MARIS Legacy

This notebook contains a data pipeline (handler) that converts the master MARIS database dump into NetCDF format. It enables batch encoding of all legacy datasets into NetCDF.

Key functions of this handler:

Load data from a MARIS dump file
Transform data by applying various transformations to clean and normalize the data
Reshape data from long to wide format
Encode data into NetCDF files

The result is a set of NetCDF files, one for each unique reference ID in the input data.

Packages import

Configuration and file paths

Exported source

fname_in = Path().home() / 'pro/data/maris/MARIS_exportSample_20240313.txt'
dir_dest = '../../_data/output/dump'

Utils

source

DataLoader

 DataLoader (fname:str)

Load specific MARIS dataset through its ref_id.

	Type	Details
fname	str	Path to the MARIS global dump file

Exported source

class DataLoader:
    "Load specific MARIS dataset through its ref_id."
    LUT = {
        'Sediment': 'sediment', 'Seawater': 'seawater',
        'Suspended matter': 'suspended-matter', 'Biota': 'biota'}

    def __init__(self, 
                 fname: str # Path to the MARIS global dump file
                 ):
        self.fname = fname
        self.df = None  # Lazy loading

    def _load_data(self):
        if self.df is None:
            self.df = pd.read_csv(self.fname, sep='\t', encoding='ISO-8859-1')

    def __call__(self, 
                 ref_id: int # Reference ID of interest
                 ) -> dict: # Dictionary of dataframes
        self._load_data()
        filtered_df = self.df[self.df.ref_id == ref_id]
        return {
            self.LUT[name]: grp
            for name, grp in filtered_df.groupby('samptype')
            if name in self.LUT
        }

source

get_zotero_key

 get_zotero_key (dfs)

Retrieve Zotero key from MARIS dump.

Exported source

def get_zotero_key(dfs):
    "Retrieve Zotero key from MARIS dump."
    return dfs[next(iter(dfs))][['zoterourl']].iloc[0].values[0].split('/')[-1]

source

get_fname

 get_fname (dfs)

Retrieve filename from MARIS dump.

Exported source

def get_fname(dfs):
    "Retrieve filename from MARIS dump."
    id, name = dfs[next(iter(dfs))][['ref_id', 'displaytext']].iloc[0]
    name = name.replace(',', '').replace('.', '').replace('-', ' ').split(' ')
    return '-'.join(([str(id)] + name)) + '.nc'

Load data

Let’s get a quick look at the input MARIS dump:

df = pd.read_csv(fname_in, sep='\t', encoding='ISO-8859-1')

print('# of unique refs: ', len(df.ref_id.unique()))
print('columns: ', df.columns)
df.head()

# of unique refs:  526
columns:  Index(['ref_id', 'displaytext', 'samptype', 'nuclide_id', 'latitude',
       'longitude', 'begperiod', 'endperiod', 'sampdepth', 'totdepth',
       'uncertaint', 'unit_id', 'detection', 'area_id', 'species_id',
       'biogroup_id', 'bodypar_id', 'sedtype_id', 'volume', 'salinity',
       'temperatur', 'sampmet_id', 'prepmet_id', 'counmet_id', 'activity',
       'zoterourl'],
      dtype='object')

	ref_id	displaytext	samptype	nuclide_id	latitude	longitude	begperiod	endperiod	sampdepth	totdepth	...	bodypar_id	volume	salinity	temperatur	prepmet_id	counmet_id	activity	zoterourl
0	182	Urban et al., 2015	Biota	33	-35.140833	117.604444	2014-05-06 00:00:00	NaN	-1.0	NaN	...	52	NaN	NaN	NaN	6	20	0.387	https://www.zotero.org/groups/2432820/maris/it...
1	182	Urban et al., 2015	Biota	47	-35.140833	117.604444	2014-05-06 00:00:00	NaN	-1.0	NaN	...	52	NaN	NaN	NaN	6	5	1.44	https://www.zotero.org/groups/2432820/maris/it...
2	182	Urban et al., 2015	Biota	31	-16.466944	123.535833	2014-02-27 00:00:00	NaN	-1.0	NaN	...	52	NaN	NaN	NaN	6	20	0.042	https://www.zotero.org/groups/2432820/maris/it...
3	182	Urban et al., 2015	Biota	33	-16.466944	123.535833	2014-02-27 00:00:00	NaN	-1.0	NaN	...	52	NaN	NaN	NaN	6	20	0.075	https://www.zotero.org/groups/2432820/maris/it...
4	182	Urban et al., 2015	Biota	47	-16.466944	123.535833	2014-02-27 00:00:00	NaN	-1.0	NaN	...	52	NaN	NaN	NaN	6	5	0.069	https://www.zotero.org/groups/2432820/maris/it...

5 rows × 26 columns

Let’s checkout if we retrieve the expected keys (sample types) and associated dataframes:

dataloader = DataLoader(fname_in)
ref_id = 100 # Some other ref_id examples: OSPAR: 191, HELCOM: 100, 717 (only seawater)

dfs = dataloader(ref_id=ref_id)
print(f'keys: {dfs.keys()}')
dfs['sediment'].head()

keys: dict_keys(['biota', 'seawater', 'sediment'])

	ref_id	displaytext	samptype	nuclide_id	latitude	longitude	begperiod	endperiod	sampdepth	totdepth	...	sedtype_id	volume	salinity	temperatur	activity	zoterourl
549778	100	HELCOM MORS, 2018	Sediment	17	54.838333	9.9	1989-06-14 00:00:00	NaN	-1.0	24.0	...	59	NaN	NaN	NaN	26.6	https://www.zotero.org/groups/2432820/maris/it...
549779	100	HELCOM MORS, 2018	Sediment	24	54.838333	9.9	1989-06-14 00:00:00	NaN	-1.0	24.0	...	59	NaN	NaN	NaN	134.0	https://www.zotero.org/groups/2432820/maris/it...
549780	100	HELCOM MORS, 2018	Sediment	24	54.838333	9.9	1989-06-14 00:00:00	NaN	-1.0	24.0	...	59	NaN	NaN	NaN	18.6	https://www.zotero.org/groups/2432820/maris/it...
549781	100	HELCOM MORS, 2018	Sediment	31	54.838333	9.9	1989-06-14 00:00:00	NaN	-1.0	24.0	...	59	NaN	NaN	NaN	42.5	https://www.zotero.org/groups/2432820/maris/it...
549782	100	HELCOM MORS, 2018	Sediment	31	54.838333	9.9	1989-06-14 00:00:00	NaN	-1.0	24.0	...	59	NaN	NaN	NaN	5.9	https://www.zotero.org/groups/2432820/maris/it...

5 rows × 26 columns

Data transformation pipeline

Normalize nuclide names

Remap nuclide_id to MARIS radionuclide standard names:

source

RemapRdnNameCB

 RemapRdnNameCB (fn_lut=<function <lambda>>)

Remap to MARIS radionuclide names.

Exported source

nuclide_id_to_name = lambda: get_lut(lut_path(), 'dbo_nuclide.xlsx', 
                                     key='nc_name', value='nuclide_id',
                                     reverse=True)

Exported source

class RemapRdnNameCB(Callback):
    "Remap to MARIS radionuclide names."
    def __init__(self, fn_lut=nuclide_id_to_name): fc.store_attr()
    def __call__(self, tfm):
        lut = self.fn_lut()
        for k in tfm.dfs.keys():
            tfm.dfs[k]['nuclide_id'] = tfm.dfs[k]['nuclide_id'].replace(lut)

dfs = dataloader(ref_id=ref_id)
tfm = Transformer(dfs, cbs=[RemapRdnNameCB()])

print(tfm()['sediment']['nuclide_id'].unique())

['ru106' 'sb125' 'cs134' 'cs137' 'k40' 'co60' 'ag110m' 'ra226' 'th232'
 'pb212' 'pb214' 'pu238' 'am241' 'pu239_240_tot' 'zr95' 'mn54' 'ac228'
 'u235' 'tl208' 'be7' 'bi214' 'ra223' 'ru103' 'sr90' 'eu155' 'ba140'
 'co58' 'ra224' 'po210' 'ra228' 'th228' 'ce144' 'cs134_137_tot' 'pb210'
 'pu239' 'cd109' 'bi212' 'pu238_240_tot' 'nb95' 'ir192' 'sb124' 'zn65'
 'th234' 'pu241']

Rename columns

Rename MARIS dump columns to MARIS netCDF standard names:

dfs['sediment'].columns

Index(['ref_id', 'displaytext', 'samptype', 'nuclide_id', 'latitude',
       'longitude', 'begperiod', 'endperiod', 'sampdepth', 'totdepth',
       'uncertaint', 'unit_id', 'detection', 'area_id', 'species_id',
       'biogroup_id', 'bodypar_id', 'sedtype_id', 'volume', 'salinity',
       'temperatur', 'sampmet_id', 'prepmet_id', 'counmet_id', 'activity',
       'zoterourl'],
      dtype='object')

source

renaming_rules

 renaming_rules ()

Rename MARIS dump columns to MARIS netCDF standard names.

Exported source

def renaming_rules():
    "Rename MARIS dump columns to MARIS netCDF standard names."
    vars = cdl_cfg()['vars']
    return {
        'latitude': vars['defaults']['lat']['name'],
        'longitude': vars['defaults']['lon']['name'],
        'begperiod': vars['defaults']['time']['name'],
        'sampdepth': vars['defaults']['smp_depth']['name'],
        'totdepth': vars['defaults']['tot_depth']['name'],
        'uncertaint': vars['suffixes']['uncertainty']['name'],
        'unit_id': vars['suffixes']['unit']['name'],
        'detection': vars['suffixes']['detection_limit']['name'],
        'area_id': vars['defaults']['area']['name'], 
        'species_id': vars['bio']['species']['name'],
        'biogroup_id': vars['bio']['bio_group']['name'],
        'bodypar_id': vars['bio']['body_part']['name'],
        'sedtype_id': vars['sed']['sed_type']['name'],
        'volume': vars['suffixes']['volume']['name'],
        'salinity': vars['suffixes']['salinity']['name'],
        'temperatur': vars['suffixes']['temperature']['name'],
        'sampmet_id': vars['suffixes']['sampling_method']['name'],
        'prepmet_id': vars['suffixes']['preparation_method']['name'],
        'counmet_id': vars['suffixes']['counting_method']['name'],
        'activity': 'value',
        'nuclide_id': 'nuclide'
    }

source

RenameColumnCB

 RenameColumnCB (renaming_rules=<function renaming_rules>)

Renaming variables to MARIS standard names.

Exported source

class RenameColumnCB(Callback):
    "Renaming variables to MARIS standard names."
    def __init__(self, renaming_rules=renaming_rules): fc.store_attr()
    def __call__(self, tfm):
        lut = renaming_rules()
        coi = lut.keys()
        for k in tfm.dfs.keys():
            tfm.dfs[k] = tfm.dfs[k].loc[:, coi]
            tfm.dfs[k].rename(columns=lut, inplace=True)

dfs = dataloader(ref_id=ref_id)
tfm = Transformer(dfs, cbs=[
    RemapRdnNameCB(),
    RenameColumnCB()
    ])

print(tfm()['sediment'])

               lat        lon                 time smp_depth tot_depth  \
549778   54.838333        9.9  1989-06-14 00:00:00      -1.0      24.0   
549779   54.838333        9.9  1989-06-14 00:00:00      -1.0      24.0   
549780   54.838333        9.9  1989-06-14 00:00:00      -1.0      24.0   
549781   54.838333        9.9  1989-06-14 00:00:00      -1.0      24.0   
549782   54.838333        9.9  1989-06-14 00:00:00      -1.0      24.0   
...            ...        ...                  ...       ...       ...   
1532415  57.619722  23.621389  2005-12-02 00:00:00      -1.0      55.0   
1532416  57.619722  23.621389  2005-12-02 00:00:00      -1.0      55.0   
1532417  57.619722  23.621389  2005-12-02 00:00:00      -1.0      55.0   
1532418  57.619722  23.621389  2005-12-02 00:00:00      -1.0      55.0   
1532419  57.619722  23.621389  2005-12-02 00:00:00      -1.0      55.0   

             _unc _unit _dl  area species  ... body_part sed_type _vol _sal  \
549778       3.99     4   =  2374       0  ...         0       59  NaN  NaN   
549779        NaN     2   =  2374       0  ...         0       59  NaN  NaN   
549780      1.674     4   =  2374       0  ...         0       59  NaN  NaN   
549781        NaN     2   =  2374       0  ...         0       59  NaN  NaN   
549782      1.829     4   =  2374       0  ...         0       59  NaN  NaN   
...           ...   ...  ..   ...     ...  ...       ...      ...  ...  ...   
1532415   86.2836     4   =  2409       0  ...         0       58  NaN  NaN   
1532416       NaN     2   =  2409       0  ...         0       58  NaN  NaN   
1532417  24.45552     4   =  2409       0  ...         0       58  NaN  NaN   
1532418       NaN     2   =  2409       0  ...         0       58  NaN  NaN   
1532419  123.2568     4   =  2409       0  ...         0       58  NaN  NaN   

        _temp _sampmet _prepmet _counmet    value nuclide  
549778    NaN        0        0        0     26.6   ru106  
549779    NaN        0        0        0    134.0   sb125  
549780    NaN        0        0        0     18.6   sb125  
549781    NaN        0        0        0     42.5   cs134  
549782    NaN        0        0        0      5.9   cs134  
...       ...      ...      ...      ...      ...     ...  
1532415   NaN        0        0        0   1106.2     k40  
1532416   NaN        0        0        0  991.023   cs137  
1532417   NaN        0        0        0    550.8   cs137  
1532418   NaN        0        0        0  2461.36     k40  
1532419   NaN        0        0        0   1368.0     k40  

[123196 rows x 21 columns]

Drop NaN only columns

source

DropNAColumnsCB

 DropNAColumnsCB (na_value=0)

Drop variable containing only NaN or ‘Not available’ (id=0 in MARIS lookup tables).

Exported source

class DropNAColumnsCB(Callback):
    "Drop variable containing only NaN or 'Not available' (id=0 in MARIS lookup tables)."
    def __init__(self, na_value=0): fc.store_attr()
    def isMarisNA(self, col): 
        return len(col.unique()) == 1 and col.iloc[0] == self.na_value
    
    def dropMarisNA(self, df):
        na_cols = [col for col in df.columns if self.isMarisNA(df[col])]
        return df.drop(labels=na_cols, axis=1)
        
    def __call__(self, tfm):
        for k in tfm.dfs.keys():
            tfm.dfs[k] = tfm.dfs[k].dropna(axis=1, how='all')
            tfm.dfs[k] = self.dropMarisNA(tfm.dfs[k])

dfs = dataloader(ref_id=ref_id)
tfm = Transformer(dfs, cbs=[
    RemapRdnNameCB(),
    RenameColumnCB(),
    DropNAColumnsCB()
    ])

print(tfm()['sediment'])

               lat        lon                 time smp_depth tot_depth  \
549778   54.838333        9.9  1989-06-14 00:00:00      -1.0      24.0   
549779   54.838333        9.9  1989-06-14 00:00:00      -1.0      24.0   
549780   54.838333        9.9  1989-06-14 00:00:00      -1.0      24.0   
549781   54.838333        9.9  1989-06-14 00:00:00      -1.0      24.0   
549782   54.838333        9.9  1989-06-14 00:00:00      -1.0      24.0   
...            ...        ...                  ...       ...       ...   
1532415  57.619722  23.621389  2005-12-02 00:00:00      -1.0      55.0   
1532416  57.619722  23.621389  2005-12-02 00:00:00      -1.0      55.0   
1532417  57.619722  23.621389  2005-12-02 00:00:00      -1.0      55.0   
1532418  57.619722  23.621389  2005-12-02 00:00:00      -1.0      55.0   
1532419  57.619722  23.621389  2005-12-02 00:00:00      -1.0      55.0   

             _unc _unit _dl  area sed_type _sampmet _prepmet    value nuclide  
549778       3.99     4   =  2374       59        0        0     26.6   ru106  
549779        NaN     2   =  2374       59        0        0    134.0   sb125  
549780      1.674     4   =  2374       59        0        0     18.6   sb125  
549781        NaN     2   =  2374       59        0        0     42.5   cs134  
549782      1.829     4   =  2374       59        0        0      5.9   cs134  
...           ...   ...  ..   ...      ...      ...      ...      ...     ...  
1532415   86.2836     4   =  2409       58        0        0   1106.2     k40  
1532416       NaN     2   =  2409       58        0        0  991.023   cs137  
1532417  24.45552     4   =  2409       58        0        0    550.8   cs137  
1532418       NaN     2   =  2409       58        0        0  2461.36     k40  
1532419  123.2568     4   =  2409       58        0        0   1368.0     k40  

[123196 rows x 14 columns]

Remap detection limit values

Exported source

dl_name_to_id = lambda: get_lut(lut_path(), 'dbo_detectlimit.xlsx', key='name', value='id')

dl_name_to_id()

{'Not applicable': -1, 'Not Available': 0, '=': 1, '<': 2, 'ND': 3, 'DE': 4}

source

SanitizeDetectionLimitCB

 SanitizeDetectionLimitCB (fn_lut=<function <lambda>>)

Assign Detection Limit name to its id based on MARIS nomenclature.

Exported source

class SanitizeDetectionLimitCB(Callback):
    "Assign Detection Limit name to its id based on MARIS nomenclature."
    def __init__(self,
                 fn_lut=dl_name_to_id):
        fc.store_attr()
        self.var_name = cdl_cfg()['vars']['suffixes']['detection_limit']['name']

    def __call__(self, tfm):
        lut = self.fn_lut()
        for k in tfm.dfs.keys():
            tfm.dfs[k][self.var_name] = tfm.dfs[k][self.var_name].replace(lut)

dfs = dataloader(ref_id=ref_id)
tfm = Transformer(dfs, cbs=[
    RemapRdnNameCB(),
    RenameColumnCB(),
    DropNAColumnsCB(),
    SanitizeDetectionLimitCB()
    ])

print(tfm()['sediment']['_dl'])

549778     1
549779     1
549780     1
549781     1
549782     1
          ..
1532415    1
1532416    1
1532417    1
1532418    1
1532419    1
Name: _dl, Length: 123196, dtype: int64

Parse and encode time

We remind that in netCDF format time need to be encoded as integer representing the number of seconds since a time of reference. In our case we chose 1970-01-01 00:00:00.0 as defined in configs.ipynb.

source

ParseTimeCB

 ParseTimeCB ()

Parse time column from MARIS dump.

Exported source

class ParseTimeCB(Callback):
    "Parse time column from MARIS dump."
    def __call__(self, tfm):
        for k in tfm.dfs.keys():
            tfm.dfs[k]['time'] = pd.to_datetime(tfm.dfs[k].time, format='ISO8601')

dfs = dataloader(ref_id=ref_id)
tfm = Transformer(dfs, cbs=[
    RemapRdnNameCB(),
    RenameColumnCB(),
    DropNAColumnsCB(),
    SanitizeDetectionLimitCB(),
    ParseTimeCB(),
    EncodeTimeCB(cfg())
    ])

print(tfm()['sediment'])

               lat        lon        time smp_depth tot_depth      _unc _unit  \
549778   54.838333        9.9   613785600      -1.0      24.0      3.99     4   
549779   54.838333        9.9   613785600      -1.0      24.0       NaN     2   
549780   54.838333        9.9   613785600      -1.0      24.0     1.674     4   
549781   54.838333        9.9   613785600      -1.0      24.0       NaN     2   
549782   54.838333        9.9   613785600      -1.0      24.0     1.829     4   
...            ...        ...         ...       ...       ...       ...   ...   
1532415  57.619722  23.621389  1133481600      -1.0      55.0   86.2836     4   
1532416  57.619722  23.621389  1133481600      -1.0      55.0       NaN     2   
1532417  57.619722  23.621389  1133481600      -1.0      55.0  24.45552     4   
1532418  57.619722  23.621389  1133481600      -1.0      55.0       NaN     2   
1532419  57.619722  23.621389  1133481600      -1.0      55.0  123.2568     4   

         _dl  area sed_type _sampmet _prepmet    value nuclide  
549778     1  2374       59        0        0     26.6   ru106  
549779     1  2374       59        0        0    134.0   sb125  
549780     1  2374       59        0        0     18.6   sb125  
549781     1  2374       59        0        0     42.5   cs134  
549782     1  2374       59        0        0      5.9   cs134  
...      ...   ...      ...      ...      ...      ...     ...  
1532415    1  2409       58        0        0   1106.2     k40  
1532416    1  2409       58        0        0  991.023   cs137  
1532417    1  2409       58        0        0    550.8   cs137  
1532418    1  2409       58        0        0  2461.36     k40  
1532419    1  2409       58        0        0   1368.0     k40  

[123196 rows x 14 columns]

Reshape: long to wide

dfs = dataloader(ref_id=ref_id)
tfm = Transformer(dfs, cbs=[
    RemapRdnNameCB(),
    RenameColumnCB(),
    DropNAColumnsCB(),
    SanitizeDetectionLimitCB(),
    ParseTimeCB(),
    EncodeTimeCB(cfg()),
    ReshapeLongToWide()
    ])

print(tfm()['sediment'])

                 lon        time  area        lat  smp_depth  tot_depth  \
org_index                                                                 
549834      9.633333   544838400  2374  54.850000       -1.0       16.0   
549835      9.633333   544838400  2374  54.850000       -1.0       16.0   
549836      9.633333   544838400  2374  54.850000       -1.0       16.0   
549837      9.633333   544838400  2374  54.850000       -1.0       16.0   
549838      9.633333   544838400  2374  54.850000       -1.0       16.0   
...              ...         ...   ...        ...        ...        ...   
1518808    29.833333  1128211200  2407  59.983333       -1.0        0.0   
1518809    29.833333  1128211200  2407  59.983333       -1.0        0.0   
1518810    29.833333  1128211200  2407  59.983333       -1.0        0.0   
1528756    29.833333  1128211200  2407  59.983333       -1.0        0.0   
1528757    29.833333  1128211200  2407  59.983333       -1.0        0.0   

           sed_type  ac228_dl  ag110m_dl  am241_dl  ...  sb124  sb125  sr90  \
org_index                                           ...                       
549834           58       NaN        NaN       NaN  ...    NaN    NaN   NaN   
549835           58       NaN        NaN       NaN  ...    NaN    NaN   NaN   
549836           58       NaN        NaN       NaN  ...    NaN    NaN   NaN   
549837           58       NaN        NaN       NaN  ...    NaN    NaN   NaN   
549838           58       NaN        NaN       NaN  ...    NaN    NaN   NaN   
...             ...       ...        ...       ...  ...    ...    ...   ...   
1518808           2       NaN        NaN       NaN  ...    NaN    NaN   NaN   
1518809           2       NaN        NaN       NaN  ...    NaN    NaN   NaN   
1518810           2       NaN        NaN       NaN  ...    NaN    NaN   NaN   
1528756           2       NaN        NaN       NaN  ...    NaN    NaN   NaN   
1528757           2       NaN        NaN       NaN  ...    NaN    NaN   NaN   

           th228  th232  th234  tl208  u235  zn65  zr95  
org_index                                                
549834       NaN    NaN    NaN    NaN   NaN   NaN   NaN  
549835       NaN    NaN    NaN    NaN   NaN   NaN   NaN  
549836       NaN    NaN    NaN    NaN   NaN   NaN   NaN  
549837       NaN    NaN    NaN    NaN   NaN   NaN   NaN  
549838       NaN    NaN    NaN    NaN   NaN   NaN   NaN  
...          ...    ...    ...    ...   ...   ...   ...  
1518808      NaN    NaN    NaN    NaN   NaN   NaN   NaN  
1518809      NaN    NaN    NaN    NaN   NaN   NaN   NaN  
1518810      NaN    NaN    NaN    NaN   NaN   NaN   NaN  
1528756      NaN    NaN    NaN    NaN   NaN   NaN   NaN  
1528757      NaN    NaN    NaN    NaN   NaN   NaN   NaN  

[123196 rows x 270 columns]

Sanitize coordinates

dfs = dataloader(ref_id=ref_id)
tfm = Transformer(dfs, cbs=[
    RemapRdnNameCB(),
    RenameColumnCB(),
    DropNAColumnsCB(),
    SanitizeDetectionLimitCB(),
    ParseTimeCB(),
    EncodeTimeCB(cfg()),
    ReshapeLongToWide(),
    SanitizeLonLatCB()
    ])

tfm()['sediment']

	lon	time	area	lat	smp_depth	tot_depth	sed_type	ac228_dl	ag110m_dl	am241_dl	...	sb124	sb125	sr90	th228	th232	th234	tl208	u235	zn65	zr95
org_index
549834	9.633333	544838400	2374	54.850000	-1.0	16.0	58	NaN	NaN	NaN	...	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
549835	9.633333	544838400	2374	54.850000	-1.0	16.0	58	NaN	NaN	NaN	...	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
549836	9.633333	544838400	2374	54.850000	-1.0	16.0	58	NaN	NaN	NaN	...	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
549837	9.633333	544838400	2374	54.850000	-1.0	16.0	58	NaN	NaN	NaN	...	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
549838	9.633333	544838400	2374	54.850000	-1.0	16.0	58	NaN	NaN	NaN	...	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
1518808	29.833333	1128211200	2407	59.983333	-1.0	0.0	2	NaN	NaN	NaN	...	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
1518809	29.833333	1128211200	2407	59.983333	-1.0	0.0	2	NaN	NaN	NaN	...	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
1518810	29.833333	1128211200	2407	59.983333	-1.0	0.0	2	NaN	NaN	NaN	...	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
1528756	29.833333	1128211200	2407	59.983333	-1.0	0.0	2	NaN	NaN	NaN	...	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
1528757	29.833333	1128211200	2407	59.983333	-1.0	0.0	2	NaN	NaN	NaN	...	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN

123196 rows × 270 columns

Encode to NetCDF

dfs = dataloader(ref_id=ref_id)
tfm = Transformer(dfs, cbs=[
    RemapRdnNameCB(),
    RenameColumnCB(),
    DropNAColumnsCB(),
    SanitizeDetectionLimitCB(),
    ParseTimeCB(),
    EncodeTimeCB(cfg()),
    ReshapeLongToWide(),
    SanitizeLonLatCB()
    ])

dfs_tfm = tfm()
tfm.logs

['Remap to MARIS radionuclide names.',
 'Renaming variables to MARIS standard names.',
 "Drop variable containing only NaN or 'Not available' (id=0 in MARIS lookup tables).",
 'Assign Detection Limit name to its id based on MARIS nomenclature.',
 'Encode time as `int` representing seconds since xxx',
 'Drop row when both longitude & latitude equal 0. Drop unrealistic longitude & latitude values. Convert longitude & latitude `,` separator to `.` separator.']

source

get_attrs

 get_attrs (tfm, zotero_key, kw=['oceanography', 'Earth Science > Oceans >
            Ocean Chemistry> Radionuclides', 'Earth Science > Human
            Dimensions > Environmental Impacts > Nuclear Radiation
            Exposure', 'Earth Science > Oceans > Ocean Chemistry > Ocean
            Tracers, Earth Science > Oceans > Marine Sediments', 'Earth
            Science > Oceans > Ocean Chemistry, Earth Science > Oceans >
            Sea Ice > Isotopes', 'Earth Science > Oceans > Water Quality >
            Ocean Contaminants', 'Earth Science > Biological
            Classification > Animals/Vertebrates > Fish', 'Earth Science >
            Biosphere > Ecosystems > Marine Ecosystems', 'Earth Science >
            Biological Classification > Animals/Invertebrates > Mollusks',
            'Earth Science > Biological Classification >
            Animals/Invertebrates > Arthropods > Crustaceans', 'Earth
            Science > Biological Classification > Plants > Macroalgae
            (Seaweeds)'])

Retrieve global attributes from MARIS dump.

Exported source

kw = ['oceanography', 'Earth Science > Oceans > Ocean Chemistry> Radionuclides',
      'Earth Science > Human Dimensions > Environmental Impacts > Nuclear Radiation Exposure',
      'Earth Science > Oceans > Ocean Chemistry > Ocean Tracers, Earth Science > Oceans > Marine Sediments',
      'Earth Science > Oceans > Ocean Chemistry, Earth Science > Oceans > Sea Ice > Isotopes',
      'Earth Science > Oceans > Water Quality > Ocean Contaminants',
      'Earth Science > Biological Classification > Animals/Vertebrates > Fish',
      'Earth Science > Biosphere > Ecosystems > Marine Ecosystems',
      'Earth Science > Biological Classification > Animals/Invertebrates > Mollusks',
      'Earth Science > Biological Classification > Animals/Invertebrates > Arthropods > Crustaceans',
      'Earth Science > Biological Classification > Plants > Macroalgae (Seaweeds)']

Exported source

def get_attrs(tfm, zotero_key, kw=kw):
    "Retrieve global attributes from MARIS dump."
    return GlobAttrsFeeder(tfm.dfs, cbs=[
        BboxCB(),
        DepthRangeCB(),
        TimeRangeCB(cfg()),
        ZoteroCB(zotero_key, cfg=cfg()),
        KeyValuePairCB('keywords', ', '.join(kw)),
        KeyValuePairCB('publisher_postprocess_logs', ', '.join(tfm.logs))
        ])()

get_attrs(tfm, zotero_key='3W354SQG', kw=kw)

{'geospatial_lat_min': '30.435833333333335',
 'geospatial_lat_max': '65.75',
 'geospatial_lon_min': '9.633333333333333',
 'geospatial_lon_max': '53.5',
 'geospatial_bounds': 'POLYGON ((9.633333333333333 53.5, 30.435833333333335 53.5, 30.435833333333335 65.75, 9.633333333333333 65.75, 9.633333333333333 53.5))',
 'time_coverage_start': '1984-01-10T00:00:00',
 'time_coverage_end': '2018-12-14T00:00:00',
 'title': 'Radioactivity Monitoring of the Irish Marine Environment 1991 and 1992',
 'summary': '',
 'creator_name': '[{"creatorType": "author", "firstName": "A.", "lastName": "McGarry"}, {"creatorType": "author", "firstName": "S.", "lastName": "Lyons"}, {"creatorType": "author", "firstName": "C.", "lastName": "McEnri"}, {"creatorType": "author", "firstName": "T.", "lastName": "Ryan"}, {"creatorType": "author", "firstName": "M.", "lastName": "O\'Colmain"}, {"creatorType": "author", "firstName": "J.D.", "lastName": "Cunningham"}]',
 'keywords': 'oceanography, Earth Science > Oceans > Ocean Chemistry> Radionuclides, Earth Science > Human Dimensions > Environmental Impacts > Nuclear Radiation Exposure, Earth Science > Oceans > Ocean Chemistry > Ocean Tracers, Earth Science > Oceans > Marine Sediments, Earth Science > Oceans > Ocean Chemistry, Earth Science > Oceans > Sea Ice > Isotopes, Earth Science > Oceans > Water Quality > Ocean Contaminants, Earth Science > Biological Classification > Animals/Vertebrates > Fish, Earth Science > Biosphere > Ecosystems > Marine Ecosystems, Earth Science > Biological Classification > Animals/Invertebrates > Mollusks, Earth Science > Biological Classification > Animals/Invertebrates > Arthropods > Crustaceans, Earth Science > Biological Classification > Plants > Macroalgae (Seaweeds)',
 'publisher_postprocess_logs': "Remap to MARIS radionuclide names., Renaming variables to MARIS standard names., Drop variable containing only NaN or 'Not available' (id=0 in MARIS lookup tables)., Assign Detection Limit name to its id based on MARIS nomenclature., Encode time as `int` representing seconds since xxx, Drop row when both longitude & latitude equal 0. Drop unrealistic longitude & latitude values. Convert longitude & latitude `,` separator to `.` separator."}

source

enums_xtra

 enums_xtra (tfm, vars)

Retrieve a subset of the lengthy enum as species_t for instance.

Exported source

def enums_xtra(tfm, vars):
    "Retrieve a subset of the lengthy enum as `species_t` for instance."
    enums = Enums(lut_src_dir=lut_path(), cdl_enums=cdl_cfg()['enums'])
    xtras = {}
    for var in vars:
        unique_vals = tfm.unique(var)
        if unique_vals.any():
            xtras[f'{var}_t'] = enums.filter(f'{var}_t', unique_vals)
    return xtras

source

encode

 encode (fname_in, fname_out, nc_tpl_path, **kwargs)

Exported source

def encode(fname_in, fname_out, nc_tpl_path, **kwargs):
    dataloader = DataLoader(fname_in)
    ref_ids = kwargs.get('ref_ids', df.ref_id.unique())
    print('Encoding ...')
    for ref_id in tqdm(ref_ids, leave=False):
        dfs = dataloader(ref_id=ref_id)
        print(get_fname(dfs))
        tfm = Transformer(dfs, cbs=[
            RemapRdnNameCB(),
            RenameColumnCB(),
            DropNAColumnsCB(),
            SanitizeDetectionLimitCB(),
            ParseTimeCB(),
            EncodeTimeCB(cfg()),
            ReshapeLongToWide(),
            SanitizeLonLatCB(verbose=True)
            ])
       
        tfm()
        encoder = NetCDFEncoder(tfm.dfs, 
                                src_fname=nc_tpl_path,
                                dest_fname=Path(fname_out) / get_fname(dfs), 
                                global_attrs=get_attrs(tfm, zotero_key=get_zotero_key(dfs), kw=kw),
                                verbose=kwargs.get('verbose', False),
                                enums_xtra=enums_xtra(tfm, vars=['species', 'body_part'])
                                )
        encoder.encode()

Single dataset

tfm = Transformer(dfs, cbs=[
            RemapRdnNameCB(),
            RenameColumnCB(),
            DropNAColumnsCB(),
            SanitizeDetectionLimitCB(),
            ParseTimeCB(),
            EncodeTimeCB(cfg()),
            ReshapeLongToWide(),
            SanitizeLonLatCB(verbose=True)
            ])

dfs_test = tfm()

ref_id = 100
encode(fname_in, dir_dest, nc_tpl_path(), verbose=True, ref_ids=[ref_id])

Encoding ...

  0%|          | 0/1 [00:00<?, ?it/s]

100-HELCOM-MORS-2018.nc
--------------------------------------------------------------------------------
Group: biota, Variable: lon
--------------------------------------------------------------------------------
Group: biota, Variable: lat
--------------------------------------------------------------------------------
Group: biota, Variable: smp_depth
--------------------------------------------------------------------------------
Group: biota, Variable: time
--------------------------------------------------------------------------------
Group: biota, Variable: area
--------------------------------------------------------------------------------
Group: biota, Variable: bio_group
--------------------------------------------------------------------------------
Group: biota, Variable: species
--------------------------------------------------------------------------------
Group: biota, Variable: body_part
--------------------------------------------------------------------------------
Group: biota, Variable: be7
--------------------------------------------------------------------------------
Group: biota, Variable: be7_unc
--------------------------------------------------------------------------------
Group: biota, Variable: be7_dl
--------------------------------------------------------------------------------
Group: biota, Variable: be7_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: be7_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: be7_unit
--------------------------------------------------------------------------------
Group: biota, Variable: k40
--------------------------------------------------------------------------------
Group: biota, Variable: k40_unc
--------------------------------------------------------------------------------
Group: biota, Variable: k40_dl
--------------------------------------------------------------------------------
Group: biota, Variable: k40_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: k40_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: k40_unit
--------------------------------------------------------------------------------
Group: biota, Variable: mn54
--------------------------------------------------------------------------------
Group: biota, Variable: mn54_unc
--------------------------------------------------------------------------------
Group: biota, Variable: mn54_dl
--------------------------------------------------------------------------------
Group: biota, Variable: mn54_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: mn54_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: mn54_unit
--------------------------------------------------------------------------------
Group: biota, Variable: co57
--------------------------------------------------------------------------------
Group: biota, Variable: co57_unc
--------------------------------------------------------------------------------
Group: biota, Variable: co57_dl
--------------------------------------------------------------------------------
Group: biota, Variable: co57_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: co57_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: co57_unit
--------------------------------------------------------------------------------
Group: biota, Variable: co58
--------------------------------------------------------------------------------
Group: biota, Variable: co58_unc
--------------------------------------------------------------------------------
Group: biota, Variable: co58_dl
--------------------------------------------------------------------------------
Group: biota, Variable: co58_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: co58_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: co58_unit
--------------------------------------------------------------------------------
Group: biota, Variable: co60
--------------------------------------------------------------------------------
Group: biota, Variable: co60_unc
--------------------------------------------------------------------------------
Group: biota, Variable: co60_dl
--------------------------------------------------------------------------------
Group: biota, Variable: co60_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: co60_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: co60_unit
--------------------------------------------------------------------------------
Group: biota, Variable: zn65
--------------------------------------------------------------------------------
Group: biota, Variable: zn65_unc
--------------------------------------------------------------------------------
Group: biota, Variable: zn65_dl
--------------------------------------------------------------------------------
Group: biota, Variable: zn65_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: zn65_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: zn65_unit
--------------------------------------------------------------------------------
Group: biota, Variable: sr89
--------------------------------------------------------------------------------
Group: biota, Variable: sr89_unc
--------------------------------------------------------------------------------
Group: biota, Variable: sr89_dl
--------------------------------------------------------------------------------
Group: biota, Variable: sr89_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: sr89_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: sr89_unit
--------------------------------------------------------------------------------
Group: biota, Variable: sr90
--------------------------------------------------------------------------------
Group: biota, Variable: sr90_unc
--------------------------------------------------------------------------------
Group: biota, Variable: sr90_dl
--------------------------------------------------------------------------------
Group: biota, Variable: sr90_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: sr90_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: sr90_unit
--------------------------------------------------------------------------------
Group: biota, Variable: zr95
--------------------------------------------------------------------------------
Group: biota, Variable: zr95_unc
--------------------------------------------------------------------------------
Group: biota, Variable: zr95_dl
--------------------------------------------------------------------------------
Group: biota, Variable: zr95_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: zr95_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: zr95_unit
--------------------------------------------------------------------------------
Group: biota, Variable: nb95
--------------------------------------------------------------------------------
Group: biota, Variable: nb95_unc
--------------------------------------------------------------------------------
Group: biota, Variable: nb95_dl
--------------------------------------------------------------------------------
Group: biota, Variable: nb95_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: nb95_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: nb95_unit
--------------------------------------------------------------------------------
Group: biota, Variable: tc99
--------------------------------------------------------------------------------
Group: biota, Variable: tc99_unc
--------------------------------------------------------------------------------
Group: biota, Variable: tc99_dl
--------------------------------------------------------------------------------
Group: biota, Variable: tc99_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: tc99_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: tc99_unit
--------------------------------------------------------------------------------
Group: biota, Variable: ru103
--------------------------------------------------------------------------------
Group: biota, Variable: ru103_unc
--------------------------------------------------------------------------------
Group: biota, Variable: ru103_dl
--------------------------------------------------------------------------------
Group: biota, Variable: ru103_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: ru103_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: ru103_unit
--------------------------------------------------------------------------------
Group: biota, Variable: ru106
--------------------------------------------------------------------------------
Group: biota, Variable: ru106_unc
--------------------------------------------------------------------------------
Group: biota, Variable: ru106_dl
--------------------------------------------------------------------------------
Group: biota, Variable: ru106_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: ru106_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: ru106_unit
--------------------------------------------------------------------------------
Group: biota, Variable: ag108m
--------------------------------------------------------------------------------
Group: biota, Variable: ag108m_unc
--------------------------------------------------------------------------------
Group: biota, Variable: ag108m_dl
--------------------------------------------------------------------------------
Group: biota, Variable: ag108m_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: ag108m_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: ag108m_unit
--------------------------------------------------------------------------------
Group: biota, Variable: ag110m
--------------------------------------------------------------------------------
Group: biota, Variable: ag110m_unc
--------------------------------------------------------------------------------
Group: biota, Variable: ag110m_dl
--------------------------------------------------------------------------------
Group: biota, Variable: ag110m_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: ag110m_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: ag110m_unit
--------------------------------------------------------------------------------
Group: biota, Variable: sb124
--------------------------------------------------------------------------------
Group: biota, Variable: sb124_unc
--------------------------------------------------------------------------------
Group: biota, Variable: sb124_dl
--------------------------------------------------------------------------------
Group: biota, Variable: sb124_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: sb124_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: sb124_unit
--------------------------------------------------------------------------------
Group: biota, Variable: sb125
--------------------------------------------------------------------------------
Group: biota, Variable: sb125_unc
--------------------------------------------------------------------------------
Group: biota, Variable: sb125_dl
--------------------------------------------------------------------------------
Group: biota, Variable: sb125_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: sb125_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: sb125_unit
--------------------------------------------------------------------------------
Group: biota, Variable: te129m
--------------------------------------------------------------------------------
Group: biota, Variable: te129m_dl
--------------------------------------------------------------------------------
Group: biota, Variable: te129m_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: te129m_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: te129m_unit
--------------------------------------------------------------------------------
Group: biota, Variable: i131
--------------------------------------------------------------------------------
Group: biota, Variable: i131_dl
--------------------------------------------------------------------------------
Group: biota, Variable: i131_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: i131_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: i131_unit
--------------------------------------------------------------------------------
Group: biota, Variable: cs134
--------------------------------------------------------------------------------
Group: biota, Variable: cs134_unc
--------------------------------------------------------------------------------
Group: biota, Variable: cs134_dl
--------------------------------------------------------------------------------
Group: biota, Variable: cs134_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: cs134_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: cs134_unit
--------------------------------------------------------------------------------
Group: biota, Variable: cs137
--------------------------------------------------------------------------------
Group: biota, Variable: cs137_unc
--------------------------------------------------------------------------------
Group: biota, Variable: cs137_dl
--------------------------------------------------------------------------------
Group: biota, Variable: cs137_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: cs137_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: cs137_unit
--------------------------------------------------------------------------------
Group: biota, Variable: ba140
--------------------------------------------------------------------------------
Group: biota, Variable: ba140_dl
--------------------------------------------------------------------------------
Group: biota, Variable: ba140_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: ba140_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: ba140_unit
--------------------------------------------------------------------------------
Group: biota, Variable: la140
--------------------------------------------------------------------------------
Group: biota, Variable: la140_dl
--------------------------------------------------------------------------------
Group: biota, Variable: la140_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: la140_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: la140_unit
--------------------------------------------------------------------------------
Group: biota, Variable: ce141
--------------------------------------------------------------------------------
Group: biota, Variable: ce141_unc
--------------------------------------------------------------------------------
Group: biota, Variable: ce141_dl
--------------------------------------------------------------------------------
Group: biota, Variable: ce141_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: ce141_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: ce141_unit
--------------------------------------------------------------------------------
Group: biota, Variable: ce144
--------------------------------------------------------------------------------
Group: biota, Variable: ce144_unc
--------------------------------------------------------------------------------
Group: biota, Variable: ce144_dl
--------------------------------------------------------------------------------
Group: biota, Variable: ce144_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: ce144_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: ce144_unit
--------------------------------------------------------------------------------
Group: biota, Variable: eu155
--------------------------------------------------------------------------------
Group: biota, Variable: eu155_unc
--------------------------------------------------------------------------------
Group: biota, Variable: eu155_dl
--------------------------------------------------------------------------------
Group: biota, Variable: eu155_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: eu155_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: eu155_unit
--------------------------------------------------------------------------------
Group: biota, Variable: pb210
--------------------------------------------------------------------------------
Group: biota, Variable: pb210_unc
--------------------------------------------------------------------------------
Group: biota, Variable: pb210_dl
--------------------------------------------------------------------------------
Group: biota, Variable: pb210_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: pb210_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: pb210_unit
--------------------------------------------------------------------------------
Group: biota, Variable: pb212
--------------------------------------------------------------------------------
Group: biota, Variable: pb212_unc
--------------------------------------------------------------------------------
Group: biota, Variable: pb212_dl
--------------------------------------------------------------------------------
Group: biota, Variable: pb212_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: pb212_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: pb212_unit
--------------------------------------------------------------------------------
Group: biota, Variable: pb214
--------------------------------------------------------------------------------
Group: biota, Variable: pb214_unc
--------------------------------------------------------------------------------
Group: biota, Variable: pb214_dl
--------------------------------------------------------------------------------
Group: biota, Variable: pb214_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: pb214_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: pb214_unit
--------------------------------------------------------------------------------
Group: biota, Variable: bi214
--------------------------------------------------------------------------------
Group: biota, Variable: bi214_unc
--------------------------------------------------------------------------------
Group: biota, Variable: bi214_dl
--------------------------------------------------------------------------------
Group: biota, Variable: bi214_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: bi214_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: bi214_unit
--------------------------------------------------------------------------------
Group: biota, Variable: po210
--------------------------------------------------------------------------------
Group: biota, Variable: po210_unc
--------------------------------------------------------------------------------
Group: biota, Variable: po210_dl
--------------------------------------------------------------------------------
Group: biota, Variable: po210_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: po210_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: po210_unit
--------------------------------------------------------------------------------
Group: biota, Variable: ra223
--------------------------------------------------------------------------------
Group: biota, Variable: ra223_unc
--------------------------------------------------------------------------------
Group: biota, Variable: ra223_dl
--------------------------------------------------------------------------------
Group: biota, Variable: ra223_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: ra223_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: ra223_unit
--------------------------------------------------------------------------------
Group: biota, Variable: ra224
--------------------------------------------------------------------------------
Group: biota, Variable: ra224_unc
--------------------------------------------------------------------------------
Group: biota, Variable: ra224_dl
--------------------------------------------------------------------------------
Group: biota, Variable: ra224_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: ra224_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: ra224_unit
--------------------------------------------------------------------------------
Group: biota, Variable: ra226
--------------------------------------------------------------------------------
Group: biota, Variable: ra226_unc
--------------------------------------------------------------------------------
Group: biota, Variable: ra226_dl
--------------------------------------------------------------------------------
Group: biota, Variable: ra226_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: ra226_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: ra226_unit
--------------------------------------------------------------------------------
Group: biota, Variable: ra228
--------------------------------------------------------------------------------
Group: biota, Variable: ra228_unc
--------------------------------------------------------------------------------
Group: biota, Variable: ra228_dl
--------------------------------------------------------------------------------
Group: biota, Variable: ra228_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: ra228_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: ra228_unit
--------------------------------------------------------------------------------
Group: biota, Variable: ac228
--------------------------------------------------------------------------------
Group: biota, Variable: ac228_unc
--------------------------------------------------------------------------------
Group: biota, Variable: ac228_dl
--------------------------------------------------------------------------------
Group: biota, Variable: ac228_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: ac228_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: ac228_unit
--------------------------------------------------------------------------------
Group: biota, Variable: th228
--------------------------------------------------------------------------------
Group: biota, Variable: th228_unc
--------------------------------------------------------------------------------
Group: biota, Variable: th228_dl
--------------------------------------------------------------------------------
Group: biota, Variable: th228_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: th228_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: th228_unit
--------------------------------------------------------------------------------
Group: biota, Variable: th232
--------------------------------------------------------------------------------
Group: biota, Variable: th232_unc
--------------------------------------------------------------------------------
Group: biota, Variable: th232_dl
--------------------------------------------------------------------------------
Group: biota, Variable: th232_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: th232_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: th232_unit
--------------------------------------------------------------------------------
Group: biota, Variable: u235
--------------------------------------------------------------------------------
Group: biota, Variable: u235_unc
--------------------------------------------------------------------------------
Group: biota, Variable: u235_dl
--------------------------------------------------------------------------------
Group: biota, Variable: u235_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: u235_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: u235_unit
--------------------------------------------------------------------------------
Group: biota, Variable: pu238
--------------------------------------------------------------------------------
Group: biota, Variable: pu238_unc
--------------------------------------------------------------------------------
Group: biota, Variable: pu238_dl
--------------------------------------------------------------------------------
Group: biota, Variable: pu238_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: pu238_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: pu238_unit
--------------------------------------------------------------------------------
Group: biota, Variable: am241
--------------------------------------------------------------------------------
Group: biota, Variable: am241_unc
--------------------------------------------------------------------------------
Group: biota, Variable: am241_dl
--------------------------------------------------------------------------------
Group: biota, Variable: am241_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: am241_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: am241_unit
--------------------------------------------------------------------------------
Group: biota, Variable: cs134_137_tot
--------------------------------------------------------------------------------
Group: biota, Variable: cs134_137_tot_unc
--------------------------------------------------------------------------------
Group: biota, Variable: cs134_137_tot_dl
--------------------------------------------------------------------------------
Group: biota, Variable: cs134_137_tot_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: cs134_137_tot_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: cs134_137_tot_unit
--------------------------------------------------------------------------------
Group: biota, Variable: pu239_240_tot
--------------------------------------------------------------------------------
Group: biota, Variable: pu239_240_tot_unc
--------------------------------------------------------------------------------
Group: biota, Variable: pu239_240_tot_dl
--------------------------------------------------------------------------------
Group: biota, Variable: pu239_240_tot_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: pu239_240_tot_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: pu239_240_tot_unit
--------------------------------------------------------------------------------
Group: biota, Variable: eu152
--------------------------------------------------------------------------------
Group: biota, Variable: eu152_unc
--------------------------------------------------------------------------------
Group: biota, Variable: eu152_dl
--------------------------------------------------------------------------------
Group: biota, Variable: eu152_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: eu152_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: eu152_unit
--------------------------------------------------------------------------------
Group: biota, Variable: fe59
--------------------------------------------------------------------------------
Group: biota, Variable: fe59_unc
--------------------------------------------------------------------------------
Group: biota, Variable: fe59_dl
--------------------------------------------------------------------------------
Group: biota, Variable: fe59_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: fe59_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: fe59_unit
--------------------------------------------------------------------------------
Group: biota, Variable: gd153
--------------------------------------------------------------------------------
Group: biota, Variable: gd153_unc
--------------------------------------------------------------------------------
Group: biota, Variable: gd153_dl
--------------------------------------------------------------------------------
Group: biota, Variable: gd153_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: gd153_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: gd153_unit
--------------------------------------------------------------------------------
Group: biota, Variable: rb86
--------------------------------------------------------------------------------
Group: biota, Variable: rb86_unc
--------------------------------------------------------------------------------
Group: biota, Variable: rb86_dl
--------------------------------------------------------------------------------
Group: biota, Variable: rb86_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: rb86_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: rb86_unit
--------------------------------------------------------------------------------
Group: biota, Variable: sc46
--------------------------------------------------------------------------------
Group: biota, Variable: sc46_unc
--------------------------------------------------------------------------------
Group: biota, Variable: sc46_dl
--------------------------------------------------------------------------------
Group: biota, Variable: sc46_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: sc46_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: sc46_unit
--------------------------------------------------------------------------------
Group: biota, Variable: sn113
--------------------------------------------------------------------------------
Group: biota, Variable: sn113_unc
--------------------------------------------------------------------------------
Group: biota, Variable: sn113_dl
--------------------------------------------------------------------------------
Group: biota, Variable: sn113_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: sn113_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: sn113_unit
--------------------------------------------------------------------------------
Group: biota, Variable: sn117m
--------------------------------------------------------------------------------
Group: biota, Variable: sn117m_unc
--------------------------------------------------------------------------------
Group: biota, Variable: sn117m_dl
--------------------------------------------------------------------------------
Group: biota, Variable: sn117m_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: sn117m_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: sn117m_unit
--------------------------------------------------------------------------------
Group: biota, Variable: tl208
--------------------------------------------------------------------------------
Group: biota, Variable: tl208_unc
--------------------------------------------------------------------------------
Group: biota, Variable: tl208_dl
--------------------------------------------------------------------------------
Group: biota, Variable: tl208_counmet
--------------------------------------------------------------------------------
Group: biota, Variable: tl208_prepmet
--------------------------------------------------------------------------------
Group: biota, Variable: tl208_unit
--------------------------------------------------------------------------------
Group: seawater, Variable: lon
--------------------------------------------------------------------------------
Group: seawater, Variable: lat
--------------------------------------------------------------------------------
Group: seawater, Variable: smp_depth
--------------------------------------------------------------------------------
Group: seawater, Variable: tot_depth
--------------------------------------------------------------------------------
Group: seawater, Variable: time
--------------------------------------------------------------------------------
Group: seawater, Variable: area
--------------------------------------------------------------------------------
Group: seawater, Variable: h3
--------------------------------------------------------------------------------
Group: seawater, Variable: h3_unc
--------------------------------------------------------------------------------
Group: seawater, Variable: h3_dl
--------------------------------------------------------------------------------
Group: seawater, Variable: h3_sal
--------------------------------------------------------------------------------
Group: seawater, Variable: h3_temp
--------------------------------------------------------------------------------
Group: seawater, Variable: h3_counmet
--------------------------------------------------------------------------------
Group: seawater, Variable: h3_sampmet
--------------------------------------------------------------------------------
Group: seawater, Variable: h3_prepmet
--------------------------------------------------------------------------------
Group: seawater, Variable: h3_unit
--------------------------------------------------------------------------------
Group: seawater, Variable: k40
--------------------------------------------------------------------------------
Group: seawater, Variable: k40_unc
--------------------------------------------------------------------------------
Group: seawater, Variable: k40_dl
--------------------------------------------------------------------------------
Group: seawater, Variable: k40_sal
--------------------------------------------------------------------------------
Group: seawater, Variable: k40_temp
--------------------------------------------------------------------------------
Group: seawater, Variable: k40_counmet
--------------------------------------------------------------------------------
Group: seawater, Variable: k40_sampmet
--------------------------------------------------------------------------------
Group: seawater, Variable: k40_prepmet
--------------------------------------------------------------------------------
Group: seawater, Variable: k40_unit
--------------------------------------------------------------------------------
Group: seawater, Variable: mn54
--------------------------------------------------------------------------------
Group: seawater, Variable: mn54_dl
--------------------------------------------------------------------------------
Group: seawater, Variable: mn54_sal
--------------------------------------------------------------------------------
Group: seawater, Variable: mn54_temp
--------------------------------------------------------------------------------
Group: seawater, Variable: mn54_counmet
--------------------------------------------------------------------------------
Group: seawater, Variable: mn54_sampmet
--------------------------------------------------------------------------------
Group: seawater, Variable: mn54_prepmet
--------------------------------------------------------------------------------
Group: seawater, Variable: mn54_unit
--------------------------------------------------------------------------------
Group: seawater, Variable: co60
--------------------------------------------------------------------------------
Group: seawater, Variable: co60_unc
--------------------------------------------------------------------------------
Group: seawater, Variable: co60_dl
--------------------------------------------------------------------------------
Group: seawater, Variable: co60_sal
--------------------------------------------------------------------------------
Group: seawater, Variable: co60_temp
--------------------------------------------------------------------------------
Group: seawater, Variable: co60_counmet
--------------------------------------------------------------------------------
Group: seawater, Variable: co60_sampmet
--------------------------------------------------------------------------------
Group: seawater, Variable: co60_prepmet
--------------------------------------------------------------------------------
Group: seawater, Variable: co60_unit
--------------------------------------------------------------------------------
Group: seawater, Variable: sr89
--------------------------------------------------------------------------------
Group: seawater, Variable: sr89_dl
--------------------------------------------------------------------------------
Group: seawater, Variable: sr89_sal
--------------------------------------------------------------------------------
Group: seawater, Variable: sr89_temp
--------------------------------------------------------------------------------
Group: seawater, Variable: sr89_counmet
--------------------------------------------------------------------------------
Group: seawater, Variable: sr89_sampmet
--------------------------------------------------------------------------------
Group: seawater, Variable: sr89_prepmet
--------------------------------------------------------------------------------
Group: seawater, Variable: sr89_unit
--------------------------------------------------------------------------------
Group: seawater, Variable: sr90
--------------------------------------------------------------------------------
Group: seawater, Variable: sr90_unc
--------------------------------------------------------------------------------
Group: seawater, Variable: sr90_dl
--------------------------------------------------------------------------------
Group: seawater, Variable: sr90_sal
--------------------------------------------------------------------------------
Group: seawater, Variable: sr90_temp
--------------------------------------------------------------------------------
Group: seawater, Variable: sr90_counmet
--------------------------------------------------------------------------------
Group: seawater, Variable: sr90_sampmet
--------------------------------------------------------------------------------
Group: seawater, Variable: sr90_prepmet
--------------------------------------------------------------------------------
Group: seawater, Variable: sr90_unit
--------------------------------------------------------------------------------
Group: seawater, Variable: zr95
--------------------------------------------------------------------------------
Group: seawater, Variable: zr95_unc
--------------------------------------------------------------------------------
Group: seawater, Variable: zr95_dl
--------------------------------------------------------------------------------
Group: seawater, Variable: zr95_sal
--------------------------------------------------------------------------------
Group: seawater, Variable: zr95_counmet
--------------------------------------------------------------------------------
Group: seawater, Variable: zr95_sampmet
--------------------------------------------------------------------------------
Group: seawater, Variable: zr95_prepmet
--------------------------------------------------------------------------------
Group: seawater, Variable: zr95_unit
--------------------------------------------------------------------------------
Group: seawater, Variable: nb95
--------------------------------------------------------------------------------
Group: seawater, Variable: nb95_unc
--------------------------------------------------------------------------------
Group: seawater, Variable: nb95_dl
--------------------------------------------------------------------------------
Group: seawater, Variable: nb95_sal
--------------------------------------------------------------------------------
Group: seawater, Variable: nb95_temp
--------------------------------------------------------------------------------
Group: seawater, Variable: nb95_counmet
--------------------------------------------------------------------------------
Group: seawater, Variable: nb95_sampmet
--------------------------------------------------------------------------------
Group: seawater, Variable: nb95_prepmet
--------------------------------------------------------------------------------
Group: seawater, Variable: nb95_unit
--------------------------------------------------------------------------------
Group: seawater, Variable: tc99
--------------------------------------------------------------------------------
Group: seawater, Variable: tc99_unc
--------------------------------------------------------------------------------
Group: seawater, Variable: tc99_dl
--------------------------------------------------------------------------------
Group: seawater, Variable: tc99_sal
--------------------------------------------------------------------------------
Group: seawater, Variable: tc99_temp
--------------------------------------------------------------------------------
Group: seawater, Variable: tc99_counmet
--------------------------------------------------------------------------------
Group: seawater, Variable: tc99_sampmet
--------------------------------------------------------------------------------
Group: seawater, Variable: tc99_prepmet
--------------------------------------------------------------------------------
Group: seawater, Variable: tc99_unit
--------------------------------------------------------------------------------
Group: seawater, Variable: ru103
--------------------------------------------------------------------------------
Group: seawater, Variable: ru103_unc
--------------------------------------------------------------------------------
Group: seawater, Variable: ru103_dl
--------------------------------------------------------------------------------
Group: seawater, Variable: ru103_sal
--------------------------------------------------------------------------------
Group: seawater, Variable: ru103_temp
--------------------------------------------------------------------------------
Group: seawater, Variable: ru103_counmet
--------------------------------------------------------------------------------
Group: seawater, Variable: ru103_sampmet
--------------------------------------------------------------------------------
Group: seawater, Variable: ru103_prepmet
--------------------------------------------------------------------------------
Group: seawater, Variable: ru103_unit
--------------------------------------------------------------------------------
Group: seawater, Variable: ru106
--------------------------------------------------------------------------------
Group: seawater, Variable: ru106_unc
--------------------------------------------------------------------------------
Group: seawater, Variable: ru106_dl
--------------------------------------------------------------------------------
Group: seawater, Variable: ru106_sal
--------------------------------------------------------------------------------
Group: seawater, Variable: ru106_temp
--------------------------------------------------------------------------------
Group: seawater, Variable: ru106_counmet
--------------------------------------------------------------------------------
Group: seawater, Variable: ru106_sampmet
--------------------------------------------------------------------------------
Group: seawater, Variable: ru106_prepmet
--------------------------------------------------------------------------------
Group: seawater, Variable: ru106_unit
--------------------------------------------------------------------------------
Group: seawater, Variable: ag110m
--------------------------------------------------------------------------------
Group: seawater, Variable: ag110m_unc
--------------------------------------------------------------------------------
Group: seawater, Variable: ag110m_dl
--------------------------------------------------------------------------------
Group: seawater, Variable: ag110m_sal
--------------------------------------------------------------------------------
Group: seawater, Variable: ag110m_counmet
--------------------------------------------------------------------------------
Group: seawater, Variable: ag110m_sampmet
--------------------------------------------------------------------------------
Group: seawater, Variable: ag110m_prepmet
--------------------------------------------------------------------------------
Group: seawater, Variable: ag110m_unit
--------------------------------------------------------------------------------
Group: seawater, Variable: sb125
--------------------------------------------------------------------------------
Group: seawater, Variable: sb125_unc
--------------------------------------------------------------------------------
Group: seawater, Variable: sb125_dl
--------------------------------------------------------------------------------
Group: seawater, Variable: sb125_sal
--------------------------------------------------------------------------------
Group: seawater, Variable: sb125_temp
--------------------------------------------------------------------------------
Group: seawater, Variable: sb125_counmet
--------------------------------------------------------------------------------
Group: seawater, Variable: sb125_sampmet
--------------------------------------------------------------------------------
Group: seawater, Variable: sb125_prepmet
--------------------------------------------------------------------------------
Group: seawater, Variable: sb125_unit
--------------------------------------------------------------------------------
Group: seawater, Variable: cs134
--------------------------------------------------------------------------------
Group: seawater, Variable: cs134_unc
--------------------------------------------------------------------------------
Group: seawater, Variable: cs134_dl
--------------------------------------------------------------------------------
Group: seawater, Variable: cs134_sal
--------------------------------------------------------------------------------
Group: seawater, Variable: cs134_temp
--------------------------------------------------------------------------------
Group: seawater, Variable: cs134_counmet
--------------------------------------------------------------------------------
Group: seawater, Variable: cs134_sampmet
--------------------------------------------------------------------------------
Group: seawater, Variable: cs134_prepmet
--------------------------------------------------------------------------------
Group: seawater, Variable: cs134_unit
--------------------------------------------------------------------------------
Group: seawater, Variable: cs137
--------------------------------------------------------------------------------
Group: seawater, Variable: cs137_unc
--------------------------------------------------------------------------------
Group: seawater, Variable: cs137_dl
--------------------------------------------------------------------------------
Group: seawater, Variable: cs137_sal
--------------------------------------------------------------------------------
Group: seawater, Variable: cs137_temp
--------------------------------------------------------------------------------
Group: seawater, Variable: cs137_counmet
--------------------------------------------------------------------------------
Group: seawater, Variable: cs137_sampmet
--------------------------------------------------------------------------------
Group: seawater, Variable: cs137_prepmet
--------------------------------------------------------------------------------
Group: seawater, Variable: cs137_unit
--------------------------------------------------------------------------------
Group: seawater, Variable: ba140
--------------------------------------------------------------------------------
Group: seawater, Variable: ba140_unc
--------------------------------------------------------------------------------
Group: seawater, Variable: ba140_dl
--------------------------------------------------------------------------------
Group: seawater, Variable: ba140_sal
--------------------------------------------------------------------------------
Group: seawater, Variable: ba140_counmet
--------------------------------------------------------------------------------
Group: seawater, Variable: ba140_sampmet
--------------------------------------------------------------------------------
Group: seawater, Variable: ba140_prepmet
--------------------------------------------------------------------------------
Group: seawater, Variable: ba140_unit
--------------------------------------------------------------------------------
Group: seawater, Variable: ce144
--------------------------------------------------------------------------------
Group: seawater, Variable: ce144_unc
--------------------------------------------------------------------------------
Group: seawater, Variable: ce144_dl
--------------------------------------------------------------------------------
Group: seawater, Variable: ce144_sal
--------------------------------------------------------------------------------
Group: seawater, Variable: ce144_counmet
--------------------------------------------------------------------------------
Group: seawater, Variable: ce144_sampmet
--------------------------------------------------------------------------------
Group: seawater, Variable: ce144_prepmet
--------------------------------------------------------------------------------
Group: seawater, Variable: ce144_unit
--------------------------------------------------------------------------------
Group: seawater, Variable: pb210
--------------------------------------------------------------------------------
Group: seawater, Variable: pb210_unc
--------------------------------------------------------------------------------
Group: seawater, Variable: pb210_dl
--------------------------------------------------------------------------------
Group: seawater, Variable: pb210_sal
--------------------------------------------------------------------------------
Group: seawater, Variable: pb210_temp
--------------------------------------------------------------------------------
Group: seawater, Variable: pb210_counmet
--------------------------------------------------------------------------------
Group: seawater, Variable: pb210_sampmet
--------------------------------------------------------------------------------
Group: seawater, Variable: pb210_prepmet
--------------------------------------------------------------------------------
Group: seawater, Variable: pb210_unit
--------------------------------------------------------------------------------
Group: seawater, Variable: po210
--------------------------------------------------------------------------------
Group: seawater, Variable: po210_unc
--------------------------------------------------------------------------------
Group: seawater, Variable: po210_dl
--------------------------------------------------------------------------------
Group: seawater, Variable: po210_sal
--------------------------------------------------------------------------------
Group: seawater, Variable: po210_temp
--------------------------------------------------------------------------------
Group: seawater, Variable: po210_counmet
--------------------------------------------------------------------------------
Group: seawater, Variable: po210_sampmet
--------------------------------------------------------------------------------
Group: seawater, Variable: po210_prepmet
--------------------------------------------------------------------------------
Group: seawater, Variable: po210_unit
--------------------------------------------------------------------------------
Group: seawater, Variable: u234
--------------------------------------------------------------------------------
Group: seawater, Variable: u234_dl
--------------------------------------------------------------------------------
Group: seawater, Variable: u234_sal
--------------------------------------------------------------------------------
Group: seawater, Variable: u234_temp
--------------------------------------------------------------------------------
Group: seawater, Variable: u234_counmet
--------------------------------------------------------------------------------
Group: seawater, Variable: u234_sampmet
--------------------------------------------------------------------------------
Group: seawater, Variable: u234_prepmet
--------------------------------------------------------------------------------
Group: seawater, Variable: u234_unit
--------------------------------------------------------------------------------
Group: seawater, Variable: u238
--------------------------------------------------------------------------------
Group: seawater, Variable: u238_dl
--------------------------------------------------------------------------------
Group: seawater, Variable: u238_sal
--------------------------------------------------------------------------------
Group: seawater, Variable: u238_temp
--------------------------------------------------------------------------------
Group: seawater, Variable: u238_counmet
--------------------------------------------------------------------------------
Group: seawater, Variable: u238_sampmet
--------------------------------------------------------------------------------
Group: seawater, Variable: u238_prepmet
--------------------------------------------------------------------------------
Group: seawater, Variable: u238_unit
--------------------------------------------------------------------------------
Group: seawater, Variable: np237
--------------------------------------------------------------------------------
Group: seawater, Variable: np237_unc
--------------------------------------------------------------------------------
Group: seawater, Variable: np237_dl
--------------------------------------------------------------------------------
Group: seawater, Variable: np237_sal
--------------------------------------------------------------------------------
Group: seawater, Variable: np237_counmet
--------------------------------------------------------------------------------
Group: seawater, Variable: np237_sampmet
--------------------------------------------------------------------------------
Group: seawater, Variable: np237_prepmet
--------------------------------------------------------------------------------
Group: seawater, Variable: np237_unit
--------------------------------------------------------------------------------
Group: seawater, Variable: pu238
--------------------------------------------------------------------------------
Group: seawater, Variable: pu238_unc
--------------------------------------------------------------------------------
Group: seawater, Variable: pu238_dl
--------------------------------------------------------------------------------
Group: seawater, Variable: pu238_sal
--------------------------------------------------------------------------------
Group: seawater, Variable: pu238_temp
--------------------------------------------------------------------------------
Group: seawater, Variable: pu238_counmet
--------------------------------------------------------------------------------
Group: seawater, Variable: pu238_sampmet
--------------------------------------------------------------------------------
Group: seawater, Variable: pu238_prepmet
--------------------------------------------------------------------------------
Group: seawater, Variable: pu238_unit
--------------------------------------------------------------------------------
Group: seawater, Variable: pu239
--------------------------------------------------------------------------------
Group: seawater, Variable: pu239_unc
--------------------------------------------------------------------------------
Group: seawater, Variable: pu239_dl
--------------------------------------------------------------------------------
Group: seawater, Variable: pu239_sal
--------------------------------------------------------------------------------
Group: seawater, Variable: pu239_temp
--------------------------------------------------------------------------------
Group: seawater, Variable: pu239_counmet
--------------------------------------------------------------------------------
Group: seawater, Variable: pu239_sampmet
--------------------------------------------------------------------------------
Group: seawater, Variable: pu239_prepmet
--------------------------------------------------------------------------------
Group: seawater, Variable: pu239_unit
--------------------------------------------------------------------------------
Group: seawater, Variable: pu240
--------------------------------------------------------------------------------
Group: seawater, Variable: pu240_unc
--------------------------------------------------------------------------------
Group: seawater, Variable: pu240_dl
--------------------------------------------------------------------------------
Group: seawater, Variable: pu240_sal
--------------------------------------------------------------------------------
Group: seawater, Variable: pu240_counmet
--------------------------------------------------------------------------------
Group: seawater, Variable: pu240_sampmet
--------------------------------------------------------------------------------
Group: seawater, Variable: pu240_prepmet
--------------------------------------------------------------------------------
Group: seawater, Variable: pu240_unit
--------------------------------------------------------------------------------
Group: seawater, Variable: am241
--------------------------------------------------------------------------------
Group: seawater, Variable: am241_unc
--------------------------------------------------------------------------------
Group: seawater, Variable: am241_dl
--------------------------------------------------------------------------------
Group: seawater, Variable: am241_sal
--------------------------------------------------------------------------------
Group: seawater, Variable: am241_temp
--------------------------------------------------------------------------------
Group: seawater, Variable: am241_counmet
--------------------------------------------------------------------------------
Group: seawater, Variable: am241_sampmet
--------------------------------------------------------------------------------
Group: seawater, Variable: am241_prepmet
--------------------------------------------------------------------------------
Group: seawater, Variable: am241_unit
--------------------------------------------------------------------------------
Group: seawater, Variable: cm242
--------------------------------------------------------------------------------
Group: seawater, Variable: cm242_unc
--------------------------------------------------------------------------------
Group: seawater, Variable: cm242_dl
--------------------------------------------------------------------------------
Group: seawater, Variable: cm242_sal
--------------------------------------------------------------------------------
Group: seawater, Variable: cm242_temp
--------------------------------------------------------------------------------
Group: seawater, Variable: cm242_counmet
--------------------------------------------------------------------------------
Group: seawater, Variable: cm242_sampmet
--------------------------------------------------------------------------------
Group: seawater, Variable: cm242_prepmet
--------------------------------------------------------------------------------
Group: seawater, Variable: cm242_unit
--------------------------------------------------------------------------------
Group: seawater, Variable: cm244
--------------------------------------------------------------------------------
Group: seawater, Variable: cm244_unc
--------------------------------------------------------------------------------
Group: seawater, Variable: cm244_dl
--------------------------------------------------------------------------------
Group: seawater, Variable: cm244_sal
--------------------------------------------------------------------------------
Group: seawater, Variable: cm244_temp
--------------------------------------------------------------------------------
Group: seawater, Variable: cm244_counmet
--------------------------------------------------------------------------------
Group: seawater, Variable: cm244_sampmet
--------------------------------------------------------------------------------
Group: seawater, Variable: cm244_prepmet
--------------------------------------------------------------------------------
Group: seawater, Variable: cm244_unit
--------------------------------------------------------------------------------
Group: seawater, Variable: pu239_240_tot
--------------------------------------------------------------------------------
Group: seawater, Variable: pu239_240_tot_unc
--------------------------------------------------------------------------------
Group: seawater, Variable: pu239_240_tot_dl
--------------------------------------------------------------------------------
Group: seawater, Variable: pu239_240_tot_sal
--------------------------------------------------------------------------------
Group: seawater, Variable: pu239_240_tot_temp
--------------------------------------------------------------------------------
Group: seawater, Variable: pu239_240_tot_counmet
--------------------------------------------------------------------------------
Group: seawater, Variable: pu239_240_tot_sampmet
--------------------------------------------------------------------------------
Group: seawater, Variable: pu239_240_tot_prepmet
--------------------------------------------------------------------------------
Group: seawater, Variable: pu239_240_tot_unit
--------------------------------------------------------------------------------
Group: seawater, Variable: cm243_244_tot
--------------------------------------------------------------------------------
Group: seawater, Variable: cm243_244_tot_unc
--------------------------------------------------------------------------------
Group: seawater, Variable: cm243_244_tot_dl
--------------------------------------------------------------------------------
Group: seawater, Variable: cm243_244_tot_sal
--------------------------------------------------------------------------------
Group: seawater, Variable: cm243_244_tot_temp
--------------------------------------------------------------------------------
Group: seawater, Variable: cm243_244_tot_counmet
--------------------------------------------------------------------------------
Group: seawater, Variable: cm243_244_tot_sampmet
--------------------------------------------------------------------------------
Group: seawater, Variable: cm243_244_tot_prepmet
--------------------------------------------------------------------------------
Group: seawater, Variable: cm243_244_tot_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: lon
--------------------------------------------------------------------------------
Group: sediment, Variable: lat
--------------------------------------------------------------------------------
Group: sediment, Variable: smp_depth
--------------------------------------------------------------------------------
Group: sediment, Variable: tot_depth
--------------------------------------------------------------------------------
Group: sediment, Variable: time
--------------------------------------------------------------------------------
Group: sediment, Variable: area
--------------------------------------------------------------------------------
Group: sediment, Variable: sed_type
--------------------------------------------------------------------------------
Group: sediment, Variable: be7
--------------------------------------------------------------------------------
Group: sediment, Variable: be7_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: be7_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: be7_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: be7_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: be7_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: k40
--------------------------------------------------------------------------------
Group: sediment, Variable: k40_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: k40_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: k40_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: k40_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: k40_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: mn54
--------------------------------------------------------------------------------
Group: sediment, Variable: mn54_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: mn54_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: mn54_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: mn54_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: mn54_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: co58
--------------------------------------------------------------------------------
Group: sediment, Variable: co58_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: co58_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: co58_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: co58_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: co58_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: co60
--------------------------------------------------------------------------------
Group: sediment, Variable: co60_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: co60_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: co60_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: co60_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: co60_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: zn65
--------------------------------------------------------------------------------
Group: sediment, Variable: zn65_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: zn65_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: zn65_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: zn65_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: zn65_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: sr90
--------------------------------------------------------------------------------
Group: sediment, Variable: sr90_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: sr90_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: sr90_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: sr90_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: sr90_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: zr95
--------------------------------------------------------------------------------
Group: sediment, Variable: zr95_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: zr95_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: zr95_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: zr95_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: zr95_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: nb95
--------------------------------------------------------------------------------
Group: sediment, Variable: nb95_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: nb95_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: nb95_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: nb95_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: nb95_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: ru103
--------------------------------------------------------------------------------
Group: sediment, Variable: ru103_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: ru103_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: ru103_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: ru103_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: ru103_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: ru106
--------------------------------------------------------------------------------
Group: sediment, Variable: ru106_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: ru106_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: ru106_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: ru106_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: ru106_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: ag110m
--------------------------------------------------------------------------------
Group: sediment, Variable: ag110m_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: ag110m_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: ag110m_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: ag110m_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: ag110m_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: sb124
--------------------------------------------------------------------------------
Group: sediment, Variable: sb124_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: sb124_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: sb124_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: sb124_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: sb124_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: sb125
--------------------------------------------------------------------------------
Group: sediment, Variable: sb125_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: sb125_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: sb125_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: sb125_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: sb125_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: cs134
--------------------------------------------------------------------------------
Group: sediment, Variable: cs134_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: cs134_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: cs134_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: cs134_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: cs134_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: cs137
--------------------------------------------------------------------------------
Group: sediment, Variable: cs137_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: cs137_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: cs137_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: cs137_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: cs137_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: ba140
--------------------------------------------------------------------------------
Group: sediment, Variable: ba140_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: ba140_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: ba140_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: ba140_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: ba140_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: ce144
--------------------------------------------------------------------------------
Group: sediment, Variable: ce144_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: ce144_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: ce144_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: ce144_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: ce144_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: eu155
--------------------------------------------------------------------------------
Group: sediment, Variable: eu155_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: eu155_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: eu155_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: eu155_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: eu155_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: pb210
--------------------------------------------------------------------------------
Group: sediment, Variable: pb210_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: pb210_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: pb210_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: pb210_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: pb210_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: pb212
--------------------------------------------------------------------------------
Group: sediment, Variable: pb212_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: pb212_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: pb212_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: pb212_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: pb212_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: pb214
--------------------------------------------------------------------------------
Group: sediment, Variable: pb214_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: pb214_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: pb214_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: pb214_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: pb214_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: bi214
--------------------------------------------------------------------------------
Group: sediment, Variable: bi214_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: bi214_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: bi214_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: bi214_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: bi214_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: po210
--------------------------------------------------------------------------------
Group: sediment, Variable: po210_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: po210_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: po210_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: po210_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: po210_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: ra223
--------------------------------------------------------------------------------
Group: sediment, Variable: ra223_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: ra223_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: ra223_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: ra223_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: ra223_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: ra224
--------------------------------------------------------------------------------
Group: sediment, Variable: ra224_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: ra224_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: ra224_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: ra224_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: ra224_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: ra226
--------------------------------------------------------------------------------
Group: sediment, Variable: ra226_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: ra226_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: ra226_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: ra226_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: ra226_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: ra228
--------------------------------------------------------------------------------
Group: sediment, Variable: ra228_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: ra228_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: ra228_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: ra228_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: ra228_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: ac228
--------------------------------------------------------------------------------
Group: sediment, Variable: ac228_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: ac228_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: ac228_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: ac228_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: ac228_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: th228
--------------------------------------------------------------------------------
Group: sediment, Variable: th228_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: th228_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: th228_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: th228_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: th228_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: th232
--------------------------------------------------------------------------------
Group: sediment, Variable: th232_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: th232_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: th232_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: th232_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: th232_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: th234
--------------------------------------------------------------------------------
Group: sediment, Variable: th234_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: th234_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: th234_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: th234_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: th234_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: u235
--------------------------------------------------------------------------------
Group: sediment, Variable: u235_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: u235_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: u235_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: u235_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: u235_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: pu238
--------------------------------------------------------------------------------
Group: sediment, Variable: pu238_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: pu238_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: pu238_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: pu238_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: pu238_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: pu239
--------------------------------------------------------------------------------
Group: sediment, Variable: pu239_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: pu239_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: pu239_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: pu239_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: pu239_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: pu241
--------------------------------------------------------------------------------
Group: sediment, Variable: pu241_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: pu241_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: pu241_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: pu241_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: pu241_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: am241
--------------------------------------------------------------------------------
Group: sediment, Variable: am241_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: am241_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: am241_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: am241_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: am241_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: cs134_137_tot
--------------------------------------------------------------------------------
Group: sediment, Variable: cs134_137_tot_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: cs134_137_tot_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: cs134_137_tot_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: cs134_137_tot_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: cs134_137_tot_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: pu239_240_tot
--------------------------------------------------------------------------------
Group: sediment, Variable: pu239_240_tot_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: pu239_240_tot_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: pu239_240_tot_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: pu239_240_tot_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: pu239_240_tot_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: cd109
--------------------------------------------------------------------------------
Group: sediment, Variable: cd109_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: cd109_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: cd109_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: cd109_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: cd109_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: ir192
--------------------------------------------------------------------------------
Group: sediment, Variable: ir192_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: ir192_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: ir192_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: ir192_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: ir192_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: pu238_240_tot
--------------------------------------------------------------------------------
Group: sediment, Variable: pu238_240_tot_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: pu238_240_tot_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: pu238_240_tot_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: pu238_240_tot_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: tl208
--------------------------------------------------------------------------------
Group: sediment, Variable: tl208_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: tl208_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: tl208_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: tl208_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: tl208_unit
--------------------------------------------------------------------------------
Group: sediment, Variable: bi212
--------------------------------------------------------------------------------
Group: sediment, Variable: bi212_unc
--------------------------------------------------------------------------------
Group: sediment, Variable: bi212_dl
--------------------------------------------------------------------------------
Group: sediment, Variable: bi212_sampmet
--------------------------------------------------------------------------------
Group: sediment, Variable: bi212_prepmet
--------------------------------------------------------------------------------
Group: sediment, Variable: bi212_unit

All datasets

encode(fname_in, dir_dest, nc_tpl_path(), verbose=False)