    [738521, 738551],\n",
-    "    [738552, 738579],\n",
-    "    [738580, 738610],\n",
-    "    [738611, 738640],\n",
-    "    [738641, 738671],\n",
-    "    [738672, 738701],\n",
-    "    [738702, 738732],\n",
-    "    [738733, 738763],\n",
-    "    [738764, 738793],\n",
-    "    [738794, 738824],\n",
-    "    [738825, 738854],\n",
-    "    [738855, 738885]\n",
-    "])\n",
-    "time_bounds_2d_array"
+    "days_since_epoch_month_end = []\n",
+    "\n",
+    "for month in range(1, 13):\n",
+    "    # Find the last day of the month\n",
+    "    last_day_of_month = calendar.monthrange(year, month)[1]\n",
+    "    last_day_date = datetime.date(year, month, last_day_of_month)\n",
+    "    \n",
+    "    # Calculate the days since epoch for the last day of the month\n",
+    "    time_difference = (last_day_date - epoch).days\n",
+    "    days_since_epoch_month_end.append(time_difference)\n",
+    "\n",
+    "print(days_since_epoch_month_end)"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "8d064d17",
+   "id": "0e8d1044-53b1-4a01-9b90-ad5b0d1f6175",
    "metadata": {},
    "source": [
-    "Maybe instead we have the start and end time in a pandas dataframe. Here is an example of how to create the 2D array from your pandas dataframe. Here we are creating a dummy dataframe first for you."
+    "Let's now combine these into a 2D array for the bounds of each month"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
-   "id": "46d4a8f6",
+   "execution_count": 25,
+   "id": "222b9828-01d8-40d0-a1bc-0e9be5f92916",
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/html": [
-       "
    \n",
-       "\n",
-       "\n",
-       "  \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "  \n",
-       "  \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "    \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "      \n",
-       "    \n",
-       "  \n",
-       "
    MonthStart DayEnd Day
    01738521738551
    12738552738579
    23738580738610
    34738611738640
    45738641738671
    56738672738701
    67738702738732
    78738733738763
    89738764738793
    910738794738824
    1011738825738854
    1112738855738885
    \n",
-       "
    "
-      ],
-      "text/plain": [
-       "    Month  Start Day  End Day\n",
-       "0       1     738521   738551\n",
-       "1       2     738552   738579\n",
-       "2       3     738580   738610\n",
-       "3       4     738611   738640\n",
-       "4       5     738641   738671\n",
-       "5       6     738672   738701\n",
-       "6       7     738702   738732\n",
-       "7       8     738733   738763\n",
-       "8       9     738764   738793\n",
-       "9      10     738794   738824\n",
-       "10     11     738825   738854\n",
-       "11     12     738855   738885"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Function to create a Pandas DataFrame of start and end days for each month in a year\n",
-    "import pandas as pd\n",
-    "def create_dataframe(year):\n",
-    "    months = []\n",
-    "    for month in range(1, 13):\n",
-    "        first_day_of_month = datetime.date(year, month, 1)\n",
-    "        last_day_of_month = datetime.date(year, month % 12 + 1, 1) if month != 12 else datetime.date(year + 1, 1, 1)\n",
-    "        end_of_month = (last_day_of_month - datetime.timedelta(days=1)).toordinal()\n",
-    "        months.append({'Month': month, 'Start Day': first_day_of_month.toordinal(), 'End Day': end_of_month})\n",
-    "    return pd.DataFrame(months)\n",
-    "\n",
-    "# Create a Pandas DataFrame for the start and end days of each month in 2023\n",
-    "df_2023 = create_dataframe(2023)\n",
-    "df_2023"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "7112b982",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([[738521, 738551],\n",
-       "       [738552, 738579],\n",
-       "       [738580, 738610],\n",
-       "       [738611, 738640],\n",
-       "       [738641, 738671],\n",
-       "       [738672, 738701],\n",
-       "       [738702, 738732],\n",
-       "       [738733, 738763],\n",
-       "       [738764, 738793],\n",
-       "       [738794, 738824],\n",
-       "       [738825, 738854],\n",
-       "       [738855, 738885]])"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[[19358 19388]\n",
+      " [19389 19416]\n",
+      " [19417 19447]\n",
+      " [19448 19477]\n",
+      " [19478 19508]\n",
+      " [19509 19538]\n",
+      " [19539 19569]\n",
+      " [19570 19600]\n",
+      " [19601 19630]\n",
+      " [19631 19661]\n",
+      " [19662 19691]\n",
+      " [19692 19722]]\n"
+     ]
     }
    ],
    "source": [
-    "time_bounds_2d_array = df_2023[['Start Day', 'End Day']].to_numpy()\n",
-    "time_bounds_2d_array"
+    "time_bounds_2d_array = np.array(list(zip(days_since_epoch_month_start, days_since_epoch_month_end)))\n",
+    "print(time_bounds_2d_array)"
    ]
   },
   {
@@ -727,12 +560,12 @@
    "id": "25476a4e",
    "metadata": {},
    "source": [
-    "Now we need to create a new variable in our xarray object for the time bounds. This variable needs to have 2 dimensions. `time` of course, but also another dimension that we will call `nv` for number of vertices. This dimension will have a value of 2 in this case because the cell provides information on only the minimum and maximum time."
+    "Now we need to create a new variable in our xarray object for the time bounds. This variable needs to have 2 dimensions. *time* of course, but also another dimension that we will call *nv* for number of vertices. This dimension will have a value of 2 in this case because the cell provides information on only the minimum and maximum time."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 26,
    "id": "e9d8bcf0",
    "metadata": {},
    "outputs": [
@@ -1109,24 +942,24 @@
        "Dimensions without coordinates: nv\n",
        "Data variables:\n",
        "    Temperature  (nv, time) float64 4.6 5.2 7.1 12.3 17.8 ... 19.0 14.2 8.8 6.1\n",
-       "    time_bounds  (time, nv) int64 738521 738551 738552 ... 738854 738855 738885
  • time_bounds
    (time, nv)
    int64
    19358 19388 19389 ... 19692 19722
    array([[19358, 19388],\n",
+       "       [19389, 19416],\n",
+       "       [19417, 19447],\n",
+       "       [19448, 19477],\n",
+       "       [19478, 19508],\n",
+       "       [19509, 19538],\n",
+       "       [19539, 19569],\n",
+       "       [19570, 19600],\n",
+       "       [19601, 19630],\n",
+       "       [19631, 19661],\n",
+       "       [19662, 19691],\n",
+       "       [19692, 19722]])
    • time
      PandasIndex
      PandasIndex(Index([19358, 19389, 19417, 19448, 19478, 19509, 19539, 19570, 19601, 19631,\n",
+       "       19662, 19692],\n",
+       "      dtype='int64', name='time'))
    • "
       ],
       "text/plain": [
        "\n",
@@ -1136,10 +969,10 @@
        "Dimensions without coordinates: nv\n",
        "Data variables:\n",
        "    Temperature  (nv, time) float64 4.6 5.2 7.1 12.3 17.8 ... 19.0 14.2 8.8 6.1\n",
-       "    time_bounds  (time, nv) int64 738521 738551 738552 ... 738854 738855 738885"
+       "    time_bounds  (time, nv) int64 19358 19388 19389 19416 ... 19691 19692 19722"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 26,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1156,12 +989,12 @@
    "id": "15ef44f3",
    "metadata": {},
    "source": [
-    "Now we need to add metadata to make this machine readable. Below we are saying that the `time_bounds` variable defines the bounds of the `time` variable. We are using `cell_methods` to state that values are the maximums within each cell with respect to time."
+    "Now we need to add metadata to make this machine readable. Below we are saying that the *time_bounds* variable defines the bounds of the *time* variable. We are using *cell_methods* to state that values are the maximums within each cell with respect to time."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 27,
    "id": "b4d706d0",
    "metadata": {},
    "outputs": [],
@@ -1724,94 +1557,6 @@
     "xrds\n",
     "\n"
    ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "a82b4169",
-   "metadata": {},
-   "source": [
-    "## Cell methods when you have multiple bounds\n",
-    "\n",
-    "Suppose you have some wind speed model data for a grid of latitude and longitude points. Your model gives you one value for each 0.1 degree cell. You export some variables from your model every second, but your only want to publish the mean values per hour.\n",
-    "\n",
-    "You want to specify the beginning and end time of your cell in your NetCDF file, and state that values are the mean values per hour.\n",
-    "\n",
-    "In this case, you will have bounds for your latitude, longitude and time."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "c967446a",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "\n",
-    "latitudes = np.arange(58, 62.1, 0.1)\n",
-    "longitudes = np.arange(9, 13, 0.1)\n",
-    "timestamps_hours = [\n",
-    "    datetime.datetime(2023, 6, 11, 0, 0, 0),\n",
-    "    datetime.datetime(2023, 6, 12, 0, 0, 0),\n",
-    "    datetime.datetime(2023, 6, 13, 0, 0, 0),\n",
-    "    datetime.datetime(2023, 6, 14, 0, 0, 0),\n",
-    "    datetime.datetime(2023, 6, 15, 0, 0, 0),\n",
-    "    datetime.datetime(2023, 6, 16, 0, 0, 0)\n",
-    "]\n",
-    "\n",
-    "num_latitudes = len(latitudes)\n",
-    "num_longitudes = len(longitudes)\n",
-    "num_timestamps = len(timestamps_hours)\n",
-    "\n",
-    "# Generating random wind speeds (assuming a range of 0 to 5 m/s for demonstration purposes)\n",
-    "mean_wind_speeds = np.random.rand(num_latitudes, num_longitudes, num_timestamps) * 5\n",
-    "\n",
-    "xrds = xr.Dataset(\n",
-    "    coords={\n",
-    "        'time': times,\n",
-    "        'latitude': latitudes,\n",
-    "        'longitude', longitudes\n",
-    "    },\n",
-    "    data_vars={\n",
-    "        'wind_speed': (['latitude','longitude','time'], wind_speed_3d_array)\n",
-    "    } \n",
-    ")\n",
-    "\n",
-    "xrds = xrds.expand_dims(nv=2)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "id": "d09c9446",
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "SyntaxError",
-     "evalue": "':' expected after dictionary key (3422837419.py, line 8)",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;36m  Cell \u001b[0;32mIn[1], line 8\u001b[0;36m\u001b[0m\n\u001b[0;31m    'longitude', longitudes\u001b[0m\n\u001b[0m              ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m ':' expected after dictionary key\n"
-     ]
-    }
-   ],
-   "source": [
-    "times = [0,1,2,3,4]\n",
-    "latitudes = [30.1\n",
-    "\n",
-    "xrds = xr.Dataset(\n",
-    "    coords={\n",
-    "        'time': times,\n",
-    "        'latitude': latitudes,\n",
-    "        'longitude', longitudes\n",
-    "    },\n",
-    "    data_vars={\n",
-    "        'wind_speed': (['latitude','longitude','time'], wind_speed_3d_array)\n",
-    "    } \n",
-    ")\n",
-    "\n",
-    "xrds = xrds.expand_dims(nv=2)"
-   ]
   }
  ],
  "metadata": {
@@ -1830,7 +1575,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.4"
+   "version": "3.11.5"
   }
  },
  "nbformat": 4,
diff --git a/genindex.html b/genindex.html
index 3646df9..274ec35 100644
--- a/genindex.html
+++ b/genindex.html
@@ -173,6 +173,7 @@
 
  • 06: Creating multiple CF-NetCDF files in one go
    • 
 
  • 07: Combining data from multiple netcdf files
    • 
 
  • 08: Ancillary variables
    • 
+
  • 09: Cells and cell methods
    • 
 
 
     
    
diff --git a/intro.html b/intro.html
index c9accda..abf8b21 100644
--- a/intro.html
+++ b/intro.html
@@ -175,6 +175,7 @@
 
  • 06: Creating multiple CF-NetCDF files in one go
    • 
 
  • 07: Combining data from multiple netcdf files
    • 
 
  • 08: Ancillary variables
    • 
+
  • 09: Cells and cell methods
    •
    @@ -386,6 +387,7 @@

    NetCDF in Python: From beginner to pro06: Creating multiple CF-NetCDF files in one go
  • 07: Combining data from multiple netcdf files
  • 08: Ancillary variables
    • +
  • 09: Cells and cell methods

    • diff --git a/objects.inv b/objects.inv index 24259774f0e8824dfa483f15895f2c272cdd2232..e94ac0b9be7a2a697ece0fa24e6688d81584dfb8 100644 GIT binary patch delta 467 zcmV;^0WAL51il22b$?UMj@uv*zVj6G0;#RR6$zI{MB8L=C?Z1VSAO z2&=A9IK_Pw=neUy5Wj3@#p@cjxeohSXVnd=7w@>3u#$U@o_|p4rcq8=j}5twUx>et zk}Yp)_`0AWqQMg^Xvk<*-JTdyc>ldox&514ijk7L2}c#9Qq@~oaC;CZ}c3;T{sXpunGj^rf-=4{ybPW8n62x zSj;z|wn$cCOMgYOj}UXR`_+zS&c&(*&=vv-T4L1$3hEBabvKT>v)9_G2=;DPPW2E{ zO@!r7iIj7|M49*X7~YN0#&CDSKip}4xb%M&k-Z*k_&hgZX|n1Gg)(NC-ef#sr~Hv* zDf|{FYd?iKVt;zIu@AY=+W4BKdYRM=KPVIR=4zsUk4#6Vt#`#WPlbfYw-oMYe+s&` zhF#p#LABai<>C+5J7OKlSIqj;W^N?4A0)@H++@4z{)d*VOZK3+6UUO6YKikZ_4mA0 J>@T-p-UAE+?U?`o delta 493 zcmVhKq|eQZJ1%4RRxJG(y_J`K7PG;6y2?g4G&|cW_s&>$FFd@FzmR*CB(j z;ucOX) z2=h$|lyksHIqlb@e>auVn%g7(<5uzgrT?pls>w^I}5CM%w>l3EYbn+z-Lq-#m! z!f%0+_LH9@^ru%F`jGl;U1W3PLAe$iOJkoIyaS6C>t>>a?5qL;B7!yHmm%cKq^S8` z>Y#b5MuDGU$&_(6yGv6cB9gqn1iPaTZ%WvP!`RD486$1D)x9Owk$AD* j=ua@(F1jDkqIJ$5B)3(Y6JsrM{>J`}H06: Creating multiple CF-NetCDF files in one go
  • 07: Combining data from multiple netcdf files
  • 08: Ancillary variables
    • +
  • 09: Cells and cell methods

    • diff --git a/searchindex.js b/searchindex.js index 9271b85..ecee7c6 100644 --- a/searchindex.js +++ b/searchindex.js @@ -1 +1 @@ -Search.setIndex({"docnames": ["01_opening_and_understanding", "02_creating_plots", "03_extracting_data_to_different_formats", "04_creating_a_cfnetcdf_file", "05_how_to_structure_your_NetCDF_file_or_files", "06_creating_multiple_cfnetcdf_files_in_one_go", "07_combing_data_from_multiple_netcdf_files", "08_ancillary_variables", "09_cells_and_cell_methods", "10_netcdf_files_with_groups", "intro"], "filenames": ["01_opening_and_understanding.ipynb", "02_creating_plots.ipynb", "03_extracting_data_to_different_formats.ipynb", "04_creating_a_cfnetcdf_file.ipynb", "05_how_to_structure_your_NetCDF_file_or_files.ipynb", "06_creating_multiple_cfnetcdf_files_in_one_go.ipynb", "07_combing_data_from_multiple_netcdf_files.ipynb", "08_ancillary_variables.ipynb", "09_cells_and_cell_methods.ipynb", "10_netcdf_files_with_groups.ipynb", "intro.md"], "titles": ["01: Opening and understanding", "02: Creating Plots", "03: Extracting data to different formats", "04: Creating a CF-NetCDF file", "05: How to structure you NetCDF file or files", "06: Creating multiple CF-NetCDF files in one go", "07: Combining data from multiple netcdf files", "08: Ancillary variables", "09: Cells and cell methods", "10: NetCDF files with groups", "NetCDF in Python: From beginner to pro"], "terms": {"In": [0, 2, 3, 4, 5, 6, 7, 8, 9], "thi": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10], "notebook": [0, 2, 4, 5, 6], "we": [0, 1, 2, 5, 6, 7, 8, 9], "go": [0, 1, 3, 4, 6, 10], "through": [0, 1, 2, 3, 4], "how": [0, 1, 2, 3, 6, 7, 8, 9, 10], "netcdf": [0, 1, 2, 7, 8], "file": [0, 2, 7, 8, 10], "us": [0, 1, 2, 3, 4, 5, 6, 7, 8], "python": [0, 1, 3, 4, 5, 6], "also": [0, 1, 2, 3, 4, 7, 8, 9, 10], "try": [0, 1, 2, 3, 4], "extract": [0, 3, 5, 6, 10], "metadata": [0, 1, 4, 5, 7, 8], "firstli": [0, 1, 3, 4, 5], "let": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10], "s": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9], "modul": [0, 3, 4], "work": [0, 2, 3, 4, 5, 6, 7, 10], "xarrai": [0, 1, 2, 4, 5, 6, 7, 8, 9], "xr": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9], "For": [0, 1, 2, 3, 4, 5, 6, 7], "object": [0, 1, 2, 4, 6, 8], "have": [0, 1, 2, 5, 6, 7, 10], "you": [0, 1, 2, 3, 5, 6, 7, 9, 10], "heard": [0, 4], "run": [0, 3], "cell": [0, 3, 9], "below": [0, 1, 3, 4, 5, 6, 8, 10], "which": [0, 2, 3, 4, 5, 6, 7], "stand": 0, "sourc": [0, 5], "project": [0, 1, 2, 3, 4, 5, 6], "network": [0, 1, 2, 4], "access": [0, 1, 2, 4, 5], "protocol": [0, 1], "make": [0, 1, 3, 4, 5, 6, 7, 8, 10], "easier": [0, 2, 3, 4, 6], "share": 0, "scientif": [0, 7], "over": [0, 1, 2, 3, 4], "internet": 0, "One": [0, 2, 3, 4, 5], "advantag": [0, 3, 4], "don": [0, 2, 3, 4, 6, 7], "t": [0, 1, 2, 3, 4, 6, 7], "need": [0, 1, 2, 3, 4, 5, 6, 7, 8], "download": [0, 4, 6], "them": [0, 1, 2, 3, 4, 5, 7, 10], "netcdf_fil": [0, 1, 2, 3, 5, 9], "http": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10], "opendap1": [0, 1, 2, 6], "nodc": [0, 1, 2, 6], "physic": [0, 2, 6], "point": [0, 1, 2, 5, 6, 8], "cruis": [0, 1, 4, 6], "nansen_legaci": [0, 1, 2, 6], "single_profil": [0, 2, 6], "nmdc_nansen": [0, 2, 6], "legacy_pr_ct_58us_2021708": [0, 2, 6], "ctd_station_p1_nleg01": [0, 2, 6], "1_": [0, 2, 6], "_nansen_legacy_cruise_": [0, 2, 6], "_2021_joint_cruise_2": [0, 2, 6], "1": [0, 1, 3, 4, 5, 6, 7, 8, 9], "nc": [0, 1, 2, 3, 5, 6], "xrd": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9], "open_dataset": [0, 1, 2, 6, 9], "lt": [0, 1, 2, 3, 4, 5, 6, 7, 8], "dataset": [0, 1, 2, 4, 5, 6, 7, 8], "gt": [0, 1, 2, 3, 4, 5, 6, 7, 8], "pre": [0, 2, 3, 6], "320": [0, 2], "coordin": [0, 1, 2, 4, 5, 6, 7, 8], "float32": [0, 1, 2, 3, 6], "0": [0, 1, 2, 3, 4, 5, 6, 7, 8], "2": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9], "3": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10], "4": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9], "317": [0, 1, 2], "318": [0, 2], "319": [0, 2, 6], "12": [0, 1, 2, 3, 4, 5, 6, 8], "33": [0, 1, 2, 3, 4, 6], "pres_qc": [0, 2, 6], "temp": [0, 1, 2, 4, 6], "psal": [0, 2, 6], "flu2": [0, 2, 6], "cndc": [0, 2, 6], "den": [0, 2, 6], "oxyocpvl": [0, 2, 6], "1_qc": [0, 2, 6], "spar_qc": [0, 2, 6], "par_qc": [0, 2, 6], "2_qc": [0, 2, 6], "attnzs01_qc": [0, 2, 6], "73": [0, 2, 3, 4, 5, 6], "qc_manual": [0, 2, 6], "recommend": [0, 2, 3, 4, 6, 8], "situ": [0, 1, 2, 6], "Near": [0, 2, 6], "re": [0, 2, 6], "contact": [0, 2, 6], "datahjelp": [0, 1, 2, 6], "hi": [0, 2, 6], "distribution_stat": [0, 2, 6], "These": [0, 1, 2, 3, 4, 6], "ar": [0, 1, 2, 4, 5, 6, 7, 8, 10], "public": [0, 1, 2, 6], "free": [0, 2, 6], "charg": [0, 2, 6], "naming_author": [0, 1, 2, 3, 5, 6], "uni": [0, 1, 2, 3, 6], "licens": [0, 2, 3, 5, 6], "creativecommon": [0, 2, 3, 5, 6], "org": [0, 1, 2, 3, 4, 5, 6, 7, 8, 10], "data_assembly_cent": [0, 2, 6], "imr": [0, 1, 2, 6], "station_nam": [0, 2, 5, 6], "p1": [0, 2], "nleg01": [0, 2], "_ncproperti": [0, 1, 2, 6], "version": [0, 1, 2, 3, 6], "6": [0, 1, 2, 3, 4, 6, 7, 8], "hdf5": [0, 1, 2, 6], "10": [0, 1, 2, 4, 5, 6, 7, 8], "5": [0, 1, 2, 3, 4, 5, 6, 7, 8], "date_cr": [0, 1, 2, 3, 5], "2022": [0, 1, 2, 3, 6], "08": [0, 1, 2, 4, 6, 10], "08t12": [0, 2, 6], "44": [0, 2, 4, 6], "34z": [0, 2], "doi": [0, 1, 2, 4, 6], "21335": [0, 1, 2, 6], "nmdc": [0, 1, 2, 6], "2085836005": [0, 2, 6], "p1_nleg01": [0, 2], "titl": [0, 1, 2, 3, 5], "_nansen_legacy_": [0, 2], "metadata_link": [0, 2, 6], "datasetdimens": [0, 1, 2, 3, 4, 5, 6, 7, 8], "320coordin": [0, 2], "float321": [0, 2], "0axi": [0, 1, 2, 6], "zuncertainti": [0, 2, 6], "comment": [0, 1, 2, 6], "ancillary_vari": [0, 2, 6, 7], "pres_qcstandard_nam": [0, 2, 6], "sea_water_pressurelong_nam": [0, 2, 5, 6], "sea": [0, 1, 2, 3, 4, 5, 6, 7, 8], "pressureunit": [0, 2, 5, 6], "dbarposit": [0, 2, 6], "downdata_mod": [0, 2, 6], "dcoverage_content_typ": [0, 2, 6], "physicalmeasurementarrai": [0, 2, 3, 5, 6, 7, 8], "dtype": [0, 1, 2, 3, 4, 5, 6, 7, 8], "convent": [0, 1, 2, 3, 4, 5, 6, 7, 8, 10], "copernicu": [0, 2, 6], "marin": [0, 1, 2, 6], "refer": [0, 1, 2, 6, 7], "tabl": [0, 1, 2, 3, 6, 7], "2valid_min": [0, 2, 6], "0valid_max": [0, 1, 2, 6], "9flag_valu": [0, 2, 6], "7": [0, 1, 2, 3, 4, 5, 6, 7, 8], "8": [0, 1, 2, 3, 4, 6, 7, 8], "9": [0, 2, 3, 4, 6, 7, 8], "flag_mean": [0, 2, 6, 7], "no_qc_perform": [0, 2, 6, 7], "good_data": [0, 2, 6, 7], "probably_good_data": [0, 2, 6, 7], "bad_data_that_are_potentially_correct": [0, 2, 6, 7], "bad_data": [0, 2, 6, 7], "value_chang": [0, 2, 6, 7], "value_below_detect": [0, 2, 6, 7], "nominal_valu": [0, 2, 6, 7], "interpolated_valu": [0, 2, 6, 7], "missing_valuelong_nam": [0, 2, 6], "pressur": [0, 2, 5, 6], "qualiti": [0, 2, 5, 6], "flag": [0, 2, 6], "valu": [0, 1, 2, 3, 4, 5, 6, 7, 8], "standard_nam": [0, 1, 2, 3, 5, 6, 7, 8], "sea_water_temperaturelong_nam": [0, 2, 3, 5, 6], "temperatureunit": [0, 2, 6], "degrees_cvalid_min": [0, 2, 6], "5valid_max": [0, 1, 2, 6], "40": [0, 1, 2, 4, 5, 6, 7], "0ancillary_vari": [0, 2, 6], "temp_qc": [0, 2, 6], "data_mod": [0, 2, 6], "physicalmeasur": [0, 1, 2, 3, 5, 6, 7, 8], "sea_water_practical_salinitylong_nam": [0, 2, 6], "practic": [0, 2, 3, 4, 5, 6], "salinityunit": [0, 2, 6], "001valid_min": [0, 2, 6], "41": [0, 2, 4, 6], "psal_qc": [0, 2, 6], "mass_concentration_of_chlorophyll_a_in_sea_waterlong_nam": [0, 1, 2, 3, 6, 7], "chlorophyl": [0, 1, 2, 6, 7], "fluorescenceunit": [0, 2, 6], "mg": [0, 2, 6], "m": [0, 1, 2, 3, 4, 5, 6, 8], "3valid_min": [0, 2, 6], "100": [0, 2, 3, 4, 6], "flu2_qc": [0, 2, 6], "rcomment": [0, 2, 6], "fluoresc": [0, 2, 6], "wet": [0, 2, 6], "lab": [0, 2, 6], "eco": [0, 2, 6], "afl": [0, 2, 6], "fl": [0, 2, 6], "coverage_content_typ": [0, 2, 3, 5, 6, 7, 8], "sea_water_electrical_conductivitylong_nam": [0, 2, 6], "electr": [0, 2, 6], "conductivityunit": [0, 2, 6], "1valid_min": [0, 2, 6], "50": [0, 1, 2, 3, 4, 5, 6, 7], "cndc_qc": [0, 2, 6], "sea_water_sigma_thetalong_nam": [0, 2, 6], "densiti": [0, 2, 6], "sigma": [0, 2, 6], "theta": [0, 2, 6], "unit": [0, 1, 2, 3, 5, 6, 7, 8], "kg": [0, 2, 6], "20": [0, 1, 2, 3, 4, 6, 7, 8], "dens_qc": [0, 2, 6], "svel": [0, 2, 6], "speed_of_sound_in_sea_waterlong_nam": [0, 2, 6], "sound": [0, 2, 4, 6], "velocityunit": [0, 2, 6], "1000": [0, 2, 4, 6], "svel_qc": [0, 2, 6], "veloc": [0, 2, 6], "chen": [0, 2, 6], "millero": [0, 2, 6], "ccomd003": [0, 2, 6], "concentration_of_colored_dissolved_organic_matter_in_sea_water_expressed_as_equivalent_mass_fraction_of_quinine_sulfate_dihydratelong_nam": [0, 2, 6], "cdom": [0, 2, 6], "gelbstoff": [0, 2, 6], "per": [0, 2, 5, 6, 8], "volum": [0, 1, 2, 6, 7], "water": [0, 1, 2, 4, 5, 6, 7], "bodi": [0, 2, 6], "fluorometerunit": [0, 2, 6], "ccomd003_qc": [0, 2, 6], "dox1": [0, 2, 6], "volume_fraction_of_oxygen_in_sea_waterlong_nam": [0, 2, 6], "dissolv": [0, 2, 6], "oxygenunit": [0, 2, 6], "ml": [0, 2, 6], "l": [0, 1, 2, 6, 7], "oxygen": [0, 2, 6], "sbe": [0, 2, 6], "43": [0, 2, 4, 6], "ws": [0, 2, 6], "2coverage_content_typ": [0, 2, 6], "dox2": [0, 2, 6], "moles_of_oxygen_per_unit_mass_in_sea_waterlong_nam": [0, 2, 6], "302": [0, 1, 2, 6], "265mol": [0, 2, 6], "sbox0mm": [0, 2, 6], "kgcoverage_content_typ": [0, 2, 6], "conduct": [0, 2, 6], "x27": [0, 1, 2, 3, 4, 5, 6, 7, 8], "342": [0, 1, 2, 6], "200": [0, 1, 2, 6], "231long_nam": [0, 2, 6], "raw": [0, 2, 6], "signal": [0, 2, 6], "voltag": [0, 2, 6], "instrument": [0, 2, 5, 6], "output": [0, 2, 4, 6], "sensounit": [0, 2, 6], "vvalid_min": [0, 2, 6], "43coverage_content_typ": [0, 2, 6], "spar": [0, 2, 6], "photosynthet": [0, 2, 6], "activ": [0, 2, 6], "radiationunit": [0, 2, 6], "316": [0, 2, 6], "274mol": [0, 2, 6], "10000": [0, 2, 6], "surfac": [0, 1, 2, 4, 6], "irradiancecoverage_content_typ": [0, 2, 6], "par": [0, 2, 6], "irradi": [0, 2, 6], "biospher": [0, 2, 6], "licorcoverage_content_typ": [0, 2, 6], "salin": [0, 2, 3, 5, 6, 8], "psu": [0, 2, 5, 6], "temperatur": [0, 1, 2, 3, 4, 5, 6], "ITS": [0, 2, 6], "68": [0, 2, 4, 5, 6], "deg": [0, 2, 6], "c": [0, 2, 6], "attnzs01": [0, 2, 6], "transmissomet": [0, 2, 6], "calibr": [0, 2, 6], "zero": [0, 2, 6], "clear": [0, 2, 3, 4, 6], "waterunit": [0, 2, 5, 6], "valid_min": [0, 2, 6, 7], "beam": [0, 2, 6], "transmiss": [0, 2, 6], "star": [0, 2, 6], "fluoromet": [0, 2, 6], "senso": [0, 2, 6], "radiat": [0, 2, 6], "index": [0, 1, 2, 3, 4, 5, 6, 7, 8], "prespandasindexpandasindex": [0, 2, 6], "311": [0, 2, 6], "312": [0, 1, 2], "313": [0, 2], "314": [0, 2], "315": [0, 2, 6], "name": [0, 1, 2, 3, 4, 5, 6, 7, 8], "length": [0, 1, 2, 3, 4, 6, 7], "real": [0, 2, 6], "time": [0, 1, 2, 6, 7, 8], "control": [0, 2, 5, 6], "13155": [0, 2, 6], "36230contact": [0, 2, 6], "nodistribution_stat": [0, 2, 6], "user": [0, 2, 3, 4, 5, 6, 7, 9, 10], "assum": [0, 2, 3, 6, 8], "all": [0, 1, 2, 3, 4, 5], "risk": [0, 2, 6], "must": [0, 2, 3, 6], "displai": [0, 1, 2, 3, 4, 5, 6], "citat": [0, 1, 2, 4, 6], "ani": [0, 2, 3, 4, 5, 6, 7, 8, 9], "product": [0, 2, 6], "pi": [0, 2, 6], "prior": [0, 2, 6], "commerci": [0, 2, 6], "unislicens": [0, 2, 6], "imrupdate_interv": [0, 2, 6], "voidarea": [0, 2, 6], "arctic": [0, 2, 3, 6], "oceanauthor": [0, 2, 6], "cf": [0, 1, 2, 4, 6, 7, 8, 10], "acdd": [0, 1, 2, 3, 4, 5, 6, 7, 10], "oceansit": [0, 2, 6, 7], "manual": [0, 2, 3, 5, 6, 7], "4data_mod": [0, 2, 6], "mcomment": [0, 2, 6], "descend": [0, 2, 6], "ctd": [0, 1, 4, 5, 6], "profilehistori": [0, 2, 6], "creat": [0, 2, 4, 6, 7, 8, 10], "51z": [0, 2, 6], "librari": [0, 1, 2, 6], "pythonnetcdf_vers": [0, 2, 6], "classic": [0, 2, 6, 9], "modelquality_index": [0, 2, 6], "aquality_control_ind": [0, 2, 6], "0publisher_nam": [0, 2, 6], "elisabeth": [0, 2, 6], "jonespublisher_email": [0, 2, 6], "nowmo_platform_cod": [0, 2, 6], "ices_platform_cod": [0, 2, 6], "site_cod": [0, 2, 6], "bottom_depth": [0, 2, 6], "wmo_inst_typ": [0, 2, 6], "geospatial_vertical_posit": [0, 2, 6], "downplatform_cod": [0, 2, 6], "58usplatform_nam": [0, 2, 6], "kronprin": [0, 2, 6], "haakonsourc": [0, 2, 6], "research": [0, 1, 2, 6], "vesselinstitution_countri": [0, 2, 6], "norwaysource_platform_category_cod": [0, 2, 6], "31data_typ": [0, 2, 6], "vertic": [0, 2, 3, 4, 6, 8], "profilecdm_data_typ": [0, 2, 6], "profileinstru": [0, 2, 6], "seabirdkeyword": [0, 2, 6], "earth": [0, 1, 2, 6], "scienc": [0, 1, 2, 6, 7], "ocean": [0, 1, 2, 6], "optic": [0, 2, 6], "acoust": [0, 2, 6], "conductivitykeywords_vocabulari": [0, 2, 6], "gcmd": [0, 1, 2, 6], "keywordsid": [0, 2, 6], "legacy_pr_ct_58us_2021708_p1_": [0, 2], "time_coverage_start": [0, 2, 3, 5, 6], "2021": [0, 1, 2, 6], "07": [0, 1, 2, 9, 10], "14t08": [0, 2], "14": [0, 2, 3, 4, 5, 6, 8], "43ztime_coverage_end": [0, 2], "43zdate_upd": [0, 2], "51zgeospatial_lat_min": [0, 2, 6], "76": [0, 2, 4, 6], "0geospatial_lat_max": [0, 2], "0geospatial_lon_min": [0, 2], "31": [0, 2, 3, 4, 5, 6], "2197geospatial_lon_max": [0, 2], "2197geospatial_vertical_min": [0, 2], "0geospatial_vertical_max": [0, 1, 2, 6], "321": [0, 2, 6], "0citat": [0, 2, 6], "were": [0, 2, 3, 4, 5, 6], "collect": [0, 1, 2, 3, 4, 5, 6], "made": [0, 2, 4, 6], "freeli": [0, 2, 6], "avail": [0, 1, 2, 4, 6], "nansen": [0, 1, 2, 6], "legaci": [0, 1, 2, 6], "program": [0, 2, 6], "contribut": [0, 2, 4, 6], "The": [0, 1, 2, 3, 4, 5, 6, 7, 10], "rcn": [0, 1, 2, 6], "276730": [0, 1, 2, 6], "2085836005featuretyp": [0, 2, 6], "profilesummari": [0, 2, 6], "joint": [0, 1, 2, 6], "address": [0, 2, 4, 6], "packag": [0, 2, 6, 9], "driver": [0, 2, 6], "foci": [0, 2, 6], "human": [0, 2, 4, 6], "impact": [0, 2, 6], "live": [0, 2, 6], "barent": [0, 2, 6], "along": [0, 2, 6], "transect": [0, 2, 6], "within": [0, 2, 3, 4, 6, 8], "ic": [0, 2, 6], "focuss": [0, 2, 6], "compar": [0, 2, 6], "state": [0, 2, 3, 6, 7, 8], "chemic": [0, 2, 6], "biolog": [0, 2, 6], "condit": [0, 2, 6], "southern": [0, 2, 6], "northern": [0, 2, 6], "part": [0, 1, 2, 4, 6], "studi": [0, 2, 6], "area": [0, 2, 5, 6], "publish": [0, 3, 5, 6, 7, 8, 10], "whole": [0, 2, 3, 6], "chang": [0, 1, 2, 6], "pi_nam": [0, 1, 2], "elizabeth": [0, 2], "jonesinstitut": [0, 2], "institut": [0, 1, 2, 3, 5, 6], "researchinstitution_edmo_cod": [0, 2, 6], "1351institution_refer": [0, 2, 6], "www": [0, 1, 2, 3, 6, 7], "hicreator_institut": [0, 2], "researchcreator_nam": [0, 2, 6], "jonescreator_typ": [0, 2, 6], "personcreator_email": [0, 2, 6], "nocreator_url": [0, 1, 2, 6], "hipublish": [0, 2, 6], "norwegian": [0, 1, 2, 3, 6], "centr": [0, 1, 2, 3, 4, 5, 6], "nmd": [0, 2, 6], "publisher_url": [0, 2, 3, 5, 6], "hiacknowledg": [0, 2, 6], "fund": [0, 1, 2, 6], "council": [0, 1, 2, 6], "norwai": [0, 2, 6], "inform": [0, 1, 2, 3, 6, 7, 8], "about": [0, 2, 3, 5, 6, 7, 10], "process": [0, 1, 2, 3, 4, 5, 6], "pleas": [0, 1, 2, 6], "luke": [0, 1, 2, 3, 6], "marsden": [0, 1, 2, 3, 6], "nleg": [0, 2, 6], "nocruisenumb": [0, 2, 6], "2021708cruisenam": [0, 2, 6], "1geospatial_vertical_unit": [0, 2, 6], "dbargeospatial_vertical_resolut": [0, 2, 6], "dbarpi_email": [0, 2, 6], "jone": [0, 2], "nopi_institut": [0, 2, 6], "researchstation_nam": [0, 2], "5date_cr": [0, 2], "34zdoi": [0, 2], "1titl": [0, 2], "1metadata_link": [0, 2], "break": [0, 5, 6], "down": [0, 3, 5, 6, 7, 8], "what": [0, 1, 2, 3, 5, 8], "see": [0, 1, 2, 3, 4, 7, 9], "abov": [0, 1, 2, 3, 4], "A": [0, 1, 2, 3, 6, 7, 8], "like": [0, 3, 4, 5, 6, 8], "one": [0, 2, 3, 4, 6, 8, 9, 10], "can": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9], "broken": 0, "compon": 0, "sometim": [0, 2, 4, 8], "thei": [0, 2, 3, 4, 5, 6, 8], "separ": [0, 2, 4, 5, 6, 7], "here": [0, 1, 2, 3, 4, 5, 7, 8, 10], "differ": [0, 3, 4, 6, 7, 10], "softwar": [0, 3], "might": [0, 2, 3, 4, 5, 7, 8], "togeth": [0, 1, 2, 4, 5], "now": [0, 1, 2, 3, 4, 5, 6, 7, 8], "closer": 0, "look": [0, 1, 2, 4, 5, 6, 7, 8, 9], "each": [0, 1, 2, 3, 4, 6, 7, 8], "start": [0, 1, 2, 3, 5, 8, 9], "bottom": 0, "describ": [0, 3, 4, 5, 6, 7], "dictionari": [0, 3, 5, 6, 8], "attr": [0, 3, 5, 6, 7, 8], "36230": 0, "update_interv": 0, "void": 0, "author": [0, 3, 4], "profil": [0, 1, 2, 5, 6], "histori": [0, 2, 3, 5], "netcdf_vers": [0, 2], "model": [0, 4, 8], "quality_index": 0, "quality_control_ind": 0, "publisher_nam": [0, 1, 3, 5], "publisher_email": [0, 1, 2, 3, 5], "wmo_platform_cod": 0, "platform_cod": 0, "58u": 0, "platform_nam": 0, "haakon": 0, "vessel": 0, "institution_countri": 0, "source_platform_category_cod": 0, "data_typ": 0, "cdm_data_typ": 0, "seabird": 0, "keyword": [0, 1, 3, 5], "keywords_vocabulari": [0, 1, 3, 5], "id": [0, 1, 2, 3, 5], "43z": 0, "time_coverage_end": [0, 3, 5], "date_upd": 0, "geospatial_lat_min": [0, 3, 5, 6], "geospatial_lat_max": [0, 3, 5], "geospatial_lon_min": [0, 3, 5, 6], "2197": 0, "geospatial_lon_max": [0, 3, 5], "geospatial_vertical_min": 0, "geospatial_vertical_max": 0, "featuretyp": [0, 2, 5], "summari": [0, 1, 2, 3, 5], "institution_edmo_cod": 0, "1351": 0, "institution_refer": 0, "creator_institut": [0, 3, 5], "creator_nam": [0, 1, 2, 3, 5], "creator_typ": [0, 2, 3, 5], "person": [0, 2, 3, 4, 5], "creator_email": [0, 2, 3, 5], "creator_url": [0, 2, 3, 5], "acknowledg": [0, 1, 2], "cruisenumb": [0, 1], "2021708": [0, 1], "cruisenam": [0, 1], "geospatial_vertical_unit": 0, "dbar": [0, 2, 5, 6], "geospatial_vertical_resolut": [0, 6], "pi_email": [0, 1, 6], "pi_institut": [0, 1, 6], "sinc": [0, 3, 8, 9], "singl": [0, 1, 2, 3, 4, 6], "call": [0, 1, 8, 9], "kei": [0, 3, 5, 6, 8], "interest": [0, 4, 5, 6, 10], "probabl": 0, "most": [0, 2, 3, 4, 5, 6, 9], "becaus": [0, 2, 4, 8, 10], "tell": [0, 3, 7], "machin": [0, 3, 4, 7, 8], "interpret": [0, 1, 3, 4], "rest": [0, 4, 6], "find": [0, 2, 3, 4, 5, 6, 7, 9], "cfconvent": [0, 3, 4, 7, 8, 10], "html": [0, 3, 4, 6, 7, 8, 9], "set": [0, 1, 4, 5, 6, 9], "standard": [0, 1, 2, 3, 5, 7], "defin": [0, 3, 8], "should": [0, 2, 3, 4, 5, 6, 7, 10], "structur": [0, 3, 5, 10], "document": 0, "link": [0, 1, 2, 3, 4, 5, 6], "extens": [0, 2], "aim": [0, 2, 4], "provid": [0, 1, 2, 3, 4, 5, 7, 8], "standardis": [0, 3, 7], "wai": [0, 3, 4, 5, 7], "organis": 0, "mani": [0, 1, 2, 3, 4], "type": [0, 1, 2, 3, 4, 7], "read": [0, 3, 4, 5, 7], "your": [0, 1, 6, 7, 8, 9, 10], "place": [0, 3, 4, 10], "want": [0, 1, 2, 3, 4, 5, 6, 7, 8, 10], "know": [0, 2, 3, 4, 6, 10], "encod": [0, 3, 4, 5, 6, 7, 8], "certain": [0, 2, 4, 5, 6, 10], "howev": [0, 1, 2, 4, 5, 6, 7, 9, 10], "light": [0, 3], "discoveri": [0, 1, 2, 3, 4, 5, 10], "exampl": [0, 1, 2, 4, 5, 6, 8], "when": [0, 2, 3, 4], "where": [0, 2, 3, 5, 7], "whom": [0, 3], "etc": [0, 3], "so": [0, 1, 2, 3, 4, 7, 8], "wiki": [0, 3, 10], "esipf": [0, 3, 10], "attribute_convention_for_data_discovery_1": [0, 3, 10], "case": [0, 2, 3, 4, 5, 6, 7, 8], "out": [0, 1, 2, 4, 10], "mean": [0, 4, 7, 8], "visit": 0, "page": [0, 1, 4], "descript": [0, 3], "There": [0, 1, 3, 4, 5, 6, 7], "other": [0, 3, 4, 5], "someon": [0, 4], "includ": [0, 2, 3, 4, 5, 6, 7, 8, 9], "onlin": [0, 1], "alwai": [0, 3, 4], "follow": [0, 1, 2, 3, 4, 5, 6, 7, 9], "minimum": [0, 4, 5, 6, 8], "who": [0, 3, 4, 5, 6, 10], "relev": [0, 2, 4, 6], "section": [0, 1, 2, 3, 4, 7], "sure": [0, 1, 3, 4, 7, 10], "compli": 0, "valid": [0, 1, 2, 3], "compliant": [0, 3, 4, 5, 10], "befor": [0, 1, 2, 3, 5], "complianc": [0, 3], "ioo": [0, 3], "By": [0, 2], "creator": [0, 4, 5], "abl": [0, 4, 10], "same": [0, 3, 4, 7], "itself": 0, "neccessarili": [0, 5, 6], "fair": [0, 2, 3, 10], "could": [0, 2, 3, 4, 5, 6, 7, 8], "To": [0, 4, 5], "onli": [0, 1, 2, 4, 5, 6, 8, 9], "do": [0, 1, 2, 3, 4, 5, 6], "dim": 0, "frozenmappingwarningonvaluesaccess": 0, "ha": [0, 1, 2, 3, 4, 5, 6, 7, 9, 10], "shape": [0, 3], "size": [0, 3, 4], "though": 0, "nan": [0, 1, 2, 3, 4, 6, 7], "more": [0, 1, 3, 4, 5, 6, 7, 8, 10], "80": [0, 2, 3, 4, 5, 6], "second": [0, 2, 3, 8], "2d": [0, 4, 8], "arrai": [0, 1, 4, 6, 7, 8], "x": [0, 1], "individu": [0, 2, 4, 5, 6], "tmp": 0, "ipykernel_7602": [], "304843689": 0, "py": [0, 9], "futurewarn": 0, "return": [0, 4, 8], "futur": [0, 4], "order": [0, 3, 6, 7], "consist": [0, 2, 3, 4], "dataarrai": [0, 3, 7], "map": [0, 4, 5, 6], "store": [0, 3, 4, 5, 6, 7, 9], "usual": 0, "respect": [0, 8], "recap": 0, "grid": [0, 1, 2, 8], "whilst": [0, 3], "those": [0, 3, 5, 10], "onc": [0, 3], "coord": [0, 3, 4, 5, 7, 8], "given": 0, "first": [0, 2, 3, 4, 5, 8], "bracket": 0, "contain": [0, 2, 3, 4, 6], "seen": 0, "third": 0, "format": [0, 3, 5, 9, 10], "float64": [0, 1, 2, 3, 4, 5, 7, 8], "decim": [0, 3], "list": [0, 1, 3, 5, 6, 8], "possibl": [0, 3, 4, 6, 8, 9], "data_var": [0, 4, 5, 7, 8], "sea_water_temperatur": [0, 3, 4, 5], "long_nam": [0, 1, 2, 3, 5, 7, 8], "degrees_c": 0, "valid_max": [0, 7], "d": [0, 1, 2, 3], "physicalmeasurementxarrai": 0, "themselv": [0, 4, 5], "735": [0, 2, 6], "738": [0, 2], "739": [0, 2], "741": [0, 2, 6], "736": [0, 2, 6], "737": [0, 2], "742": [0, 2], "783": [0, 2, 6], "833": [0, 2, 6], "838": [0, 2, 6], "837": [0, 2, 6], "83": [0, 2, 4, 5], "806": [0, 2, 6], "792": [0, 2, 6], "79": [0, 1, 2, 3, 4], "814": [0, 2, 6], "846": [0, 2, 6], "858": [0, 2], "815": [0, 2, 6], "817": [0, 2], "812": [0, 2, 6], "709": [0, 2], "704": [0, 2], "642": [0, 2], "582": [0, 2, 6], "546": [0, 2, 6], "512": [0, 2, 6], "484": [0, 2, 6], "368": [0, 2, 6], "297": [0, 1, 2, 6], "165": [0, 2], "106": [0, 2, 4], "094": [0, 1, 2], "102": [0, 1, 2, 4], "079": [0, 2], "076": [0, 2], "035": [0, 1, 2, 6], "009": [0, 2], "992": [0, 2, 4], "981": [0, 2, 6], "954": [0, 2, 6], "933": [0, 2, 6], "903": [0, 2], "874": [0, 2], "85": [0, 2, 4], "824": [0, 2, 6], "801": [0, 2], "787": [0, 2, 6], "764": [0, 2, 6], "713": [0, 2], "711": [0, 2], "705": [0, 2, 6], "701": [0, 2], "696": [0, 2, 6], "682": [0, 2, 6], "665": [0, 2], "651": [0, 2], "647": [0, 2], "635": [0, 2, 6], "624": [0, 2], "588": [0, 2, 6], "604": [0, 2], "608": [0, 2, 6], "593": [0, 2], "507": [0, 2, 6], "472": [0, 2, 6], "468": [0, 2, 6], "46": [0, 1, 2, 4, 5], "453": [0, 2, 6], "441": [0, 2, 6], "431": [0, 2, 6], "433": [0, 2, 6], "417": [0, 2], "394": [0, 2, 5], "382": [0, 2, 6], "361": [0, 2, 6], "335": [0, 2], "32": [0, 1, 2, 3, 4, 5, 6], "303": [0, 2], "275": [0, 2], "267": [0, 1, 2], "263": [0, 2], "277": [0, 1, 2, 6], "27": [0, 1, 2, 3, 4, 5], "265": [0, 2, 6], "262": [0, 1, 2, 6], "256": [0, 2, 6], "241": [0, 1, 2, 6], "216": [0, 2, 6], "201": [0, 2, 6], "191": [0, 2, 6, 9], "176": [0, 2, 6], "135": [0, 2], "11": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9], "091": [0, 2], "071": [0, 2], "064": [0, 2], "103": [0, 2, 4], "099": [0, 2], "095": [0, 2, 6], "092": [0, 2], "088": [0, 2], "082": [0, 2], "085": [0, 2], "093": [0, 2], "09": [0, 1, 2, 6], "089": [0, 2], "054": [0, 2], "022": [0, 2, 6], "019": [0, 2], "021": [0, 2], "026": [0, 2], "027": [0, 2], "036": [0, 2, 6], "041": [0, 2], "06": [0, 1, 2, 4, 6, 10], "084": [0, 2], "087": [0, 2], "097": [0, 2], "098": [0, 2], "101": [0, 2, 4], "078": [0, 2, 6], "072": [0, 2], "066": [0, 2], "063": [0, 2, 6], "065": [0, 2], "058": [0, 2], "032": [0, 2], "028": [0, 2], "013": [0, 2, 6], "007": [0, 2], "002": [0, 2], "998": [0, 1, 2, 4, 5], "994": [0, 2, 4, 5], "99": [0, 2, 4], "986": [0, 2], "979": [0, 2], "974": [0, 2], "971": [0, 2], "968": [0, 2], "966": [0, 2, 6], "962": [0, 2], "957": [0, 2], "945": [0, 2], "924": [0, 2], "919": [0, 2], "916": [0, 2], "907": [0, 2], "893": [0, 2], "887": [0, 2], "883": [0, 2], "881": [0, 2], "879": [0, 2], "876": [0, 2], "873": [0, 2, 6], "868": [0, 2, 6], "866": [0, 2, 6], "863": [0, 2], "853": [0, 2], "851": [0, 2], "848": [0, 2], "847": [0, 2, 6], "845": [0, 2, 6], "844": [0, 2, 5, 6], "843": [0, 2], "842": [0, 2, 6], "84": [0, 2, 4, 5, 6], "834": [0, 2, 6], "832": [0, 2, 6], "823": [0, 2, 6], "82": [0, 1, 2, 4, 6], "818": [0, 2, 6], "808": [0, 2, 6], "804": [0, 2, 6], "798": [0, 2], "794": [0, 2, 6], "789": [0, 2], "788": [0, 2, 6], "779": [0, 2, 6], "776": [0, 2, 6], "772": [0, 2], "77": [0, 1, 2, 4, 6], "767": [0, 2], "763": [0, 2], "761": [0, 2], "757": [0, 2], "751": [0, 2], "744": [0, 2], "74": [0, 2, 4], "731": [0, 2], "727": [0, 2], "723": [0, 2], "72": [0, 1, 2, 4], "715": [0, 2, 5], "702": [0, 2], "693": [0, 2, 6], "694": [0, 2, 6], "691": [0, 2, 6], "685": [0, 2], "673": [0, 2], "667": [0, 2], "663": [0, 2], "662": [0, 2, 6], "661": [0, 2], "657": [0, 2, 6], "648": [0, 2, 6], "644": [0, 2], "628": [0, 2], "622": [0, 2], "619": [0, 2], "613": [0, 2], "61": [0, 2, 4], "597": [0, 2, 6], "59": [0, 1, 2, 4, 6], "587": [0, 2, 6], "585": [0, 2, 6], "581": [0, 2], "576": [0, 2, 6], "567": [0, 2], "564": [0, 2], "558": [0, 2, 4, 6], "54": [0, 2, 3, 4, 6], "531": [0, 2], "525": [0, 2], "523": [0, 2, 6], "516": [0, 2, 6], "504": [0, 2, 6], "503": [0, 2, 6], "496": [0, 2, 6], "469": [0, 2], "442": [0, 2], "408": [0, 2], "385": [0, 2, 6], "332": [0, 1, 2], "295": [0, 2], "29": [0, 2, 3, 4, 5, 6], "286": [0, 2], "287": [0, 1, 2, 6], "288": [0, 2, 6], "Or": [0, 3, 6], "altern": [0, 1, 2, 5, 6], "just": [0, 2, 3, 4, 7, 8], "retriev": [0, 3], "It": [0, 1, 2, 3, 4], "temporari": 0, "air": [0, 1, 2, 8], "ground": 0, "fortun": 0, "current": [0, 3, 5, 6, 7, 9, 10], "build": [0, 2, 4, 7], "canon": 0, "doesn": [0, 1], "equival": 0, "k": 0, "rememb": [0, 3], "paper": [0, 3], "statement": [0, 6], "well": [0, 3, 4, 6], "tutori": [0, 1, 2, 4, 5, 7, 8, 9], "staion": 0, "built": 1, "function": [1, 2, 4, 5, 8], "allow": [1, 3, 4], "visual": 1, "data": [1, 10], "top": [1, 3, 4], "anoth": [1, 2, 3, 4, 8], "popular": 1, "matplotlib": [1, 6], "instal": [1, 9], "environ": 1, "depend": [1, 6, 9], "depth": [1, 2, 4, 5, 6, 7, 8], "If": [1, 4, 5, 6], "cite": [1, 4], "anna": 1, "vader": 1, "luci": 1, "goragu": 1, "phaeopig": 1, "station": [1, 2, 4, 5], "p4": 1, "nleg11": 1, "18t08": 1, "42": [1, 2, 4, 5, 6], "1248407516": 1, "import": [1, 2, 3, 4, 5, 6, 7, 8, 9], "opendap": [1, 2, 6], "chemistri": 1, "chlorophyll_a_and_phaeopigments_nansen_legacy_cruise_2021708_station_p4_nleg11_20210718t085042": 1, "323": 1, "120": 1, "163": [1, 4], "chlorophyll_a_tot": 1, "phaeopigments_tot": 1, "filtered_vol_tot": 1, "eventid_tot": 1, "s64": 1, "chlorophyll_a_10um": 1, "phaeopigments_10um": 1, "filtered_vol_10um": 1, "eventid_10um": 1, "attribut": [1, 2, 4, 6, 7, 8, 10], "37": [1, 2, 4], "71433e5e": 1, "e81a": 1, "5b24": 1, "a529": 1, "6be0f5f18069": 1, "univers": [1, 3, 6], "svalbard": [1, 3, 6], "No": [1, 3, 4], "nans": 1, "samplingprotocol": 1, "sampl": [1, 2, 4, 5, 6, 7, 8], "ver": 1, "annav": 1, "sea_floor_depth_below_sea_surfac": 1, "58": [1, 4, 5, 6, 8], "5xarrai": [1, 6], "11coordin": 1, "float32323": 1, "163standard_nam": 1, "depthlong_nam": [1, 3, 7, 8], "level": [1, 2, 3, 5], "posit": [1, 2, 3, 7, 8], "increas": 1, "mcoverage_content_typ": 1, "coordinateposit": [1, 3, 7], "downarrai": [1, 3, 7], "331": 1, "075": 1, "90": [1, 2, 4], "24": [1, 2, 3, 4, 6, 8], "967": 1, "49": [1, 2, 4, 6], "30": [1, 2, 3, 4, 5, 6, 7, 8], "195": [1, 9], "125": [1, 5], "mass": [1, 7], "concentr": [1, 7], "after": [1, 2, 8], "acid": 1, "correctionunit": 1, "\u03bcg": [1, 3, 7], "1ancillary_vari": 1, "eventid_totalcoverage_content_typ": 1, "mass_concentration_of_phaeopigments_in_sea_waterlong_nam": 1, "filter": [1, 7], "measurementunit": 1, "lcoverage_content_typ": 1, "event": 1, "uniqu": [1, 4], "uuid": 1, "catalogu": 1, "sio": [1, 3], "webpag": 1, "report": 1, "aen_multicoverage_content_typ": 1, "referenceinform": 1, "eventid_10umcoverage_content_typ": 1, "1coverage_content_typ": [1, 3, 7], "depthpandasindexpandasindex": [1, 3, 4, 7, 8], "0350036621094": 1, "33099365234375": 1, "07499694824219": 1, "23999786376953": 1, "96699905395508": 1, "99800109863281": 1, "24100112915039": 1, "19499969482422": 1, "093999862670898": 1, "163000106811523": 1, "6be0f5f18069naming_author": 1, "norwaytitl": 1, "42summari": 1, "correct": [1, 2], "measur": [1, 2, 4, 5, 7, 8], "taken": [1, 7], "arvenetternansen": [1, 2], "com": [1, 2, 3, 5], "from": [1, 2, 4, 5, 7, 8], "niskin": [1, 7], "bottl": [1, 7], "806z": 1, "34": [1, 2, 3, 4, 5, 6], "0000145166667": 1, "7500028333333": 1, "n": [1, 9], "both": [1, 2, 5], "total": 1, "pass": 1, "10\u00b5m": 1, "enclos": 1, "chlorophyllkeywords_vocabulari": 1, "keywordsgeospatial_lat_min": 1, "7500028333333geospatial_lat_max": 1, "7500028333333geospatial_lon_min": 1, "0000145166667geospatial_lon_max": 1, "0000145166667time_coverage_start": 1, "806ztime_coverage_end": 1, "806zconvent": 1, "9histori": 1, "04": [1, 2, 4, 5, 6, 10], "22t12": 1, "28": [1, 2, 3, 4], "xarraysourc": 1, "bottleprocessing_level": 1, "sampling_protocol": 1, "28creator_typ": 1, "personcreator_institut": [1, 5], "polar": 1, "svalbardcreator_nam": 1, "marsdencreator_email": 1, "npolar": 1, "lukem": [1, 3], "staff": 1, "researchg": 1, "net": 1, "centrepublisher_email": 1, "nopublisher_url": 1, "noproject": 1, "norwaystationnam": 1, "edlid": 1, "unsupport": 1, "nc_int64": 1, "13pi_nam": 1, "vaderpi_institut": 1, "svalbardpi_email": 1, "nosea_floor_depth_below_sea_surfac": 1, "58_ncproperti": 1, "okai": [1, 2, 3, 4], "some": [1, 3, 5, 6, 8], "scatter": 1, "line": [1, 8, 9], "line2d": 1, "0x7f03175e0390": [], "That": [1, 4], "nice": [1, 3], "happen": [1, 2], "01565072": 1, "01550788": 1, "01912119": 1, "02236113": 1, "07194841": 1, "28370929": 1, "12279562": 1, "07793473": 1, "99329871": 1, "90354194": 1, "Then": [1, 2], "drop": [1, 7], "dropna": 1, "0x7f0317b86890": [], "sens": [1, 3], "y": [1, 3, 5], "axi": [1, 2], "yincreas": 1, "fals": [1, 3, 6], "0x7f0316c0e190": [], "altner": 1, "easili": [1, 2, 4, 5, 6], "pathcollect": 1, "0x7f0316c0c250": [], "0x7f03174e4250": [], "histogram": 1, "hist": 1, "62175057": 1, "22799325": 1, "83423594": 1, "44047862": 1, "04672131": 1, "65296399": 1, "25920668": 1, "86544936": 1, "47169204": 1, "barcontain": 1, "artist": 1, "step": [1, 3], "0x7f0317442550": [], "multipl": [1, 7, 10], "label": 1, "10um": 1, "0x7f031743c750": [], "But": [1, 3, 4, 8, 9], "actual": [1, 2, 4], "pyplot": [1, 6], "plt": [1, 6], "legend": 1, "show": [1, 3, 4, 6, 7], "kind": 1, "thing": [1, 4, 5], "customis": 1, "full": [1, 4, 8], "up": [1, 3, 4, 5, 6, 9], "figur": 1, "subplot": [1, 6], "fig": [1, 6], "ax": [1, 6], "nrow": 1, "ncol": 1, "figsiz": [1, 6], "set_titl": [1, 6], "adjust": 1, "layout": 1, "suptitl": 1, "tight_layout": [1, 6], "rect": 1, "96": [1, 4], "avoid": [1, 4], "overlap": 1, "load": [1, 3, 5, 6], "multidimension": [1, 3], "global": [1, 2, 4, 6, 7], "anomali": [1, 2], "noaa": [1, 2], "noaaglobaltemp": [1, 2], "ncei": [1, 2], "gov": [1, 2], "land": [1, 2], "bin": [1, 2, 4, 8], "iso": 1, "ncdc": [1, 2], "c01585": 1, "h": [1, 2, 3, 5], "zhang": [1, 2], "b": [1, 2], "huang": [1, 2], "j": [1, 2], "lawrimor": [1, 2], "menn": [1, 2], "smith": [1, 2, 3], "2019": [1, 2], "nation": [1, 2], "center": [1, 2], "environment": [1, 2], "25921": [1, 2], "9qth": [1, 2], "2p70": [1, 2], "2024": [1, 2, 3, 5], "01": [1, 2, 3, 4, 6, 8, 9, 10], "url": [1, 2, 3, 6], "thredd": [1, 2, 6], "dodsc": [1, 2], "v5": [1, 2], "noaaglobaltemp_v5": [1, 2], "0_gridded_s188001_e202212_c20230108t133308": [1, 2], "1716": [1, 2], "lat": [1, 2, 3, 6], "36": [1, 2, 4, 5, 6], "lon": [1, 2, 3], "z": [1, 2], "datetime64": [1, 2, 3], "ns": [1, 2], "1880": [1, 2], "87": [1, 2, 4, 6], "67": [1, 2, 4, 5], "17": [1, 2, 3, 4, 8], "22": [1, 2, 3, 4, 5, 6, 8], "347": [1, 2], "352": [1, 2], "357": [1, 2], "anom": [1, 2], "66": [1, 2, 3, 4, 5], "merg": [1, 2, 4], "te": [1, 2], "su": [1, 2], "doc": [1, 2, 7, 9], "nesdi": [1, 2], "env": [1, 2], "c00934": [1, 2], "time_coverage_dur": [1, 2], "p143y0m": [1, 2], "vose": [1, 2], "r": [1, 2, 5], "et": [1, 2], "al": [1, 2], "2012": [1, 2], "climatolog": [1, 2], "base": [1, 2, 3, 5, 6], "1971": [1, 2], "2000": [1, 2], "monthl": [1, 2], "date_modifi": [1, 2], "2023": [1, 2, 5, 8], "08t18": [1, 2], "09z": [1, 2], "date_issu": [1, 2], "09zxarrai": [1, 2], "1716lat": [1, 2], "36lon": [1, 2], "72z": [1, 2], "1coordin": [1, 2], "01long_nam": [1, 2], "anomaliesstandard_nam": [1, 2], "timecoverage_content_typ": [1, 2], "coordinateaxi": [1, 2], "tarrai": [1, 2], "01t00": [1, 2, 3], "00": [1, 2, 3, 4, 5], "000000000": [1, 2], "03": [1, 3, 5, 10], "5long_nam": [1, 2], "latitudestandard_nam": [1, 2], "latitudecoverage_content_typ": [1, 2], "coordinateunit": [1, 2], "degrees_northgrid": [1, 2], "uniform": [1, 2, 3, 4], "5valid_min": [1, 2], "5axi": [1, 2], "y_coordinateaxistyp": [1, 2], "latcoordinate_defin": [1, 2], "centerarrai": [1, 2], "62": [1, 2, 3, 4, 6, 8], "57": [1, 2, 4, 5, 6], "52": [1, 2, 4, 6], "47": [1, 2, 4], "float322": [1, 2, 6], "longitudestandard_nam": [1, 2], "longitudecoverage_content_typ": [1, 2], "degrees_eastgrid": [1, 2], "xvalid_min": [1, 2], "5_coordinateaxistyp": [1, 2], "loncoordinate_defin": [1, 2], "92": [1, 2, 4], "97": [1, 2, 4], "107": [1, 2], "112": [1, 2, 4], "117": [1, 2], "122": [1, 2, 4, 5], "127": [1, 2, 5, 7], "132": [1, 2, 4], "137": [1, 2, 4], "142": [1, 2], "147": [1, 2, 4], "152": [1, 2, 4, 7], "157": [1, 2], "162": [1, 2, 6], "167": [1, 2], "172": [1, 2], "177": [1, 2], "182": [1, 2], "187": [1, 2], "192": [1, 2, 9], "197": [1, 2, 9], "202": [1, 2, 6], "207": [1, 2], "212": [1, 2, 6], "217": [1, 2], "222": [1, 2], "227": [1, 2], "232": [1, 2, 6], "237": [1, 2, 6], "242": [1, 2], "247": [1, 2], "252": [1, 2, 4, 6], "257": [1, 2, 6], "272": [1, 2], "282": [1, 2, 6], "292": [1, 2], "307": [1, 2], "322": [1, 2], "327": [1, 2], "337": [1, 2, 6], "float320": [1, 2], "0long_nam": [1, 2, 7], "height": [1, 2], "temperaturestandard_nam": [1, 2], "heightcoverage_content_typ": [1, 2], "coordinategeospatial_bounds_vertical_cr": [1, 2], "epsg": [1, 2], "5703unit": [1, 2], "metersposit": [1, 2], "upvalid_min": [1, 2], "z_coordinateaxistyp": [1, 2], "heightcom": [1, 2], "vari": [1, 2, 4], "nomin": [1, 2], "buoi": [1, 2], "2m": [1, 2], "surface_temperature_anomalycoverage_content_typ": [1, 2], "physicalmeasurementunit": [1, 2], "degre": [1, 2, 8], "cvalid_min": [1, 2], "4447872": [1, 2], "timepandasindexpandasindex": [1, 2, 3, 4, 8], "datetimeindex": [1, 2], "05": [1, 2, 3, 5, 6, 10], "freq": [1, 2], "none": [1, 2, 3, 9], "latpandasindexpandasindex": [1, 2], "lonpandasindexpandasindex": [1, 2], "zpandasindexpandasindex": [1, 2], "3titl": [1, 2], "analysi": [1, 2, 4], "formerli": [1, 2], "abbrevi": [1, 2], "mlost": [1, 2], "sst": [1, 2], "extend": [1, 2, 4], "reconstruct": [1, 2], "ersst": [1, 2], "histor": [1, 2], "monthli": [1, 2, 4], "ghcn": [1, 2], "databas": [1, 2], "platform": [1, 2], "ship": [1, 2], "moor": [1, 2], "drift": [1, 2], "argo": [1, 2], "float": [1, 2, 3, 6], "weather": [1, 2, 4], "stationsinstru": [1, 2], "thermometershistori": [1, 2], "blend": [1, 2], "v4": [1, 2], "product_vers": [1, 2], "0sourc": [1, 2], "combin": [1, 2, 4, 10], "datancei_template_vers": [1, 2], "ncei_netcdf_grid_template_v2": [1, 2], "0metadata_convent": [1, 2], "unidata": [1, 2, 3], "v1": [1, 2], "0licens": [1, 2], "without": [1, 2, 3, 4, 5, 6, 8], "restrict": [1, 2], "boyin": [1, 2], "xungang": [1, 2], "yin": [1, 2], "ph": [1, 2], "dcreator_email": [1, 2], "govcreator_typ": [1, 2], "groupcreator_institut": [1, 2], "contributor_nam": [1, 2], "huai": [1, 2], "min": [1, 2, 3], "dcontributor_rol": [1, 2], "chief": [1, 2], "ccog": [1, 2], "osb": [1, 2], "sectionpublisher_nam": [1, 2], "nceipublisher_institut": [1, 2], "nceipublisher_url": [1, 2], "info": [1, 2, 5], "govpublisher_typ": [1, 2], "institutionkeyword": [1, 2], "atmospher": [1, 2], "temperaturekeywords_vocabulari": [1, 2], "nasa": [1, 2], "master": [1, 2, 6], "directori": [1, 2, 5], "keywordsstandard_name_vocabulari": [1, 2], "climat": [1, 2, 3, 5, 10], "forecast": [1, 2, 3, 5, 10], "25": [1, 2, 3, 4, 6, 8], "juli": [1, 2], "2017": [1, 2], "09znecdf_version_id": [1, 2], "1netcdf_creator_nam": [1, 2], "yongsheng": [1, 2], "dnetcdf_creator_email": [1, 2], "govdataset_citation_product": [1, 2], "dataset_citation_vers": [1, 2], "0dataset_citation_institut": [1, 2], "ashevil": [1, 2], "usadataset_citation_url": [1, 2], "2p70metadata_link": [1, 2], "2p70cdm_data_typ": [1, 2], "gridgrid_mapping_nam": [1, 2], "latitude_longitudeprocessing_level": [1, 2], "4geospatial_lon_min": [1, 2], "5geospatial_lon_max": [1, 2], "5geospatial_lon_unit": [1, 2], "degrees_eastgeospatial_lon_resolut": [1, 2], "degreegeospatial_lat_min": [1, 2], "5geospatial_lat_max": [1, 2], "5geospatial_lat_unit": [1, 2], "degrees_northgeospatial_lat_resolut": [1, 2], "degreegeospatial_bound": [1, 2], "polygon": [1, 2], "geospatial_bounds_cr": [1, 2], "4326geospatial_vertical_min": [1, 2], "0geospatial_vertical_unit": [1, 2], "metersgeospatial_vertical_resolut": [1, 2], "fgeospatial_vertical_posit": [1, 2], "uptime_coverage_start": [1, 2], "01time_coverage_end": [1, 2], "12time_coverage_resolut": [1, 2], "p1mtime_coverage_dur": [1, 2], "p143y0mrefer": [1, 2], "bulletin": [1, 2], "american": [1, 2], "meteorolog": [1, 2, 3], "societi": [1, 2], "93": [1, 2, 4], "1677": [1, 2], "1685": [1, 2], "1175": [1, 2], "bam": [1, 2], "00241": [1, 2], "peter": [1, 2], "w": [1, 2], "thorn": [1, 2], "ersstv5": [1, 2], "upgrad": [1, 2], "intercomparison": [1, 2], "8179": [1, 2], "8205": [1, 2], "jcli": [1, 2], "16": [1, 2, 3, 4, 8], "0836": [1, 2], "1climatolog": [1, 2], "climatologyacknowledg": [1, 2], "09zdate_issu": [1, 2], "timeslic": [1, 2], "dai": [1, 3, 4, 8], "desired_d": 1, "data_for_desired_d": 1, "sel": [1, 2], "2592": 1, "quadmesh": 1, "0x7f031696c310": [], "coastlin": 1, "difficult": [1, 4], "cartopi": 1, "help": [1, 4, 6, 7, 10], "cr": 1, "ccr": 1, "platecarre": 1, "transform": [1, 3], "f": [1, 3, 5, 6, 9], "set_xtick": 1, "rang": [1, 6, 7, 8], "180": [1, 2, 4], "181": [1, 6], "60": [1, 4], "set_ytick": 1, "91": [1, 4], "set_xlabel": [1, 6], "longitud": [1, 2, 4, 5, 6, 8], "set_ylabel": [1, 6], "latitud": [1, 2, 4, 5, 6, 8], "savefig": 1, "media": 1, "temperature_anomali": 1, "png": 1, "design": [1, 10], "short": 1, "demonstr": [1, 5, 6, 8], "easi": [1, 4], "veri": [1, 3, 4, 6], "power": 1, "flexibl": 1, "sort": [1, 3, 4, 6], "good": [1, 2, 4, 5, 6], "explor": 1, "export": [2, 4, 6, 8], "write": [2, 3, 4, 7], "csv": [2, 3], "xlsx": [2, 3], "revist": 2, "np": [2, 3, 4, 5, 8], "datetim": [2, 3, 5, 8], "dt": [2, 3, 5], "open": [2, 3, 4, 5, 6, 9, 10], "default": 2, "note": 2, "myarrai": 2, "ndarrai": 2, "essenti": 2, "to_datafram": [2, 6], "row": [2, 5, 6], "column": [2, 5, 6], "been": [2, 4, 9, 10], "sever": [2, 4], "254002": 2, "207001": 2, "1464": 2, "550049": 2, "259998": 2, "209999": 2, "579956": 2, "261002": 2, "211000": 2, "599976": 2, "266998": 2, "216000": 2, "630005": 2, "258999": 2, "619995": 2, "916000": 2, "945000": [2, 6], "1459": 2, "969971": 2, "989990": 2, "1460": 2, "010010": 2, "020020": 2, "040039": 2, "02": [2, 4, 6, 10], "df": [2, 3, 5, 6, 8], "to_excel": [2, 6], "exported_from_notebook": 2, "03_temperature_anomalies_all_vari": 2, "too": [2, 3, 4, 7], "larg": [2, 3], "excel": [2, 6], "to_csv": [2, 6], "isol": [2, 4], "new": [2, 3, 7, 8, 10], "select": [2, 3, 6, 9], "origin": [2, 3], "1970": [2, 8], "float32nan": 2, "nanlong_nam": 2, "0arrai": [2, 4], "longer": [2, 4], "maintain": 2, "exist": [2, 7], "our": [2, 4, 5, 6, 7, 8], "nearest": 2, "method": [2, 4], "notic": 2, "begin": [2, 8], "month": [2, 4, 8], "tri": [2, 4], "one_loc": 2, "23": [2, 3, 4], "121": [2, 4], "89": [2, 4], "114": 2, "695": [2, 6], "5151": 2, "575": 2, "1716z": 2, "float3222": 2, "575long_nam": 2, "695008": 2, "515076": 2, "575243": 2, "seri": [2, 8], "376479": 2, "114245": 2, "angelika": 2, "renner": 2, "jc3": 2, "winter": 2, "gap": 2, "675177809": 2, "legacy_pr_ct_58us_2022702": 2, "3555": 2, "22t17": 2, "11t1": 2, "39": [2, 4, 5], "78": [2, 3, 4, 6], "81": [2, 4, 6], "56": [2, 4, 5, 6], "917": 2, "position_qc": 2, "direct": 2, "time_qc": 2, "rea": 2, "datacent": 2, "29latitud": 2, "29longitud": 2, "29posit": 2, "29depth": 2, "3555coordin": 2, "timestandard_nam": 2, "timevalid_min": 2, "90000": 2, "tqc_indic": 2, "1uncertainti": 2, "time_qcarrai": 2, "27t14": 2, "28t08": 2, "28t15": 2, "53": [2, 4], "999999744": 2, "01t06": [2, 3], "01t20": [2, 3], "21": [2, 3, 4, 6, 8], "03t02": 2, "48": [2, 4, 5, 6], "04t05": 2, "04t12": 2, "04t19": 2, "05t00": 2, "13": [2, 3, 4, 6, 8], "05t10": 2, "05t13": 2, "05t21": 2, "000000256": 2, "05t23": 2, "06t01": 2, "06t02": 2, "18": [2, 3, 4, 5, 6], "06t03": 2, "06t04": 2, "06t17": 2, "06t18": 2, "06t20": 2, "06t21": 2, "06t23": 2, "07t00": 2, "07t01": 2, "26": [2, 3, 4], "08t07": 2, "10t02": 2, "55": [2, 4, 5, 6], "11t18": 2, "float3276": 2, "34axi": 2, "yqc_indic": 2, "position_qcstandard_nam": 2, "latitudelong_nam": [2, 3], "locationunit": 2, "degree_northvalid_min": 2, "75": [2, 3, 4], "9992": 2, "6783": 2, "5225": 2, "4603": 2, "0375": 2, "0442": 2, "0143": 2, "8525": 2, "6837": 2, "6228": 2, "5868": 2, "5502": 2, "4137": 2, "3097": 2, "0523": 2, "0615": 2, "0817": 2, "0952": 2, "1078": 2, "1173": 2, "1203": 2, "3865": 2, "1413": 2, "3412": 2, "float3231": 2, "47axi": 2, "xqc_indic": 2, "longitudelong_nam": [2, 3], "degree_eastvalid_min": 2, "2192": 2, "8055": 2, "5648": 2, "7347": 2, "068": 2, "7788": 2, "9535": 2, "5183": 2, "6222": 2, "5293": 2, "6653": 2, "7572": 2, "8513": 2, "9645": 2, "0768": 2, "1578": 2, "2565": 2, "2933": 2, "3545": 2, "8068": 2, "574": [2, 6], "0133": 2, "6193": 2, "2468": 2, "9602": 2, "6668": 2, "7668": 2, "91733": 2, "4677": 2, "profilesconvent": 2, "ascend": 2, "profilestring_length": 2, "103095": 2, "2500valid_max": 2, "40000ancillary_vari": 2, "temp_dmdata_mod": 2, "2000valid_max": 2, "41000ancillary_vari": 2, "psal_dmdata_mod": 2, "100000ancillary_vari": 2, "flu2_dmdata_mod": 2, "50000ancillary_vari": 2, "cndc_dmdata_mod": 2, "20000valid_max": 2, "dens_dmdata_mod": 2, "1000000ancillary_vari": 2, "svel_dmdata_mod": 2, "ccomd003_dmdata_mod": 2, "1_dmdata_mod": 2, "\u00b5mol": 2, "2_dmdata_mod": 2, "\u03bcmol": 2, "10000000ancillary_vari": 2, "spar_dmdata_mod": 2, "par_dmdata_mod": 2, "licor": 2, "attnzs01_dmdata_mod": 2, "15": [2, 3, 4, 5, 8], "19": [2, 3, 4, 8], "latitudepandasindexpandasindex": [2, 3, 4], "99919891357422": 2, "67829895019531": 2, "59700012207031": 2, "52249908447266": 2, "46029663085938": 2, "0374984741211": 2, "04419708251953": 2, "01429748535156": 2, "85250091552734": 2, "68370056152344": 2, "622802734375": 2, "58679962158203": 2, "55020141601562": 2, "50299835205078": 2, "45999908447266": 2, "43099975585938": 2, "4136962890625": 2, "38200378417969": 2, "30970001220703": 2, "05229949951172": 2, "0615005493164": 2, "08170318603516": 2, "09519958496094": 2, "10780334472656": 2, "11730194091797": 2, "12030029296875": 2, "3864974975586": 2, "14129638671875": 2, "34120178222656": 2, "longitudepandasindexpandasindex": [2, 3, 4], "219200134277344": 2, "80550003051758": 2, "56480026245117": 2, "73469924926758": 2, "06800079345703": 2, "778799057006836": 2, "953500747680664": 2, "518299102783203": 2, "62220001220703": 2, "529300689697266": 2, "665300369262695": 2, "757200241088867": 2, "851299285888672": 2, "964500427246094": 2, "076799392700195": 2, "157800674438477": 2, "256500244140625": 2, "29330062866211": 2, "35449981689453": 2, "806800842285156": 2, "573999404907227": 2, "0132999420166": 2, "619300842285156": 2, "24679946899414": 2, "9601993560791": 2, "666799545288086": 2, "766799926757812": 2, "917329788208008": 2, "467700004577637": 2, "datacenterlicens": 2, "legacy_pr_ct_58us_2022702time_coverage_start": 2, "32ztime_coverage_end": 2, "43zlast_date_observ": 2, "07t08": 2, "38": [2, 4, 6, 8], "53zdate_cr": 2, "53zgeospatial_lat_min": 2, "99920geospatial_lat_max": 2, "04420last_latitude_observ": 2, "34120geospatial_lon_min": 2, "91733geospatial_lon_max": 2, "80550last_longitude_observ": 2, "46770geospatial_vertical_min": 2, "00000geospatial_vertical_max": 2, "3561": 2, "00000citat": 2, "legacyrefer": 2, "fill": [2, 3, 4], "earlier": 2, "nl": 2, "particular": 2, "dure": 2, "spring": 2, "transit": 2, "basin": 2, "experi": 2, "technolog": 2, "rf1": 2, "rf2": 2, "rf3": 2, "ra": 2, "atlant": 2, "domain": 2, "afterward": 2, "focus": 2, "around": 2, "north": 2, "kvit\u00f8ya": 2, "cover": 2, "p5": 2, "p7": 2, "between": [2, 3, 4, 8], "nord": 2, "austlandet": 2, "last": [2, 9], "hour": [2, 3, 8], "enabl": 2, "observ": [2, 4], "least": 2, "daili": [2, 4], "cycl": 2, "under": 2, "layer": 2, "mostli": 2, "thin": 2, "year": [2, 3, 4, 8], "often": [2, 4, 7], "small": [2, 4], "floe": 2, "frozen": 2, "northernmost": 2, "region": 2, "larger": [2, 4], "remain": 2, "despit": 2, "amount": [2, 4], "daylight": 2, "seem": [2, 3, 4], "indic": 2, "ecosystem": 2, "wa": [2, 4], "still": 2, "mode": 2, "addit": [2, 3, 9], "shelf": 2, "deeper": 2, "mainli": 2, "hydrograph": 2, "entir": [2, 4], "p6": 2, "benthic": 2, "slope": 2, "deep": 2, "warm": 2, "promin": 2, "close": 2, "potenti": [2, 4, 5, 6, 8], "explain": [2, 3], "lack": 2, "thick": 2, "late": 2, "main": 2, "glider": 2, "recov": 2, "ping": 2, "locat": [2, 4], "675177809pi_nam": 2, "rennerinstitut": 2, "hititl": [2, 6], "cruisecreator_institut": 2, "rennercreator_typ": 2, "therefor": [2, 4, 8], "two": [2, 3, 5, 8], "why": 2, "constant": 2, "instead": [2, 4, 7, 8], "its": [2, 4], "own": [2, 3, 4, 5, 6, 9, 10], "finer": [2, 4], "granular": 2, "simpler": [2, 4, 5, 6], "thu": 2, "understand": [2, 3, 4, 7, 9, 10], "servic": [2, 4], "upon": [2, 4], "focu": [2, 4], "specif": [2, 3], "one_profil": 2, "59long_nam": 2, "dimenion": 2, "equal": [2, 4], "strang": [2, 3], "associ": 2, "problem": 2, "explicit": [2, 4, 7], "ideal": [2, 3], "previous": [2, 3], "had": 2, "nevertheless": 2, "5th": 2, "profile5": 2, "print": [2, 4, 5, 6, 8, 9], "403": [2, 6], "934": 2, "479": 2, "won": 2, "number": [2, 3, 5, 6, 7, 8], "closest": 2, "desir": [2, 3, 4], "desired_tim": 2, "time_var": 2, "save": [2, 5], "time_diff": 2, "ab": 2, "nearest_index": 2, "int": [2, 3], "argmin": 2, "item": [2, 5], "666": 2, "03_ctd_data": 2, "044": [2, 6], "953": 2, "1458": 2, "033": 2, "990": 2, "955": [2, 5], "987": 2, "3550": 2, "3551": 2, "3552": 2, "3553": 2, "3554": 2, "plot": [2, 3, 10], "long": [2, 3, 4], "session": [3, 9], "basic": [3, 5, 8], "numpi": [3, 4, 5, 6, 8], "pd": [3, 5, 6, 8], "an": [3, 5, 6, 7, 8], "empti": [3, 4, 6], "right": [3, 4, 10], "awai": 3, "featur": 3, "add": [3, 5, 6, 7, 8], "assign": [3, 4, 5, 6], "spatial": 3, "tempor": [3, 4], "someth": [3, 5, 8], "els": [3, 4, 8, 9], "iter": [3, 5], "repres": [3, 8], "imagin": [3, 4, 5, 6], "few": [3, 4], "simpl": 3, "scenario": 3, "i": [3, 4, 6, 10], "ll": 3, "int64": [3, 4, 7, 8], "10coordin": [3, 4, 5], "int640": [3, 4, 8], "9arrai": [3, 4], "integ": 3, "briefli": 3, "explan": 3, "ucar": 3, "edu": 3, "rec": 3, "common": [3, 4, 6], "discuss": [3, 7], "count": 3, "2020": [3, 5], "utc": [3, 5], "2014": 3, "mai": [3, 9, 10], "nanosecond": 3, "approach": 3, "glanc": 3, "numer": 3, "precis": 3, "much": [3, 4, 6], "effici": [3, 4], "than": [3, 4], "string": 3, "convert": [3, 4], "end": [3, 8], "timedelta64": 3, "arang": [3, 4, 8], "01t01": 3, "01t02": 3, "01t03": 3, "01t04": 3, "01t05": 3, "01t07": 3, "01t08": 3, "01t09": 3, "01t10": 3, "01t11": 3, "01t12": 3, "01t13": 3, "01t14": 3, "01t15": 3, "01t16": 3, "01t17": 3, "01t18": 3, "01t19": 3, "01t21": 3, "01t22": 3, "01t23": 3, "00z": [3, 5, 6], "seconds_since_start": 3, "astyp": 3, "3600": 3, "7200": 3, "10800": 3, "14400": 3, "18000": 3, "21600": 3, "25200": 3, "28800": 3, "32400": 3, "36000": 3, "39600": 3, "43200": 3, "46800": 3, "50400": 3, "54000": 3, "57600": 3, "61200": 3, "64800": 3, "68400": 3, "72000": 3, "75600": 3, "79200": 3, "82800": 3, "hours_since_start": 3, "final": [3, 7], "24coordin": 3, "82800arrai": 3, "quickli": [3, 4], "5425": 3, "1423": 3, "7139": 3, "0131": 3, "7269": 3, "71": [3, 4], "5latitud": 3, "3longitud": [3, 4], "2coordin": 3, "100arrai": [3, 4], "float6478": [3, 4], "71arrai": 3, "float6430": [3, 4], "73arrai": 3, "directli": 3, "choos": [3, 5, 6], "sensibl": [3, 4], "conform": 3, "bit": [3, 10], "further": [3, 7], "chapter": 3, "chlorophyll_a": [3, 7], "2xarrai": 3, "float6421": [3, 4], "2arrai": 3, "wind_spe": [3, 8], "random": [3, 8], "randint": 3, "6xarrai": [], "int644": 3, "6arrai": [], "appear": 3, "isn": 3, "73xarrai": 3, "major": [3, 4], "tabular": [3, 4, 5], "limit": [3, 4, 8], "abil": 3, "multi": [3, 6], "dimension": [3, 6], "code": [3, 5, 8], "21xarrai": [], "int6427": [], "21arrai": [], "peopl": [3, 4, 5, 6], "prefer": [3, 6], "record": 3, "perhap": [3, 4, 5], "Is": [3, 10], "dummi": [3, 8], "depth_coordin": 3, "latitude_coordin": 3, "longitude_coordin": 3, "salinity_valu": 3, "gener": [3, 4, 8], "append": [3, 4, 6, 8], "35": [3, 4, 5, 6, 8], "565044": [], "519874": [], "783266": [], "060912": [], "835659": [], "995525": [], "174222": [], "034240": [], "080434": [], "697370": [], "185744": [], "578957": [], "631718": [], "001201": [], "118199": [], "662704": [], "138933": [], "997446": [], "350726": [], "020999": [], "643084": [], "470434": [], "098306": [], "651131": [], "880807": [], "412607": [], "171406": [], "050430": [], "466258": [], "643480": [], "care": 3, "mirror": 3, "salinity_3d_arrai": 3, "reshap": 3, "56504358": [], "51987449": [], "78326579": [], "06091243": [], "83565852": [], "99552521": [], "17422171": [], "03423988": [], "08043391": [], "69736976": [], "18574395": [], "57895685": [], "63171821": [], "00120106": [], "11819906": [], "66270423": [], "13893293": [], "99744607": [], "35072566": [], "02099931": [], "64308404": [], "47043448": [], "09830623": [], "65113105": [], "88080728": [], "41260687": [], "17140645": [], "05043013": [], "46625773": [], "64347954": [], "again": 3, "fail": 3, "get": [3, 4, 5, 8, 9, 10], "wrong": [3, 4], "64xarrai": [], "64arrai": [], "hurrah": 3, "readi": 3, "Will": 3, "principl": 3, "appendix": [3, 8], "specifi": [3, 4, 8], "either": 3, "advis": 3, "requir": [3, 4, 5, 6], "effect": 3, "encourag": 3, "adc": [3, 5], "met": [3, 5], "node": [3, 4, 5], "replic": 3, "setup": [3, 4], "addition": 3, "ad": [3, 4, 10], "whether": [3, 5, 6], "modelresult": 3, "highly_recommended_variable_attribut": 3, "And": [3, 6, 7], "applic": 3, "written": [3, 4, 6], "degrees_north": 3, "coordinatexarrai": 3, "378": [3, 6], "71standard_nam": 3, "latitudeunit": 3, "degrees_northcoverage_content_typ": 3, "coordinatearrai": [3, 5, 8], "degrees_east": 3, "meter": [3, 7], "mass_concentration_of_chlorophyll_a_in_sea_wat": [3, 7], "word": 3, "sea_water_salin": [3, 5], "1e": [3, 8], "degreesc": 3, "100standard_nam": 3, "levelunit": 3, "meterscoverage_content_typ": [3, 7], "73standard_nam": 3, "longitudeunit": 3, "degrees_eastcoverage_content_typ": 3, "2standard_nam": [3, 8], "wordsunit": 3, "3coverage_content_typ": [3, 8], "6standard_nam": [], "wind_speedlong_nam": 3, "21standard_nam": [], "degreesccoverage_content_typ": 3, "64standard_nam": [], "sea_water_salinitylong_nam": [3, 5], "As": 3, "mention": 3, "serv": 3, "guid": [3, 9], "wish": 3, "welcom": 3, "custom": [3, 5], "similarli": 3, "done": [3, 4, 7], "my": 3, "altogeth": [3, 4, 5], "overwrit": 3, "your_unique_id_her": [3, 5], "analag": 3, "abstract": 3, "john": 3, "orcid": [3, 5], "0000": [3, 5], "0002": [3, 5], "9746": [3, 5], "544x": [3, 5], "best": [3, 4, 5], "leav": [3, 4], "blank": 3, "10t08": 3, "58z": 3, "10t11": 3, "51": [3, 4, 7], "12z": [3, 6], "coard": [3, 5], "email": [3, 5], "publisher_url_her": [3, 5], "ever": 3, "against": 3, "checker": 3, "alreadi": [3, 4], "max": [3, 4], "dtnow": 3, "utcnow": [3, 5], "strftime": [3, 5], "sz": [3, 5], "21t17": 6, "31z": 6, "option": [3, 4], "miss": [3, 5, 6, 10], "unrealist": 3, "obvious": 3, "spike": 3, "_fillvalu": [3, 7], "special": 3, "replac": [3, 4], "doe": [3, 7, 8], "charact": 3, "commonli": [3, 4], "doubl": 3, "64": [3, 4], "int32": 3, "suitabl": [3, 4, 7, 10], "appropri": 3, "crucial": 3, "s1": [3, 5], "s10": 3, "s100": 3, "known": 3, "maximum": [3, 4, 5, 6], "specifii": 3, "myencod": 3, "1e30": 3, "zlib": 3, "1e7": 3, "to_netcdf": [3, 5], "04_example_multidimension": 3, "thoroughli": 3, "past": 3, "co": 3, "lot": [4, 6, 7, 10], "dimens": [4, 5, 6, 7, 8], "decid": 4, "tricki": 4, "divid": [4, 6], "far": 4, "teach": 4, "think": [4, 5], "tackl": 4, "whenev": 4, "accept": 4, "insid": 4, "granulairti": 4, "higher": 4, "resolut": 4, "quit": 4, "fine": 4, "enough": 4, "action": 4, "fly": 4, "visualis": 4, "aggreg": 4, "comput": [4, 7], "prepar": 4, "basi": 4, "span": 4, "simplifi": 4, "variabl": [4, 5, 6, 8, 10], "envisag": 4, "attract": 4, "fictiti": 4, "strutur": 4, "supris": 4, "idea": 4, "dozen": 4, "mayb": [4, 6, 8], "hundr": 4, "daunt": 4, "even": 4, "ridicul": 4, "shouldn": 4, "marker": 4, "colour": 4, "respons": 4, "red": 4, "squar": 4, "irrelev": 4, "group": [4, 6], "yourselv": 4, "come": [4, 10], "outsid": [4, 7], "correctli": 4, "decad": 4, "never": 4, "bound": [4, 5, 6], "portal": 4, "box": [4, 5, 6], "would": [4, 5, 6], "ones": 4, "parent": 4, "hassl": 4, "being": [4, 6], "develop": 4, "similar": [4, 5, 6, 7], "next": 4, "todai": 4, "convinc": 4, "e": [4, 5, 6], "g": [4, 5, 6], "temperature_1": 4, "98": 4, "temperature_2": 4, "temperature_3": 4, "temperature_4": 4, "distinguish": 4, "choic": 4, "temperature_2d": 4, "fit": 4, "99xarrai": 4, "4depth": 4, "3coordin": 4, "int6410": [4, 7], "30arrai": 4, "3arrai": 4, "99arrai": 4, "forget": 4, "aren": 4, "1d": 4, "5142": 4, "2833": 4, "9840": 4, "4228": 4, "4231": 4, "3591": 4, "4994": 4, "4200": 4, "42xarrai": 4, "42arrai": 4, "984": [4, 6], "room": 4, "variat": 4, "3latitud": 4, "4longitud": 4, "4coordin": [4, 8], "pedant": 4, "sai": [4, 6, 8], "assumpt": 4, "mistak": 4, "accident": 4, "98arrai": 4, "error": 4, "overlook": 4, "except": 4, "handl": 4, "messag": 4, "occur": 4, "conflict": 4, "issu": [4, 7], "depth_1": 4, "depth_2": 4, "depth_3": 4, "45": [4, 5, 6], "depth_4": 4, "among": 4, "max_depth_length": 4, "len": [4, 6, 8], "temp_arr_1": 4, "temp_arr_2": 4, "temp_arr_3": 4, "temp_arr_4": 4, "longest": 4, "6coordin": 4, "60arrai": 4, "nanarrai": 4, "increment": 4, "encompass": 4, "across": 4, "70": 4, "all_depth": 4, "all_temperatur": 4, "temp_arr": 4, "zip": 4, "14coordin": 4, "int645": 4, "wors": 4, "websit": 4, "subset": 4, "regardless": 4, "arbitari": 4, "medium": 4, "scale": 4, "broader": 4, "elev": 4, "Not": 4, "everyth": 4, "4970": 4, "4756": 4, "5584": 4, "5087": 4, "4815": 4, "5029": 4, "4279": 4, "3409": 4, "4066": 4, "4134": 4, "6972": 4, "6399": 4, "5838": 4, "6357": 4, "7313": 4, "686": 4, "7192": 4, "6737": 4, "7594": 4, "8479": 4, "6388": 4, "8899": 4, "0289": 4, "7409": 4, "5595": 4, "4532": 4, "7104": 4, "2129": 4, "2548": 4, "69": 4, "497": [4, 6], "476": 4, "407": [4, 6], "413": [4, 6], "639": [4, 6], "029": 4, "213": [4, 6], "255": [4, 6], "559": 4, "56xarrai": 4, "85arrai": 4, "float646": 4, "413arrai": 4, "559arrai": 4, "float6410": 4, "56arrai": 4, "sit": 4, "satellit": 4, "regular": 4, "am": 4, "job": 4, "chatgpt": 4, "1001": 4, "4d": 4, "996": [4, 5], "997": [4, 5, 6], "999": [4, 5], "3148": [], "1001latitud": 4, "71longitud": 4, "42coordin": 4, "1000arrai": 4, "float6475": 4, "float6428": 4, "1arrai": [4, 7], "float640": [4, 7], "425": 6, "905": [], "037": 6, "405arrai": [], "31479689": [], "42485056": [], "90525734": [], "9404259": [], "62173632": [], "77148955": [], "92678105": [], "37275102": [], "61326336": [], "08192691": [], "34519356": [], "74477217": [], "77319309": [], "97922262": [], "8916996": [], "5465195": [], "0102044": [], "28129864": [], "89970933": [], "61421864": [], "61303494": [], "09164291": [], "66990317": [], "76612246": [], "32191783": [], "75729886": [], "87937609": [], "55799172": [], "01344737": [], "9863219": [], "72550135": [], "09641805": [], "4813746": [], "73002764": [], "86666677": [], "58458302": [], "34699348": [], "22027644": [], "25783528": [], "56404895": [], "58840199": [], "77417159": [], "17745676": [], "69851506": [], "5001886": [], "73972184": [], "77747525": [], "27959786": [], "05230771": [], "19023913": [], "41992279": [], "52908086": [], "21685841": [], "1110713": [], "61508332": [], "5928055": [], "48484233": [], "52590785": [], "57394448": [], "74748104": [], "2008921": [], "87992342": [], "33243475": [], "76207228": [], "9422142": [], "4627947": [], "75838732": [], "69774486": [], "38573098": [], "79886083": [], "78575235": [], "04640508": [], "5356978": [], "52302444": [], "2320145": [], "91081725": [], "33755213": [], "90605874": [], "51947911": [], "19966037": [], "8503388": [], "73503246": [], "11989659": [], "03891057": [], "87652323": [], "37026428": [], "99517373": [], "35364764": [], "33402834": [], "63052633": [], "51670265": [], "34534608": [], "55085755": [], "13072207": [], "62284439": [], "54731855": [], "48128429": [], "20608637": [], "08033265": [], "99542663": [], "11262992": [], "28649206": [], "33626307": [], "45466853": [], "65608005": [], "42182727": [], "03704943": [], "40537601": [], "991": [4, 6], "993": [4, 5, 6], "995": [4, 5], "19999999999999": 4, "29999999999998": 4, "39999999999998": 4, "49999999999997": 4, "59999999999997": 4, "69999999999996": 4, "79999999999995": 4, "89999999999995": 4, "99999999999994": 4, "09999999999994": 4, "19999999999993": 4, "29999999999993": 4, "39999999999992": 4, "49999999999991": 4, "59999999999991": 4, "6999999999999": 4, "7999999999999": 4, "89999999999989": 4, "99999999999989": 4, "09999999999988": 4, "19999999999987": 4, "29999999999987": 4, "39999999999986": 4, "49999999999986": 4, "59999999999985": 4, "69999999999985": 4, "79999999999984": 4, "89999999999984": 4, "99999999999983": 4, "09999999999982": 4, "19999999999982": 4, "29999999999981": 4, "3999999999998": 4, "4999999999998": 4, "5999999999998": 4, "69999999999979": 4, "79999999999978": 4, "89999999999978": 4, "99999999999977": 4, "09999999999977": 4, "19999999999976": 4, "29999999999976": 4, "39999999999975": 4, "49999999999974": 4, "59999999999974": 4, "69999999999973": 4, "79999999999973": 4, "89999999999972": 4, "99999999999972": 4, "09999999999971": 4, "1999999999997": 4, "2999999999997": 4, "3999999999997": 4, "49999999999969": 4, "59999999999968": 4, "69999999999968": 4, "79999999999967": 4, "89999999999966": 4, "99999999999966": 4, "09999999999965": 4, "19999999999965": 4, "29999999999964": 4, "39999999999964": 4, "49999999999963": 4, "59999999999962": 4, "69999999999962": 4, "79999999999961": 4, "89999999999961": 4, "9999999999996": 4, "200000000000003": 4, "300000000000004": 4, "400000000000006": 4, "500000000000007": 4, "60000000000001": 4, "70000000000001": 4, "80000000000001": 4, "900000000000013": 4, "000000000000014": 4, "100000000000016": 4, "200000000000017": 4, "30000000000002": 4, "40000000000002": 4, "50000000000002": 4, "600000000000023": 4, "700000000000024": 4, "800000000000026": 4, "900000000000027": 4, "00000000000003": 4, "10000000000003": 4, "20000000000003": 4, "300000000000033": 4, "400000000000034": 4, "500000000000036": 4, "600000000000037": 4, "70000000000004": 4, "80000000000004": 4, "90000000000004": 4, "000000000000043": 4, "100000000000044": 4, "200000000000045": 4, "300000000000047": 4, "40000000000005": 4, "50000000000005": 4, "60000000000005": 4, "700000000000053": 4, "800000000000054": 4, "900000000000055": 4, "00000000000006": 4, "10000000000006": 4, "counter": 4, "num_point": 4, "irregular": 4, "low": 4, "high": 4, "data_valu": 4, "rand": [4, 8], "94": [4, 5], "95": 4, "4184": [], "4316": [], "681": [], "1065": [], "7562": [], "8517": [], "134": 4, "88": 4, "86": 4, "139": 4, "100coordin": 4, "63": [4, 6], "65": 4, "8517arrai": [], "41844937": [], "43155752": [], "6809735": [], "80091249": [], "20281115": [], "58568687": [], "78062319": [], "58870691": [], "34327939": [], "97371505": [], "76181506": [], "16047826": [], "25224346": [], "7478296": [], "04904344": [], "95535726": [], "12056251": [], "65282341": [], "36007044": [], "44013788": [], "20445306": [], "22263879": [], "98715691": [], "73364048": [], "81237003": [], "49267642": [], "41074494": [], "28819344": [], "67677543": [], "12983938": [], "36928182": [], "25548059": [], "55790097": [], "43763823": [], "1504483": [], "83034035": [], "41985207": [], "48637675": [], "13352616": [], "20298688": [], "40376916": [], "80923913": [], "20762979": [], "74081282": [], "20356021": [], "15393068": [], "02302345": [], "33266871": [], "43868292": [], "57335164": [], "58644376": [], "30966712": [], "15920571": [], "55089075": [], "04523415": [], "84942155": [], "15709194": [], "86301427": [], "75527144": [], "24898036": [], "70357225": [], "85012605": [], "1821926": [], "01197122": [], "01635261": [], "98920116": [], "07245001": [], "92309254": [], "80526514": [], "69840423": [], "82534578": [], "84257908": [], "5765981": [], "94557756": [], "69891296": [], "91200748": [], "41512874": [], "37784483": [], "73408391": [], "51787385": [], "31889029": [], "35207274": [], "67477249": [], "88495417": [], "34002212": [], "20388548": [], "1072071": [], "27269157": [], "64927598": [], "85873885": [], "66318315": [], "77630207": [], "8863171": [], "8025971": [], "96256183": [], "71376335": [], "67875869": [], "10651205": [], "75619457": [], "85173061": [], "87arrai": [], "462338": [], "55527976": [], "4316442": [], "23154941": [], "50478428": [], "29295431": [], "42550237": [], "03532209": [], "5930333": [], "39437612": [], "8809915": [], "51567833": [], "00163946": [], "90017946": [], "49813715": [], "20175661": [], "43041739": [], "11933241": [], "51223355": [], "77812929": [], "63735693": [], "69462685": [], "51219331": [], "4344324": [], "13298536": [], "7618661": [], "87278516": [], "55870546": [], "29020687": [], "87597941": [], "33301563": [], "95981773": [], "49141269": [], "03139799": [], "13850915": [], "44747286": [], "27881474": [], "91536802": [], "61714307": [], "98907651": [], "32764476": [], "28709571": [], "60170091": [], "91067695": [], "15463061": [], "81808468": [], "37463772": [], "20821995": [], "29742486": [], "44989079": [], "69302704": [], "04249123": [], "26431735": [], "63084452": [], "13043304": [], "10832526": [], "14491526": [], "21206368": [], "89959495": [], "97692125": [], "32465442": [], "86577088": [], "88162914": [], "30608811": [], "31908276": [], "04458493": [], "12201892": [], "49221587": [], "34275519": [], "58241155": [], "368091": [], "80935821": [], "11319414": [], "40621932": [], "6207878": [], "23717851": [], "23155652": [], "42954004": [], "19606443": [], "28880311": [], "70199342": [], "36007259": [], "83309406": [], "96272893": [], "56007379": [], "88099508": [], "44023455": [], "10828395": [], "55475055": [], "18121146": [], "90334312": [], "51963747": [], "3779565": [], "53347717": [], "22913011": [], "4940896": [], "5093548": [], "56147179": [], "16235302": [], "87161394": [], "float6468": [], "84301260e": [], "34576148e": [], "78794096e": [], "64786992e": [], "75398254e": [], "25186969e": [], "79936175e": [], "68766389e": [], "55986965e": [], "88156295e": [], "92007202e": [], "73574381e": [], "01140244e": [], "69213779e": [], "98024677e": [], "02307091e": [], "07689909e": [], "64648625e": [], "62923813e": [], "48231055e": [], "56442612e": [], "79162180e": [], "53697717e": [], "71384445e": [], "03115438e": [], "41208432e": [], "75223655e": [], "36651512e": [], "68647863e": [], "59707410e": [], "55401257e": [], "62588622e": [], "57390687e": [], "11094639e": [], "23463222e": [], "27988040e": [], "13743379e": [], "56242942e": [], "05687565e": [], "10756632e": [], "31785369e": [], "12768155e": [], "62037017e": [], "75125935e": [], "15728236e": [], "35466977e": [], "60432815e": [], "48798775e": [], "07544071e": [], "69554498e": [], "44049919e": [], "81446458e": [], "27230328e": [], "21607882e": [], "66007464e": [], "74950149e": [], "20823609e": [], "27928943e": [], "47875281e": [], "38643588e": [], "81837865e": [], "29278514e": [], "00747835e": [], "40685615e": [], "81190907e": [], "01291076e": [], "23634874e": [], "27894214e": [], "61461834e": [], "45691769e": [], "06541324e": [], "03743403e": [], "27607324e": [], "80473460e": [], "14578508e": [], "04240237e": [], "13885718e": [], "65423517e": [], "28666288e": [], "03169504e": [], "41409974e": [], "21464439e": [], "10905665e": [], "98245977e": [], "30352733e": [], "94141693e": [], "27600162e": [], "00302104e": [], "20539428e": [], "32617737e": [], "12098125e": [], "40580676e": [], "31969339e": [], "77763636e": [], "08554626e": [], "20233932e": [], "13335183e": [], "72478971e": [], "39912424e": [], "47551700e": [], "nodepandasindexpandasindex": 4, "highest": 4, "neither": 4, "minut": 4, "hourli": 4, "unneccessari": 4, "cours": [4, 8, 10], "unavoid": 4, "unlimit": 4, "later": 4, "concaten": [4, 6], "child": 4, "relationship": 4, "children": 4, "smaller": [5, 6], "reason": [5, 6], "less": [5, 6], "account": [5, 6], "consid": [5, 9, 10], "bad": 5, "accur": [5, 6], "timestamp": [5, 6], "present": [5, 6], "unclear": [5, 6], "involv": [5, 6], "panda": [5, 6, 8], "glob": 5, "iso8601": 5, "time_now": 5, "read_csv": 5, "csv_file": 5, "depth_profile_s1": 5, "datafram": [5, 6, 8], "degrees_celsiu": 5, "sea_water_pressur": 5, "6713": 5, "2093": 5, "26t09": 5, "modifi": 5, "yournam": 5, "processing_level": 5, "your_url_her": 5, "instrument_vocabulari": 5, "vocab": 5, "nerc": 5, "ac": 5, "uk": 5, "l22": 5, "tool0001": 5, "alongsid": 5, "06_depth_profile_one_fil": 5, "418": 5, "231": 5, "004": [5, 6], "583": [5, 6], "temperatu": 5, "TO": 5, "s1xarrai": 5, "float6439": 5, "0standard_nam": 5, "dbarcoverage_content_typ": 5, "455654": 5, "119035": 5, "355769": 5, "418398": 5, "05053": 5, "760447": 5, "570563": 5, "230532": 5, "67562": 5, "00015": 5, "float641": [4, 5], "583standard_nam": 5, "degrees_celsiuscoverage_content_typ": 5, "95533107": 5, "41958791": 5, "71529616": 5, "84360563": 5, "41972826": 5, "22250547": 5, "05988036": 5, "39393846": 5, "0035247": 5, "58250776": 5, "float6434": 5, "66standard_nam": 5, "psucoverage_content_typ": 5, "69975973": 5, "84037386": 5, "72520826": 5, "34808803": 5, "83566471": 5, "77718679": 5, "03124111": 5, "14946971": 5, "47912241": 5, "65869081": 5, "pressurepandasindexpandasindex": 5, "4556544280039": 5, "11903479614398": 5, "3557689889737": 5, "4183980542843884": 5, "05053002488748": 5, "76044658260758": 5, "5705628202497": 5, "2305319880886354": 5, "67561997590708": 5, "00015013251017": 5, "your_unique_id_herenaming_author": 5, "idtitl": 5, "datasummari": 5, "sea_water_salinitykeywords_vocabulari": 5, "namesgeospatial_lat_min": 5, "6713geospatial_lat_max": 5, "6713geospatial_lon_min": 5, "2093geospatial_lon_max": 5, "2093time_coverage_start": 5, "00ztime_coverage_end": 5, "00zconvent": 5, "11histori": 5, "37z": 6, "pythonsourc": 5, "measurementprocessing_level": 5, "controldate_cr": 5, "37zcreator_typ": [], "institutioncreator_nam": 5, "namecreator_email": 5, "comcreator_url": 5, "your_url_hereinstitut": 5, "institutionpublisher_nam": 5, "namepublisher_email": 5, "compublisher_url": 5, "publisher_url_hereproject": 5, "nameinstru": 5, "ctdinstrument_vocabulari": 5, "profilestation_nam": 5, "unfamiliar": 5, "hopefulli": 5, "header": [5, 6], "fix": 5, "folder_path": 5, "path": [5, 6], "folder": 5, "depth_profile_s4": 5, "depth_profile_s5": 5, "depth_profile_s2": 5, "depth_profile_s3": 5, "depth_profile_s7": 5, "depth_profile_s8": 5, "depth_profile_s6": 5, "filenam": 5, "input": [5, 9], "split": 5, "_": 5, "s4": 5, "s5": 5, "s2": 5, "s3": 5, "s7": 5, "s8": 5, "s6": 5, "everi": [5, 8], "detail": 5, "metadata_fil": 5, "depth_profiles_metadata": 5, "json_fil": 5, "128": 5, "123": [4, 5], "126": [5, 6], "124": [4, 5], "yaml_fil": 5, "safe_load": 5, "metadata_df": 5, "iterrow": 5, "proce": 5, "incorpor": 5, "yourself": 5, "rather": 5, "data_fil": 5, "data_df": 5, "metadata_st": 5, "15t10": 5, "f7a6c89d": 5, "4c3e": 5, "4a94": 5, "8e9a": 5, "04a7f8f43d6c": 5, "d8eb21f2": 5, "43a6": 5, "4b18": 5, "9c6c": 5, "8f8b30051718": 5, "cc29745a": 5, "925b": 5, "45d0": 5, "8b88": 5, "ce967322b6c4": 5, "3b89f178": 5, "8c48": 5, "4fc4": 5, "ae7d": 5, "27e2f4c6d9e1": 5, "a43de701": 5, "3bfe": 5, "4c7e": 5, "a78b": 5, "1d87a9af1122": 5, "15t11": 5, "5f2c68c1": 5, "68d7": 5, "4d3b": 5, "aa2b": 5, "254c73e4b59": 5, "e4c040e2": 5, "1506": 5, "4099": 5, "85f1": 5, "99e0e47244f7": 5, "9b4e0d0a": 5, "51d9": 5, "4d5b": 5, "a144": 5, "0a8c97cc1181": 5, "put": 5, "06_depth_profile_": 5, "reaction": 6, "learn": [6, 10], "ctd_station_isg_svr1_": 6, "nansen_legacy_cruis": 6, "anyon": 6, "ascii": 6, "yet": 6, "remov": 6, "suffix": 6, "filepath": 6, "259": 6, "258": 6, "260": 6, "jann": 6, "isg": 6, "svr1": 6, "259coordin": 6, "251": 6, "253": 6, "254": 6, "legacy_pr_ct_58us_2021708_isg": 6, "svr1time_coverage_start": 6, "12t19": 6, "04ztime_coverage_end": 6, "04zdate_upd": 6, "51zdate_cr": 6, "1282geospatial_lat_max": 6, "1282geospatial_lon_min": 6, "0032geospatial_lon_max": 6, "0032geospatial_vertical_min": 6, "261": 6, "isg_svr1pi_nam": 6, "s\u00f8reideinstitut": 6, "1creator_institut": 6, "svalbardstation_nam": 6, "svr1metadata_link": 6, "isg_svr1_ncproperti": 6, "quick": 6, "226": 6, "211": 6, "205": 6, "215": 6, "144": 6, "118": [4, 6], "081": 6, "913": 6, "861": 6, "826": 6, "809": 6, "743": 6, "703": 6, "687": 6, "652": 6, "544": 6, "508": 6, "483": 6, "434": 6, "399": 6, "355": 6, "298": 6, "225": 6, "173": 6, "113": 6, "073": 6, "006": 6, "008": 6, "067": [6, 7], "145": 6, "143": 6, "248": 6, "136": 6, "748": 6, "594": 6, "623": 6, "374": 6, "383": 6, "367": 6, "351": 6, "376": 6, "391": 6, "396": 6, "398": 6, "393": 6, "371": 6, "159": [4, 6], "944": 6, "928": 6, "964": 6, "154": 6, "281": 6, "362": 6, "353": 6, "069": 6, "989": 6, "048": 6, "016": 6, "946": 6, "942": 6, "892": 6, "828": 6, "641": 6, "632": 6, "625": 6, "615": 6, "566": 6, "542": 6, "518": 6, "493": 6, "457": 6, "426": 6, "416": 6, "388": 6, "389": 6, "387": 6, "373": 6, "363": 6, "359": 6, "395": 6, "443": 6, "446": 6, "449": 6, "448": 6, "455": 6, "454": 6, "464": 6, "485": 6, "753": 6, "793": 6, "754": 6, "341": 6, "346": 6, "435": 6, "514": 6, "554": 6, "447": 6, "747": 6, "174": [4, 6], "527": 6, "521": 6, "626": 6, "718": 6, "778": 6, "937": 6, "018": 6, "203": 6, "284": 6, "384": 6, "506": 6, "436": 6, "369": 6, "534": 6, "579": 6, "572": 6, "598": 6, "618": 6, "629": 6, "669": 6, "676": 6, "428": 6, "501": 6, "799": 6, "802": 6, "805": 6, "762": 6, "786": 6, "728": 6, "486": 6, "424": 6, "386": 6, "304": 6, "268": 6, "221": 6, "206": 6, "189": [6, 9], "233": 6, "243": 6, "239": 6, "246": 6, "271": 6, "274": 6, "276": 6, "279": 6, "289": 6, "293": 6, "305": 6, "325": 6, "329": 6, "328": 6, "334": 6, "343": 6, "344": 6, "358": 6, "379": 6, "415": 6, "411": [6, 7], "401": 6, "404": 6, "419": 6, "422": 6, "421": 6, "423": 6, "429": 6, "427": 6, "437": 6, "474": 6, "475": 6, "488": 6, "499": 6, "481": 6, "494": 6, "495": 6, "511": 6, "505": 6, "502": 6, "513": 6, "515": 6, "519": 6, "526": 6, "532": 6, "536": 6, "537": 6, "538": 6, "539": 6, "543": 6, "573": 6, "584": 6, "578": 6, "563": 6, "553": [6, 9], "548": 6, "569": 6, "577": 6, "633": 6, "653": 6, "677": 6, "688": 6, "692": 6, "714": 6, "725": 6, "729": 6, "752": 6, "768": 6, "803": 6, "825": 6, "836": 6, "839": 6, "831": 6, "864": 6, "869": 6, "867": 6, "872": 6, "871": 6, "827": 6, "821": 6, "816": 6, "813": 6, "233002": 6, "240002": 6, "243000": 6, "238998": 6, "820999": 6, "816002": 6, "813000": 6, "812000": 6, "siphon": 6, "catalog": 6, "tdscatalog": 6, "base_url": 6, "catalog_url": 6, "xml": 6, "travers": 6, "ctd_station_nleg02_": 6, "ctd_station_nleg02_1_": 6, "ctd_station_nleg02_2_": 6, "ctd_station_nleg02_3_": 6, "ctd_station_nleg02_4_": 6, "ctd_station_nleg02_5_": 6, "ctd_station_nleg03_": 6, "ctd_station_nleg05_": 6, "ctd_station_nleg05_01_": 6, "ctd_station_nleg05_02_": 6, "ctd_station_nleg06_": 6, "ctd_station_nleg06_01_": 6, "ctd_station_nleg06_02_": 6, "ctd_station_nleg07_01_": 6, "ctd_station_nleg08_": 6, "ctd_station_nleg08_1_": 6, "ctd_station_nleg09_": 6, "ctd_station_nleg09_1_": 6, "ctd_station_nleg10_": 6, "ctd_station_nleg10_1_": 6, "ctd_station_nleg11_1_": 6, "ctd_station_nleg11_2_": 6, "ctd_station_nleg12_": 6, "ctd_station_nleg14_": 6, "ctd_station_nleg15_": 6, "ctd_station_nleg16_": 6, "ctd_station_nleg17_": 6, "ctd_station_nleg18_": 6, "ctd_station_nleg19_": 6, "ctd_station_nleg20_": 6, "ctd_station_nleg22_": 6, "ctd_station_nleg23_": 6, "ctd_station_nleg24_": 6, "2_": 6, "3_": 6, "ctd_station_p2_nleg04": 6, "4_": 6, "ctd_station_p3_nleg07": 6, "5_": 6, "ctd_station_p4_nleg11": 6, "ctd_station_p5_nleg13": 6, "ctd_station_p5_nleg13_1_": 6, "ctd_station_p6_nleg21_npal15": 6, "ctd_station_p7_nleg25_npal16": 6, "turn": 6, "profile_url": 6, "04z": 6, "14t23": 6, "15t02": 6, "30z": 6, "15t03": 6, "15t04": 6, "26z": 6, "15t05": 6, "33z": 6, "15t07": 6, "15t08": 6, "11z": 6, "16t17": 6, "02z": [5, 6], "16t20": 6, "16t21": 6, "06z": 6, "16t22": 6, "07z": 6, "16t23": 6, "27z": 6, "54z": 6, "17t15": [], "44z": [], "keyerror": [], "traceback": 9, "recent": 9, "anaconda3": 9, "lib": 9, "python3": 9, "site": 9, "backend": 9, "file_manag": [], "cachingfilemanag": [], "_acquire_with_cache_info": [], "self": [], "needs_lock": [], "210": [], "_cach": [], "_kei": [], "lru_cach": [], "lrucach": [], "__getitem__": [], "_lock": [], "move_to_end": [], "class": [], "netcdf4": 9, "_netcdf4": [], "clobber": [], "true": [6, 7], "diskless": [], "persist": [], "6bf9e4bc": [], "6922": [], "477a": [], "9496": [], "7bd8dccf21ba": [], "keyboardinterrupt": [], "api": 9, "filename_or_obj": 9, "engin": 9, "chunk": [8, 9], "cach": 9, "decode_cf": 9, "mask_and_scal": 9, "decode_tim": 9, "decode_timedelta": 9, "use_cftim": 9, "concat_charact": 9, "decode_coord": 9, "drop_vari": 9, "inline_arrai": 9, "chunked_array_typ": 9, "from_array_kwarg": 9, "backend_kwarg": 9, "kwarg": 9, "560": 6, "decod": [], "_resolve_decoders_kwarg": [], "561": [], "562": [], "open_backend_dataset_paramet": [], "open_dataset_paramet": [], "568": [], "571": [], "overwrite_encoded_chunk": [], "pop": [], "backend_d": [], "ds": [], "_dataset_from_backend_dataset": [], "580": [], "590": [], "591": [], "592": [], "netcdf4_": [], "netcdf4backendentrypoint": [], "lock": [], "autoclos": [], "def": 8, "ignor": [], "overrid": [], "lsp": [], "violat": [], "support": [], "str": [], "os": [], "pathlik": [], "bufferediobas": [], "abstractdatastor": [], "643": 6, "_normalize_path": [], "netcdf4datastor": [], "645": [], "646": [], "649": [], "650": [], "654": [], "656": [], "store_entrypoint": [], "storebackendentrypoint": [], "close_on_error": [], "cl": [], "lock_mak": [], "dict": [], "402": [], "manag": [], "405": [], "406": [], "354": [], "__init__": [], "_group": [], "_mode": [], "data_model": [], "_filenam": [], "356": [], "is_remot": [], "is_remote_uri": [], "414": [], "properti": [], "_acquir": [], "410": [], "409": [], "_manag": [], "acquire_context": [], "root": [], "_nc4_require_group": [], "412": [], "contextlib": [], "_generatorcontextmanag": [], "__enter__": [], "del": [], "arg": [], "kwd": [], "func": [], "gen": [], "138": [], "stopiter": [], "rais": [7, 9], "runtimeerror": [], "didn": [], "yield": [], "199": [], "196": [], "contextmanag": [], "198": [], "context": 7, "acquir": [], "copi": [], "_open": [], "_arg": [], "218": [], "219": [], "ensur": [], "overridden": [], "220": [], "src": [], "pyx": [], "2486": [], "2011": [], "genexpr": [], "util": [], "_find_dim": [], "grp": [], "dimnam": [], "_sortbylist": [], "instanc": [], "initi": 6, "dataframes_list": 6, "profile_df": 6, "master_df": 6, "concat": 6, "reset": 6, "reset_index": 6, "inplac": 6, "exclud": 6, "128197": 6, "0032": 6, "32028": 6, "3362": 6, "722": 6, "003799": 6, "0427": 6, "25t03": 6, "53z": 6, "32029": 6, "3363": 6, "32030": 6, "3364": 6, "32031": 6, "3365": 6, "32032": 6, "3366": 6, "32033": 6, "profile_data": 6, "transpos": 6, "theb": 6, "result": 6, "19t14": 6, "47z": 6, "20t13": 6, "18z": 6, "20t19": 6, "22t13": 6, "23t06": 6, "20z": 6, "23t09": 6, "55z": [3, 6], "24t01": 6, "24t14": 6, "40z": 6, "782": 6, "960": 6, "551": 6, "535": 6, "528": 6, "620": 6, "456": 6, "958": 6, "541": 6, "524": 6, "630": 6, "950": 6, "498": 6, "829": 6, "547": 6, "440": 6, "956": 6, "732": 6, "973": 6, "875": 6, "452": 6, "552": [6, 9], "549": 6, "550": [6, 9], "961": 6, "733": 6, "976": 6, "708": 6, "627": 6, "719": 6, "3367": 6, "3368": 6, "3369": 6, "3370": 6, "multiindex": 6, "from_tupl": 6, "499802": 6, "595802": 6, "693001": 6, "764503": 6, "812202": 6, "914703": 6, "000198": 6, "000000": 6, "400002": 6, "512199": 6, "480003": 6, "732498": 6, "547798": 6, "546700": 6, "542503": 6, "542702": 6, "000999": 6, "981697": 6, "003200": 6, "219801": 6, "756800": 6, "303699": 6, "617298": 6, "897999": 6, "516300": 6, "002300": 6, "999699": 6, "999802": 6, "814499": 6, "202499": 6, "121498": 6, "858700": 6, "795000": 6, "891500": 6, "846001": 6, "982201": 6, "979000": 6, "042700": 6, "take": 9, "identifi": [], "transect_dataset": [], "scipi": 9, "interpol": [], "griddata": [], "meshgrid": [], "x_mesh": [], "y_mesh": [], "flatten": [], "flat_x": [], "flat_i": [], "flat_z_temp": [], "flat_z_psal": [], "zi_temp": [], "linear": [], "zi_psal": [], "contourf": [], "cmap": [], "rdylbu_r": [], "colorbar": [], "xlabel": [], "ylabel": [], "gca": [], "invert_yaxi": [], "extra": 7, "secondari": 7, "relat": 7, "primari": 7, "dedic": 7, "017": 7, "014": 7, "deriv": 7, "014xarrai": 7, "5coordin": 7, "50standard_nam": 7, "depthunit": 7, "014standard_nam": 7, "bottlesunit": 7, "space": 7, "term": 7, "chla_flag_possible_valu": 7, "chla_flag_mean": 7, "missing_valu": 7, "wonder": 7, "adher": [7, 10], "v": 7, "oceansites_data_format_reference_manu": 7, "pdf": 7, "chla_flag": 7, "chlorophyll_a_quality_flag": 7, "1xarrai": [7, 8], "int641": 7, "search": 7, "flag_valu": 7, "valid_rang": 7, "invalid": 7, "quality_flag": 7, "qualityinform": 7, "bad_": 7, "127xarrai": 7, "flagstandard_nam": 7, "quality_flagflag_valu": 7, "missing_valuevalid_rang": 7, "qualityinformation_fillvalu": 7, "4xarrai": 7, "physicalmeasurementancillary_vari": 7, "chlorophyll_a_quality_flagsarrai": 7, "1long_nam": 7, "127arrai": 7, "suppos": [7, 8], "good_quality_chlorophyll_a": 7, "chlorophyll_a_quality_flagsxarrai": 7, "014arrai": 7, "filtered_volum": 7, "covereage_content_typ": 7, "auxiliaryinform": 7, "filtered_volumearrai": 7, "valuesunit": 7, "lcovereage_content_typ": 7, "auxiliaryinformation_fillvalu": 7, "expand": 7, "At": 7, "commun": 7, "suggest": 7, "github": 7, "repositori": 7, "guidelin": 7, "construct": 7, "melt": 8, "confus": 8, "leap": 8, "epoch": 8, "calcul": 8, "get_days_since_epoch": 8, "days_since_epoch": 8, "first_day_of_month": 8, "date": 8, "days_since_epoch_2023": 8, "19358": 8, "19389": 8, "19417": 8, "19448": 8, "19478": 8, "19509": 8, "19539": 8, "19570": 8, "19601": 8, "19631": 8, "19662": 8, "19692": 8, "maximum_monthly_temperatur": 8, "air_temperatur": 8, "celsiu": 8, "12coordin": 8, "int6419358": 8, "19692standard_nam": 8, "timelong_nam": 8, "monthsunit": 8, "01coverage_content_typ": 8, "float644": 8, "1standard_nam": 8, "air_temperaturelong_nam": 8, "monthunit": 8, "celsiuscoverage_content_typ": 8, "time_bounds_2d_arrai": 8, "738521": 8, "738551": 8, "738552": 8, "738579": 8, "738580": 8, "738610": 8, "738611": 8, "738640": 8, "738641": 8, "738671": 8, "738672": 8, "738701": 8, "738702": 8, "738732": 8, "738733": 8, "738763": 8, "738764": 8, "738793": 8, "738794": 8, "738824": 8, "738825": 8, "738854": 8, "738855": 8, "738885": 8, "create_datafram": 8, "last_day_of_month": 8, "end_of_month": 8, "timedelta": 8, "toordin": 8, "df_2023": 8, "to_numpi": 8, "nv": 8, "expand_dim": 8, "time_bound": 8, "738885xarrai": 8, "2time": 8, "int64738521": 8, "738885arrai": 8, "readabl": 8, "cell_method": 8, "median": 8, "standard_devi": 8, "minimum_depth": 8, "maximum_depth": 8, "depths_2d_arrai": 8, "depth_bound": 8, "sea_ice_salin": 8, "cm": 8, "38xarrai": 8, "2depth": 8, "30standard_nam": 8, "coreunit": 8, "cmposit": 8, "downcoverage_content_typ": 8, "coordinatebound": 8, "depth_boundsarrai": 8, "float6435": 8, "sea_ice_salinitylong_nam": 8, "physicalmeasurementcell_method": 8, "meanarrai": 8, "38arrai": 8, "wind": 8, "speed": 8, "give": 8, "timestamps_hour": 8, "num_latitud": 8, "num_longitud": 8, "num_timestamp": 8, "purpos": 8, "mean_wind_spe": 8, "wind_speed_3d_arrai": 8, "syntaxerror": 8, "expect": 8, "valueerror": 9, "updat": 9, "plugin": 9, "guess_engin": 9, "555": 9, "556": 9, "store_spec": 9, "190": 9, "error_msg": 9, "found": 9, "match": 9, "io": 9, "compatible_engin": 9, "193": 9, "dev": 9, "en": 9, "stabl": 9, "194": 9, "did": [9, 10], "explicitli": 9, "via": 9, "paramet": 9, "xxxx": 9, "noth": 10, "experienc": 10, "necessarili": 10, "unless": 10, "content": 10, "anyth": 10, "me": 10, "ipython": [0, 1, 2, 3, 4, 5, 6], "youtubevideo": [0, 1, 2, 3, 4, 5, 6], "699jkjljgym": 0, "float64index": [], "67epsk7vkc4": 1, "0x7f9f6bb12710": [], "0x7f9f6b9dab10": [], "0x7f9f6af32b10": [], "0x7f9f6b9c17d0": [], "0x7f9f6af02b50": [], "0x7f9f6b8cab10": [], "0x7f9f6ac85090": [], "0x7f9f6a7eab90": [], "rgbqsqwvvcc": 2, "a5qvdsffqrm": 3, "int64index": [], "20xarrai": [], "int6429": [], "20arrai": [], "231750": [], "129292": [], "410052": [], "330582": [], "971523": [], "932541": [], "593607": [], "161767": [], "378726": [], "235372": [], "872576": [], "382029": [], "750375": [], "367724": [], "236008": [], "775534": [], "112016": [], "220890": [], "306293": [], "966600": [], "932082": [], "812490": [], "082101": [], "691867": [], "304471": [], "947043": [], "633124": [], "329237": [], "079605": [], "830769": [], "2317505": [], "12929166": [], "41005224": [], "33058212": [], "97152347": [], "93254122": [], "59360693": [], "16176728": [], "37872646": [], "23537203": [], "87257569": [], "38202933": [], "75037503": [], "3677238": [], "23600757": [], "11201583": [], "2208902": [], "30629333": [], "96659981": [], "93208171": [], "81248963": [], "0821011": [], "69186685": [], "30447062": [], "94704276": [], "63312379": [], "32923735": [], "07960516": [], "83076924": [], "83xarrai": [], "float6432": [], "83arrai": [], "20standard_nam": [], "83standard_nam": [], "50z": [], "1d6yc": 4, "r9abu": 4, "184": [], "841": [], "2974": [], "677arrai": [], "29730287e": [], "18388064e": [], "84126870e": [], "56442790e": [], "90060187e": [], "44388014e": [], "95966456e": [], "40762363e": [], "31694014e": [], "51275087e": [], "16819735e": [], "62330872e": [], "40742416e": [], "14762077e": [], "79284915e": [], "01051293e": [], "16061151e": [], "29909243e": [], "75218096e": [], "27168230e": [], "88721693e": [], "38707692e": [], "96226387e": [], "80554934e": [], "98887959e": [], "24501891e": [], "36546112e": [], "07094438e": [], "06233961e": [], "46946304e": [], "24506949e": [], "50248004e": [], "43653566e": [], "14645450e": [], "08341399e": [], "35929354e": [], "76140758e": [], "71579913e": [], "33713886e": [], "26769742e": [], "27904383e": [], "24184909e": [], "88826347e": [], "70736563e": [], "65547529e": [], "98053932e": [], "17139807e": [], "73460723e": [], "81360086e": [], "34001566e": [], "19950166e": [], "59636028e": [], "05243257e": [], "09143632e": [], "85208310e": [], "79346650e": [], "02312937e": [], "11876998e": [], "04482758e": [], "86798062e": [], "56657271e": [], "94124534e": [], "42693664e": [], "28691461e": [], "31397502e": [], "61323998e": [], "42297163e": [], "25514858e": [], "06918167e": [], "95938723e": [], "54825434e": [], "42841893e": [], "28539747e": [], "86420458e": [], "12106041e": [], "25708485e": [], "86740756e": [], "57397017e": [], "47975180e": [], "73957798e": [], "35661829e": [], "85600855e": [], "03330486e": [], "67270914e": [], "74448572e": [], "25694291e": [], "08876633e": [], "66224625e": [], "83830186e": [], "00908686e": [], "04318933e": [], "12058882e": [], "20644250e": [], "90411127e": [], "54570216e": [], "10171074e": [], "66007193e": [], "04787432e": [], "70406888e": [], "23991652e": [], "18968070e": [], "61545225e": [], "05730881e": [], "03952557e": [], "32812260e": [], "78212080e": [], "97392913e": [], "67731697e": [], "3144": [], "3719": [], "8918": [], "4086": [], "465": [], "6103": [], "896": [], "156": 4, "93xarrai": [], "6103arrai": [], "31442298": [], "37186486": [], "89175894": [], "35381091": [], "42298519": [], "86366941": [], "1285485": [], "67681026": [], "39359271": [], "33410271": [], "00645611": [], "75200655": [], "15326576": [], "79513939": [], "68948449": [], "63713208": [], "52040431": [], "73860617": [], "96929213": [], "41165139": [], "18418043": [], "29791374": [], "13166047": [], "70613258": [], "86748078": [], "06064639": [], "17431385": [], "91342961": [], "56467001": [], "3070612": [], "01995465": [], "96886991": [], "14103095": [], "42207916": [], "93437094": [], "337254": [], "56541698": [], "35730351": [], "32942897": [], "53332867": [], "03206663": [], "36138215": [], "88778958": [], "47663117": [], "00674575": [], "17763386": [], "70808259": [], "95813141": [], "21480453": [], "24928252": [], "8207419": [], "13466487": [], "64601279": [], "00580161": [], "96327407": [], "66660425": [], "44254703": [], "49016297": [], "95092752": [], "68402475": [], "0364008": [], "06979758": [], "41977257": [], "04157561": [], "1281028": [], "06032187": [], "55193326": [], "70960954": [], "90115042": [], "9172195": [], "83824067": [], "47241553": [], "88974885": [], "95111486": [], "55429091": [], "46400814": [], "08551224": [], "02608824": [], "96794298": [], "94370973": [], "41594332": [], "84143792": [], "29299434": [], "98005967": [], "41383606": [], "64756034": [], "7732397": [], "77791243": [], "89000761": [], "62021766": [], "5678002": [], "26946859": [], "95977585": [], "46112992": [], "28591536": [], "5122418": [], "21037796": [], "40858309": [], "46504583": [], "61029173": [], "32arrai": [], "4886676": [], "69594849": [], "66986479": [], "41193882": [], "44157423": [], "12362955": [], "04489245": [], "29082406": [], "35150729": [], "89282835": [], "71123523": [], "27510472": [], "29680328": [], "59369782": [], "50049578": [], "30981317": [], "82997181": [], "35292596": [], "57018977": [], "47020516": [], "58987988": [], "34881945": [], "30340812": [], "75712151": [], "6191108": [], "85901911": [], "99536768": [], "22273169": [], "6801014": [], "48733837": [], "9376388": [], "35225246": [], "71875448": [], "6857475": [], "78970585": [], "53077404": [], "27229314": [], "91939612": [], "69978416": [], "7626704": [], "0321003": [], "2170661": [], "70407666": [], "28380035": [], "69462638": [], "19398186": [], "26612459": [], "09551551": [], "386417": [], "71918709": [], "8714128": [], "81145388": [], "92874493": [], "30867711": [], "49774655": [], "81469496": [], "78803415": [], "92589985": [], "63294474": [], "30958577": [], "12174513": [], "02319782": [], "25171224": [], "27928716": [], "01900842": [], "47362155": [], "74019023": [], "98977177": [], "99254038": [], "05522188": [], "8384074": [], "26602948": [], "91698596": [], "66703283": [], "01188637": [], "45316157": [], "87164407": [], "76755194": [], "63381237": [], "02301107": [], "88713898": [], "97980869": [], "7572433": [], "02298939": [], "58749734": [], "21390231": [], "15090174": [], "34641485": [], "58187405": [], "65213606": [], "87908631": [], "48461782": [], "69251269": [], "33814681": [], "82255285": [], "99928075": [], "62515657": [], "79605527": [], "89569423": [], "31817245": [], "93arrai": [], "27783465": [], "34783037": [], "52111548": [], "48163785": [], "119": 4, "14248872": [], "04216903": [], "57894062": [], "45954283": [], "97742338": [], "64647313": [], "78087686": [], "05518552": [], "15504409": [], "94328509": [], "3598121": [], "133": [], "8364253": [], "23840394": [], "95640126": [], "82050608": [], "27098841": [], "81598617": [], "141": 4, "05617541": [], "00708664": [], "168": [], "5330412": [], "9728711": [], "45445806": [], "3493489": [], "59594725": [], "45915868": [], "37713145": [], "130": [], "16087052": [], "52662793": [], "83166087": [], "85676361": [], "0300951": [], "19004922": [], "45371835": [], "65166334": [], "8817983": [], "65190485": [], "150": 6, "48072339": [], "108": [], "32632087": [], "03233456": [], "04427618": [], "10789165": [], "85166448": [], "155": [], "00349857": [], "52174701": [], "51643572": [], "115": [], "77854528": [], "47674034": [], "25629079": [], "14108362": [], "158": 4, "03247498": [], "67216141": [], "80145001": [], "86778546": [], "6041007": [], "68193936": [], "179": 4, "89210633": [], "8977905": [], "05351228": [], "13634592": [], "50970035": [], "169": 4, "70491423": [], "10065381": [], "19168379": [], "41259146": [], "80621338": [], "42116845": [], "6330042": [], "161": [], "48308133": [], "110": 4, "47294083": [], "31392934": [], "96127887": [], "30403754": [], "59737932": [], "35736646": [], "59144555": [], "164": 4, "30690785": [], "51850223": [], "153": 4, "95081748": [], "69835412": [], "33730049": [], "4852469": [], "88767257": [], "82036629": [], "0741129": [], "54139585": [], "57985518": [], "8545144": [], "70140721": [], "104": [], "84149711": [], "43885724": [], "33594209": [], "22523239": [], "29241948": [], "11833095": [], "87986206": [], "93070919": [], "tjl23unmmwi": 5, "08t14": [], "12zcreator_typ": [], "0x7f824bb95090": [], "0x7f824bbca1d0": [], "0x7f824b10c390": [], "0x7f824b117f50": [], "0x7f824bab4750": [], "0x7f824af8a310": [], "0x7f824ae84090": [], "0x7f824b00c610": [], "filtered_dataset": 6, "round": 6, "sharei": 6, "sorted_latitud": 6, "enumer": 6, "set_ylim": 6, "set_xlim": 6, "ablrv5yuw2g": 6, "ancillari": 10, "ipykernel_20146": 0, "0x764db7e8b6d0": 1, "0x764dbc483890": 1, "0x764db7513550": 1, "0x764db7d2c750": 1, "0x764db7dcc750": 1, "0x764db7291490": 1, "0x764db7db9950": 1, "0x764db7204810": 1, "26xarrai": 3, "int6422": 3, "26arrai": 3, "622934": 3, "186991": 3, "659778": 3, "962803": 3, "973053": 3, "829801": 3, "142901": 3, "518671": 3, "802748": 3, "525282": 3, "090573": 3, "718817": 3, "332191": 3, "508175": 3, "106954": 3, "341605": 3, "938948": 3, "771296": 3, "559881": 3, "604378": 3, "683798": 3, "238045": 3, "082384": 3, "749449": 3, "781732": 3, "320444": 3, "400078": 3, "448881": 3, "752491": 3, "822533": 3, "62293383": 3, "18699116": 3, "65977827": 3, "96280268": 3, "97305267": 3, "82980051": 3, "14290084": 3, "5186714": 3, "80274767": 3, "52528155": 3, "09057322": 3, "71881746": 3, "33219077": 3, "50817531": 3, "1069542": 3, "34160461": 3, "93894806": 3, "7712962": 3, "55988121": 3, "60437791": 3, "68379801": 3, "23804545": 3, "08238447": 3, "74944872": 3, "78173197": 3, "32044399": 3, "40007812": 3, "44888098": 3, "7524908": 3, "82253346": 3, "82xarrai": 3, "float6433": 3, "82arrai": 3, "26standard_nam": 3, "82standard_nam": 3, "26t10": [3, 5], "888": 4, "589": 4, "04695": 4, "338": 4, "081arrai": 4, "88818134e": 4, "58890868e": 4, "69474954e": 4, "83543080e": 4, "54172596e": 4, "93015399e": 4, "68594212e": 4, "88378298e": 4, "05858670e": 4, "08039690e": 4, "74020310e": 4, "18569613e": 4, "86532510e": 4, "74522207e": 4, "96296043e": 4, "12354867e": 4, "12486882e": 4, "74989239e": 4, "57343433e": 4, "64842611e": 4, "21299059e": 4, "79800529e": 4, "85969327e": 4, "67863409e": 4, "75538315e": 4, "71464820e": 4, "34480066e": 4, "95255562e": 4, "06508783e": 4, "80317218e": 4, "21422462e": 4, "73460002e": 4, "73846640e": 4, "78360739e": 4, "08309716e": 4, "50199185e": 4, "87783075e": 4, "92044273e": 4, "89677079e": 4, "61791171e": 4, "96373154e": 4, "63982789e": 4, "96692925e": 4, "74009994e": 4, "11735719e": 4, "69391939e": 4, "69721949e": 4, "69197913e": 4, "70317132e": 4, "55154490e": 4, "11212726e": 4, "75779260e": 4, "62259851e": 4, "30234946e": 4, "51572235e": 4, "00526632e": 4, "29169572e": 4, "76603696e": 4, "57605304e": 4, "10286195e": 4, "37089411e": 4, "96808318e": 4, "58191352e": 4, "17816051e": 4, "67408076e": 4, "91684277e": 4, "50858571e": 4, "53768550e": 4, "08725100e": 4, "95910648e": 4, "23315768e": 4, "53190076e": 4, "00174052e": 4, "43696893e": 4, "83219749e": 4, "98788963e": 4, "11597550e": 4, "38553458e": 4, "79912820e": 4, "21156222e": 4, "69624984e": 4, "10169618e": 4, "60180829e": 4, "45450530e": 4, "98241431e": 4, "78634008e": 4, "50840426e": 4, "95372128e": 4, "30669326e": 4, "61181362e": 4, "96296900e": 4, "49587484e": 4, "47308265e": 4, "50826358e": 4, "15767051e": 4, "13030133e": 4, "71855377e": 4, "89502404e": 4, "71715487e": 4, "36148875e": 4, "04606215e": 4, "26085383e": 4, "98348855e": 4, "31903887e": 4, "35094174e": 4, "48483551e": 4, "33818075e": 4, "08111828e": 4, "3329": 4, "4155": 4, "3709": 4, "4563": 4, "09224": 4, "7694": 4, "131": 4, "3xarrai": 4, "7694arrai": 4, "33285677": 4, "4155039": 4, "37093072": 4, "45606355": 4, "50683271": 4, "95795897": 4, "68306427": 4, "87573181": 4, "74841622": 4, "77705353": 4, "23945779": 4, "54646109": 4, "91414616": 4, "93059699": 4, "04563068": 4, "10132994": 4, "63663083": 4, "9170739": 4, "12847232": 4, "64975713": 4, "17945373": 4, "81496431": 4, "34676954": 4, "20306613": 4, "78472754": 4, "03861684": 4, "02921649": 4, "85505413": 4, "07174849": 4, "81880977": 4, "39788916": 4, "96024437": 4, "04446023": 4, "37044437": 4, "55152247": 4, "46199134": 4, "09429793": 4, "41243587": 4, "13629261": 4, "63425324": 4, "76099274": 4, "05224709": 4, "28446705": 4, "91902257": 4, "56440988": 4, "5974424": 4, "63803844": 4, "69178446": 4, "47874095": 4, "99987412": 4, "39702582": 4, "52101963": 4, "45061567": 4, "17381988": 4, "93069719": 4, "47461558": 4, "82894683": 4, "45318022": 4, "33608896": 4, "5847378": 4, "24346803": 4, "93923915": 4, "52586706": 4, "2163484": 4, "0984927": 4, "51114414": 4, "765518": 4, "36520338": 4, "71946832": 4, "66404371": 4, "26666976": 4, "18721186": 4, "39986471": 4, "43360285": 4, "61057878": 4, "65731075": 4, "46334066": 4, "68574032": 4, "23258761": 4, "13028974": 4, "44000954": 4, "39244186": 4, "66245459": 4, "2744154": 4, "14964637": 4, "99562093": 4, "99545842": 4, "12460362": 4, "12850048": 4, "27731247": 4, "13176644": 4, "35176539": 4, "24685417": 4, "05234039": 4, "6465663": 4, "2668971": 4, "03765747": 4, "45632871": 4, "09223581": 4, "76938761": 4, "36arrai": 4, "50315833": 4, "42020081": 4, "96989953": 4, "43835593": 4, "17671789": 4, "17067328": 4, "51509334": 4, "26079376": 4, "5118935": 4, "51739563": 4, "03915363": 4, "99515354": 4, "9722685": 4, "57161477": 4, "84675146": 4, "25586669": 4, "6372377": 4, "03658723": 4, "12427258": 4, "80372611": 4, "31835361": 4, "78298818": 4, "22786286": 4, "32382825": 4, "41013062": 4, "56211268": 4, "14929147": 4, "65040882": 4, "46079914": 4, "91735405": 4, "50369455": 4, "26580417": 4, "65260006": 4, "48896276": 4, "34137123": 4, "55047656": 4, "51323257": 4, "30753705": 4, "8911952": 4, "74188594": 4, "81262808": 4, "82057906": 4, "39532539": 4, "41388767": 4, "89630919": 4, "2511039": 4, "1906468": 4, "00951708": 4, "65265796": 4, "74138301": 4, "73827924": 4, "05965929": 4, "55073991": 4, "4193654": 4, "23545403": 4, "3635754": 4, "29987055": 4, "14687394": 4, "76869678": 4, "00150584": 4, "7790196": 4, "69614163": 4, "82092607": 4, "30565127": 4, "82181226": 4, "72257287": 4, "73471533": 4, "41216809": 4, "08040955": 4, "04220532": 4, "66176991": 4, "35208156": 4, "40407879": 4, "18600916": 4, "91992678": 4, "56106067": 4, "28243783": 4, "58365776": 4, "50112074": 4, "10027868": 4, "51469972": 4, "58451732": 4, "031766": 4, "61541095": 4, "09150493": 4, "92683983": 4, "96963493": 4, "5665121": 4, "25009604": 4, "30804689": 4, "22665144": 4, "60804055": 4, "60977023": 4, "70954397": 4, "61100963": 4, "36895829": 4, "66432201": 4, "70201492": 4, "25237058": 4, "35660612": 4, "float64124": 4, "98210728": 4, "67794891": 4, "31559777": 4, "89239216": 4, "25297945": 4, "49141656": 4, "79096501": 4, "30370771": 4, "05682144": 4, "42005896": 4, "48696966": 4, "53079724": 4, "15278336": 4, "42928817": 4, "56732458": 4, "90057897": 4, "58084794": 4, "116": 4, "02877643": 4, "2201409": 4, "90529596": 4, "83239411": 4, "23810654": 4, "11250706": 4, "25412922": 4, "42642628": 4, "61803328": 4, "13895153": 4, "7050215": 4, "36318453": 4, "105": 4, "90750512": 4, "35487631": 4, "4293948": 4, "23808794": 4, "3971374": 4, "90794111": 4, "02611843": 4, "78056476": 4, "09193759": 4, "7608195": 4, "29294195": 4, "68907098": 4, "76101929": 4, "33784808": 4, "14686453": 4, "0491928": 4, "80618396": 4, "6371453": 4, "22814485": 4, "84394294": 4, "03157567": 4, "146": 4, "22708101": 4, "16414529": 4, "160": 4, "67468614": 4, "48977849": 4, "24021469": 4, "12708951": 4, "14368358": 4, "9764503": 4, "25064274": 4, "1679768": 4, "90651435": 4, "13480802": 4, "170": 4, "16383503": 4, "82410066": 4, "20210311": 4, "123954": 4, "85391965": 4, "17215125": 4, "171": 4, "49838621": 4, "22571005": 4, "48751658": 4, "67153278": 4, "46069422": 4, "52361996": 4, "52168394": 4, "54910291": 4, "85944867": 4, "53998671": 4, "16338844": 4, "43747108": 4, "3600699": 4, "38102866": 4, "83752108": 4, "33860474": 4, "83043944": 4, "50982666": 4, "4121749": 4, "96982145": 4, "16409133": 4, "03424478": 4, "2102088": 4, "43616478": 4, "66022144": 4, "59250527": 4, "39046976": 4, "111": 4, "97893875": 4, "18888809": 4, "50816627": 4, "54160387": 4, "31937214": 4, "02zcreator_typ": 5}, "objects": {}, "objtypes": {}, "objnames": {}, "titleterms": {"01": 0, "open": [0, 1], "understand": 0, "import": 0, "some": [0, 4], "data": [0, 2, 3, 4, 5, 6, 7, 8, 9], "from": [0, 3, 6, 9, 10], "opendap": 0, "global": [0, 3, 5], "attribut": [0, 3, 5], "dimens": [0, 1, 2, 3], "cordin": 0, "variabl": [0, 1, 2, 3, 7], "cite": 0, "02": 1, "creat": [1, 3, 5, 9], "plot": [1, 6], "file": [1, 3, 4, 5, 6, 9], "one": [1, 5], "2d": [1, 3], "e": [1, 3], "g": [1, 3], "map": 1, "03": 2, "extract": [2, 9], "differ": [2, 5], "format": 2, "1": 2, "numpi": 2, "arrai": [2, 3], "panda": [2, 3], "datafram": [2, 3], "multipl": [2, 3, 4, 5, 6, 8], "ctd": 2, "publish": [2, 4], "cruis": 2, "04": 3, "cf": [3, 5], "netcdf": [3, 4, 5, 6, 9, 10], "initialis": 3, "your": [3, 4, 5], "xarrai": 3, "dataset": 3, "object": 3, "coordin": 3, "our": 3, "ar": 3, "time": [3, 4, 5], "seri": [3, 4], "10": [3, 9], "point": [3, 4], "timestamp": 3, "we": [3, 4], "have": [3, 4, 8], "1d": 3, "depth": 3, "profil": [3, 4], "grid": [3, 4], "latitud": 3, "longitud": 3, "exampl": [3, 7], "3d": 3, "metadata": 3, "export": 3, "check": 3, "05": 4, "how": [4, 5], "structur": 4, "you": [4, 8], "what": 4, "consid": 4, "an": 4, "appropri": 4, "level": 4, "granular": 4, "learn": 4, "about": 4, "A": [4, 5], "instrument": 4, "move": 4, "multidimension": 4, "random": 4, "space": 4, "ungrid": 4, "final": 4, "rule": 4, "thumb": 4, "06": 5, "go": 5, "refresh": 5, "singl": 5, "quick": 5, "introduct": 5, "loop": [5, 6], "through": [5, 6], "csv": [5, 6], "contain": 5, "each": 5, "json": 5, "yaml": 5, "same": 5, "07": 6, "combin": 6, "introduc": 6, "all": 6, "xlsx": 6, "08": 7, "ancillari": 7, "basic": 7, "without": 7, "assign": 7, "qualiti": 7, "statu": 7, "flag": 7, "retriev": 7, "onli": 7, "good_qual": 7, "other": 7, "09": 8, "cell": 8, "method": 8, "maximum": 8, "monthli": 8, "temperatur": 8, "ic": 8, "core": 8, "when": 8, "bound": 8, "group": 9, "python": 10, "beginn": 10, "pro": 10, "access": 6, "subset": 6, "togeth": 6}, "envversion": {"sphinx.domains.c": 2, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 6, "sphinx.domains.index": 1, "sphinx.domains.javascript": 2, "sphinx.domains.math": 2, "sphinx.domains.python": 3, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.intersphinx": 1, "sphinx": 56}}) \ No newline at end of file +Search.setIndex({"docnames": ["01_opening_and_understanding", "02_creating_plots", "03_extracting_data_to_different_formats", "04_creating_a_cfnetcdf_file", "05_how_to_structure_your_NetCDF_file_or_files", "06_creating_multiple_cfnetcdf_files_in_one_go", "07_combing_data_from_multiple_netcdf_files", "08_ancillary_variables", "09_cells_and_cell_methods", "intro"], "filenames": ["01_opening_and_understanding.ipynb", "02_creating_plots.ipynb", "03_extracting_data_to_different_formats.ipynb", "04_creating_a_cfnetcdf_file.ipynb", "05_how_to_structure_your_NetCDF_file_or_files.ipynb", "06_creating_multiple_cfnetcdf_files_in_one_go.ipynb", "07_combing_data_from_multiple_netcdf_files.ipynb", "08_ancillary_variables.ipynb", "09_cells_and_cell_methods.ipynb", "intro.md"], "titles": ["01: Opening and understanding", "02: Creating Plots", "03: Extracting data to different formats", "04: Creating a CF-NetCDF file", "05: How to structure you NetCDF file or files", "06: Creating multiple CF-NetCDF files in one go", "07: Combining data from multiple netcdf files", "08: Ancillary variables", "09: Cells and cell methods", "NetCDF in Python: From beginner to pro"], "terms": {"In": [0, 2, 3, 4, 5, 6, 7, 8], "thi": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9], "notebook": [0, 2, 4, 5, 6], "we": [0, 1, 2, 5, 6, 7, 8], "go": [0, 1, 3, 4, 6, 9], "through": [0, 1, 2, 3, 4], "how": [0, 1, 2, 3, 6, 7, 8, 9], "netcdf": [0, 1, 2, 7, 8], "file": [0, 2, 7, 9], "us": [0, 1, 2, 3, 4, 5, 6, 7, 8], "python": [0, 1, 3, 4, 5, 6], "also": [0, 1, 2, 3, 4, 7, 8, 9], "try": [0, 1, 2, 3, 4], "extract": [0, 3, 5, 6, 9], "metadata": [0, 1, 4, 5, 7, 8], "firstli": [0, 1, 3, 4, 5], "let": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9], "s": [0, 1, 2, 3, 4, 5, 6, 7, 8], "modul": [0, 3, 4], "work": [0, 2, 3, 4, 5, 6, 7, 9], "xarrai": [0, 1, 2, 4, 5, 6, 7, 8], "xr": [0, 1, 2, 3, 4, 5, 6, 7, 8], "For": [0, 1, 2, 3, 4, 5, 6, 7], "object": [0, 1, 2, 4, 6, 8], "have": [0, 1, 2, 5, 6, 7, 8, 9], "you": [0, 1, 2, 3, 5, 6, 7, 8, 9], "heard": [0, 4], "run": [0, 3], "cell": [0, 3, 9], "below": [0, 1, 3, 4, 5, 6, 8, 9], "which": [0, 2, 3, 4, 5, 6, 7], "stand": 0, "sourc": [0, 5], "project": [0, 1, 2, 3, 4, 5, 6], "network": [0, 1, 2, 4], "access": [0, 1, 2, 4, 5], "protocol": [0, 1], "make": [0, 1, 3, 4, 5, 6, 7, 8, 9], "easier": [0, 2, 3, 4, 6], "share": 0, "scientif": [0, 7], "over": [0, 1, 2, 3, 4], "internet": 0, "One": [0, 2, 3, 4, 5], "advantag": [0, 3, 4], "don": [0, 2, 3, 4, 6, 7], "t": [0, 1, 2, 3, 4, 6, 7, 8], "need": [0, 1, 2, 3, 4, 5, 6, 7, 8], "download": [0, 4, 6], "them": [0, 1, 2, 3, 4, 5, 7, 9], "netcdf_fil": [0, 1, 2, 3, 5], "http": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9], "opendap1": [0, 1, 2, 6], "nodc": [0, 1, 2, 6], "physic": [0, 2, 6], "point": [0, 1, 2, 5, 6, 8], "cruis": [0, 1, 4, 6], "nansen_legaci": [0, 1, 2, 6], "single_profil": [0, 2, 6], "nmdc_nansen": [0, 2, 6], "legacy_pr_ct_58us_2021708": [0, 2, 6], "ctd_station_p1_nleg01": [0, 2, 6], "1_": [0, 2, 6], "_nansen_legacy_cruise_": [0, 2, 6], "_2021_joint_cruise_2": [0, 2, 6], "1": [0, 1, 3, 4, 5, 6, 7, 8], "nc": [0, 1, 2, 3, 5, 6], "xrd": [0, 1, 2, 3, 4, 5, 6, 7, 8], "open_dataset": [0, 1, 2, 6], "lt": [0, 1, 2, 3, 4, 5, 6, 7, 8], "dataset": [0, 1, 2, 4, 5, 6, 7, 8], "gt": [0, 1, 2, 3, 4, 5, 6, 7, 8], "pre": [0, 2, 3, 6], "320": [0, 2], "coordin": [0, 1, 2, 4, 5, 6, 7, 8], "float32": [0, 1, 2, 3, 6], "0": [0, 1, 2, 3, 4, 5, 6, 7, 8], "2": [0, 1, 2, 3, 4, 5, 6, 7, 8], "3": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9], "4": [0, 1, 2, 3, 4, 5, 6, 7, 8], "317": [0, 1, 2], "318": [0, 2], "319": [0, 2, 6], "12": [0, 1, 2, 3, 4, 5, 6, 8], "33": [0, 1, 2, 3, 4, 6], "pres_qc": [0, 2, 6], "temp": [0, 1, 2, 4, 6], "psal": [0, 2, 6], "flu2": [0, 2, 6], "cndc": [0, 2, 6], "den": [0, 2, 6], "oxyocpvl": [0, 2, 6], "1_qc": [0, 2, 6], "spar_qc": [0, 2, 6], "par_qc": [0, 2, 6], "2_qc": [0, 2, 6], "attnzs01_qc": [0, 2, 6], "73": [0, 2, 3, 4, 5, 6], "qc_manual": [0, 2, 6], "recommend": [0, 2, 3, 4, 6, 8], "situ": [0, 1, 2, 6], "Near": [0, 2, 6], "re": [0, 2, 6], "contact": [0, 2, 6], "datahjelp": [0, 1, 2, 6], "hi": [0, 2, 6], "distribution_stat": [0, 2, 6], "These": [0, 1, 2, 3, 4, 6], "ar": [0, 1, 2, 4, 5, 6, 7, 8, 9], "public": [0, 1, 2, 6], "free": [0, 2, 6, 8], "charg": [0, 2, 6], "naming_author": [0, 1, 2, 3, 5, 6], "uni": [0, 1, 2, 3, 6], "licens": [0, 2, 3, 5, 6], "creativecommon": [0, 2, 3, 5, 6], "org": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9], "data_assembly_cent": [0, 2, 6], "imr": [0, 1, 2, 6], "station_nam": [0, 2, 5, 6], "p1": [0, 2], "nleg01": [0, 2], "_ncproperti": [0, 1, 2, 6], "version": [0, 1, 2, 3, 6], "6": [0, 1, 2, 3, 4, 6, 7, 8], "hdf5": [0, 1, 2, 6], "10": [0, 1, 2, 4, 5, 6, 7, 8], "5": [0, 1, 2, 3, 4, 5, 6, 7, 8], "date_cr": [0, 1, 2, 3, 5], "2022": [0, 1, 2, 3, 6], "08": [0, 1, 2, 4, 6, 9], "08t12": [0, 2, 6], "44": [0, 2, 4, 6], "34z": [0, 2], "doi": [0, 1, 2, 4, 6], "21335": [0, 1, 2, 6], "nmdc": [0, 1, 2, 6], "2085836005": [0, 2, 6], "p1_nleg01": [0, 2], "titl": [0, 1, 2, 3, 5], "_nansen_legacy_": [0, 2], "metadata_link": [0, 2, 6], "datasetdimens": [0, 1, 2, 3, 4, 5, 6, 7, 8], "320coordin": [0, 2], "float321": [0, 2], "0axi": [0, 1, 2, 6], "zuncertainti": [0, 2, 6], "comment": [0, 1, 2, 6], "ancillary_vari": [0, 2, 6, 7], "pres_qcstandard_nam": [0, 2, 6], "sea_water_pressurelong_nam": [0, 2, 5, 6], "sea": [0, 1, 2, 3, 4, 5, 6, 7, 8], "pressureunit": [0, 2, 5, 6], "dbarposit": [0, 2, 6], "downdata_mod": [0, 2, 6], "dcoverage_content_typ": [0, 2, 6], "physicalmeasurementarrai": [0, 2, 3, 5, 6, 7, 8], "dtype": [0, 1, 2, 3, 4, 5, 6, 7, 8], "convent": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9], "copernicu": [0, 2, 6], "marin": [0, 1, 2, 6], "refer": [0, 1, 2, 6, 7], "tabl": [0, 1, 2, 3, 6, 7], "2valid_min": [0, 2, 6], "0valid_max": [0, 1, 2, 6], "9flag_valu": [0, 2, 6], "7": [0, 1, 2, 3, 4, 5, 6, 7, 8], "8": [0, 1, 2, 3, 4, 6, 7, 8], "9": [0, 2, 3, 4, 6, 7], "flag_mean": [0, 2, 6, 7], "no_qc_perform": [0, 2, 6, 7], "good_data": [0, 2, 6, 7], "probably_good_data": [0, 2, 6, 7], "bad_data_that_are_potentially_correct": [0, 2, 6, 7], "bad_data": [0, 2, 6, 7], "value_chang": [0, 2, 6, 7], "value_below_detect": [0, 2, 6, 7], "nominal_valu": [0, 2, 6, 7], "interpolated_valu": [0, 2, 6, 7], "missing_valuelong_nam": [0, 2, 6], "pressur": [0, 2, 5, 6], "qualiti": [0, 2, 5, 6], "flag": [0, 2, 6], "valu": [0, 1, 2, 3, 4, 5, 6, 7, 8], "standard_nam": [0, 1, 2, 3, 5, 6, 7, 8], "sea_water_temperaturelong_nam": [0, 2, 3, 5, 6], "temperatureunit": [0, 2, 6], "degrees_cvalid_min": [0, 2, 6], "5valid_max": [0, 1, 2, 6], "40": [0, 1, 2, 4, 5, 6, 7], "0ancillary_vari": [0, 2, 6], "temp_qc": [0, 2, 6], "data_mod": [0, 2, 6], "physicalmeasur": [0, 1, 2, 3, 5, 6, 7, 8], "sea_water_practical_salinitylong_nam": [0, 2, 6], "practic": [0, 2, 3, 4, 5, 6], "salinityunit": [0, 2, 6], "001valid_min": [0, 2, 6], "41": [0, 2, 4, 6], "psal_qc": [0, 2, 6], "mass_concentration_of_chlorophyll_a_in_sea_waterlong_nam": [0, 1, 2, 3, 6, 7], "chlorophyl": [0, 1, 2, 6, 7], "fluorescenceunit": [0, 2, 6], "mg": [0, 2, 6], "m": [0, 1, 2, 3, 4, 5, 6], "3valid_min": [0, 2, 6], "100": [0, 2, 3, 4, 6], "flu2_qc": [0, 2, 6], "rcomment": [0, 2, 6], "fluoresc": [0, 2, 6], "wet": [0, 2, 6], "lab": [0, 2, 6], "eco": [0, 2, 6], "afl": [0, 2, 6], "fl": [0, 2, 6], "coverage_content_typ": [0, 2, 3, 5, 6, 7, 8], "sea_water_electrical_conductivitylong_nam": [0, 2, 6], "electr": [0, 2, 6], "conductivityunit": [0, 2, 6], "1valid_min": [0, 2, 6], "50": [0, 1, 2, 3, 4, 5, 6, 7], "cndc_qc": [0, 2, 6], "sea_water_sigma_thetalong_nam": [0, 2, 6], "densiti": [0, 2, 6], "sigma": [0, 2, 6], "theta": [0, 2, 6], "unit": [0, 1, 2, 3, 5, 6, 7, 8], "kg": [0, 2, 6], "20": [0, 1, 2, 3, 4, 6, 7, 8], "dens_qc": [0, 2, 6], "svel": [0, 2, 6], "speed_of_sound_in_sea_waterlong_nam": [0, 2, 6], "sound": [0, 2, 4, 6], "velocityunit": [0, 2, 6], "1000": [0, 2, 4, 6], "svel_qc": [0, 2, 6], "veloc": [0, 2, 6], "chen": [0, 2, 6], "millero": [0, 2, 6], "ccomd003": [0, 2, 6], "concentration_of_colored_dissolved_organic_matter_in_sea_water_expressed_as_equivalent_mass_fraction_of_quinine_sulfate_dihydratelong_nam": [0, 2, 6], "cdom": [0, 2, 6], "gelbstoff": [0, 2, 6], "per": [0, 2, 5, 6, 8], "volum": [0, 1, 2, 6, 7], "water": [0, 1, 2, 4, 5, 6, 7], "bodi": [0, 2, 6], "fluorometerunit": [0, 2, 6], "ccomd003_qc": [0, 2, 6], "dox1": [0, 2, 6], "volume_fraction_of_oxygen_in_sea_waterlong_nam": [0, 2, 6], "dissolv": [0, 2, 6], "oxygenunit": [0, 2, 6], "ml": [0, 2, 6], "l": [0, 1, 2, 6, 7], "oxygen": [0, 2, 6], "sbe": [0, 2, 6], "43": [0, 2, 4, 6], "ws": [0, 2, 6], "2coverage_content_typ": [0, 2, 6], "dox2": [0, 2, 6], "moles_of_oxygen_per_unit_mass_in_sea_waterlong_nam": [0, 2, 6], "302": [0, 1, 2, 6], "265mol": [0, 2, 6], "sbox0mm": [0, 2, 6], "kgcoverage_content_typ": [0, 2, 6], "conduct": [0, 2, 6], "x27": [0, 1, 2, 3, 4, 5, 6, 7, 8], "342": [0, 1, 2, 6], "200": [0, 1, 2, 6], "231long_nam": [0, 2, 6], "raw": [0, 2, 6], "signal": [0, 2, 6], "voltag": [0, 2, 6], "instrument": [0, 2, 5, 6], "output": [0, 2, 4, 6], "sensounit": [0, 2, 6], "vvalid_min": [0, 2, 6], "43coverage_content_typ": [0, 2, 6], "spar": [0, 2, 6], "photosynthet": [0, 2, 6], "activ": [0, 2, 6], "radiationunit": [0, 2, 6], "316": [0, 2, 6], "274mol": [0, 2, 6], "10000": [0, 2, 6], "surfac": [0, 1, 2, 4, 6], "irradiancecoverage_content_typ": [0, 2, 6], "par": [0, 2, 6], "irradi": [0, 2, 6], "biospher": [0, 2, 6], "licorcoverage_content_typ": [0, 2, 6], "salin": [0, 2, 3, 5, 6, 8], "psu": [0, 2, 5, 6], "temperatur": [0, 1, 2, 3, 4, 5, 6], "ITS": [0, 2, 6], "68": [0, 2, 4, 5, 6], "deg": [0, 2, 6], "c": [0, 2, 6], "attnzs01": [0, 2, 6], "transmissomet": [0, 2, 6], "calibr": [0, 2, 6], "zero": [0, 2, 6], "clear": [0, 2, 3, 4, 6], "waterunit": [0, 2, 5, 6], "valid_min": [0, 2, 6, 7], "beam": [0, 2, 6], "transmiss": [0, 2, 6], "star": [0, 2, 6], "fluoromet": [0, 2, 6], "senso": [0, 2, 6], "radiat": [0, 2, 6], "index": [0, 1, 2, 3, 4, 5, 6, 7, 8], "prespandasindexpandasindex": [0, 2, 6], "311": [0, 2, 6], "312": [0, 1, 2], "313": [0, 2], "314": [0, 2], "315": [0, 2, 6], "name": [0, 1, 2, 3, 4, 5, 6, 7, 8], "length": [0, 1, 2, 3, 4, 6, 7], "real": [0, 2, 6], "time": [0, 1, 2, 6, 7, 8], "control": [0, 2, 5, 6], "13155": [0, 2, 6], "36230contact": [0, 2, 6], "nodistribution_stat": [0, 2, 6], "user": [0, 2, 3, 4, 5, 6, 7, 8, 9], "assum": [0, 2, 3, 6], "all": [0, 1, 2, 3, 4, 5], "risk": [0, 2, 6], "must": [0, 2, 3, 6], "displai": [0, 1, 2, 3, 4, 5, 6], "citat": [0, 1, 2, 4, 6], "ani": [0, 2, 3, 4, 5, 6, 7, 8], "product": [0, 2, 6], "pi": [0, 2, 6], "prior": [0, 2, 6], "commerci": [0, 2, 6], "unislicens": [0, 2, 6], "imrupdate_interv": [0, 2, 6], "voidarea": [0, 2, 6], "arctic": [0, 2, 3, 6], "oceanauthor": [0, 2, 6], "cf": [0, 1, 2, 4, 6, 7, 8, 9], "acdd": [0, 1, 2, 3, 4, 5, 6, 7, 9], "oceansit": [0, 2, 6, 7], "manual": [0, 2, 3, 5, 6, 7], "4data_mod": [0, 2, 6], "mcomment": [0, 2, 6], "descend": [0, 2, 6], "ctd": [0, 1, 4, 5, 6], "profilehistori": [0, 2, 6], "creat": [0, 2, 4, 6, 7, 8, 9], "51z": [0, 2, 6], "librari": [0, 1, 2, 6], "pythonnetcdf_vers": [0, 2, 6], "classic": [0, 2, 6], "modelquality_index": [0, 2, 6], "aquality_control_ind": [0, 2, 6], "0publisher_nam": [0, 2, 6], "elisabeth": [0, 2, 6], "jonespublisher_email": [0, 2, 6], "nowmo_platform_cod": [0, 2, 6], "ices_platform_cod": [0, 2, 6], "site_cod": [0, 2, 6], "bottom_depth": [0, 2, 6], "wmo_inst_typ": [0, 2, 6], "geospatial_vertical_posit": [0, 2, 6], "downplatform_cod": [0, 2, 6], "58usplatform_nam": [0, 2, 6], "kronprin": [0, 2, 6], "haakonsourc": [0, 2, 6], "research": [0, 1, 2, 6], "vesselinstitution_countri": [0, 2, 6], "norwaysource_platform_category_cod": [0, 2, 6], "31data_typ": [0, 2, 6], "vertic": [0, 2, 3, 4, 6, 8], "profilecdm_data_typ": [0, 2, 6], "profileinstru": [0, 2, 6], "seabirdkeyword": [0, 2, 6], "earth": [0, 1, 2, 6], "scienc": [0, 1, 2, 6, 7], "ocean": [0, 1, 2, 6], "optic": [0, 2, 6], "acoust": [0, 2, 6], "conductivitykeywords_vocabulari": [0, 2, 6], "gcmd": [0, 1, 2, 6], "keywordsid": [0, 2, 6], "legacy_pr_ct_58us_2021708_p1_": [0, 2], "time_coverage_start": [0, 2, 3, 5, 6], "2021": [0, 1, 2, 6], "07": [0, 1, 2, 9], "14t08": [0, 2], "14": [0, 2, 3, 4, 6, 8], "43ztime_coverage_end": [0, 2], "43zdate_upd": [0, 2], "51zgeospatial_lat_min": [0, 2, 6], "76": [0, 2, 4, 6], "0geospatial_lat_max": [0, 2], "0geospatial_lon_min": [0, 2], "31": [0, 2, 3, 4, 5, 6], "2197geospatial_lon_max": [0, 2], "2197geospatial_vertical_min": [0, 2], "0geospatial_vertical_max": [0, 1, 2, 6], "321": [0, 2, 6], "0citat": [0, 2, 6], "were": [0, 2, 3, 4, 5, 6], "collect": [0, 1, 2, 3, 4, 5, 6], "made": [0, 2, 4, 6], "freeli": [0, 2, 6], "avail": [0, 1, 2, 4, 6], "nansen": [0, 1, 2, 6], "legaci": [0, 1, 2, 6], "program": [0, 2, 6], "contribut": [0, 2, 4, 6], "The": [0, 1, 2, 3, 4, 5, 6, 7, 9], "rcn": [0, 1, 2, 6], "276730": [0, 1, 2, 6], "2085836005featuretyp": [0, 2, 6], "profilesummari": [0, 2, 6], "joint": [0, 1, 2, 6], "address": [0, 2, 4, 6], "packag": [0, 2, 6], "driver": [0, 2, 6], "foci": [0, 2, 6], "human": [0, 2, 4, 6], "impact": [0, 2, 6], "live": [0, 2, 6], "barent": [0, 2, 6], "along": [0, 2, 6], "transect": [0, 2, 6], "within": [0, 2, 3, 4, 6, 8], "ic": [0, 2, 6], "focuss": [0, 2, 6], "compar": [0, 2, 6], "state": [0, 2, 3, 6, 7, 8], "chemic": [0, 2, 6], "biolog": [0, 2, 6], "condit": [0, 2, 6], "southern": [0, 2, 6], "northern": [0, 2, 6], "part": [0, 1, 2, 4, 6], "studi": [0, 2, 6], "area": [0, 2, 5, 6], "publish": [0, 3, 5, 6, 7, 9], "whole": [0, 2, 3, 6], "chang": [0, 1, 2, 6], "pi_nam": [0, 1, 2], "elizabeth": [0, 2], "jonesinstitut": [0, 2], "institut": [0, 1, 2, 3, 5, 6], "researchinstitution_edmo_cod": [0, 2, 6], "1351institution_refer": [0, 2, 6], "www": [0, 1, 2, 3, 6, 7], "hicreator_institut": [0, 2], "researchcreator_nam": [0, 2, 6], "jonescreator_typ": [0, 2, 6], "personcreator_email": [0, 2, 6], "nocreator_url": [0, 1, 2, 6], "hipublish": [0, 2, 6], "norwegian": [0, 1, 2, 3, 6], "centr": [0, 1, 2, 3, 4, 5, 6], "nmd": [0, 2, 6], "publisher_url": [0, 2, 3, 5, 6], "hiacknowledg": [0, 2, 6], "fund": [0, 1, 2, 6], "council": [0, 1, 2, 6], "norwai": [0, 2, 6], "inform": [0, 1, 2, 3, 6, 7, 8], "about": [0, 2, 3, 5, 6, 7, 9], "process": [0, 1, 2, 3, 4, 5, 6], "pleas": [0, 1, 2, 6], "luke": [0, 1, 2, 3, 6], "marsden": [0, 1, 2, 3, 6], "nleg": [0, 2, 6], "nocruisenumb": [0, 2, 6], "2021708cruisenam": [0, 2, 6], "1geospatial_vertical_unit": [0, 2, 6], "dbargeospatial_vertical_resolut": [0, 2, 6], "dbarpi_email": [0, 2, 6], "jone": [0, 2], "nopi_institut": [0, 2, 6], "researchstation_nam": [0, 2], "5date_cr": [0, 2], "34zdoi": [0, 2], "1titl": [0, 2], "1metadata_link": [0, 2], "break": [0, 5, 6], "down": [0, 3, 5, 6, 7, 8], "what": [0, 1, 2, 3, 5, 8], "see": [0, 1, 2, 3, 4, 7], "abov": [0, 1, 2, 3, 4], "A": [0, 1, 2, 3, 6, 7, 8], "like": [0, 3, 4, 5, 6, 8], "one": [0, 2, 3, 4, 6, 8, 9], "can": [0, 1, 2, 3, 4, 5, 6, 7, 8], "broken": 0, "compon": 0, "sometim": [0, 2, 4, 8], "thei": [0, 2, 3, 4, 5, 6, 8], "separ": [0, 2, 4, 5, 6, 7], "here": [0, 1, 2, 3, 4, 5, 7, 8, 9], "differ": [0, 3, 4, 6, 7, 9], "softwar": [0, 3], "might": [0, 2, 3, 4, 5, 7, 8], "togeth": [0, 1, 2, 4, 5], "now": [0, 1, 2, 3, 4, 5, 6, 7, 8], "closer": 0, "look": [0, 1, 2, 4, 5, 6, 7, 8], "each": [0, 1, 2, 3, 4, 6, 7, 8], "start": [0, 1, 2, 3, 5, 8], "bottom": 0, "describ": [0, 3, 4, 5, 6, 7], "dictionari": [0, 3, 5, 6], "attr": [0, 3, 5, 6, 7, 8], "36230": 0, "update_interv": 0, "void": 0, "author": [0, 3, 4], "profil": [0, 1, 2, 5, 6], "histori": [0, 2, 3, 5], "netcdf_vers": [0, 2], "model": [0, 4], "quality_index": 0, "quality_control_ind": 0, "publisher_nam": [0, 1, 3, 5], "publisher_email": [0, 1, 2, 3, 5], "wmo_platform_cod": 0, "platform_cod": 0, "58u": 0, "platform_nam": 0, "haakon": 0, "vessel": 0, "institution_countri": 0, "source_platform_category_cod": 0, "data_typ": 0, "cdm_data_typ": 0, "seabird": 0, "keyword": [0, 1, 3, 5], "keywords_vocabulari": [0, 1, 3, 5], "id": [0, 1, 2, 3, 5], "43z": 0, "time_coverage_end": [0, 3, 5], "date_upd": 0, "geospatial_lat_min": [0, 3, 5, 6], "geospatial_lat_max": [0, 3, 5], "geospatial_lon_min": [0, 3, 5, 6], "2197": 0, "geospatial_lon_max": [0, 3, 5], "geospatial_vertical_min": 0, "geospatial_vertical_max": 0, "featuretyp": [0, 2, 5], "summari": [0, 1, 2, 3, 5], "institution_edmo_cod": 0, "1351": 0, "institution_refer": 0, "creator_institut": [0, 3, 5], "creator_nam": [0, 1, 2, 3, 5], "creator_typ": [0, 2, 3, 5], "person": [0, 2, 3, 4, 5], "creator_email": [0, 2, 3, 5], "creator_url": [0, 2, 3, 5], "acknowledg": [0, 1, 2], "cruisenumb": [0, 1], "2021708": [0, 1], "cruisenam": [0, 1], "geospatial_vertical_unit": 0, "dbar": [0, 2, 5, 6], "geospatial_vertical_resolut": [0, 6], "pi_email": [0, 1, 6], "pi_institut": [0, 1, 6], "sinc": [0, 3, 8], "singl": [0, 1, 2, 3, 4, 6], "call": [0, 1, 8], "kei": [0, 3, 5, 6], "interest": [0, 4, 5, 6, 9], "probabl": 0, "most": [0, 2, 3, 4, 5, 6], "becaus": [0, 2, 4, 8, 9], "tell": [0, 3, 7], "machin": [0, 3, 4, 7, 8], "interpret": [0, 1, 3, 4], "rest": [0, 4, 6], "find": [0, 2, 3, 4, 5, 6, 7, 8], "cfconvent": [0, 3, 4, 7, 8, 9], "html": [0, 3, 4, 6, 7, 8], "set": [0, 1, 4, 5, 6], "standard": [0, 1, 2, 3, 5, 7], "defin": [0, 3, 8], "should": [0, 2, 3, 4, 5, 6, 7, 9], "structur": [0, 3, 5, 9], "document": 0, "link": [0, 1, 2, 3, 4, 5, 6], "extens": [0, 2], "aim": [0, 2, 4], "provid": [0, 1, 2, 3, 4, 5, 7, 8], "standardis": [0, 3, 7], "wai": [0, 3, 4, 5, 7, 8], "organis": 0, "mani": [0, 1, 2, 3, 4], "type": [0, 1, 2, 3, 4, 7], "read": [0, 3, 4, 5, 7], "your": [0, 1, 6, 7, 9], "place": [0, 3, 4, 9], "want": [0, 1, 2, 3, 4, 5, 6, 7, 9], "know": [0, 2, 3, 4, 6, 8, 9], "encod": [0, 3, 4, 5, 6, 7, 8], "certain": [0, 2, 4, 5, 6, 9], "howev": [0, 1, 2, 4, 5, 6, 7, 9], "light": [0, 3], "discoveri": [0, 1, 2, 3, 4, 5, 9], "exampl": [0, 1, 2, 4, 5, 6, 8], "when": [0, 2, 3, 4], "where": [0, 2, 3, 5, 7, 8], "whom": [0, 3], "etc": [0, 3], "so": [0, 1, 2, 3, 4, 7, 8], "wiki": [0, 3, 9], "esipf": [0, 3, 9], "attribute_convention_for_data_discovery_1": [0, 3, 9], "case": [0, 2, 3, 4, 5, 6, 7, 8], "out": [0, 1, 2, 4, 9], "mean": [0, 4, 7, 8], "visit": 0, "page": [0, 1, 4], "descript": [0, 3], "There": [0, 1, 3, 4, 5, 6, 7], "other": [0, 3, 4, 5], "someon": [0, 4], "includ": [0, 2, 3, 4, 5, 6, 7, 8], "onlin": [0, 1], "alwai": [0, 3, 4], "follow": [0, 1, 2, 3, 4, 5, 6, 7], "minimum": [0, 4, 5, 6, 8], "who": [0, 3, 4, 5, 6, 9], "relev": [0, 2, 4, 6], "section": [0, 1, 2, 3, 4, 7], "sure": [0, 1, 3, 4, 7, 9], "compli": 0, "valid": [0, 1, 2, 3], "compliant": [0, 3, 4, 5, 9], "befor": [0, 1, 2, 3, 5], "complianc": [0, 3], "ioo": [0, 3], "By": [0, 2], "creator": [0, 4, 5], "abl": [0, 4, 9], "same": [0, 3, 4, 7], "itself": 0, "neccessarili": [0, 5, 6], "fair": [0, 2, 3, 9], "could": [0, 2, 3, 4, 5, 6, 7, 8], "To": [0, 4, 5], "onli": [0, 1, 2, 4, 5, 6, 8], "do": [0, 1, 2, 3, 4, 5, 6], "dim": 0, "frozenmappingwarningonvaluesaccess": 0, "ha": [0, 1, 2, 3, 4, 5, 6, 7, 9], "shape": [0, 3], "size": [0, 3, 4], "though": 0, "nan": [0, 1, 2, 3, 4, 6, 7], "more": [0, 1, 3, 4, 5, 6, 7, 8, 9], "80": [0, 2, 3, 4, 5, 6], "second": [0, 2, 3], "2d": [0, 4, 8], "arrai": [0, 1, 4, 6, 7, 8], "x": [0, 1], "individu": [0, 2, 4, 5, 6], "tmp": 0, "ipykernel_7602": [], "304843689": 0, "py": 0, "futurewarn": 0, "return": [0, 4], "futur": [0, 4], "order": [0, 3, 6, 7], "consist": [0, 2, 3, 4], "dataarrai": [0, 3, 7], "map": [0, 4, 5, 6], "store": [0, 3, 4, 5, 6, 7], "usual": 0, "respect": [0, 8], "recap": 0, "grid": [0, 1, 2], "whilst": [0, 3], "those": [0, 3, 5, 9], "onc": [0, 3], "coord": [0, 3, 4, 5, 7, 8], "given": 0, "first": [0, 2, 3, 4, 5, 8], "bracket": 0, "contain": [0, 2, 3, 4, 6], "seen": 0, "third": 0, "format": [0, 3, 5, 9], "float64": [0, 1, 2, 3, 4, 5, 7, 8], "decim": [0, 3], "list": [0, 1, 3, 5, 6, 8], "possibl": [0, 3, 4, 6, 8], "data_var": [0, 4, 5, 7, 8], "sea_water_temperatur": [0, 3, 4, 5], "long_nam": [0, 1, 2, 3, 5, 7, 8], "degrees_c": 0, "valid_max": [0, 7], "d": [0, 1, 2, 3], "physicalmeasurementxarrai": 0, "themselv": [0, 4, 5], "735": [0, 2, 6], "738": [0, 2], "739": [0, 2], "741": [0, 2, 6], "736": [0, 2, 6], "737": [0, 2], "742": [0, 2], "783": [0, 2, 6], "833": [0, 2, 6], "838": [0, 2, 6], "837": [0, 2, 6], "83": [0, 2, 4, 5], "806": [0, 2, 6], "792": [0, 2, 6], "79": [0, 1, 2, 3, 4], "814": [0, 2, 6], "846": [0, 2, 6], "858": [0, 2], "815": [0, 2, 6], "817": [0, 2], "812": [0, 2, 6], "709": [0, 2], "704": [0, 2], "642": [0, 2], "582": [0, 2, 6], "546": [0, 2, 6], "512": [0, 2, 6], "484": [0, 2, 6], "368": [0, 2, 6], "297": [0, 1, 2, 6], "165": [0, 2], "106": [0, 2], "094": [0, 1, 2], "102": [0, 1, 2, 4], "079": [0, 2], "076": [0, 2], "035": [0, 1, 2, 6], "009": [0, 2], "992": [0, 2, 4], "981": [0, 2, 6], "954": [0, 2, 6], "933": [0, 2, 6], "903": [0, 2], "874": [0, 2], "85": [0, 2, 4], "824": [0, 2, 6], "801": [0, 2], "787": [0, 2, 6], "764": [0, 2, 6], "713": [0, 2], "711": [0, 2], "705": [0, 2, 6], "701": [0, 2], "696": [0, 2, 6], "682": [0, 2, 6], "665": [0, 2], "651": [0, 2], "647": [0, 2], "635": [0, 2, 6], "624": [0, 2], "588": [0, 2, 6], "604": [0, 2], "608": [0, 2, 6], "593": [0, 2], "507": [0, 2, 6], "472": [0, 2, 6], "468": [0, 2, 6], "46": [0, 1, 2, 4, 5], "453": [0, 2, 6], "441": [0, 2, 6], "431": [0, 2, 6], "433": [0, 2, 6], "417": [0, 2], "394": [0, 2, 5], "382": [0, 2, 6], "361": [0, 2, 6], "335": [0, 2], "32": [0, 1, 2, 3, 4, 5, 6], "303": [0, 2], "275": [0, 2], "267": [0, 1, 2], "263": [0, 2], "277": [0, 1, 2, 6], "27": [0, 1, 2, 3, 4, 5], "265": [0, 2, 6], "262": [0, 1, 2, 6], "256": [0, 2, 6], "241": [0, 1, 2, 6], "216": [0, 2, 6], "201": [0, 2, 6], "191": [0, 2, 6], "176": [0, 2, 4, 6], "135": [0, 2, 4], "11": [0, 1, 2, 3, 4, 5, 6, 7, 8], "091": [0, 2], "071": [0, 2], "064": [0, 2], "103": [0, 2, 4], "099": [0, 2], "095": [0, 2, 6], "092": [0, 2], "088": [0, 2], "082": [0, 2], "085": [0, 2], "093": [0, 2], "09": [0, 1, 2, 3, 9], "089": [0, 2], "054": [0, 2], "022": [0, 2, 6], "019": [0, 2], "021": [0, 2], "026": [0, 2], "027": [0, 2], "036": [0, 2, 6], "041": [0, 2], "06": [0, 1, 2, 4, 6, 9], "084": [0, 2], "087": [0, 2], "097": [0, 2], "098": [0, 2], "101": [0, 2, 4], "078": [0, 2, 6], "072": [0, 2], "066": [0, 2], "063": [0, 2, 6], "065": [0, 2], "058": [0, 2], "032": [0, 2], "028": [0, 2], "013": [0, 2, 6], "007": [0, 2], "002": [0, 2], "998": [0, 1, 2, 4, 5], "994": [0, 2, 4, 5], "99": [0, 2, 4], "986": [0, 2], "979": [0, 2], "974": [0, 2], "971": [0, 2], "968": [0, 2], "966": [0, 2, 6], "962": [0, 2], "957": [0, 2], "945": [0, 2], "924": [0, 2], "919": [0, 2], "916": [0, 2], "907": [0, 2], "893": [0, 2], "887": [0, 2], "883": [0, 2], "881": [0, 2], "879": [0, 2], "876": [0, 2], "873": [0, 2, 6], "868": [0, 2, 6], "866": [0, 2, 6], "863": [0, 2], "853": [0, 2], "851": [0, 2], "848": [0, 2], "847": [0, 2, 6], "845": [0, 2, 6], "844": [0, 2, 5, 6], "843": [0, 2], "842": [0, 2, 6], "84": [0, 2, 4, 5, 6], "834": [0, 2, 6], "832": [0, 2, 6], "823": [0, 2, 6], "82": [0, 1, 2, 4, 6], "818": [0, 2, 6], "808": [0, 2, 6], "804": [0, 2, 6], "798": [0, 2], "794": [0, 2, 6], "789": [0, 2], "788": [0, 2, 6], "779": [0, 2, 6], "776": [0, 2, 6], "772": [0, 2], "77": [0, 1, 2, 4, 6], "767": [0, 2], "763": [0, 2], "761": [0, 2], "757": [0, 2], "751": [0, 2], "744": [0, 2], "74": [0, 2, 3, 4], "731": [0, 2], "727": [0, 2], "723": [0, 2], "72": [0, 1, 2, 4], "715": [0, 2, 5], "702": [0, 2], "693": [0, 2, 6], "694": [0, 2, 6], "691": [0, 2, 6], "685": [0, 2], "673": [0, 2], "667": [0, 2], "663": [0, 2], "662": [0, 2, 6], "661": [0, 2], "657": [0, 2, 6], "648": [0, 2, 6], "644": [0, 2], "628": [0, 2], "622": [0, 2], "619": [0, 2], "613": [0, 2], "61": [0, 2, 4], "597": [0, 2, 6], "59": [0, 1, 2, 4, 6], "587": [0, 2, 6], "585": [0, 2, 6], "581": [0, 2], "576": [0, 2, 6], "567": [0, 2], "564": [0, 2], "558": [0, 2, 4, 6], "54": [0, 2, 3, 4, 6], "531": [0, 2], "525": [0, 2], "523": [0, 2, 6], "516": [0, 2, 6], "504": [0, 2, 6], "503": [0, 2, 6], "496": [0, 2, 6], "469": [0, 2], "442": [0, 2], "408": [0, 2], "385": [0, 2, 6], "332": [0, 1, 2], "295": [0, 2], "29": [0, 2, 3, 4, 5, 6], "286": [0, 2], "287": [0, 1, 2, 6], "288": [0, 2, 6], "Or": [0, 3, 6], "altern": [0, 1, 2, 5, 6], "just": [0, 2, 3, 4, 7, 8], "retriev": [0, 3], "It": [0, 1, 2, 3, 4], "temporari": 0, "air": [0, 1, 2, 8], "ground": 0, "fortun": 0, "current": [0, 3, 5, 6, 7, 9], "build": [0, 2, 4, 7], "canon": 0, "doesn": [0, 1], "equival": 0, "k": 0, "rememb": [0, 3, 8], "paper": [0, 3], "statement": [0, 6], "well": [0, 3, 4, 6], "tutori": [0, 1, 2, 4, 5, 7, 8], "staion": 0, "built": 1, "function": [1, 2, 4, 5], "allow": [1, 3, 4], "visual": 1, "data": [1, 9], "top": [1, 3, 4], "anoth": [1, 2, 3, 4, 8], "popular": 1, "matplotlib": [1, 6], "instal": 1, "environ": 1, "depend": [1, 6], "depth": [1, 2, 4, 5, 6, 7, 8], "If": [1, 4, 5, 6], "cite": [1, 4], "anna": 1, "vader": 1, "luci": 1, "goragu": 1, "phaeopig": 1, "station": [1, 2, 4, 5], "p4": 1, "nleg11": 1, "18t08": 1, "42": [1, 2, 4, 5, 6], "1248407516": 1, "import": [1, 2, 3, 4, 5, 6, 7, 8], "opendap": [1, 2, 6], "chemistri": 1, "chlorophyll_a_and_phaeopigments_nansen_legacy_cruise_2021708_station_p4_nleg11_20210718t085042": 1, "323": 1, "120": [1, 4], "163": 1, "chlorophyll_a_tot": 1, "phaeopigments_tot": 1, "filtered_vol_tot": 1, "eventid_tot": 1, "s64": 1, "chlorophyll_a_10um": 1, "phaeopigments_10um": 1, "filtered_vol_10um": 1, "eventid_10um": 1, "attribut": [1, 2, 4, 6, 7, 8, 9], "37": [1, 2, 4], "71433e5e": 1, "e81a": 1, "5b24": 1, "a529": 1, "6be0f5f18069": 1, "univers": [1, 3, 6], "svalbard": [1, 3, 6], "No": [1, 3, 4], "nans": 1, "samplingprotocol": 1, "sampl": [1, 2, 4, 5, 6, 7, 8], "ver": 1, "annav": 1, "sea_floor_depth_below_sea_surfac": 1, "58": [1, 4, 5, 6], "5xarrai": [1, 6], "11coordin": 1, "float32323": 1, "163standard_nam": 1, "depthlong_nam": [1, 3, 7, 8], "level": [1, 2, 3, 5], "posit": [1, 2, 3, 7, 8], "increas": 1, "mcoverage_content_typ": 1, "coordinateposit": [1, 3, 7], "downarrai": [1, 3, 7], "331": 1, "075": 1, "90": [1, 2, 4], "24": [1, 2, 3, 4, 6, 8], "967": 1, "49": [1, 2, 4, 6], "30": [1, 2, 3, 4, 5, 6, 7, 8], "195": 1, "125": [1, 5], "mass": [1, 7], "concentr": [1, 7], "after": [1, 2], "acid": 1, "correctionunit": 1, "\u03bcg": [1, 3, 7], "1ancillary_vari": 1, "eventid_totalcoverage_content_typ": 1, "mass_concentration_of_phaeopigments_in_sea_waterlong_nam": 1, "filter": [1, 7], "measurementunit": 1, "lcoverage_content_typ": 1, "event": 1, "uniqu": [1, 4], "uuid": 1, "catalogu": 1, "sio": [1, 3], "webpag": 1, "report": 1, "aen_multicoverage_content_typ": 1, "referenceinform": 1, "eventid_10umcoverage_content_typ": 1, "1coverage_content_typ": [1, 3, 7], "depthpandasindexpandasindex": [1, 3, 4, 7, 8], "0350036621094": 1, "33099365234375": 1, "07499694824219": 1, "23999786376953": 1, "96699905395508": 1, "99800109863281": 1, "24100112915039": 1, "19499969482422": 1, "093999862670898": 1, "163000106811523": 1, "6be0f5f18069naming_author": 1, "norwaytitl": 1, "42summari": 1, "correct": [1, 2], "measur": [1, 2, 4, 5, 7, 8], "taken": [1, 7], "arvenetternansen": [1, 2], "com": [1, 2, 3, 5], "from": [1, 2, 4, 5, 7, 8], "niskin": [1, 7], "bottl": [1, 7], "806z": 1, "34": [1, 2, 3, 4, 5, 6], "0000145166667": 1, "7500028333333": 1, "n": 1, "both": [1, 2, 5], "total": 1, "pass": 1, "10\u00b5m": 1, "enclos": 1, "chlorophyllkeywords_vocabulari": 1, "keywordsgeospatial_lat_min": 1, "7500028333333geospatial_lat_max": 1, "7500028333333geospatial_lon_min": 1, "0000145166667geospatial_lon_max": 1, "0000145166667time_coverage_start": 1, "806ztime_coverage_end": 1, "806zconvent": 1, "9histori": 1, "04": [1, 2, 4, 5, 6, 9], "22t12": 1, "28": [1, 2, 3, 4], "xarraysourc": 1, "bottleprocessing_level": 1, "sampling_protocol": 1, "28creator_typ": 1, "personcreator_institut": [1, 5], "polar": 1, "svalbardcreator_nam": 1, "marsdencreator_email": 1, "npolar": 1, "lukem": [1, 3], "staff": 1, "researchg": 1, "net": 1, "centrepublisher_email": 1, "nopublisher_url": 1, "noproject": 1, "norwaystationnam": 1, "edlid": 1, "unsupport": 1, "nc_int64": 1, "13pi_nam": 1, "vaderpi_institut": 1, "svalbardpi_email": 1, "nosea_floor_depth_below_sea_surfac": 1, "58_ncproperti": 1, "okai": [1, 2, 3, 4], "some": [1, 3, 5, 6, 8], "scatter": 1, "line": 1, "line2d": 1, "0x7f03175e0390": [], "That": [1, 4], "nice": [1, 3], "happen": [1, 2], "01565072": 1, "01550788": 1, "01912119": 1, "02236113": 1, "07194841": 1, "28370929": 1, "12279562": 1, "07793473": 1, "99329871": 1, "90354194": 1, "Then": [1, 2], "drop": [1, 7], "dropna": 1, "0x7f0317b86890": [], "sens": [1, 3], "y": [1, 3, 5], "axi": [1, 2], "yincreas": 1, "fals": [1, 3, 6], "0x7f0316c0e190": [], "altner": 1, "easili": [1, 2, 4, 5, 6], "pathcollect": 1, "0x7f0316c0c250": [], "0x7f03174e4250": [], "histogram": 1, "hist": 1, "62175057": 1, "22799325": 1, "83423594": 1, "44047862": 1, "04672131": 1, "65296399": 1, "25920668": 1, "86544936": 1, "47169204": 1, "barcontain": 1, "artist": 1, "step": [1, 3], "0x7f0317442550": [], "multipl": [1, 7, 9], "label": 1, "10um": 1, "0x7f031743c750": [], "But": [1, 3, 4, 8], "actual": [1, 2, 4], "pyplot": [1, 6], "plt": [1, 6], "legend": 1, "show": [1, 3, 4, 6, 7], "kind": 1, "thing": [1, 4, 5], "customis": 1, "full": [1, 4, 8], "up": [1, 3, 4, 5, 6], "figur": 1, "subplot": [1, 6], "fig": [1, 6], "ax": [1, 6], "nrow": 1, "ncol": 1, "figsiz": [1, 6], "set_titl": [1, 6], "adjust": 1, "layout": 1, "suptitl": 1, "tight_layout": [1, 6], "rect": 1, "96": [1, 4], "avoid": [1, 4], "overlap": 1, "load": [1, 3, 5, 6], "multidimension": [1, 3], "global": [1, 2, 4, 6, 7], "anomali": [1, 2], "noaa": [1, 2], "noaaglobaltemp": [1, 2], "ncei": [1, 2], "gov": [1, 2], "land": [1, 2], "bin": [1, 2, 4, 8], "iso": 1, "ncdc": [1, 2], "c01585": 1, "h": [1, 2, 3, 5], "zhang": [1, 2], "b": [1, 2], "huang": [1, 2], "j": [1, 2], "lawrimor": [1, 2], "menn": [1, 2], "smith": [1, 2, 3], "2019": [1, 2], "nation": [1, 2], "center": [1, 2], "environment": [1, 2], "25921": [1, 2], "9qth": [1, 2], "2p70": [1, 2], "2024": [1, 2, 3, 5], "01": [1, 2, 3, 4, 6, 8, 9], "url": [1, 2, 3, 6], "thredd": [1, 2, 6], "dodsc": [1, 2], "v5": [1, 2], "noaaglobaltemp_v5": [1, 2], "0_gridded_s188001_e202212_c20230108t133308": [1, 2], "1716": [1, 2], "lat": [1, 2, 3, 6], "36": [1, 2, 4, 5, 6], "lon": [1, 2, 3], "z": [1, 2], "datetime64": [1, 2, 3], "ns": [1, 2], "1880": [1, 2], "87": [1, 2, 4, 6], "67": [1, 2, 4, 5], "17": [1, 2, 3, 4, 8], "22": [1, 2, 3, 4, 5, 6, 8], "347": [1, 2], "352": [1, 2], "357": [1, 2], "anom": [1, 2], "66": [1, 2, 4, 5], "merg": [1, 2, 4], "te": [1, 2], "su": [1, 2], "doc": [1, 2, 7], "nesdi": [1, 2], "env": [1, 2], "c00934": [1, 2], "time_coverage_dur": [1, 2], "p143y0m": [1, 2], "vose": [1, 2], "r": [1, 2, 5], "et": [1, 2], "al": [1, 2], "2012": [1, 2], "climatolog": [1, 2], "base": [1, 2, 3, 5, 6], "1971": [1, 2], "2000": [1, 2], "monthl": [1, 2], "date_modifi": [1, 2], "2023": [1, 2, 5, 8], "08t18": [1, 2], "09z": [1, 2], "date_issu": [1, 2], "09zxarrai": [1, 2], "1716lat": [1, 2], "36lon": [1, 2], "72z": [1, 2], "1coordin": [1, 2], "01long_nam": [1, 2], "anomaliesstandard_nam": [1, 2], "timecoverage_content_typ": [1, 2], "coordinateaxi": [1, 2], "tarrai": [1, 2], "01t00": [1, 2, 3], "00": [1, 2, 3, 5], "000000000": [1, 2], "03": [1, 4, 9], "5long_nam": [1, 2], "latitudestandard_nam": [1, 2], "latitudecoverage_content_typ": [1, 2], "coordinateunit": [1, 2], "degrees_northgrid": [1, 2], "uniform": [1, 2, 3, 4], "5valid_min": [1, 2], "5axi": [1, 2], "y_coordinateaxistyp": [1, 2], "latcoordinate_defin": [1, 2], "centerarrai": [1, 2], "62": [1, 2, 4, 6], "57": [1, 2, 4, 5, 6], "52": [1, 2, 3, 4, 5, 6], "47": [1, 2, 4], "float322": [1, 2, 6], "longitudestandard_nam": [1, 2], "longitudecoverage_content_typ": [1, 2], "degrees_eastgrid": [1, 2], "xvalid_min": [1, 2], "5_coordinateaxistyp": [1, 2], "loncoordinate_defin": [1, 2], "92": [1, 2, 4], "97": [1, 2, 4], "107": [1, 2], "112": [1, 2], "117": [1, 2], "122": [1, 2, 4, 5], "127": [1, 2, 5, 7], "132": [1, 2, 4], "137": [1, 2], "142": [1, 2], "147": [1, 2, 4], "152": [1, 2, 4, 7], "157": [1, 2, 4], "162": [1, 2, 4, 6], "167": [1, 2, 4], "172": [1, 2], "177": [1, 2], "182": [1, 2], "187": [1, 2], "192": [1, 2], "197": [1, 2], "202": [1, 2, 6], "207": [1, 2], "212": [1, 2, 6], "217": [1, 2], "222": [1, 2], "227": [1, 2], "232": [1, 2, 6], "237": [1, 2, 6], "242": [1, 2], "247": [1, 2], "252": [1, 2, 6], "257": [1, 2, 6], "272": [1, 2], "282": [1, 2, 6], "292": [1, 2], "307": [1, 2], "322": [1, 2], "327": [1, 2], "337": [1, 2, 6], "float320": [1, 2], "0long_nam": [1, 2, 7], "height": [1, 2], "temperaturestandard_nam": [1, 2], "heightcoverage_content_typ": [1, 2], "coordinategeospatial_bounds_vertical_cr": [1, 2], "epsg": [1, 2], "5703unit": [1, 2], "metersposit": [1, 2], "upvalid_min": [1, 2], "z_coordinateaxistyp": [1, 2], "heightcom": [1, 2], "vari": [1, 2, 4], "nomin": [1, 2], "buoi": [1, 2], "2m": [1, 2], "surface_temperature_anomalycoverage_content_typ": [1, 2], "physicalmeasurementunit": [1, 2], "degre": [1, 2, 8], "cvalid_min": [1, 2], "4447872": [1, 2], "timepandasindexpandasindex": [1, 2, 3, 4, 8], "datetimeindex": [1, 2], "05": [1, 2, 3, 5, 6, 9], "freq": [1, 2], "none": [1, 2, 3], "latpandasindexpandasindex": [1, 2], "lonpandasindexpandasindex": [1, 2], "zpandasindexpandasindex": [1, 2], "3titl": [1, 2], "analysi": [1, 2, 4], "formerli": [1, 2], "abbrevi": [1, 2], "mlost": [1, 2], "sst": [1, 2], "extend": [1, 2, 4], "reconstruct": [1, 2], "ersst": [1, 2], "histor": [1, 2], "monthli": [1, 2, 4], "ghcn": [1, 2], "databas": [1, 2], "platform": [1, 2], "ship": [1, 2], "moor": [1, 2], "drift": [1, 2], "argo": [1, 2], "float": [1, 2, 3, 6], "weather": [1, 2, 4], "stationsinstru": [1, 2], "thermometershistori": [1, 2], "blend": [1, 2], "v4": [1, 2], "product_vers": [1, 2], "0sourc": [1, 2], "combin": [1, 2, 4, 8, 9], "datancei_template_vers": [1, 2], "ncei_netcdf_grid_template_v2": [1, 2], "0metadata_convent": [1, 2], "unidata": [1, 2, 3], "v1": [1, 2], "0licens": [1, 2], "without": [1, 2, 3, 4, 5, 6, 8], "restrict": [1, 2], "boyin": [1, 2], "xungang": [1, 2], "yin": [1, 2], "ph": [1, 2], "dcreator_email": [1, 2], "govcreator_typ": [1, 2], "groupcreator_institut": [1, 2], "contributor_nam": [1, 2], "huai": [1, 2], "min": [1, 2, 3], "dcontributor_rol": [1, 2], "chief": [1, 2], "ccog": [1, 2], "osb": [1, 2], "sectionpublisher_nam": [1, 2], "nceipublisher_institut": [1, 2], "nceipublisher_url": [1, 2], "info": [1, 2, 5], "govpublisher_typ": [1, 2], "institutionkeyword": [1, 2], "atmospher": [1, 2], "temperaturekeywords_vocabulari": [1, 2], "nasa": [1, 2], "master": [1, 2, 6], "directori": [1, 2, 5], "keywordsstandard_name_vocabulari": [1, 2], "climat": [1, 2, 3, 5, 9], "forecast": [1, 2, 3, 5, 9], "25": [1, 2, 3, 4, 6], "juli": [1, 2], "2017": [1, 2], "09znecdf_version_id": [1, 2], "1netcdf_creator_nam": [1, 2], "yongsheng": [1, 2], "dnetcdf_creator_email": [1, 2], "govdataset_citation_product": [1, 2], "dataset_citation_vers": [1, 2], "0dataset_citation_institut": [1, 2], "ashevil": [1, 2], "usadataset_citation_url": [1, 2], "2p70metadata_link": [1, 2], "2p70cdm_data_typ": [1, 2], "gridgrid_mapping_nam": [1, 2], "latitude_longitudeprocessing_level": [1, 2], "4geospatial_lon_min": [1, 2], "5geospatial_lon_max": [1, 2], "5geospatial_lon_unit": [1, 2], "degrees_eastgeospatial_lon_resolut": [1, 2], "degreegeospatial_lat_min": [1, 2], "5geospatial_lat_max": [1, 2], "5geospatial_lat_unit": [1, 2], "degrees_northgeospatial_lat_resolut": [1, 2], "degreegeospatial_bound": [1, 2], "polygon": [1, 2], "geospatial_bounds_cr": [1, 2], "4326geospatial_vertical_min": [1, 2], "0geospatial_vertical_unit": [1, 2], "metersgeospatial_vertical_resolut": [1, 2], "fgeospatial_vertical_posit": [1, 2], "uptime_coverage_start": [1, 2], "01time_coverage_end": [1, 2], "12time_coverage_resolut": [1, 2], "p1mtime_coverage_dur": [1, 2], "p143y0mrefer": [1, 2], "bulletin": [1, 2], "american": [1, 2], "meteorolog": [1, 2, 3], "societi": [1, 2], "93": [1, 2, 4], "1677": [1, 2], "1685": [1, 2], "1175": [1, 2], "bam": [1, 2], "00241": [1, 2], "peter": [1, 2], "w": [1, 2], "thorn": [1, 2], "ersstv5": [1, 2], "upgrad": [1, 2], "intercomparison": [1, 2], "8179": [1, 2], "8205": [1, 2], "jcli": [1, 2], "16": [1, 2, 3, 4], "0836": [1, 2], "1climatolog": [1, 2], "climatologyacknowledg": [1, 2], "09zdate_issu": [1, 2], "timeslic": [1, 2], "dai": [1, 3, 4, 8], "desired_d": 1, "data_for_desired_d": 1, "sel": [1, 2], "2592": 1, "quadmesh": 1, "0x7f031696c310": [], "coastlin": 1, "difficult": [1, 4], "cartopi": 1, "help": [1, 4, 6, 7, 9], "cr": 1, "ccr": 1, "platecarre": 1, "transform": [1, 3], "f": [1, 3, 5, 6], "set_xtick": 1, "rang": [1, 6, 7, 8], "180": [1, 2, 4], "181": [1, 6], "60": [1, 4], "set_ytick": 1, "91": [1, 4], "set_xlabel": [1, 6], "longitud": [1, 2, 4, 5, 6, 8], "set_ylabel": [1, 6], "latitud": [1, 2, 4, 5, 6, 8], "savefig": 1, "media": 1, "temperature_anomali": 1, "png": 1, "design": [1, 9], "short": 1, "demonstr": [1, 5, 6], "easi": [1, 4], "veri": [1, 3, 4, 6], "power": 1, "flexibl": 1, "sort": [1, 3, 4, 6], "good": [1, 2, 4, 5, 6], "explor": 1, "export": [2, 4, 6], "write": [2, 3, 4, 7], "csv": [2, 3], "xlsx": [2, 3], "revist": 2, "np": [2, 3, 4, 5, 8], "datetim": [2, 3, 5, 8], "dt": [2, 3, 5], "open": [2, 3, 4, 5, 6, 9], "default": 2, "note": 2, "myarrai": 2, "ndarrai": 2, "essenti": 2, "to_datafram": [2, 6], "row": [2, 5, 6], "column": [2, 5, 6], "been": [2, 4, 9], "sever": [2, 4], "254002": 2, "207001": 2, "1464": 2, "550049": 2, "259998": 2, "209999": 2, "579956": 2, "261002": 2, "211000": 2, "599976": 2, "266998": 2, "216000": 2, "630005": 2, "258999": 2, "619995": 2, "916000": 2, "945000": [2, 6], "1459": 2, "969971": 2, "989990": 2, "1460": 2, "010010": 2, "020020": 2, "040039": 2, "02": [2, 4, 6, 9], "df": [2, 3, 5, 6, 8], "to_excel": [2, 6], "exported_from_notebook": 2, "03_temperature_anomalies_all_vari": 2, "too": [2, 3, 4, 7], "larg": [2, 3], "excel": [2, 6], "to_csv": [2, 6], "isol": [2, 4], "new": [2, 3, 7, 8, 9], "select": [2, 3, 6], "origin": [2, 3], "1970": [2, 8], "float32nan": 2, "nanlong_nam": 2, "0arrai": [2, 4], "longer": [2, 4], "maintain": 2, "exist": [2, 7], "our": [2, 4, 5, 6, 7, 8], "nearest": 2, "method": [2, 4, 9], "notic": 2, "begin": [2, 8], "month": [2, 4, 8], "tri": [2, 4], "one_loc": 2, "23": [2, 3, 4], "121": 2, "89": [2, 4], "114": [2, 4], "695": [2, 6], "5151": 2, "575": 2, "1716z": 2, "float3222": 2, "575long_nam": 2, "695008": 2, "515076": 2, "575243": 2, "seri": [2, 8], "376479": 2, "114245": 2, "angelika": 2, "renner": 2, "jc3": 2, "winter": 2, "gap": 2, "675177809": 2, "legacy_pr_ct_58us_2022702": 2, "3555": 2, "22t17": 2, "11t1": 2, "39": [2, 4, 5], "78": [2, 3, 4, 6], "81": [2, 4, 6], "56": [2, 4, 5, 6], "917": 2, "position_qc": 2, "direct": 2, "time_qc": 2, "rea": 2, "datacent": 2, "29latitud": 2, "29longitud": 2, "29posit": 2, "29depth": 2, "3555coordin": 2, "timestandard_nam": 2, "timevalid_min": 2, "90000": 2, "tqc_indic": 2, "1uncertainti": 2, "time_qcarrai": 2, "27t14": 2, "28t08": 2, "28t15": 2, "53": [2, 4], "999999744": 2, "01t06": [2, 3], "01t20": [2, 3], "21": [2, 3, 4, 6, 8], "03t02": 2, "48": [2, 4, 5, 6], "04t05": 2, "04t12": 2, "04t19": 2, "05t00": 2, "13": [2, 3, 4, 6, 8], "05t10": 2, "05t13": 2, "05t21": 2, "000000256": 2, "05t23": 2, "06t01": 2, "06t02": 2, "18": [2, 3, 4, 5], "06t03": 2, "06t04": 2, "06t17": 2, "06t18": 2, "06t20": 2, "06t21": 2, "06t23": 2, "07t00": 2, "07t01": 2, "26": [2, 3, 4], "08t07": 2, "10t02": 2, "55": [2, 4, 5, 6], "11t18": 2, "float3276": 2, "34axi": 2, "yqc_indic": 2, "position_qcstandard_nam": 2, "latitudelong_nam": [2, 3], "locationunit": 2, "degree_northvalid_min": 2, "75": [2, 3, 4], "9992": 2, "6783": 2, "5225": 2, "4603": 2, "0375": 2, "0442": 2, "0143": 2, "8525": 2, "6837": 2, "6228": 2, "5868": 2, "5502": 2, "4137": 2, "3097": 2, "0523": 2, "0615": 2, "0817": 2, "0952": 2, "1078": 2, "1173": 2, "1203": 2, "3865": 2, "1413": 2, "3412": 2, "float3231": 2, "47axi": 2, "xqc_indic": 2, "longitudelong_nam": [2, 3], "degree_eastvalid_min": 2, "2192": 2, "8055": 2, "5648": 2, "7347": 2, "068": 2, "7788": 2, "9535": 2, "5183": 2, "6222": 2, "5293": 2, "6653": 2, "7572": 2, "8513": 2, "9645": 2, "0768": 2, "1578": 2, "2565": 2, "2933": 2, "3545": 2, "8068": 2, "574": [2, 6], "0133": 2, "6193": 2, "2468": 2, "9602": 2, "6668": 2, "7668": 2, "91733": 2, "4677": 2, "profilesconvent": 2, "ascend": 2, "profilestring_length": 2, "103095": 2, "2500valid_max": 2, "40000ancillary_vari": 2, "temp_dmdata_mod": 2, "2000valid_max": 2, "41000ancillary_vari": 2, "psal_dmdata_mod": 2, "100000ancillary_vari": 2, "flu2_dmdata_mod": 2, "50000ancillary_vari": 2, "cndc_dmdata_mod": 2, "20000valid_max": 2, "dens_dmdata_mod": 2, "1000000ancillary_vari": 2, "svel_dmdata_mod": 2, "ccomd003_dmdata_mod": 2, "1_dmdata_mod": 2, "\u00b5mol": 2, "2_dmdata_mod": 2, "\u03bcmol": 2, "10000000ancillary_vari": 2, "spar_dmdata_mod": 2, "par_dmdata_mod": 2, "licor": 2, "attnzs01_dmdata_mod": 2, "15": [2, 3, 4, 5], "19": [2, 3, 4, 8], "latitudepandasindexpandasindex": [2, 3, 4], "99919891357422": 2, "67829895019531": 2, "59700012207031": 2, "52249908447266": 2, "46029663085938": 2, "0374984741211": 2, "04419708251953": 2, "01429748535156": 2, "85250091552734": 2, "68370056152344": 2, "622802734375": 2, "58679962158203": 2, "55020141601562": 2, "50299835205078": 2, "45999908447266": 2, "43099975585938": 2, "4136962890625": 2, "38200378417969": 2, "30970001220703": 2, "05229949951172": 2, "0615005493164": 2, "08170318603516": 2, "09519958496094": 2, "10780334472656": 2, "11730194091797": 2, "12030029296875": 2, "3864974975586": 2, "14129638671875": 2, "34120178222656": 2, "longitudepandasindexpandasindex": [2, 3, 4], "219200134277344": 2, "80550003051758": 2, "56480026245117": 2, "73469924926758": 2, "06800079345703": 2, "778799057006836": 2, "953500747680664": 2, "518299102783203": 2, "62220001220703": 2, "529300689697266": 2, "665300369262695": 2, "757200241088867": 2, "851299285888672": 2, "964500427246094": 2, "076799392700195": 2, "157800674438477": 2, "256500244140625": 2, "29330062866211": 2, "35449981689453": 2, "806800842285156": 2, "573999404907227": 2, "0132999420166": 2, "619300842285156": 2, "24679946899414": 2, "9601993560791": 2, "666799545288086": 2, "766799926757812": 2, "917329788208008": 2, "467700004577637": 2, "datacenterlicens": 2, "legacy_pr_ct_58us_2022702time_coverage_start": 2, "32ztime_coverage_end": 2, "43zlast_date_observ": 2, "07t08": 2, "38": [2, 4, 6, 8], "53zdate_cr": 2, "53zgeospatial_lat_min": 2, "99920geospatial_lat_max": 2, "04420last_latitude_observ": 2, "34120geospatial_lon_min": 2, "91733geospatial_lon_max": 2, "80550last_longitude_observ": 2, "46770geospatial_vertical_min": 2, "00000geospatial_vertical_max": 2, "3561": 2, "00000citat": 2, "legacyrefer": 2, "fill": [2, 3, 4], "earlier": 2, "nl": 2, "particular": 2, "dure": 2, "spring": 2, "transit": 2, "basin": 2, "experi": 2, "technolog": 2, "rf1": 2, "rf2": 2, "rf3": 2, "ra": 2, "atlant": 2, "domain": 2, "afterward": 2, "focus": 2, "around": 2, "north": 2, "kvit\u00f8ya": 2, "cover": 2, "p5": 2, "p7": 2, "between": [2, 3, 4, 8], "nord": 2, "austlandet": 2, "last": [2, 8], "hour": [2, 3], "enabl": 2, "observ": [2, 4], "least": 2, "daili": [2, 4], "cycl": 2, "under": 2, "layer": 2, "mostli": 2, "thin": 2, "year": [2, 3, 4, 8], "often": [2, 4, 7], "small": [2, 4], "floe": 2, "frozen": 2, "northernmost": 2, "region": 2, "larger": [2, 4], "remain": 2, "despit": 2, "amount": [2, 4], "daylight": 2, "seem": [2, 3, 4], "indic": 2, "ecosystem": 2, "wa": [2, 4], "still": 2, "mode": 2, "addit": [2, 3], "shelf": 2, "deeper": 2, "mainli": 2, "hydrograph": 2, "entir": [2, 4], "p6": 2, "benthic": 2, "slope": 2, "deep": 2, "warm": 2, "promin": 2, "close": 2, "potenti": [2, 4, 5, 6, 8], "explain": [2, 3], "lack": 2, "thick": 2, "late": 2, "main": 2, "glider": 2, "recov": 2, "ping": 2, "locat": [2, 4], "675177809pi_nam": 2, "rennerinstitut": 2, "hititl": [2, 6], "cruisecreator_institut": 2, "rennercreator_typ": 2, "therefor": [2, 4, 8], "two": [2, 3, 5, 8], "why": 2, "constant": 2, "instead": [2, 4, 7, 8], "its": [2, 4], "own": [2, 3, 4, 5, 6, 9], "finer": [2, 4], "granular": 2, "simpler": [2, 4, 5, 6], "thu": 2, "understand": [2, 3, 4, 7, 9], "servic": [2, 4], "upon": [2, 4], "focu": [2, 4], "specif": [2, 3], "one_profil": 2, "59long_nam": 2, "dimenion": 2, "equal": [2, 4], "strang": [2, 3], "associ": 2, "problem": 2, "explicit": [2, 4, 7], "ideal": [2, 3], "previous": [2, 3], "had": 2, "nevertheless": 2, "5th": 2, "profile5": 2, "print": [2, 4, 5, 6, 8], "403": [2, 6], "934": 2, "479": 2, "won": 2, "number": [2, 3, 5, 6, 7, 8], "closest": 2, "desir": [2, 3, 4], "desired_tim": 2, "time_var": 2, "save": [2, 5], "time_diff": 2, "ab": 2, "nearest_index": 2, "int": [2, 3], "argmin": 2, "item": [2, 5], "666": 2, "03_ctd_data": 2, "044": [2, 6], "953": 2, "1458": 2, "033": 2, "990": 2, "955": [2, 5], "987": 2, "3550": 2, "3551": 2, "3552": 2, "3553": 2, "3554": [2, 4], "plot": [2, 3, 9], "long": [2, 3, 4, 8], "session": 3, "basic": [3, 5, 8], "numpi": [3, 4, 5, 6, 8], "pd": [3, 5, 6, 8], "an": [3, 5, 6, 7, 8], "empti": [3, 4, 6], "right": [3, 4, 9], "awai": 3, "featur": 3, "add": [3, 5, 6, 7, 8], "assign": [3, 4, 5, 6], "spatial": 3, "tempor": [3, 4], "someth": [3, 5, 8], "els": [3, 4], "iter": [3, 5], "repres": [3, 8], "imagin": [3, 4, 5, 6], "few": [3, 4], "simpl": 3, "scenario": 3, "i": [3, 4, 6, 9], "ll": 3, "int64": [3, 4, 7, 8], "10coordin": [3, 4, 5], "int640": [3, 4, 8], "9arrai": [3, 4], "integ": 3, "briefli": 3, "explan": 3, "ucar": 3, "edu": 3, "rec": 3, "common": [3, 4, 6], "discuss": [3, 7], "count": 3, "2020": [3, 5], "utc": [3, 5], "2014": 3, "mai": [3, 9], "nanosecond": 3, "approach": 3, "glanc": 3, "numer": 3, "precis": 3, "much": [3, 4, 6], "effici": [3, 4], "than": [3, 4], "string": 3, "convert": [3, 4], "end": [3, 8], "timedelta64": 3, "arang": [3, 4], "01t01": 3, "01t02": 3, "01t03": 3, "01t04": 3, "01t05": 3, "01t07": 3, "01t08": 3, "01t09": 3, "01t10": 3, "01t11": 3, "01t12": 3, "01t13": 3, "01t14": 3, "01t15": 3, "01t16": 3, "01t17": 3, "01t18": 3, "01t19": 3, "01t21": 3, "01t22": 3, "01t23": 3, "00z": [3, 5, 6], "seconds_since_start": 3, "astyp": 3, "3600": 3, "7200": 3, "10800": 3, "14400": 3, "18000": 3, "21600": 3, "25200": 3, "28800": 3, "32400": 3, "36000": 3, "39600": 3, "43200": 3, "46800": 3, "50400": 3, "54000": 3, "57600": 3, "61200": 3, "64800": 3, "68400": 3, "72000": 3, "75600": 3, "79200": 3, "82800": 3, "hours_since_start": 3, "final": [3, 7], "24coordin": 3, "82800arrai": 3, "quickli": [3, 4], "5425": 3, "1423": 3, "7139": 3, "0131": 3, "7269": 3, "71": [3, 4], "5latitud": 3, "3longitud": [3, 4], "2coordin": 3, "100arrai": [3, 4], "float6478": [3, 4], "71arrai": 3, "float6430": [3, 4], "73arrai": 3, "directli": 3, "choos": [3, 5, 6], "sensibl": [3, 4], "conform": 3, "bit": [3, 9], "further": [3, 7], "chapter": 3, "chlorophyll_a": [3, 7], "2xarrai": 3, "float6421": [3, 4], "2arrai": 3, "wind_spe": 3, "random": 3, "randint": 3, "6xarrai": [], "int644": [], "6arrai": [], "appear": 3, "isn": 3, "73xarrai": 3, "major": [3, 4], "tabular": [3, 4, 5], "limit": [3, 4, 8], "abil": 3, "multi": [3, 6], "dimension": [3, 6], "code": [3, 5, 8], "21xarrai": [], "int6427": [], "21arrai": [], "peopl": [3, 4, 5, 6], "prefer": [3, 6], "record": 3, "perhap": [3, 4, 5], "Is": [3, 9], "dummi": 3, "depth_coordin": 3, "latitude_coordin": 3, "longitude_coordin": 3, "salinity_valu": 3, "gener": [3, 4], "append": [3, 4, 6, 8], "35": [3, 4, 5, 6, 8], "565044": [], "519874": [], "783266": [], "060912": [], "835659": [], "995525": [], "174222": [], "034240": [], "080434": [], "697370": [], "185744": [], "578957": [], "631718": [], "001201": [], "118199": [], "662704": [], "138933": [], "997446": [], "350726": [], "020999": [], "643084": [], "470434": [], "098306": [], "651131": [], "880807": [], "412607": [], "171406": [], "050430": [], "466258": [], "643480": [], "care": 3, "mirror": 3, "salinity_3d_arrai": 3, "reshap": 3, "56504358": [], "51987449": [], "78326579": [], "06091243": [], "83565852": [], "99552521": [], "17422171": [], "03423988": [], "08043391": [], "69736976": [], "18574395": [], "57895685": [], "63171821": [], "00120106": [], "11819906": [], "66270423": [], "13893293": [], "99744607": [], "35072566": [], "02099931": [], "64308404": [], "47043448": [], "09830623": [], "65113105": [], "88080728": [], "41260687": [], "17140645": [], "05043013": [], "46625773": [], "64347954": [], "again": 3, "fail": 3, "get": [3, 4, 5, 8, 9], "wrong": [3, 4], "64xarrai": [], "64arrai": [], "hurrah": 3, "readi": 3, "Will": 3, "principl": 3, "appendix": [3, 8], "specifi": [3, 4], "either": 3, "advis": 3, "requir": [3, 4, 5, 6], "effect": 3, "encourag": 3, "adc": [3, 5], "met": [3, 5], "node": [3, 4, 5], "replic": 3, "setup": [3, 4], "addition": 3, "ad": [3, 4, 9], "whether": [3, 5, 6], "modelresult": 3, "highly_recommended_variable_attribut": 3, "And": [3, 6, 7], "applic": 3, "written": [3, 4, 6], "degrees_north": 3, "coordinatexarrai": 3, "378": [3, 6], "71standard_nam": 3, "latitudeunit": 3, "degrees_northcoverage_content_typ": 3, "coordinatearrai": [3, 5, 8], "degrees_east": 3, "meter": [3, 7], "mass_concentration_of_chlorophyll_a_in_sea_wat": [3, 7], "word": 3, "sea_water_salin": [3, 5], "1e": [3, 8], "degreesc": 3, "100standard_nam": 3, "levelunit": 3, "meterscoverage_content_typ": [3, 7], "73standard_nam": 3, "longitudeunit": 3, "degrees_eastcoverage_content_typ": 3, "2standard_nam": [3, 8], "wordsunit": 3, "3coverage_content_typ": [3, 8], "6standard_nam": [], "wind_speedlong_nam": 3, "21standard_nam": [], "degreesccoverage_content_typ": 3, "64standard_nam": [], "sea_water_salinitylong_nam": [3, 5], "As": 3, "mention": 3, "serv": 3, "guid": 3, "wish": 3, "welcom": 3, "custom": [3, 5], "similarli": 3, "done": [3, 4, 7], "my": 3, "altogeth": [3, 4, 5], "overwrit": 3, "your_unique_id_her": [3, 5], "analag": 3, "abstract": 3, "john": 3, "orcid": [3, 5], "0000": [3, 5], "0002": [3, 5], "9746": [3, 5], "544x": [3, 5], "best": [3, 4, 5], "leav": [3, 4], "blank": 3, "10t08": 3, "58z": 3, "10t11": 3, "51": [3, 4, 7], "12z": [3, 6], "coard": [3, 5], "email": [3, 5], "publisher_url_her": [3, 5], "ever": 3, "against": 3, "checker": 3, "alreadi": [3, 4], "max": [3, 4], "dtnow": 3, "utcnow": [3, 5], "strftime": [3, 5], "sz": [3, 5], "21t17": 6, "31z": 6, "option": [3, 4], "miss": [3, 5, 6, 9], "unrealist": 3, "obvious": 3, "spike": 3, "_fillvalu": [3, 7], "special": 3, "replac": [3, 4], "doe": [3, 7, 8], "charact": 3, "commonli": [3, 4], "doubl": 3, "64": [3, 4], "int32": 3, "suitabl": [3, 4, 7, 9], "appropri": 3, "crucial": 3, "s1": [3, 5], "s10": 3, "s100": 3, "known": 3, "maximum": [3, 4, 5, 6], "specifii": 3, "myencod": 3, "1e30": 3, "zlib": 3, "1e7": 3, "to_netcdf": [3, 5], "04_example_multidimension": 3, "thoroughli": 3, "past": 3, "co": 3, "lot": [4, 6, 7, 9], "dimens": [4, 5, 6, 7, 8], "decid": 4, "tricki": 4, "divid": [4, 6], "far": 4, "teach": 4, "think": [4, 5], "tackl": 4, "whenev": 4, "accept": 4, "insid": 4, "granulairti": 4, "higher": 4, "resolut": 4, "quit": 4, "fine": 4, "enough": 4, "action": 4, "fly": 4, "visualis": 4, "aggreg": 4, "comput": [4, 7], "prepar": 4, "basi": 4, "span": 4, "simplifi": 4, "variabl": [4, 5, 6, 8, 9], "envisag": 4, "attract": 4, "fictiti": 4, "strutur": 4, "supris": 4, "idea": 4, "dozen": 4, "mayb": [4, 6], "hundr": 4, "daunt": 4, "even": 4, "ridicul": 4, "shouldn": 4, "marker": 4, "colour": 4, "respons": 4, "red": 4, "squar": 4, "irrelev": 4, "group": [4, 6], "yourselv": 4, "come": [4, 9], "outsid": [4, 7], "correctli": 4, "decad": 4, "never": 4, "bound": [4, 5, 6, 8], "portal": 4, "box": [4, 5, 6], "would": [4, 5, 6], "ones": 4, "parent": 4, "hassl": 4, "being": [4, 6], "develop": 4, "similar": [4, 5, 6, 7], "next": 4, "todai": 4, "convinc": 4, "e": [4, 5, 6], "g": [4, 5, 6], "temperature_1": 4, "98": 4, "temperature_2": 4, "temperature_3": 4, "temperature_4": 4, "distinguish": 4, "choic": 4, "temperature_2d": 4, "fit": 4, "99xarrai": 4, "4depth": 4, "3coordin": 4, "int6410": [4, 7], "30arrai": 4, "3arrai": 4, "99arrai": 4, "forget": 4, "aren": 4, "1d": 4, "5142": 4, "2833": 4, "9840": 4, "4228": 4, "4231": 4, "3591": 4, "4994": 4, "4200": 4, "42xarrai": 4, "42arrai": 4, "984": [4, 6], "room": 4, "variat": 4, "3latitud": 4, "4longitud": 4, "4coordin": [4, 8], "pedant": 4, "sai": [4, 6, 8], "assumpt": 4, "mistak": 4, "accident": 4, "98arrai": 4, "error": 4, "overlook": 4, "except": 4, "handl": 4, "messag": 4, "occur": 4, "conflict": 4, "issu": [4, 7], "depth_1": 4, "depth_2": 4, "depth_3": 4, "45": [4, 5, 6], "depth_4": 4, "among": 4, "max_depth_length": 4, "len": [4, 6], "temp_arr_1": 4, "temp_arr_2": 4, "temp_arr_3": 4, "temp_arr_4": 4, "longest": 4, "6coordin": 4, "60arrai": 4, "nanarrai": 4, "increment": 4, "encompass": 4, "across": 4, "70": 4, "all_depth": 4, "all_temperatur": 4, "temp_arr": 4, "zip": [4, 8], "14coordin": 4, "int645": 4, "wors": 4, "websit": 4, "subset": 4, "regardless": 4, "arbitari": 4, "medium": 4, "scale": 4, "broader": 4, "elev": 4, "Not": 4, "everyth": 4, "4970": 4, "4756": 4, "5584": 4, "5087": 4, "4815": 4, "5029": 4, "4279": 4, "3409": 4, "4066": 4, "4134": 4, "6972": 4, "6399": 4, "5838": 4, "6357": 4, "7313": 4, "686": 4, "7192": 4, "6737": 4, "7594": 4, "8479": 4, "6388": 4, "8899": 4, "0289": 4, "7409": 4, "5595": 4, "4532": 4, "7104": 4, "2129": 4, "2548": 4, "69": 4, "497": [4, 6], "476": 4, "407": [4, 6], "413": [4, 6], "639": [4, 6], "029": 4, "213": [4, 6], "255": [4, 6], "559": 4, "56xarrai": 4, "85arrai": 4, "float646": 4, "413arrai": 4, "559arrai": 4, "float6410": 4, "56arrai": 4, "sit": 4, "satellit": 4, "regular": 4, "am": 4, "job": 4, "chatgpt": 4, "1001": 4, "4d": 4, "996": [4, 5], "997": [4, 5, 6], "999": [4, 5], "3148": [], "1001latitud": 4, "71longitud": 4, "42coordin": 4, "1000arrai": 4, "float6475": 4, "float6428": 4, "1arrai": [4, 7], "float640": [4, 7], "425": 6, "905": [], "037": 6, "405arrai": [], "31479689": [], "42485056": [], "90525734": [], "9404259": [], "62173632": [], "77148955": [], "92678105": [], "37275102": [], "61326336": [], "08192691": [], "34519356": [], "74477217": [], "77319309": [], "97922262": [], "8916996": [], "5465195": [], "0102044": [], "28129864": [], "89970933": [], "61421864": [], "61303494": [], "09164291": [], "66990317": [], "76612246": [], "32191783": [], "75729886": [], "87937609": [], "55799172": [], "01344737": [], "9863219": [], "72550135": [], "09641805": [], "4813746": [], "73002764": [], "86666677": [], "58458302": [], "34699348": [], "22027644": [], "25783528": [], "56404895": [], "58840199": [], "77417159": [], "17745676": [], "69851506": [], "5001886": [], "73972184": [], "77747525": [], "27959786": [], "05230771": [], "19023913": [], "41992279": [], "52908086": [], "21685841": [], "1110713": [], "61508332": [], "5928055": [], "48484233": [], "52590785": [], "57394448": [], "74748104": [], "2008921": [], "87992342": [], "33243475": [], "76207228": [], "9422142": [], "4627947": [], "75838732": [], "69774486": [], "38573098": [], "79886083": [], "78575235": [], "04640508": [], "5356978": [], "52302444": [], "2320145": [], "91081725": [], "33755213": [], "90605874": [], "51947911": [], "19966037": [], "8503388": [], "73503246": [], "11989659": [], "03891057": [], "87652323": [], "37026428": [], "99517373": [], "35364764": [], "33402834": [], "63052633": [], "51670265": [], "34534608": [], "55085755": [], "13072207": [], "62284439": [], "54731855": [], "48128429": [], "20608637": [], "08033265": [], "99542663": [], "11262992": [], "28649206": [], "33626307": [], "45466853": [], "65608005": [], "42182727": [], "03704943": [], "40537601": [], "991": [4, 6], "993": [4, 5, 6], "995": [4, 5], "19999999999999": 4, "29999999999998": 4, "39999999999998": 4, "49999999999997": 4, "59999999999997": 4, "69999999999996": 4, "79999999999995": 4, "89999999999995": 4, "99999999999994": 4, "09999999999994": 4, "19999999999993": 4, "29999999999993": 4, "39999999999992": 4, "49999999999991": 4, "59999999999991": 4, "6999999999999": 4, "7999999999999": 4, "89999999999989": 4, "99999999999989": 4, "09999999999988": 4, "19999999999987": 4, "29999999999987": 4, "39999999999986": 4, "49999999999986": 4, "59999999999985": 4, "69999999999985": 4, "79999999999984": 4, "89999999999984": 4, "99999999999983": 4, "09999999999982": 4, "19999999999982": 4, "29999999999981": 4, "3999999999998": 4, "4999999999998": 4, "5999999999998": 4, "69999999999979": 4, "79999999999978": 4, "89999999999978": 4, "99999999999977": 4, "09999999999977": 4, "19999999999976": 4, "29999999999976": 4, "39999999999975": 4, "49999999999974": 4, "59999999999974": 4, "69999999999973": 4, "79999999999973": 4, "89999999999972": 4, "99999999999972": 4, "09999999999971": 4, "1999999999997": 4, "2999999999997": 4, "3999999999997": 4, "49999999999969": 4, "59999999999968": 4, "69999999999968": 4, "79999999999967": 4, "89999999999966": 4, "99999999999966": 4, "09999999999965": 4, "19999999999965": 4, "29999999999964": 4, "39999999999964": 4, "49999999999963": 4, "59999999999962": 4, "69999999999962": 4, "79999999999961": 4, "89999999999961": 4, "9999999999996": 4, "200000000000003": 4, "300000000000004": 4, "400000000000006": 4, "500000000000007": 4, "60000000000001": 4, "70000000000001": 4, "80000000000001": 4, "900000000000013": 4, "000000000000014": 4, "100000000000016": 4, "200000000000017": 4, "30000000000002": 4, "40000000000002": 4, "50000000000002": 4, "600000000000023": 4, "700000000000024": 4, "800000000000026": 4, "900000000000027": 4, "00000000000003": 4, "10000000000003": 4, "20000000000003": 4, "300000000000033": 4, "400000000000034": 4, "500000000000036": 4, "600000000000037": 4, "70000000000004": 4, "80000000000004": 4, "90000000000004": 4, "000000000000043": 4, "100000000000044": 4, "200000000000045": 4, "300000000000047": 4, "40000000000005": 4, "50000000000005": 4, "60000000000005": 4, "700000000000053": 4, "800000000000054": 4, "900000000000055": 4, "00000000000006": 4, "10000000000006": 4, "counter": 4, "num_point": 4, "irregular": 4, "low": 4, "high": 4, "data_valu": 4, "rand": 4, "94": [4, 5], "95": 4, "4184": [], "4316": [], "681": [], "1065": [], "7562": [], "8517": [], "134": [], "88": 4, "86": 4, "139": [], "100coordin": 4, "63": [4, 6], "65": 4, "8517arrai": [], "41844937": [], "43155752": [], "6809735": [], "80091249": [], "20281115": [], "58568687": [], "78062319": [], "58870691": [], "34327939": [], "97371505": [], "76181506": [], "16047826": [], "25224346": [], "7478296": [], "04904344": [], "95535726": [], "12056251": [], "65282341": [], "36007044": [], "44013788": [], "20445306": [], "22263879": [], "98715691": [], "73364048": [], "81237003": [], "49267642": [], "41074494": [], "28819344": [], "67677543": [], "12983938": [], "36928182": [], "25548059": [], "55790097": [], "43763823": [], "1504483": [], "83034035": [], "41985207": [], "48637675": [], "13352616": [], "20298688": [], "40376916": [], "80923913": [], "20762979": [], "74081282": [], "20356021": [], "15393068": [], "02302345": [], "33266871": [], "43868292": [], "57335164": [], "58644376": [], "30966712": [], "15920571": [], "55089075": [], "04523415": [], "84942155": [], "15709194": [], "86301427": [], "75527144": [], "24898036": [], "70357225": [], "85012605": [], "1821926": [], "01197122": [], "01635261": [], "98920116": [], "07245001": [], "92309254": [], "80526514": [], "69840423": [], "82534578": [], "84257908": [], "5765981": [], "94557756": [], "69891296": [], "91200748": [], "41512874": [], "37784483": [], "73408391": [], "51787385": [], "31889029": [], "35207274": [], "67477249": [], "88495417": [], "34002212": [], "20388548": [], "1072071": [], "27269157": [], "64927598": [], "85873885": [], "66318315": [], "77630207": [], "8863171": [], "8025971": [], "96256183": [], "71376335": [], "67875869": [], "10651205": [], "75619457": [], "85173061": [], "87arrai": [], "462338": [], "55527976": [], "4316442": [], "23154941": [], "50478428": [], "29295431": [], "42550237": [], "03532209": [], "5930333": [], "39437612": [], "8809915": [], "51567833": [], "00163946": [], "90017946": [], "49813715": [], "20175661": [], "43041739": [], "11933241": [], "51223355": [], "77812929": [], "63735693": [], "69462685": [], "51219331": [], "4344324": [], "13298536": [], "7618661": [], "87278516": [], "55870546": [], "29020687": [], "87597941": [], "33301563": [], "95981773": [], "49141269": [], "03139799": [], "13850915": [], "44747286": [], "27881474": [], "91536802": [], "61714307": [], "98907651": [], "32764476": [], "28709571": [], "60170091": [], "91067695": [], "15463061": [], "81808468": [], "37463772": [], "20821995": [], "29742486": [], "44989079": [], "69302704": [], "04249123": [], "26431735": [], "63084452": [], "13043304": [], "10832526": [], "14491526": [], "21206368": [], "89959495": [], "97692125": [], "32465442": [], "86577088": [], "88162914": [], "30608811": [], "31908276": [], "04458493": [], "12201892": [], "49221587": [], "34275519": [], "58241155": [], "368091": [], "80935821": [], "11319414": [], "40621932": [], "6207878": [], "23717851": [], "23155652": [], "42954004": [], "19606443": [], "28880311": [], "70199342": [], "36007259": [], "83309406": [], "96272893": [], "56007379": [], "88099508": [], "44023455": [], "10828395": [], "55475055": [], "18121146": [], "90334312": [], "51963747": [], "3779565": [], "53347717": [], "22913011": [], "4940896": [], "5093548": [], "56147179": [], "16235302": [], "87161394": [], "float6468": [], "84301260e": [], "34576148e": [], "78794096e": [], "64786992e": [], "75398254e": [], "25186969e": [], "79936175e": [], "68766389e": [], "55986965e": [], "88156295e": [], "92007202e": [], "73574381e": [], "01140244e": [], "69213779e": [], "98024677e": [], "02307091e": [], "07689909e": [], "64648625e": [], "62923813e": [], "48231055e": [], "56442612e": [], "79162180e": [], "53697717e": [], "71384445e": [], "03115438e": [], "41208432e": [], "75223655e": [], "36651512e": [], "68647863e": [], "59707410e": [], "55401257e": [], "62588622e": [], "57390687e": [], "11094639e": [], "23463222e": [], "27988040e": [], "13743379e": [], "56242942e": [], "05687565e": [], "10756632e": [], "31785369e": [], "12768155e": [], "62037017e": [], "75125935e": [], "15728236e": [], "35466977e": [], "60432815e": [], "48798775e": [], "07544071e": [], "69554498e": [], "44049919e": [], "81446458e": [], "27230328e": [], "21607882e": [], "66007464e": [], "74950149e": [], "20823609e": [], "27928943e": [], "47875281e": [], "38643588e": [], "81837865e": [], "29278514e": [], "00747835e": [], "40685615e": [], "81190907e": [], "01291076e": [], "23634874e": [], "27894214e": [], "61461834e": [], "45691769e": [], "06541324e": [], "03743403e": [], "27607324e": [], "80473460e": [], "14578508e": [], "04240237e": [], "13885718e": [], "65423517e": [], "28666288e": [], "03169504e": [], "41409974e": [], "21464439e": [], "10905665e": [], "98245977e": [], "30352733e": [], "94141693e": [], "27600162e": [], "00302104e": [], "20539428e": [], "32617737e": [], "12098125e": [], "40580676e": [], "31969339e": [], "77763636e": [], "08554626e": [], "20233932e": [], "13335183e": [], "72478971e": [], "39912424e": [], "47551700e": [], "nodepandasindexpandasindex": 4, "highest": 4, "neither": 4, "minut": 4, "hourli": 4, "unneccessari": 4, "cours": [4, 8, 9], "unavoid": 4, "unlimit": 4, "later": 4, "concaten": [4, 6], "child": 4, "relationship": 4, "children": 4, "smaller": [5, 6], "reason": [5, 6], "less": [5, 6], "account": [5, 6], "consid": [5, 9], "bad": 5, "accur": [5, 6], "timestamp": [5, 6], "present": [5, 6], "unclear": [5, 6], "involv": [5, 6], "panda": [5, 6, 8], "glob": 5, "iso8601": 5, "time_now": 5, "read_csv": 5, "csv_file": 5, "depth_profile_s1": 5, "datafram": [5, 6, 8], "degrees_celsiu": 5, "sea_water_pressur": 5, "6713": 5, "2093": 5, "26t09": 5, "modifi": 5, "yournam": 5, "processing_level": 5, "your_url_her": 5, "instrument_vocabulari": 5, "vocab": 5, "nerc": 5, "ac": 5, "uk": 5, "l22": 5, "tool0001": 5, "alongsid": 5, "06_depth_profile_one_fil": 5, "418": 5, "231": 5, "004": [5, 6], "583": [5, 6], "temperatu": 5, "TO": 5, "s1xarrai": 5, "float6439": 5, "0standard_nam": 5, "dbarcoverage_content_typ": 5, "455654": 5, "119035": 5, "355769": 5, "418398": 5, "05053": 5, "760447": 5, "570563": 5, "230532": 5, "67562": 5, "00015": 5, "float641": 5, "583standard_nam": 5, "degrees_celsiuscoverage_content_typ": 5, "95533107": 5, "41958791": 5, "71529616": 5, "84360563": 5, "41972826": 5, "22250547": 5, "05988036": 5, "39393846": 5, "0035247": 5, "58250776": 5, "float6434": [3, 5], "66standard_nam": 5, "psucoverage_content_typ": 5, "69975973": 5, "84037386": 5, "72520826": 5, "34808803": 5, "83566471": 5, "77718679": 5, "03124111": 5, "14946971": 5, "47912241": 5, "65869081": 5, "pressurepandasindexpandasindex": 5, "4556544280039": 5, "11903479614398": 5, "3557689889737": 5, "4183980542843884": 5, "05053002488748": 5, "76044658260758": 5, "5705628202497": 5, "2305319880886354": 5, "67561997590708": 5, "00015013251017": 5, "your_unique_id_herenaming_author": 5, "idtitl": 5, "datasummari": 5, "sea_water_salinitykeywords_vocabulari": 5, "namesgeospatial_lat_min": 5, "6713geospatial_lat_max": 5, "6713geospatial_lon_min": 5, "2093geospatial_lon_max": 5, "2093time_coverage_start": 5, "00ztime_coverage_end": 5, "00zconvent": 5, "11histori": 5, "37z": 6, "pythonsourc": 5, "measurementprocessing_level": 5, "controldate_cr": 5, "37zcreator_typ": [], "institutioncreator_nam": 5, "namecreator_email": 5, "comcreator_url": 5, "your_url_hereinstitut": 5, "institutionpublisher_nam": 5, "namepublisher_email": 5, "compublisher_url": 5, "publisher_url_hereproject": 5, "nameinstru": 5, "ctdinstrument_vocabulari": 5, "profilestation_nam": 5, "unfamiliar": 5, "hopefulli": 5, "header": [5, 6], "fix": 5, "folder_path": 5, "path": [5, 6], "folder": 5, "depth_profile_s4": 5, "depth_profile_s5": 5, "depth_profile_s2": 5, "depth_profile_s3": 5, "depth_profile_s7": 5, "depth_profile_s8": 5, "depth_profile_s6": 5, "filenam": 5, "input": 5, "split": 5, "_": 5, "s4": 5, "s5": 5, "s2": 5, "s3": 5, "s7": 5, "s8": 5, "s6": 5, "everi": 5, "detail": 5, "metadata_fil": 5, "depth_profiles_metadata": 5, "json_fil": 5, "128": [4, 5], "123": [4, 5], "126": [5, 6], "124": [4, 5], "yaml_fil": 5, "safe_load": 5, "metadata_df": 5, "iterrow": 5, "proce": 5, "incorpor": 5, "yourself": 5, "rather": 5, "data_fil": 5, "data_df": 5, "metadata_st": 5, "15t10": 5, "f7a6c89d": 5, "4c3e": 5, "4a94": 5, "8e9a": 5, "04a7f8f43d6c": 5, "d8eb21f2": 5, "43a6": 5, "4b18": 5, "9c6c": 5, "8f8b30051718": 5, "cc29745a": 5, "925b": 5, "45d0": 5, "8b88": 5, "ce967322b6c4": 5, "3b89f178": 5, "8c48": 5, "4fc4": 5, "ae7d": 5, "27e2f4c6d9e1": 5, "a43de701": 5, "3bfe": 5, "4c7e": 5, "a78b": 5, "1d87a9af1122": 5, "15t11": 5, "5f2c68c1": 5, "68d7": 5, "4d3b": 5, "aa2b": 5, "254c73e4b59": 5, "e4c040e2": 5, "1506": 5, "4099": 5, "85f1": 5, "99e0e47244f7": 5, "9b4e0d0a": 5, "51d9": 5, "4d5b": 5, "a144": 5, "0a8c97cc1181": 5, "put": 5, "06_depth_profile_": 5, "reaction": 6, "learn": [6, 9], "ctd_station_isg_svr1_": 6, "nansen_legacy_cruis": 6, "anyon": 6, "ascii": 6, "yet": 6, "remov": 6, "suffix": 6, "filepath": 6, "259": 6, "258": 6, "260": 6, "jann": 6, "isg": 6, "svr1": 6, "259coordin": 6, "251": 6, "253": 6, "254": 6, "legacy_pr_ct_58us_2021708_isg": 6, "svr1time_coverage_start": 6, "12t19": 6, "04ztime_coverage_end": 6, "04zdate_upd": 6, "51zdate_cr": 6, "1282geospatial_lat_max": 6, "1282geospatial_lon_min": 6, "0032geospatial_lon_max": 6, "0032geospatial_vertical_min": 6, "261": 6, "isg_svr1pi_nam": 6, "s\u00f8reideinstitut": 6, "1creator_institut": 6, "svalbardstation_nam": 6, "svr1metadata_link": 6, "isg_svr1_ncproperti": 6, "quick": 6, "226": 6, "211": 6, "205": 6, "215": 6, "144": [4, 6], "118": [4, 6], "081": 6, "913": 6, "861": 6, "826": 6, "809": 6, "743": 6, "703": 6, "687": 6, "652": 6, "544": 6, "508": 6, "483": 6, "434": 6, "399": 6, "355": 6, "298": 6, "225": 6, "173": 6, "113": 6, "073": 6, "006": 6, "008": 6, "067": [6, 7], "145": 6, "143": 6, "248": 6, "136": [4, 6], "748": 6, "594": 6, "623": 6, "374": 6, "383": 6, "367": 6, "351": 6, "376": 6, "391": 6, "396": 6, "398": 6, "393": 6, "371": 6, "159": [4, 6], "944": 6, "928": 6, "964": 6, "154": [4, 6], "281": 6, "362": 6, "353": 6, "069": 6, "989": 6, "048": 6, "016": 6, "946": 6, "942": 6, "892": 6, "828": 6, "641": 6, "632": 6, "625": 6, "615": 6, "566": 6, "542": 6, "518": 6, "493": 6, "457": 6, "426": 6, "416": 6, "388": 6, "389": 6, "387": 6, "373": 6, "363": 6, "359": 6, "395": 6, "443": 6, "446": 6, "449": 6, "448": 6, "455": 6, "454": 6, "464": 6, "485": 6, "753": 6, "793": 6, "754": 6, "341": 6, "346": 6, "435": 6, "514": 6, "554": 6, "447": 6, "747": 6, "174": [4, 6], "527": 6, "521": 6, "626": 6, "718": 6, "778": 6, "937": 6, "018": 6, "203": 6, "284": 6, "384": 6, "506": 6, "436": 6, "369": 6, "534": 6, "579": 6, "572": 6, "598": 6, "618": 6, "629": 6, "669": 6, "676": 6, "428": 6, "501": 6, "799": 6, "802": 6, "805": 6, "762": 6, "786": [4, 6], "728": 6, "486": 6, "424": 6, "386": 6, "304": 6, "268": 6, "221": 6, "206": 6, "189": 6, "233": 6, "243": 6, "239": 6, "246": 6, "271": 6, "274": 6, "276": 6, "279": 6, "289": 6, "293": 6, "305": 6, "325": 6, "329": 6, "328": 6, "334": 6, "343": 6, "344": 6, "358": 6, "379": 6, "415": 6, "411": [6, 7], "401": 6, "404": 6, "419": 6, "422": 6, "421": 6, "423": 6, "429": 6, "427": 6, "437": 6, "474": 6, "475": 6, "488": 6, "499": 6, "481": 6, "494": 6, "495": 6, "511": [4, 6], "505": 6, "502": 6, "513": 6, "515": 6, "519": 6, "526": 6, "532": 6, "536": 6, "537": 6, "538": 6, "539": 6, "543": 6, "573": 6, "584": 6, "578": [4, 6], "563": 6, "553": 6, "548": 6, "569": 6, "577": 6, "633": 6, "653": 6, "677": 6, "688": 6, "692": 6, "714": 6, "725": 6, "729": 6, "752": 6, "768": 6, "803": 6, "825": 6, "836": 6, "839": 6, "831": 6, "864": 6, "869": 6, "867": 6, "872": 6, "871": 6, "827": 6, "821": 6, "816": 6, "813": 6, "233002": 6, "240002": 6, "243000": 6, "238998": 6, "820999": 6, "816002": 6, "813000": 6, "812000": 6, "siphon": 6, "catalog": 6, "tdscatalog": 6, "base_url": 6, "catalog_url": 6, "xml": 6, "travers": 6, "ctd_station_nleg02_": 6, "ctd_station_nleg02_1_": 6, "ctd_station_nleg02_2_": 6, "ctd_station_nleg02_3_": 6, "ctd_station_nleg02_4_": 6, "ctd_station_nleg02_5_": 6, "ctd_station_nleg03_": 6, "ctd_station_nleg05_": 6, "ctd_station_nleg05_01_": 6, "ctd_station_nleg05_02_": 6, "ctd_station_nleg06_": 6, "ctd_station_nleg06_01_": 6, "ctd_station_nleg06_02_": 6, "ctd_station_nleg07_01_": 6, "ctd_station_nleg08_": 6, "ctd_station_nleg08_1_": 6, "ctd_station_nleg09_": 6, "ctd_station_nleg09_1_": 6, "ctd_station_nleg10_": 6, "ctd_station_nleg10_1_": 6, "ctd_station_nleg11_1_": 6, "ctd_station_nleg11_2_": 6, "ctd_station_nleg12_": 6, "ctd_station_nleg14_": 6, "ctd_station_nleg15_": 6, "ctd_station_nleg16_": 6, "ctd_station_nleg17_": 6, "ctd_station_nleg18_": 6, "ctd_station_nleg19_": 6, "ctd_station_nleg20_": 6, "ctd_station_nleg22_": 6, "ctd_station_nleg23_": 6, "ctd_station_nleg24_": 6, "2_": 6, "3_": 6, "ctd_station_p2_nleg04": 6, "4_": 6, "ctd_station_p3_nleg07": 6, "5_": 6, "ctd_station_p4_nleg11": 6, "ctd_station_p5_nleg13": 6, "ctd_station_p5_nleg13_1_": 6, "ctd_station_p6_nleg21_npal15": 6, "ctd_station_p7_nleg25_npal16": 6, "turn": 6, "profile_url": 6, "04z": 6, "14t23": 6, "15t02": 6, "30z": 6, "15t03": 6, "15t04": 6, "26z": 6, "15t05": 6, "33z": 6, "15t07": 6, "15t08": 6, "11z": 6, "16t17": 6, "02z": 6, "16t20": 6, "16t21": [], "06z": [], "16t22": [], "07z": [], "16t23": [], "27z": 5, "54z": [], "17t15": [], "44z": [], "keyerror": [], "traceback": [], "recent": [], "anaconda3": [], "lib": [], "python3": [], "site": [], "backend": [], "file_manag": [], "cachingfilemanag": [], "_acquire_with_cache_info": [], "self": [], "needs_lock": [], "210": [], "_cach": [], "_kei": [], "lru_cach": [], "lrucach": [], "__getitem__": [], "_lock": [], "move_to_end": [], "class": [], "netcdf4": [], "_netcdf4": [], "clobber": [], "true": [6, 7], "diskless": [], "persist": [], "6bf9e4bc": [], "6922": [], "477a": [], "9496": [], "7bd8dccf21ba": [], "keyboardinterrupt": [], "api": [], "filename_or_obj": [], "engin": [], "chunk": 8, "cach": [], "decode_cf": [], "mask_and_scal": [], "decode_tim": [], "decode_timedelta": [], "use_cftim": [], "concat_charact": [], "decode_coord": [], "drop_vari": [], "inline_arrai": [], "chunked_array_typ": [], "from_array_kwarg": [], "backend_kwarg": [], "kwarg": [], "560": 6, "decod": [], "_resolve_decoders_kwarg": [], "561": [], "562": [], "open_backend_dataset_paramet": [], "open_dataset_paramet": [], "568": [], "571": [], "overwrite_encoded_chunk": [], "pop": [], "backend_d": [], "ds": [], "_dataset_from_backend_dataset": [], "580": [], "590": [], "591": [], "592": [], "netcdf4_": [], "netcdf4backendentrypoint": [], "lock": [], "autoclos": [], "def": [], "ignor": [], "overrid": [], "lsp": [], "violat": [], "support": [], "str": [], "os": [], "pathlik": [], "bufferediobas": [], "abstractdatastor": [], "643": 6, "_normalize_path": [], "netcdf4datastor": [], "645": [], "646": [], "649": [], "650": [], "654": [], "656": [], "store_entrypoint": [], "storebackendentrypoint": [], "close_on_error": [], "cl": [], "lock_mak": [], "dict": [], "402": [], "manag": [], "405": [], "406": [], "354": [], "__init__": [], "_group": [], "_mode": [], "data_model": [], "_filenam": [], "356": [], "is_remot": [], "is_remote_uri": [], "414": [], "properti": [], "_acquir": [], "410": [], "409": [], "_manag": [], "acquire_context": [], "root": [], "_nc4_require_group": [], "412": [], "contextlib": [], "_generatorcontextmanag": [], "__enter__": [], "del": [], "arg": [], "kwd": [], "func": [], "gen": [], "138": 4, "stopiter": [], "rais": 7, "runtimeerror": [], "didn": [], "yield": [], "199": [], "196": [], "contextmanag": [], "198": [], "context": 7, "acquir": [], "copi": [], "_open": [], "_arg": [], "218": [], "219": [], "ensur": [], "overridden": [], "220": [], "src": [], "pyx": [], "2486": [], "2011": [], "genexpr": [], "util": [], "_find_dim": [], "grp": [], "dimnam": [], "_sortbylist": [], "instanc": [], "initi": 6, "dataframes_list": 6, "profile_df": 6, "master_df": 6, "concat": 6, "reset": 6, "reset_index": 6, "inplac": 6, "exclud": 6, "128197": 6, "0032": 6, "32028": 6, "3362": 6, "722": 6, "003799": 6, "0427": 6, "25t03": 6, "53z": 6, "32029": 6, "3363": 6, "32030": 6, "3364": 6, "32031": 6, "3365": 6, "32032": 6, "3366": 6, "32033": 6, "profile_data": 6, "transpos": 6, "theb": 6, "result": 6, "19t14": 6, "47z": 6, "20t13": 6, "18z": 6, "20t19": 6, "22t13": 6, "23t06": 6, "20z": 6, "23t09": 6, "55z": 6, "24t01": 6, "24t14": 6, "40z": 6, "782": 6, "960": 6, "551": 6, "535": 6, "528": 6, "620": 6, "456": 6, "958": 6, "541": 6, "524": 6, "630": 6, "950": 6, "498": 6, "829": 6, "547": 6, "440": 6, "956": 6, "732": 6, "973": 6, "875": 6, "452": 6, "552": 6, "549": 6, "550": 6, "961": 6, "733": 6, "976": 6, "708": 6, "627": 6, "719": 6, "3367": 6, "3368": 6, "3369": 6, "3370": 6, "multiindex": 6, "from_tupl": 6, "499802": 6, "595802": 6, "693001": 6, "764503": 6, "812202": 6, "914703": 6, "000198": 6, "000000": 6, "400002": 6, "512199": 6, "480003": 6, "732498": 6, "547798": 6, "546700": 6, "542503": 6, "542702": 6, "000999": 6, "981697": 6, "003200": 6, "219801": 6, "756800": 6, "303699": 6, "617298": 6, "897999": 6, "516300": 6, "002300": 6, "999699": 6, "999802": 6, "814499": 6, "202499": 6, "121498": 6, "858700": 6, "795000": 6, "891500": 6, "846001": 6, "982201": 6, "979000": 6, "042700": 6, "take": [], "identifi": [], "transect_dataset": [], "scipi": [], "interpol": [], "griddata": [], "meshgrid": [], "x_mesh": [], "y_mesh": [], "flatten": [], "flat_x": [], "flat_i": [], "flat_z_temp": [], "flat_z_psal": [], "zi_temp": [], "linear": [], "zi_psal": [], "contourf": [], "cmap": [], "rdylbu_r": [], "colorbar": [], "xlabel": [], "ylabel": [], "gca": [], "invert_yaxi": [], "extra": 7, "secondari": 7, "relat": 7, "primari": 7, "dedic": 7, "017": 7, "014": 7, "deriv": 7, "014xarrai": 7, "5coordin": 7, "50standard_nam": 7, "depthunit": 7, "014standard_nam": 7, "bottlesunit": 7, "space": 7, "term": 7, "chla_flag_possible_valu": 7, "chla_flag_mean": 7, "missing_valu": 7, "wonder": 7, "adher": [7, 9], "v": 7, "oceansites_data_format_reference_manu": 7, "pdf": 7, "chla_flag": 7, "chlorophyll_a_quality_flag": 7, "1xarrai": [7, 8], "int641": 7, "search": 7, "flag_valu": 7, "valid_rang": 7, "invalid": 7, "quality_flag": 7, "qualityinform": 7, "bad_": 7, "127xarrai": 7, "flagstandard_nam": 7, "quality_flagflag_valu": 7, "missing_valuevalid_rang": 7, "qualityinformation_fillvalu": 7, "4xarrai": 7, "physicalmeasurementancillary_vari": 7, "chlorophyll_a_quality_flagsarrai": 7, "1long_nam": 7, "127arrai": 7, "suppos": 7, "good_quality_chlorophyll_a": 7, "chlorophyll_a_quality_flagsxarrai": 7, "014arrai": 7, "filtered_volum": 7, "covereage_content_typ": 7, "auxiliaryinform": 7, "filtered_volumearrai": 7, "valuesunit": 7, "lcovereage_content_typ": 7, "auxiliaryinformation_fillvalu": 7, "expand": 7, "At": 7, "commun": 7, "suggest": 7, "github": 7, "repositori": 7, "guidelin": 7, "construct": 7, "melt": 8, "confus": 8, "leap": 8, "epoch": 8, "calcul": 8, "get_days_since_epoch": [], "days_since_epoch": [], "first_day_of_month": 8, "date": 8, "days_since_epoch_2023": [], "19358": 8, "19389": 8, "19417": 8, "19448": 8, "19478": 8, "19509": 8, "19539": 8, "19570": 8, "19601": 8, "19631": 8, "19662": 8, "19692": 8, "maximum_monthly_temperatur": 8, "air_temperatur": 8, "celsiu": 8, "12coordin": 8, "int6419358": 8, "19692standard_nam": 8, "timelong_nam": 8, "monthsunit": 8, "01coverage_content_typ": 8, "float644": 8, "1standard_nam": 8, "air_temperaturelong_nam": 8, "monthunit": 8, "celsiuscoverage_content_typ": 8, "time_bounds_2d_arrai": 8, "738521": [], "738551": [], "738552": [], "738579": [], "738580": [], "738610": [], "738611": [], "738640": [], "738641": [], "738671": [], "738672": [], "738701": [], "738702": [], "738732": [], "738733": [], "738763": [], "738764": [], "738793": [], "738794": [], "738824": [], "738825": [], "738854": [], "738855": [], "738885": [], "create_datafram": [], "last_day_of_month": 8, "end_of_month": [], "timedelta": [], "toordin": [], "df_2023": [], "to_numpi": 8, "nv": 8, "expand_dim": 8, "time_bound": 8, "738885xarrai": [], "2time": 8, "int64738521": [], "738885arrai": [], "readabl": 8, "cell_method": 8, "median": 8, "standard_devi": 8, "minimum_depth": 8, "maximum_depth": 8, "depths_2d_arrai": 8, "depth_bound": 8, "sea_ice_salin": 8, "cm": 8, "38xarrai": 8, "2depth": 8, "30standard_nam": 8, "coreunit": 8, "cmposit": 8, "downcoverage_content_typ": 8, "coordinatebound": 8, "depth_boundsarrai": 8, "float6435": 8, "sea_ice_salinitylong_nam": 8, "physicalmeasurementcell_method": 8, "meanarrai": 8, "38arrai": 8, "wind": [], "speed": [], "give": [], "timestamps_hour": [], "num_latitud": [], "num_longitud": [], "num_timestamp": [], "purpos": [], "mean_wind_spe": [], "wind_speed_3d_arrai": [], "syntaxerror": [], "expect": [], "valueerror": [], "updat": [], "plugin": [], "guess_engin": [], "555": [], "556": [], "store_spec": [], "190": [], "error_msg": [], "found": [], "match": [], "io": [], "compatible_engin": [], "193": [], "dev": [], "en": [], "stabl": [], "194": [], "did": 9, "explicitli": [], "via": [], "paramet": [], "xxxx": [], "noth": 9, "experienc": 9, "necessarili": 9, "unless": 9, "content": 9, "anyth": 9, "me": 9, "ipython": [0, 1, 2, 3, 4, 5, 6], "youtubevideo": [0, 1, 2, 3, 4, 5, 6], "699jkjljgym": 0, "float64index": [], "67epsk7vkc4": 1, "0x7f9f6bb12710": [], "0x7f9f6b9dab10": [], "0x7f9f6af32b10": [], "0x7f9f6b9c17d0": [], "0x7f9f6af02b50": [], "0x7f9f6b8cab10": [], "0x7f9f6ac85090": [], "0x7f9f6a7eab90": [], "rgbqsqwvvcc": 2, "a5qvdsffqrm": 3, "int64index": [], "20xarrai": [], "int6429": [], "20arrai": [], "231750": [], "129292": [], "410052": [], "330582": [], "971523": [], "932541": [], "593607": [], "161767": [], "378726": [], "235372": [], "872576": [], "382029": [], "750375": [], "367724": [], "236008": [], "775534": [], "112016": [], "220890": [], "306293": [], "966600": [], "932082": [], "812490": [], "082101": [], "691867": [], "304471": [], "947043": [], "633124": [], "329237": [], "079605": [], "830769": [], "2317505": [], "12929166": [], "41005224": [], "33058212": [], "97152347": [], "93254122": [], "59360693": [], "16176728": [], "37872646": [], "23537203": [], "87257569": [], "38202933": [], "75037503": [], "3677238": [], "23600757": [], "11201583": [], "2208902": [], "30629333": [], "96659981": [], "93208171": [], "81248963": [], "0821011": [], "69186685": [], "30447062": [], "94704276": [], "63312379": [], "32923735": [], "07960516": [], "83076924": [], "83xarrai": [], "float6432": [], "83arrai": [], "20standard_nam": [], "83standard_nam": [], "50z": [], "1d6yc": 4, "r9abu": 4, "184": [], "841": [], "2974": [], "677arrai": [], "29730287e": [], "18388064e": [], "84126870e": [], "56442790e": [], "90060187e": [], "44388014e": [], "95966456e": [], "40762363e": [], "31694014e": [], "51275087e": [], "16819735e": [], "62330872e": [], "40742416e": [], "14762077e": [], "79284915e": [], "01051293e": [], "16061151e": [], "29909243e": [], "75218096e": [], "27168230e": [], "88721693e": [], "38707692e": [], "96226387e": [], "80554934e": [], "98887959e": [], "24501891e": [], "36546112e": [], "07094438e": [], "06233961e": [], "46946304e": [], "24506949e": [], "50248004e": [], "43653566e": [], "14645450e": [], "08341399e": [], "35929354e": [], "76140758e": [], "71579913e": [], "33713886e": [], "26769742e": [], "27904383e": [], "24184909e": [], "88826347e": [], "70736563e": [], "65547529e": [], "98053932e": [], "17139807e": [], "73460723e": [], "81360086e": [], "34001566e": [], "19950166e": [], "59636028e": [], "05243257e": [], "09143632e": [], "85208310e": [], "79346650e": [], "02312937e": [], "11876998e": [], "04482758e": [], "86798062e": [], "56657271e": [], "94124534e": [], "42693664e": [], "28691461e": [], "31397502e": [], "61323998e": [], "42297163e": [], "25514858e": [], "06918167e": [], "95938723e": [], "54825434e": [], "42841893e": [], "28539747e": [], "86420458e": [], "12106041e": [], "25708485e": [], "86740756e": [], "57397017e": [], "47975180e": [], "73957798e": [], "35661829e": [], "85600855e": [], "03330486e": [], "67270914e": [], "74448572e": [], "25694291e": [], "08876633e": [], "66224625e": [], "83830186e": [], "00908686e": [], "04318933e": [], "12058882e": [], "20644250e": [], "90411127e": [], "54570216e": [], "10171074e": [], "66007193e": [], "04787432e": [], "70406888e": [], "23991652e": [], "18968070e": [], "61545225e": [], "05730881e": [], "03952557e": [], "32812260e": [], "78212080e": [], "97392913e": [], "67731697e": [], "3144": [], "3719": [], "8918": [], "4086": [], "465": [], "6103": [], "896": [], "156": [], "93xarrai": [], "6103arrai": [], "31442298": [], "37186486": [], "89175894": [], "35381091": [], "42298519": [], "86366941": [], "1285485": [], "67681026": [], "39359271": [], "33410271": [], "00645611": [], "75200655": [], "15326576": [], "79513939": [], "68948449": [], "63713208": [], "52040431": [], "73860617": [], "96929213": [], "41165139": [], "18418043": [], "29791374": [], "13166047": [], "70613258": [], "86748078": [], "06064639": [], "17431385": [], "91342961": [], "56467001": [], "3070612": [], "01995465": [], "96886991": [], "14103095": [], "42207916": [], "93437094": [], "337254": [], "56541698": [], "35730351": [], "32942897": [], "53332867": [], "03206663": [], "36138215": [], "88778958": [], "47663117": [], "00674575": [], "17763386": [], "70808259": [], "95813141": [], "21480453": [], "24928252": [], "8207419": [], "13466487": [], "64601279": [], "00580161": [], "96327407": [], "66660425": [], "44254703": [], "49016297": [], "95092752": [], "68402475": [], "0364008": [], "06979758": [], "41977257": [], "04157561": [], "1281028": [], "06032187": [], "55193326": [], "70960954": [], "90115042": [], "9172195": [], "83824067": [], "47241553": [], "88974885": [], "95111486": [], "55429091": [], "46400814": [], "08551224": [], "02608824": [], "96794298": [], "94370973": [], "41594332": [], "84143792": [], "29299434": [], "98005967": [], "41383606": [], "64756034": [], "7732397": [], "77791243": [], "89000761": [], "62021766": [], "5678002": [], "26946859": [], "95977585": [], "46112992": [], "28591536": [], "5122418": [], "21037796": [], "40858309": [], "46504583": [], "61029173": [], "32arrai": [], "4886676": [], "69594849": [], "66986479": [], "41193882": [], "44157423": [], "12362955": [], "04489245": [], "29082406": [], "35150729": [], "89282835": [], "71123523": [], "27510472": [], "29680328": [], "59369782": [], "50049578": [], "30981317": [], "82997181": [], "35292596": [], "57018977": [], "47020516": [], "58987988": [], "34881945": [], "30340812": [], "75712151": [], "6191108": [], "85901911": [], "99536768": [], "22273169": [], "6801014": [], "48733837": [], "9376388": [], "35225246": [], "71875448": [], "6857475": [], "78970585": [], "53077404": [], "27229314": [], "91939612": [], "69978416": [], "7626704": [], "0321003": 4, "2170661": [], "70407666": [], "28380035": [], "69462638": [], "19398186": [], "26612459": [], "09551551": [], "386417": [], "71918709": [], "8714128": [], "81145388": [], "92874493": [], "30867711": [], "49774655": [], "81469496": [], "78803415": [], "92589985": [], "63294474": [], "30958577": [], "12174513": [], "02319782": [], "25171224": [], "27928716": [], "01900842": [], "47362155": [], "74019023": [], "98977177": [], "99254038": [], "05522188": [], "8384074": [], "26602948": [], "91698596": [], "66703283": [], "01188637": [], "45316157": [], "87164407": [], "76755194": [], "63381237": [], "02301107": [], "88713898": [], "97980869": [], "7572433": [], "02298939": [], "58749734": [], "21390231": [], "15090174": [], "34641485": [], "58187405": [], "65213606": [], "87908631": [], "48461782": [], "69251269": [], "33814681": [], "82255285": [], "99928075": [], "62515657": [], "79605527": [], "89569423": [], "31817245": [], "93arrai": [], "27783465": [], "34783037": [], "52111548": [], "48163785": [], "119": [], "14248872": [], "04216903": [], "57894062": [], "45954283": [], "97742338": [], "64647313": [], "78087686": [], "05518552": [], "15504409": [], "94328509": [], "3598121": [], "133": [], "8364253": [], "23840394": [], "95640126": [], "82050608": [], "27098841": [], "81598617": [], "141": 4, "05617541": [], "00708664": [], "168": [], "5330412": [], "9728711": [], "45445806": [], "3493489": [], "59594725": [], "45915868": [], "37713145": [], "130": [], "16087052": [], "52662793": [], "83166087": [], "85676361": [], "0300951": [], "19004922": [], "45371835": [], "65166334": [], "8817983": [], "65190485": [], "150": [4, 6], "48072339": [], "108": [], "32632087": [], "03233456": [], "04427618": [], "10789165": [], "85166448": [], "155": [], "00349857": [], "52174701": [], "51643572": [], "115": [], "77854528": [], "47674034": [], "25629079": [], "14108362": [], "158": [], "03247498": [], "67216141": [], "80145001": [], "86778546": [], "6041007": [], "68193936": [], "179": 4, "89210633": [], "8977905": [], "05351228": [], "13634592": [], "50970035": [], "169": 4, "70491423": [], "10065381": [], "19168379": [], "41259146": [], "80621338": [], "42116845": [], "6330042": [], "161": [], "48308133": [], "110": [], "47294083": [], "31392934": [], "96127887": [], "30403754": [], "59737932": [], "35736646": [], "59144555": [], "164": [], "30690785": [], "51850223": [], "153": [], "95081748": [], "69835412": [], "33730049": [], "4852469": [], "88767257": [], "82036629": [], "0741129": [], "54139585": [], "57985518": [], "8545144": [], "70140721": [], "104": [], "84149711": [], "43885724": [], "33594209": [], "22523239": [], "29241948": [], "11833095": [], "87986206": [], "93070919": [], "tjl23unmmwi": 5, "08t14": [], "12zcreator_typ": [], "0x7f824bb95090": [], "0x7f824bbca1d0": [], "0x7f824b10c390": [], "0x7f824b117f50": [], "0x7f824bab4750": [], "0x7f824af8a310": [], "0x7f824ae84090": [], "0x7f824b00c610": [], "filtered_dataset": 6, "round": 6, "sharei": 6, "sorted_latitud": 6, "enumer": 6, "set_ylim": 6, "set_xlim": 6, "ablrv5yuw2g": 6, "ancillari": 9, "ipykernel_20146": [], "0x764db7e8b6d0": [], "0x764dbc483890": [], "0x764db7513550": [], "0x764db7d2c750": [], "0x764db7dcc750": [], "0x764db7291490": [], "0x764db7db9950": [], "0x764db7204810": [], "26xarrai": [], "int6422": [], "26arrai": [], "622934": [], "186991": [], "659778": [], "962803": [], "973053": [], "829801": [], "142901": [], "518671": [], "802748": [], "525282": [], "090573": [], "718817": [], "332191": [], "508175": [], "106954": [], "341605": [], "938948": [], "771296": [], "559881": [], "604378": [], "683798": [], "238045": [], "082384": [], "749449": [], "781732": [], "320444": [], "400078": [], "448881": [], "752491": [], "822533": [], "62293383": [], "18699116": [], "65977827": [], "96280268": [], "97305267": [], "82980051": [], "14290084": [], "5186714": [], "80274767": [], "52528155": [], "09057322": [], "71881746": [], "33219077": [], "50817531": [], "1069542": [], "34160461": [], "93894806": [], "7712962": [], "55988121": [], "60437791": [], "68379801": [], "23804545": [], "08238447": [], "74944872": [], "78173197": [], "32044399": [], "40007812": [], "44888098": [], "7524908": [], "82253346": [], "82xarrai": [], "float6433": [], "82arrai": [], "26standard_nam": [], "82standard_nam": [], "26t10": [], "888": [], "589": [], "04695": [], "338": [], "081arrai": [], "88818134e": [], "58890868e": [], "69474954e": [], "83543080e": [], "54172596e": [], "93015399e": [], "68594212e": [], "88378298e": [], "05858670e": [], "08039690e": [], "74020310e": [], "18569613e": [], "86532510e": [], "74522207e": [], "96296043e": [], "12354867e": [], "12486882e": [], "74989239e": [], "57343433e": [], "64842611e": [], "21299059e": [], "79800529e": [], "85969327e": [], "67863409e": [], "75538315e": [], "71464820e": [], "34480066e": [], "95255562e": [], "06508783e": [], "80317218e": [], "21422462e": [], "73460002e": [], "73846640e": [], "78360739e": [], "08309716e": [], "50199185e": [], "87783075e": [], "92044273e": [], "89677079e": [], "61791171e": [], "96373154e": [], "63982789e": [], "96692925e": [], "74009994e": [], "11735719e": [], "69391939e": [], "69721949e": [], "69197913e": [], "70317132e": [], "55154490e": [], "11212726e": [], "75779260e": [], "62259851e": [], "30234946e": [], "51572235e": [], "00526632e": [], "29169572e": [], "76603696e": [], "57605304e": [], "10286195e": [], "37089411e": [], "96808318e": [], "58191352e": [], "17816051e": [], "67408076e": [], "91684277e": [], "50858571e": [], "53768550e": [], "08725100e": [], "95910648e": [], "23315768e": [], "53190076e": [], "00174052e": [], "43696893e": [], "83219749e": [], "98788963e": [], "11597550e": [], "38553458e": [], "79912820e": [], "21156222e": [], "69624984e": [], "10169618e": [], "60180829e": [], "45450530e": [], "98241431e": [], "78634008e": [], "50840426e": [], "95372128e": [], "30669326e": [], "61181362e": [], "96296900e": [], "49587484e": [], "47308265e": [], "50826358e": [], "15767051e": [], "13030133e": [], "71855377e": [], "89502404e": [], "71715487e": [], "36148875e": [], "04606215e": [], "26085383e": [], "98348855e": [], "31903887e": [], "35094174e": [], "48483551e": [], "33818075e": [], "08111828e": [], "3329": [], "4155": [], "3709": [], "4563": [], "09224": [], "7694": [], "131": [], "3xarrai": [], "7694arrai": [], "33285677": [], "4155039": [], "37093072": [], "45606355": [], "50683271": [], "95795897": [], "68306427": [], "87573181": [], "74841622": [], "77705353": [], "23945779": [], "54646109": [], "91414616": [], "93059699": [], "04563068": [], "10132994": [], "63663083": [], "9170739": [], "12847232": [], "64975713": [], "17945373": [], "81496431": [], "34676954": [], "20306613": [], "78472754": [], "03861684": [], "02921649": [], "85505413": [], "07174849": [], "81880977": [], "39788916": [], "96024437": [], "04446023": [], "37044437": [], "55152247": [], "46199134": [], "09429793": [], "41243587": [], "13629261": [], "63425324": [], "76099274": [], "05224709": [], "28446705": [], "91902257": [], "56440988": [], "5974424": [], "63803844": [], "69178446": [], "47874095": [], "99987412": [], "39702582": [], "52101963": [], "45061567": [], "17381988": [], "93069719": [], "47461558": [], "82894683": [], "45318022": [], "33608896": [], "5847378": [], "24346803": [], "93923915": [], "52586706": [], "2163484": [], "0984927": [], "51114414": [], "765518": [], "36520338": [], "71946832": [], "66404371": [], "26666976": [], "18721186": [], "39986471": [], "43360285": [], "61057878": [], "65731075": [], "46334066": [], "68574032": [], "23258761": [], "13028974": [], "44000954": [], "39244186": [], "66245459": [], "2744154": [], "14964637": [], "99562093": [], "99545842": [], "12460362": [], "12850048": [], "27731247": [], "13176644": [], "35176539": [], "24685417": [], "05234039": [], "6465663": [], "2668971": [], "03765747": [], "45632871": [], "09223581": [], "76938761": [], "36arrai": [], "50315833": [], "42020081": [], "96989953": [], "43835593": [], "17671789": [], "17067328": [], "51509334": [], "26079376": [], "5118935": [], "51739563": [], "03915363": [], "99515354": [], "9722685": [], "57161477": [], "84675146": [], "25586669": [], "6372377": [], "03658723": [], "12427258": [], "80372611": [], "31835361": [], "78298818": [], "22786286": [], "32382825": [], "41013062": [], "56211268": [], "14929147": [], "65040882": [], "46079914": [], "91735405": [], "50369455": [], "26580417": [], "65260006": [], "48896276": [], "34137123": [], "55047656": [], "51323257": [], "30753705": [], "8911952": [], "74188594": [], "81262808": [], "82057906": [], "39532539": [], "41388767": [], "89630919": [], "2511039": [], "1906468": [], "00951708": [], "65265796": [], "74138301": [], "73827924": [], "05965929": [], "55073991": [], "4193654": [], "23545403": [], "3635754": [], "29987055": [], "14687394": [], "76869678": [], "00150584": [], "7790196": [], "69614163": [], "82092607": [], "30565127": [], "82181226": [], "72257287": [], "73471533": [], "41216809": [], "08040955": [], "04220532": [], "66176991": [], "35208156": [], "40407879": [], "18600916": [], "91992678": [], "56106067": [], "28243783": [], "58365776": [], "50112074": [], "10027868": [], "51469972": [], "58451732": [], "031766": [], "61541095": [], "09150493": [], "92683983": [], "96963493": [], "5665121": [], "25009604": [], "30804689": [], "22665144": [], "60804055": [], "60977023": [], "70954397": [], "61100963": [], "36895829": [], "66432201": [], "70201492": [], "25237058": [], "35660612": [], "float64124": [], "98210728": [], "67794891": [], "31559777": [], "89239216": [], "25297945": [], "49141656": [], "79096501": [], "30370771": [], "05682144": [], "42005896": [], "48696966": [], "53079724": [], "15278336": [], "42928817": [], "56732458": [], "90057897": [], "58084794": [], "116": [], "02877643": [], "2201409": [], "90529596": [], "83239411": [], "23810654": [], "11250706": [], "25412922": [], "42642628": [], "61803328": [], "13895153": [], "7050215": [], "36318453": [], "105": 4, "90750512": [], "35487631": [], "4293948": [], "23808794": [], "3971374": [], "90794111": [], "02611843": [], "78056476": [], "09193759": [], "7608195": [], "29294195": [], "68907098": [], "76101929": [], "33784808": [], "14686453": [], "0491928": [], "80618396": [], "6371453": [], "22814485": [], "84394294": [], "03157567": [], "146": [], "22708101": [], "16414529": [], "160": [], "67468614": [], "48977849": [], "24021469": [], "12708951": [], "14368358": [], "9764503": [], "25064274": [], "1679768": [], "90651435": [], "13480802": [], "170": 4, "16383503": [], "82410066": [], "20210311": [], "123954": [], "85391965": [], "17215125": [], "171": [], "49838621": [], "22571005": [], "48751658": [], "67153278": [], "46069422": [], "52361996": [], "52168394": [], "54910291": [], "85944867": [], "53998671": [], "16338844": [], "43747108": [], "3600699": [], "38102866": [], "83752108": [], "33860474": [], "83043944": [], "50982666": [], "4121749": [], "96982145": [], "16409133": [], "03424478": [], "2102088": [], "43616478": [], "66022144": [], "59250527": [], "39046976": [], "111": [], "97893875": [], "18888809": [], "50816627": [], "54160387": [], "31937214": [], "02zcreator_typ": [], "ipykernel_12227": 0, "0x720782e06790": 1, "0x72078237a410": 1, "0x7207823f5990": 1, "0x720782cae650": 1, "0x720782cc2a50": 1, "0x720782061d10": 1, "0x720782ff4610": 1, "0x7207820acbd0": 1, "9xarrai": 3, "int643": 3, "24xarrai": 3, "int6423": 3, "24arrai": 3, "749447": 3, "191759": 3, "740721": 3, "340190": 3, "605603": 3, "644720": 3, "033171": 3, "486816": 3, "622400": 3, "459823": 3, "755289": 3, "829800": 3, "142075": 3, "708220": 3, "714960": 3, "153238": 3, "118557": 3, "530363": 3, "641928": 3, "390553": 3, "765719": 3, "110902": 3, "564161": 3, "336886": 3, "781175": 3, "484405": 3, "348047": 3, "126545": 3, "087603": 3, "054190": 3, "74944745": 3, "1917588": 3, "74072064": 3, "34019024": 3, "60560313": 3, "64472006": 3, "03317072": 3, "48681636": 3, "62240039": 3, "45982316": 3, "75528895": 3, "82979994": 3, "14207508": 3, "70822007": 3, "71495988": 3, "15323774": 3, "11855695": 3, "5303625": 3, "64192769": 3, "39055312": 3, "7657189": 3, "11090229": 3, "5641614": 3, "33688624": 3, "78117549": 3, "48440525": 3, "34804671": 3, "12654485": 3, "08760317": 3, "05419004": 3, "05xarrai": 3, "05arrai": 3, "9standard_nam": 3, "24standard_nam": 3, "05standard_nam": 3, "19t08": [3, 5], "19z": 3, "4565": 4, "223": 4, "633arrai": 4, "45651206": 4, "22297234": 4, "51125284": 4, "74913119": 4, "15065076": 4, "84272493": 4, "01148786": 4, "99859688": 4, "720128": 4, "65387934": 4, "84478867": 4, "73752544": 4, "17605585": 4, "51967627": 4, "45386059": 4, "69631686": 4, "81788845": 4, "43508637": 4, "94877141": 4, "78341567": 4, "81698862": 4, "93230027": 4, "46381933": 4, "24184052": 4, "07169024": 4, "4562073": 4, "83202403": 4, "52187335": 4, "83622133": 4, "585132": 4, "90296432": 4, "26905851": 4, "70375049": 4, "84448863": 4, "15717044": 4, "38502911": 4, "74071377": 4, "49407035": 4, "70862217": 4, "37328156": 4, "17894153": 4, "39710575": 4, "04089668": 4, "7111836": 4, "50141926": 4, "44876939": 4, "81951071": 4, "09112183": 4, "24101071": 4, "50824775": 4, "80678954": 4, "12916271": 4, "23554322": 4, "26415": 4, "5623767": 4, "23239087": 4, "3635776": 4, "96063691": 4, "97332498": 4, "47369382": 4, "55733845": 4, "89962728": 4, "3913302": 4, "58090292": 4, "47913721": 4, "32067094": 4, "08472428": 4, "23159567": 4, "71605916": 4, "52810751": 4, "56288356": 4, "09057694": 4, "79449052": 4, "56597075": 4, "75596758": 4, "65629065": 4, "50760779": 4, "46695517": 4, "26699672": 4, "17390464": 4, "80344714": 4, "44028758": 4, "32814752": 4, "49892578": 4, "93033128": 4, "77456911": 4, "08346595": 4, "75837406": 4, "03267268": 4, "01181625": 4, "17013379": 4, "35969643": 4, "76476854": 4, "13539594": 4, "91994799": 4, "96603304": 4, "42862874": 4, "44897585": 4, "69609879": 4, "98000076": 4, "06896916": 4, "73961065": 4, "29288562": 4, "26334815": 4, "24295821": 4, "7150325": 4, "57833386": 4, "63303435": 4, "5382": 4, "1016": 4, "9187": 4, "08263": 4, "8xarrai": 4, "08263arrai": 4, "5381586": 4, "10160909": 4, "91874884": 4, "28429049": 4, "8826296": 4, "26939778": 4, "34317249": 4, "11702392": 4, "45067741": 4, "01432212": 4, "76097349": 4, "23404536": 4, "62135055": 4, "99873612": 4, "73792805": 4, "10672922": 4, "62583465": 4, "2122837": 4, "32072054": 4, "38035443": 4, "85199693": 4, "14057304": 4, "59089641": 4, "45537358": 4, "85728692": 4, "12507842": 4, "59886606": 4, "95927299": 4, "25882339": 4, "08839249": 4, "65351912": 4, "73809853": 4, "88249139": 4, "29698263": 4, "09426532": 4, "07752926": 4, "38766171": 4, "7983711": 4, "37599322": 4, "1238411": 4, "04101728": 4, "61796921": 4, "85848893": 4, "14230141": 4, "64799205": 4, "5578775": 4, "80864835": 4, "98308934": 4, "3046169": 4, "35274827": 4, "74615529": 4, "08662205": 4, "8886945": 4, "46957269": 4, "62566622": 4, "36072991": 4, "27799103": 4, "86661734": 4, "84030955": 4, "81213452": 4, "43350191": 4, "62315105": 4, "31120588": 4, "96071991": 4, "44008487": 4, "09589278": 4, "75451049": 4, "24001598": 4, "97902956": 4, "13304168": 4, "53354746": 4, "6113222": 4, "85531838": 4, "19983059": 4, "07213872": 4, "99444075": 4, "82493358": 4, "55063472": 4, "25235202": 4, "15464289": 4, "3743309": 4, "63613709": 4, "33445938": 4, "33268824": 4, "78471076": 4, "05036894": 4, "78056846": 4, "06292114": 4, "27257146": 4, "90714402": 4, "69702155": 4, "37650014": 4, "61879155": 4, "07936389": 4, "09322636": 4, "98316145": 4, "98292286": 4, "16201948": 4, "35537319": 4, "08262834": 4, "float6461": 4, "03221414": 4, "05428041": 4, "62843259": 4, "11081281": 4, "63005934": 4, "13819119": 4, "69896767": 4, "72622014": 4, "09611009": 4, "28882551": 4, "06942996": 4, "56539946": 4, "55030235": 4, "06746155": 4, "19988155": 4, "53818744": 4, "84068369": 4, "34644964": 4, "02387176": 4, "3480624": 4, "34942865": 4, "54274359": 4, "76865948": 4, "12652833": 4, "2198144": 4, "63536211": 4, "23653762": 4, "01077183": 4, "63779405": 4, "9484411": 4, "47777423": 4, "54153607": 4, "61803989": 4, "6363137": 4, "52435706": 4, "51665773": 4, "33671653": 4, "00110119": 4, "81033923": 4, "24111222": 4, "12702699": 4, "56390826": 4, "12571211": 4, "58326205": 4, "41219147": 4, "26257594": 4, "27891728": 4, "34143885": 4, "71368019": 4, "7610657": 4, "95193205": 4, "49341652": 4, "07978034": 4, "66335355": 4, "05132839": 4, "59404152": 4, "53815814": 4, "19273653": 4, "44089385": 4, "3014505": 4, "49011891": 4, "884314": 4, "70787006": 4, "60779344": 4, "14333657": 4, "51459162": 4, "42939539": 4, "12259779": 4, "85616652": 4, "92492127": 4, "31022335": 4, "89099648": 4, "7746663": 4, "29823387": 4, "92065104": 4, "80784158": 4, "43151518": 4, "61558574": 4, "56897762": 4, "32924734": 4, "44893892": 4, "34597537": 4, "70114356": 4, "44838392": 4, "0289436": 4, "55934178": 4, "23920618": 4, "42022264": 4, "59025612": 4, "53201195": 4, "15306463": 4, "28285131": 4, "96495288": 4, "85135409": 4, "0062396": 4, "98769017": 4, "08310243": 4, "78603204": 4, "85113953": 4, "float64103": 4, "8arrai": 4, "25258829": 4, "52763468": 4, "02410706": 4, "14651858": 4, "19247713": 4, "26819105": 4, "46821551": 4, "14226488": 4, "43075129": 4, "17759366": 4, "21959036": 4, "77233666": 4, "109": 4, "68012046": 4, "98204548": 4, "7020064": 4, "20604103": 4, "76787098": 4, "29756423": 4, "24960602": 4, "149": 4, "56055595": 4, "54850686": 4, "2718986": 4, "49209055": 4, "04349794": 4, "166": 4, "69966546": 4, "40566274": 4, "58529279": 4, "57083782": 4, "46888336": 4, "36726026": 4, "69867361": 4, "99059199": 4, "87232347": 4, "50935734": 4, "08381004": 4, "54562554": 4, "59581081": 4, "0090946": 4, "10464143": 4, "0655673": 4, "84429504": 4, "2346153": 4, "36629256": 4, "129": 4, "67626309": 4, "04772984": 4, "36680465": 4, "10860158": 4, "03880271": 4, "24571956": 4, "40243342": 4, "91197183": 4, "30283356": 4, "87142244": 4, "178": 4, "56809212": 4, "59066957": 4, "30346716": 4, "151": 4, "07163704": 4, "76000868": 4, "43036296": 4, "42654862": 4, "93268066": 4, "11720542": 4, "41995347": 4, "73960239": 4, "93555994": 4, "16805187": 4, "46775401": 4, "87895923": 4, "92596885": 4, "50414755": 4, "80401157": 4, "00549345": 4, "82836755": 4, "58322337": 4, "51877176": 4, "78516887": 4, "38626207": 4, "84338804": 4, "49385688": 4, "86065114": 4, "55198044": 4, "13485228": 4, "01372093": 4, "77184763": 4, "84724114": 4, "62096112": 4, "148": 4, "6614431": 4, "96592509": 4, "140": 4, "36043547": 4, "83185798": 4, "68361898": 4, "97680147": 4, "70013404": 4, "08843222": 4, "02862295": 4, "77959063": 4, "96280019": 4, "21734616": 4, "54114094": 4, "77181496": 4, "27zcreator_typ": 5, "calendar": 8, "days_since_epoch_month_start": 8, "time_differ": 8, "unambigu": 8, "text": 8, "reli": 8, "days_since_epoch_month_end": 8, "monthrang": 8, "last_day_d": 8, "19388": 8, "19416": 8, "19447": 8, "19477": 8, "19508": 8, "19538": 8, "19569": 8, "19600": 8, "19630": 8, "19661": 8, "19691": 8, "19722": 8, "19722xarrai": 8, "19722arrai": 8}, "objects": {}, "objtypes": {}, "objnames": {}, "titleterms": {"01": 0, "open": [0, 1], "understand": 0, "import": 0, "some": [0, 4], "data": [0, 2, 3, 4, 5, 6, 7, 8], "from": [0, 3, 6, 9], "opendap": 0, "global": [0, 3, 5], "attribut": [0, 3, 5], "dimens": [0, 1, 2, 3], "cordin": 0, "variabl": [0, 1, 2, 3, 7], "cite": 0, "02": 1, "creat": [1, 3, 5], "plot": [1, 6], "file": [1, 3, 4, 5, 6], "one": [1, 5], "2d": [1, 3], "e": [1, 3], "g": [1, 3], "map": 1, "03": 2, "extract": 2, "differ": [2, 5], "format": 2, "1": 2, "numpi": 2, "arrai": [2, 3], "panda": [2, 3], "datafram": [2, 3], "multipl": [2, 3, 4, 5, 6], "ctd": 2, "publish": [2, 4], "cruis": 2, "04": 3, "cf": [3, 5], "netcdf": [3, 4, 5, 6, 9], "initialis": 3, "your": [3, 4, 5], "xarrai": 3, "dataset": 3, "object": 3, "coordin": 3, "our": 3, "ar": 3, "time": [3, 4, 5], "seri": [3, 4], "10": 3, "point": [3, 4], "timestamp": 3, "we": [3, 4], "have": [3, 4], "1d": 3, "depth": 3, "profil": [3, 4], "grid": [3, 4], "latitud": 3, "longitud": 3, "exampl": [3, 7], "3d": 3, "metadata": 3, "export": 3, "check": 3, "05": 4, "how": [4, 5], "structur": 4, "you": 4, "what": 4, "consid": 4, "an": 4, "appropri": 4, "level": 4, "granular": 4, "learn": 4, "about": 4, "A": [4, 5], "instrument": 4, "move": 4, "multidimension": 4, "random": 4, "space": 4, "ungrid": 4, "final": 4, "rule": 4, "thumb": 4, "06": 5, "go": 5, "refresh": 5, "singl": 5, "quick": 5, "introduct": 5, "loop": [5, 6], "through": [5, 6], "csv": [5, 6], "contain": 5, "each": 5, "json": 5, "yaml": 5, "same": 5, "07": 6, "combin": 6, "introduc": 6, "all": 6, "xlsx": 6, "08": 7, "ancillari": 7, "basic": 7, "without": 7, "assign": 7, "qualiti": 7, "statu": 7, "flag": 7, "retriev": 7, "onli": 7, "good_qual": 7, "other": 7, "09": 8, "cell": 8, "method": 8, "maximum": 8, "monthli": 8, "temperatur": 8, "ic": 8, "core": 8, "when": [], "bound": [], "group": [], "python": 9, "beginn": 9, "pro": 9, "access": 6, "subset": 6, "togeth": 6}, "envversion": {"sphinx.domains.c": 2, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 6, "sphinx.domains.index": 1, "sphinx.domains.javascript": 2, "sphinx.domains.math": 2, "sphinx.domains.python": 3, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.intersphinx": 1, "sphinx": 56}}) \ No newline at end of file