diff --git a/.gitignore b/.gitignore index e5d46f5e2567228ab637f935c9d2dcdc3087f550..6f3a6192a49eb125579c4f47d9ad88445dd6b887 100644 --- a/.gitignore +++ b/.gitignore @@ -1,9 +1,7 @@ .idea logs -tests/basic_nes_tests_alba.py -tests/test_bash_nord3v2-alba.cmd notebooks/.ipynb_checkpoints .ipynb_checkpoints nes/__pycache__ nes/nc_projections/__pycache__ -jupyter_notebooks \ No newline at end of file +*.pyc \ No newline at end of file diff --git a/nes/create_nes.py b/nes/create_nes.py index a4e484f88f66ea2a309afd58413ebb62f79d07ca..d722ce848b29466ac5ca358a49a1b3a488776529 100644 --- a/nes/create_nes.py +++ b/nes/create_nes.py @@ -139,9 +139,9 @@ def from_shapefile(path, method=None, **kwargs): nessy.create_shapefile() # Read shapefile - mask = gpd.read_file(path) + shapefile = gpd.read_file(path) # Make spatial join - nessy.spatial_join(mask, method=method) + nessy.spatial_join(shapefile, method=method) return nessy diff --git a/nes/nc_projections/default_nes.py b/nes/nc_projections/default_nes.py index 9cb632810e93f26f24c9e9575eeb6517e564e8b6..ad6eecd2e5ab4dd0e08a124d77aa8c2ca6ca1a71 100644 --- a/nes/nc_projections/default_nes.py +++ b/nes/nc_projections/default_nes.py @@ -1672,7 +1672,7 @@ class Nes(object): var_name)) # Missing to nan try: - data[data.mask == True] = np.nan + data[data.shapefile == True] = np.nan except (AttributeError, MaskError, ValueError): pass @@ -2584,48 +2584,58 @@ class Nes(object): return None - def spatial_join(self, mask, method=None): + def spatial_join(self, shapefile, method=None, var_list=None): """ Compute overlay intersection of two GeoPandasDataFrames. Parameters ---------- - mask : GeoPandasDataFrame - File from where the data will be obtained on the intersection. + shapefile : GeoPandasDataFrame, str + File or path from where the data will be obtained on the intersection. method : str - Overlay method. Accepted values: ['nearest', 'intersection', None]. + Overlay method. Accepted values: ['nearest', 'intersection', 'centroid']. + var_list : list, None + """ + + if isinstance(shapefile, str): + shapefile = gpd.read_file(shapefile) + + if self.shapefile is None: + msg = 'Warning: Shapefile does not exist. It will be created now.' + warnings.warn(msg) + self.create_shapefile() - # Nearest centroids to the mask polygons + # Nearest centroids to the shapefile polygons if method == 'nearest': # Make copy - shapefile_aux = deepcopy(self.shapefile) + aux_grid = deepcopy(self.shapefile) - # Get centroids of shapefile to mask - shapefile_aux.geometry = shapefile_aux.centroid + # Get centroids of shapefile to shapefile + aux_grid.geometry = aux_grid.centroid # Calculate spatial joint by distance - shapefile_aux = gpd.sjoin_nearest(shapefile_aux, mask.to_crs(shapefile_aux.crs), distance_col='distance') + aux_grid = gpd.sjoin_nearest(aux_grid, shapefile.to_crs(aux_grid.crs), distance_col='distance') # Get data from closest shapes to centroids - del shapefile_aux['geometry'], shapefile_aux['index_right'] - self.shapefile.loc[shapefile_aux.index, shapefile_aux.columns] = shapefile_aux + del aux_grid['geometry'], aux_grid['index_right'] + self.shapefile.loc[aux_grid.index, aux_grid.columns] = aux_grid - # Intersect the areas of the mask polygons, outside of the mask there will be NaN + # Intersect the areas of the shapefile polygons, outside of the shapefile there will be NaN elif method == 'intersection': # Get intersected areas - inp, res = mask.sindex.query_bulk(self.shapefile.geometry, predicate='intersects') + inp, res = shapefile.sindex.query_bulk(self.shapefile.geometry, predicate='intersects') print('Rank {0:03d}: {1} intersected areas found'.format(self.rank, len(inp))) # Calculate intersected areas and fractions - intersection = pd.concat([self.shapefile.geometry[inp].reset_index(), mask.geometry[res].reset_index()], + intersection = pd.concat([self.shapefile.geometry[inp].reset_index(), shapefile.geometry[res].reset_index()], axis=1, ignore_index=True) intersection.columns = (list(self.shapefile.geometry[inp].reset_index().columns) + - list(mask.geometry[res].reset_index().rename(columns={'geometry': 'geometry_mask', - 'index': 'index_mask'}).columns)) - intersection['area'] = intersection.apply(lambda x: x['geometry'].intersection(x['geometry_mask']).buffer(0).area, + list(shapefile.geometry[res].reset_index().rename(columns={'geometry': 'geometry_shapefile', + 'index': 'index_shapefile'}).columns)) + intersection['area'] = intersection.apply(lambda x: x['geometry'].intersection(x['geometry_shapefile']).buffer(0).area, axis=1) intersection['fraction'] = intersection.apply(lambda x: x['area'] / x['geometry'].area, axis=1) @@ -2634,26 +2644,30 @@ class Nes(object): intersection = intersection.drop_duplicates(subset='FID', keep="first") intersection = intersection.sort_values('FID').set_index('FID') - # Get data from mask - del mask['geometry'] - self.shapefile.loc[intersection.index, mask.columns] = np.array(mask.loc[intersection.index_mask, :]) + # Get data from shapefile + del shapefile['geometry'] + self.shapefile.loc[intersection.index, shapefile.columns] = np.array(shapefile.loc[intersection.index_shapefile, :]) - # Centroids that fall on the mask polygons, outside of the mask there will be NaN - elif method is None: + # Centroids that fall on the shapefile polygons, outside of the shapefile there will be NaN + elif method == 'centroid': # Make copy - shapefile_aux = deepcopy(self.shapefile) + aux_grid = deepcopy(self.shapefile) - # Get centroids of shapefile to mask - shapefile_aux.geometry = shapefile_aux.centroid + # Get centroids of shapefile to shapefile + aux_grid.geometry = aux_grid.centroid # Calculate spatial joint - shapefile_aux = gpd.sjoin(shapefile_aux, mask.to_crs(shapefile_aux.crs)) + aux_grid = gpd.sjoin(aux_grid, shapefile.to_crs(aux_grid.crs)) # Get data from shapes where there are centroids, rest will be NaN - del shapefile_aux['geometry'], shapefile_aux['index_right'] - self.shapefile.loc[shapefile_aux.index, shapefile_aux.columns] = shapefile_aux - + del aux_grid['geometry'], aux_grid['index_right'] + self.shapefile.loc[aux_grid.index, aux_grid.columns] = aux_grid + + else: + accepted_values = ['nearest', 'intersection', 'centroid'] + raise NotImplementedError('{0} is not implemented. Choose from: {1}'.format(method, accepted_values)) + return None def __gather_data_py_object(self): diff --git a/tutorials/1.Introduction/1.1.Read_Write_Regular.ipynb b/tutorials/1.Introduction/1.1.Read_Write_Regular.ipynb index d726d988b91d86014d429d6d04067f0f5bc78e02..21eed90fa654a8c635d7de1ac741140ad847f712 100644 --- a/tutorials/1.Introduction/1.1.Read_Write_Regular.ipynb +++ b/tutorials/1.Introduction/1.1.Read_Write_Regular.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# How to read and write regular grids" + "# How to read and write regular lat-lon grids" ] }, { @@ -24,7 +24,9 @@ "metadata": {}, "outputs": [], "source": [ - "nc_path_1 = '/gpfs/scratch/bsc32/bsc32538/original_files/franco_interp.nc'" + "# Original path: /gpfs/scratch/bsc32/bsc32538/original_files/franco_interp.nc\n", + "# Regular lat-lon grid from MONARCH\n", + "nc_path_1 = '/gpfs/projects/bsc32/models/NES_tutorial_data/franco_interp.nc'" ] }, { @@ -414,7 +416,7 @@ " Domain: Regional\n", " Conventions: CF-1.7\n", " history: MONARCHv1.0 netcdf file.\n", - " comment: Generated on marenostrum4
array(['2019-01-01T00:00:00.000000000', '2019-01-01T01:00:00.000000000',\n", + " comment: Generated on marenostrum4
array(['2019-01-01T00:00:00.000000000', '2019-01-01T01:00:00.000000000',\n", " '2019-01-01T02:00:00.000000000', '2019-01-01T03:00:00.000000000',\n", " '2019-01-01T04:00:00.000000000', '2019-01-01T05:00:00.000000000',\n", " '2019-01-01T06:00:00.000000000', '2019-01-01T07:00:00.000000000',\n", @@ -426,7 +428,7 @@ " '2019-01-01T18:00:00.000000000', '2019-01-01T19:00:00.000000000',\n", " '2019-01-01T20:00:00.000000000', '2019-01-01T21:00:00.000000000',\n", " '2019-01-01T22:00:00.000000000', '2019-01-01T23:00:00.000000000',\n", - " '2019-01-02T00:00:00.000000000'], dtype='datetime64[ns]')
array([0.])
array([33.9, 34. , 34.1, 34.2, 34.3, 34.4, 34.5, 34.6, 34.7, 34.8, 34.9, 35. ,\n", + " '2019-01-02T00:00:00.000000000'], dtype='datetime64[ns]')
array([0.])
array([33.9, 34. , 34.1, 34.2, 34.3, 34.4, 34.5, 34.6, 34.7, 34.8, 34.9, 35. ,\n", " 35.1, 35.2, 35.3, 35.4, 35.5, 35.6, 35.7, 35.8, 35.9, 36. , 36.1, 36.2,\n", " 36.3, 36.4, 36.5, 36.6, 36.7, 36.8, 36.9, 37. , 37.1, 37.2, 37.3, 37.4,\n", " 37.5, 37.6, 37.7, 37.8, 37.9, 38. , 38.1, 38.2, 38.3, 38.4, 38.5, 38.6,\n", @@ -435,7 +437,7 @@ " 41.1, 41.2, 41.3, 41.4, 41.5, 41.6, 41.7, 41.8, 41.9, 42. , 42.1, 42.2,\n", " 42.3, 42.4, 42.5, 42.6, 42.7, 42.8, 42.9, 43. , 43.1, 43.2, 43.3, 43.4,\n", " 43.5, 43.6, 43.7, 43.8, 43.9, 44. , 44.1, 44.2, 44.3, 44.4, 44.5, 44.6,\n", - " 44.7, 44.8, 44.9, 45. , 45.1, 45.2, 45.3])
array([-1.180000e+01, -1.170000e+01, -1.160000e+01, -1.150000e+01,\n", + " 44.7, 44.8, 44.9, 45. , 45.1, 45.2, 45.3])
array([-1.180000e+01, -1.170000e+01, -1.160000e+01, -1.150000e+01,\n", " -1.140000e+01, -1.130000e+01, -1.120000e+01, -1.110000e+01,\n", " -1.100000e+01, -1.090000e+01, -1.080000e+01, -1.070000e+01,\n", " -1.060000e+01, -1.050000e+01, -1.040000e+01, -1.030000e+01,\n", @@ -476,7 +478,7 @@ " 3.400000e+00, 3.500000e+00, 3.600000e+00, 3.700000e+00,\n", " 3.800000e+00, 3.900000e+00, 4.000000e+00, 4.100000e+00,\n", " 4.200000e+00, 4.300000e+00, 4.400000e+00, 4.500000e+00,\n", - " 4.600000e+00])
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array(b'', dtype='|S1')
[474375 values with dtype=float32]
array(b'', dtype='|S1')
array(['2019-01-01T00:00:00.000000000', '2019-01-01T01:00:00.000000000',\n", + " comment: Generated on marenostrum4
array(['2019-01-01T00:00:00.000000000', '2019-01-01T01:00:00.000000000',\n", " '2019-01-01T02:00:00.000000000', '2019-01-01T03:00:00.000000000',\n", " '2019-01-01T04:00:00.000000000', '2019-01-01T05:00:00.000000000',\n", " '2019-01-01T06:00:00.000000000', '2019-01-01T07:00:00.000000000',\n", @@ -1327,7 +1329,7 @@ " '2019-01-01T18:00:00.000000000', '2019-01-01T19:00:00.000000000',\n", " '2019-01-01T20:00:00.000000000', '2019-01-01T21:00:00.000000000',\n", " '2019-01-01T22:00:00.000000000', '2019-01-01T23:00:00.000000000',\n", - " '2019-01-02T00:00:00.000000000'], dtype='datetime64[ns]')
array([0.])
array([33.9, 34. , 34.1, 34.2, 34.3, 34.4, 34.5, 34.6, 34.7, 34.8, 34.9, 35. ,\n", + " '2019-01-02T00:00:00.000000000'], dtype='datetime64[ns]')
array([0.])
array([33.9, 34. , 34.1, 34.2, 34.3, 34.4, 34.5, 34.6, 34.7, 34.8, 34.9, 35. ,\n", " 35.1, 35.2, 35.3, 35.4, 35.5, 35.6, 35.7, 35.8, 35.9, 36. , 36.1, 36.2,\n", " 36.3, 36.4, 36.5, 36.6, 36.7, 36.8, 36.9, 37. , 37.1, 37.2, 37.3, 37.4,\n", " 37.5, 37.6, 37.7, 37.8, 37.9, 38. , 38.1, 38.2, 38.3, 38.4, 38.5, 38.6,\n", @@ -1336,7 +1338,7 @@ " 41.1, 41.2, 41.3, 41.4, 41.5, 41.6, 41.7, 41.8, 41.9, 42. , 42.1, 42.2,\n", " 42.3, 42.4, 42.5, 42.6, 42.7, 42.8, 42.9, 43. , 43.1, 43.2, 43.3, 43.4,\n", " 43.5, 43.6, 43.7, 43.8, 43.9, 44. , 44.1, 44.2, 44.3, 44.4, 44.5, 44.6,\n", - " 44.7, 44.8, 44.9, 45. , 45.1, 45.2, 45.3])
array([-1.180000e+01, -1.170000e+01, -1.160000e+01, -1.150000e+01,\n", + " 44.7, 44.8, 44.9, 45. , 45.1, 45.2, 45.3])
array([-1.180000e+01, -1.170000e+01, -1.160000e+01, -1.150000e+01,\n", " -1.140000e+01, -1.130000e+01, -1.120000e+01, -1.110000e+01,\n", " -1.100000e+01, -1.090000e+01, -1.080000e+01, -1.070000e+01,\n", " -1.060000e+01, -1.050000e+01, -1.040000e+01, -1.030000e+01,\n", @@ -1377,7 +1379,7 @@ " 3.400000e+00, 3.500000e+00, 3.600000e+00, 3.700000e+00,\n", " 3.800000e+00, 3.900000e+00, 4.000000e+00, 4.100000e+00,\n", " 4.200000e+00, 4.300000e+00, 4.400000e+00, 4.500000e+00,\n", - " 4.600000e+00])
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array(['2021-08-03T00:00:00.000000000'], dtype='datetime64[ns]')
array([ 0., 1., 2., 3., 4., 5., 6., 7., 8., 9., 10., 11., 12., 13.,\n", - " 14., 15., 16., 17., 18., 19., 20., 21., 22., 23.])
array([[16.350338, 16.43293 , 16.515146, ..., 16.515146, 16.43293 , 16.350338],\n", + " comment: Generated on marenostrum4
array(['2021-08-03T00:00:00.000000000'], dtype='datetime64[ns]')
array([ 0., 1., 2., 3., 4., 5., 6., 7., 8., 9., 10., 11., 12., 13.,\n", + " 14., 15., 16., 17., 18., 19., 20., 21., 22., 23.])
array([[16.350338, 16.43293 , 16.515146, ..., 16.515146, 16.43293 , 16.350338],\n", " [16.527426, 16.610239, 16.692677, ..., 16.692677, 16.610243, 16.527426],\n", " [16.704472, 16.787508, 16.870167, ..., 16.870167, 16.78751 , 16.704472],\n", " ...,\n", " [58.32095 , 58.472683, 58.62431 , ..., 58.62431 , 58.472683, 58.32095 ],\n", " [58.426285, 58.578201, 58.730026, ..., 58.730026, 58.578201, 58.426285],\n", - " [58.530792, 58.682899, 58.834919, ..., 58.834919, 58.682903, 58.530792]])
array([[-22.181265, -22.016672, -21.851799, ..., 41.851795, 42.016666,\n", + " [58.530792, 58.682899, 58.834919, ..., 58.834919, 58.682903, 58.530792]])
array([[-22.181265, -22.016672, -21.851799, ..., 41.851795, 42.016666,\n", " 42.181259],\n", " [-22.278179, -22.113186, -21.947905, ..., 41.947899, 42.113174,\n", " 42.278172],\n", @@ -434,10 +436,10 @@ " [-67.901878, -67.722473, -67.541939, ..., 87.541939, 87.722458,\n", " 87.901871],\n", " [-68.228035, -68.04982 , -67.870514, ..., 87.870506, 88.04982 ,\n", - " 88.228035]])
array([-27. , -26.799999, -26.6 , ..., 26.6 , 26.800001,\n", - " 27. ])
array([-35. , -34.799999, -34.599998, ..., 34.600002, 34.799999,\n", - " 35. ])
array([['2021-08-03T00:00:00.000000000', '2021-08-07T00:00:00.000000000']],\n", - " dtype='datetime64[ns]')
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array([-27. , -26.799999, -26.6 , ..., 26.6 , 26.800001,\n", + " 27. ])
array([-35. , -34.799999, -34.599998, ..., 34.600002, 34.799999,\n", + " 35. ])
array([['2021-08-03T00:00:00.000000000', '2021-08-07T00:00:00.000000000']],\n", + " dtype='datetime64[ns]')
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array(['2021-08-03T00:00:00.000000000'], dtype='datetime64[ns]')
array([ 0., 1., 2., 3., 4., 5., 6., 7., 8., 9., 10., 11., 12., 13.,\n", - " 14., 15., 16., 17., 18., 19., 20., 21., 22., 23.])
array([[16.350338, 16.43293 , 16.515146, ..., 16.515146, 16.43293 , 16.350338],\n", + " comment: Generated on marenostrum4
array(['2021-08-03T00:00:00.000000000'], dtype='datetime64[ns]')
array([ 0., 1., 2., 3., 4., 5., 6., 7., 8., 9., 10., 11., 12., 13.,\n", + " 14., 15., 16., 17., 18., 19., 20., 21., 22., 23.])
array([[16.350338, 16.43293 , 16.515146, ..., 16.515146, 16.43293 , 16.350338],\n", " [16.527426, 16.610239, 16.692677, ..., 16.692677, 16.610243, 16.527426],\n", " [16.704472, 16.787508, 16.870167, ..., 16.870167, 16.78751 , 16.704472],\n", " ...,\n", " [58.32095 , 58.472683, 58.62431 , ..., 58.62431 , 58.472683, 58.32095 ],\n", " [58.426285, 58.578201, 58.730026, ..., 58.730026, 58.578201, 58.426285],\n", - " [58.530792, 58.682899, 58.834919, ..., 58.834919, 58.682903, 58.530792]])
array([[-22.181265, -22.016672, -21.851799, ..., 41.851795, 42.016666,\n", + " [58.530792, 58.682899, 58.834919, ..., 58.834919, 58.682903, 58.530792]])
array([[-22.181265, -22.016672, -21.851799, ..., 41.851795, 42.016666,\n", " 42.181259],\n", " [-22.278179, -22.113186, -21.947905, ..., 41.947899, 42.113174,\n", " 42.278172],\n", @@ -1224,10 +1226,10 @@ " [-67.901878, -67.722473, -67.541939, ..., 87.541939, 87.722458,\n", " 87.901871],\n", " [-68.228035, -68.04982 , -67.870514, ..., 87.870506, 88.04982 ,\n", - " 88.228035]])
array([-27. , -26.799999, -26.6 , ..., 26.6 , 26.800001,\n", - " 27. ])
array([-35. , -34.799999, -34.599998, ..., 34.600002, 34.799999,\n", - " 35. ])
array([['2021-08-03T00:00:00.000000000', '2021-08-07T00:00:00.000000000']],\n", - " dtype='datetime64[ns]')
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array(b'', dtype='|S1')
array([-27. , -26.799999, -26.6 , ..., 26.6 , 26.800001,\n", + " 27. ])
array([-35. , -34.799999, -34.599998, ..., 34.600002, 34.799999,\n", + " 35. ])
array([['2021-08-03T00:00:00.000000000', '2021-08-07T00:00:00.000000000']],\n", + " dtype='datetime64[ns]')
[2282904 values with dtype=float32]
array(b'', dtype='|S1')
array(['2015-07-01T00:00:00.000000000', '2015-07-01T01:00:00.000000000',\n", + " station_ozone_classification (station) |S75 b'rural' b'rural' ... b'nan'
array(['2015-07-01T00:00:00.000000000', '2015-07-01T01:00:00.000000000',\n", " '2015-07-01T02:00:00.000000000', '2015-07-01T03:00:00.000000000',\n", " '2015-07-01T04:00:00.000000000', '2015-07-01T05:00:00.000000000',\n", " '2015-07-01T06:00:00.000000000', '2015-07-01T07:00:00.000000000',\n", @@ -433,7 +434,7 @@ " '2015-07-02T00:00:00.000000000', '2015-07-02T01:00:00.000000000',\n", " '2015-07-02T02:00:00.000000000', '2015-07-02T03:00:00.000000000',\n", " '2015-07-02T04:00:00.000000000', '2015-07-02T05:00:00.000000000',\n", - " '2015-07-02T06:00:00.000000000'], dtype='datetime64[ns]')
array([b'1980-01-01', b'1980-01-01', b'1991-05-01', b'1991-05-01',\n", + " '2015-07-02T06:00:00.000000000'], dtype='datetime64[ns]')
array([b'1980-01-01', b'1980-01-01', b'1991-05-01', b'1991-05-01',\n", " b'1996-10-01', b'1978-10-01', b'1987-01-01', b'2010-07-01',\n", " b'1985-01-06', b'1994-05-01', b'1987-11-01', b'1992-01-01',\n", " b'1992-06-01', b'1995-11-01', b'1998-09-01', b'1998-01-01',\n", @@ -448,7 +449,7 @@ " b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", " b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", " b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", - " b'nan', b'nan', b'nan', b'nan', b'nan'], dtype='|S75')
array([b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", + " b'nan', b'nan', b'nan', b'nan', b'nan'], dtype='|S75')
array([b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", " b'nan', b'nature', b'nature', b'nature', b'nature', b'nature',\n", " b'nature', b'nature', b'nature', b'nature', b'nature', b'farming',\n", " b'farming', b'nature', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", @@ -458,7 +459,7 @@ " b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", " b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", " b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", - " b'nan'], dtype='|S75')
array([b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", + " b'nan'], dtype='|S75')
array([b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", " b'nan', b'unknown', b'unknown', b'unknown', b'unknown', b'unknown',\n", " b'unknown', b'unknown', b'unknown', b'unknown', b'unknown', b'unknown',\n", " b'unknown', b'unknown', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", @@ -468,7 +469,7 @@ " b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", " b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", " b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", - " b'nan'], dtype='|S75')
array([b'CH', b'CH', b'CH', b'CH', b'CY', b'DK', b'DK', b'DK', b'EE', b'EE',\n", + " b'nan'], dtype='|S75')
array([b'CH', b'CH', b'CH', b'CH', b'CY', b'DK', b'DK', b'DK', b'EE', b'EE',\n", " b'ES', b'ES', b'ES', b'ES', b'ES', b'ES', b'ES', b'ES', b'ES', b'ES',\n", " b'ES', b'ES', b'ES', b'GB', b'GB', b'HU', b'IE', b'IS', b'IT', b'NO',\n", " b'NO', b'NO', b'NO', b'PL', b'PL', b'PL', b'PL', b'RS', b'SE', b'SE',\n", @@ -476,7 +477,7 @@ " b'NL', b'AT', b'AM', b'AT', b'NL', b'CZ', b'DE', b'LV', b'FI', b'IT',\n", " b'CZ', b'RU', b'NL', b'ME', b'GR', b'LT', b'DE', b'DE', b'IT', b'FI',\n", " b'DE', b'IE', b'IE', b'DE', b'DE', b'CZ', b'EG', b'FI', b'CH', b'NL',\n", - " b'AT', b'IE', b'NL', b'IT'], dtype='|S75')
array([b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", + " b'AT', b'IE', b'NL', b'IT'], dtype='|S75')
array([b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", " b'nan', b'castilla-la mancha', b'galicia', b'islas baleares',\n", " b'andalucia', b'principado de asturias', b'castilla-la mancha',\n", " b'cataluna', b'extremadura', b'comunidad valenciana',\n", @@ -487,7 +488,7 @@ " b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", " b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", " b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", - " b'nan', b'nan', b'nan', b'nan', b'nan', b'nan'], dtype='|S75')
array([b'payerne', b'tnikon', b'chaumont', b'rigi-seebodenalp',\n", + " b'nan', b'nan', b'nan', b'nan', b'nan', b'nan'], dtype='|S75')
array([b'payerne', b'tnikon', b'chaumont', b'rigi-seebodenalp',\n", " b'emep - ayia marina', b'tange', b'anholt', b'risoe', b'lahemaa',\n", " b'vilsandi', b'san pablo de los montes', b'noia', b'mahn', b'vznar',\n", " b'niembro', b'campisbalos', b'cabo de creus', b'barcarrota', b'zarra',\n", @@ -505,7 +506,7 @@ " b'montelibretti', b'virolahti iii', b'melpitz', b'oak park',\n", " b'malin head', b'westerland', b'schmcke', b'churanov', b'marsa matruh',\n", " b'pallas (matorova)', b'jungfraujoch', b'de zilk', b'vorhegg',\n", - " b'carnsore point', b'kollumerwaard', b'lamezia terme'], dtype='|S75')
array([b'rural', b'rural', b'rural', b'rural', b'rural', b'rural', b'rural',\n", + " b'carnsore point', b'kollumerwaard', b'lamezia terme'], dtype='|S75')
array([b'rural', b'rural', b'rural', b'rural', b'rural', b'rural', b'rural',\n", " b'rural', b'rural', b'rural', b'rural', b'rural', b'rural', b'rural',\n", " b'rural', b'rural', b'rural', b'rural', b'rural', b'rural', b'rural',\n", " b'rural', b'rural', b'rural', b'rural', b'rural', b'rural', b'rural',\n", @@ -515,7 +516,7 @@ " b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", " b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", " b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", - " b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan'], dtype='|S75')
array([b'nan', b'nan', b'nan', b'nan', b'ayia marina', b'nan', b'nan', b'nan',\n", + " b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan'], dtype='|S75')
array([b'nan', b'nan', b'nan', b'nan', b'ayia marina', b'nan', b'nan', b'nan',\n", " b'nan', b'nan', b'san pablo de los montes', b'noia', b'mahn', b'vznar',\n", " b'llanes', b'campisbalos', b'cadaqus', b'barcarrota', b'zarra',\n", " b'peausende', b'torms (els)', b'saviao (o)', b'almonte', b'nan', b'nan',\n", @@ -525,13 +526,13 @@ " b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", " b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", " b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", - " b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan'], dtype='|S75')
array([[17.9 , 15.4 , 16.2 , ..., nan, 14.83, nan],\n", + " b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan'], dtype='|S75')
array([[17.9 , 15.4 , 16.2 , ..., nan, 14.83, nan],\n", " [22.9 , 16.8 , 20.5 , ..., nan, 24.8 , nan],\n", " [24.1 , 22.8 , 20.2 , ..., nan, 13.92, nan],\n", " ...,\n", " [ 6.3 , 7.2 , 4.5 , ..., nan, 8.32, 9.3 ],\n", " [ 7.6 , 8.9 , 8.2 , ..., nan, 13.02, 9.3 ],\n", - " [11. , 9.8 , 8.8 , ..., nan, 14.14, 12.7 ]], dtype=float32)
array([b'yes', b'yes', b'yes', b'yes', b'yes', b'yes', b'yes', b'yes', b'yes',\n", + " [11. , 9.8 , 8.8 , ..., nan, 14.14, 12.7 ]], dtype=float32)
array([b'yes', b'yes', b'yes', b'yes', b'yes', b'yes', b'yes', b'yes', b'yes',\n", " b'yes', b'yes', b'yes', b'yes', b'yes', b'yes', b'yes', b'yes', b'yes',\n", " b'yes', b'yes', b'yes', b'yes', b'yes', b'yes', b'yes', b'yes', b'yes',\n", " b'yes', b'yes', b'yes', b'yes', b'yes', b'yes', b'yes', b'yes', b'yes',\n", @@ -540,7 +541,7 @@ " b'yes', b'yes', b'yes', b'yes', b'yes', b'no', b'yes', b'yes', b'yes',\n", " b'yes', b'yes', b'yes', b'yes', b'yes', b'yes', b'yes', b'yes', b'yes',\n", " b'yes', b'yes', b'yes', b'yes', b'no', b'yes', b'yes', b'yes', b'yes',\n", - " b'yes', b'yes', b'no'], dtype='|S75')
array([b'background', b'background', b'background', b'background',\n", + " b'yes', b'yes', b'no'], dtype='|S75')
array([b'background', b'background', b'background', b'background',\n", " b'background', b'background', b'background', b'background',\n", " b'background', b'background', b'background', b'background',\n", " b'background', b'background', b'background', b'background',\n", @@ -555,7 +556,7 @@ " b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", " b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", " b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", - " b'nan', b'nan', b'nan', b'nan', b'nan'], dtype='|S75')
array([b'switzerland', b'switzerland', b'switzerland', b'switzerland',\n", + " b'nan', b'nan', b'nan', b'nan', b'nan'], dtype='|S75')
array([b'switzerland', b'switzerland', b'switzerland', b'switzerland',\n", " b'cyprus', b'denmark', b'denmark', b'denmark', b'estonia', b'estonia',\n", " b'spain', b'spain', b'spain', b'spain', b'spain', b'spain', b'spain',\n", " b'spain', b'spain', b'spain', b'spain', b'spain', b'spain',\n", @@ -571,7 +572,7 @@ " b'Lithuania', b'Germany', b'Germany', b'Italy', b'Finland', b'Germany',\n", " b'Ireland', b'Ireland', b'Germany', b'Germany', b'Czech Republic',\n", " b'Egypt', b'Finland', b'Switzerland', b'Netherlands', b'Austria',\n", - " b'Ireland', b'Netherlands', b'Italy'], dtype='|S75')
array([4.890e+02, 5.380e+02, 1.136e+03, 1.031e+03, 5.320e+02, 8.000e+00,\n", + " b'Ireland', b'Netherlands', b'Italy'], dtype='|S75')
array([4.890e+02, 5.380e+02, 1.136e+03, 1.031e+03, 5.320e+02, 8.000e+00,\n", " 1.000e+01, 3.000e+00, 3.200e+01, 6.000e+00, 9.170e+02, 6.850e+02,\n", " 7.800e+01, 1.230e+03, 1.340e+02, 1.360e+03, 2.300e+01, 3.930e+02,\n", " 8.850e+02, 9.850e+02, 4.700e+02, 5.060e+02, 5.000e+00, 1.260e+02,\n", @@ -585,7 +586,7 @@ " 1.205e+03, 6.200e+01, 4.800e+01, 4.000e+00, 8.600e+01, 5.900e+01,\n", " 2.000e+01, 1.200e+01, 9.370e+02, 1.118e+03, 3.500e+01, 3.400e+02,\n", " 3.578e+03, 4.000e+00, 1.020e+03, 9.000e+00, 1.000e+00, 6.000e+00],\n", - " dtype=float32)
array([b'CH0002R', b'CH0003R', b'CH0004R', b'CH0005R', b'CY0002R', b'DK0003R',\n", + " dtype=float32)
array([b'CH0002R', b'CH0003R', b'CH0004R', b'CH0005R', b'CY0002R', b'DK0003R',\n", " b'DK0008R', b'DK0012R', b'EE0009R', b'EE0011R', b'ES0001R', b'ES0005R',\n", " b'ES0006R', b'ES0007R', b'ES0008R', b'ES0009R', b'ES0010R', b'ES0011R',\n", " b'ES0012R', b'ES0013R', b'ES0014R', b'ES0016R', b'ES0017R', b'GB0036R',\n", @@ -599,7 +600,7 @@ " b'DE0003R', b'DE0007R', b'IT0001R', b'FI0018R', b'DE0044R', b'IE0005R',\n", " b'IE0006R', b'DE0001R', b'DE0008R', b'CZ0005R', b'EG0003U', b'FI0036R',\n", " b'CH0001G', b'NL0091R', b'AT0005R', b'IE0008R', b'NL0009R', b'IT0016R'],\n", - " dtype='|S75')
array([ 6.944469, 8.904696, 6.979203, 8.463339, 33.05806 , 9.603059,\n", + " dtype='|S75')
array([ 6.944469, 8.904696, 6.979203, 8.463339, 33.05806 , 9.603059,\n", " 11.533614, 12.088669, 25.930569, 21.845013, -4.350556, -8.923611,\n", " 4.316389, -3.534167, -4.85 , -3.1425 , 3.315833, -6.923611,\n", " -1.101111, -5.8975 , 0.734722, -7.704722, -6.555278, -1.325286,\n", @@ -613,7 +614,7 @@ " 7.908611, 13.033333, 12.633333, 27.66754 , 12.93386 , -6.924722,\n", " -7.342778, 8.309722, 10.766667, 13.6 , 27.217775, 24.237223,\n", " 7.985 , 4.5 , 12.972222, -6.364524, 6.277222, 16.2322 ],\n", - " dtype=float32)
array([b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", + " dtype=float32)
array([b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", " b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", " b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", " b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", @@ -622,7 +623,7 @@ " b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", " b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", " b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", - " b'nan', b'nan', b'nan'], dtype='|S75')
array([b'nan', b'nan', b'nan', b'nan', b'regional', b'nan', b'nan',\n", + " b'nan', b'nan', b'nan'], dtype='|S75')
array([b'nan', b'nan', b'nan', b'nan', b'regional', b'nan', b'nan',\n", " b'regional', b'nan', b'nan', b'remote', b'remote', b'remote', b'remote',\n", " b'remote', b'remote', b'remote', b'remote', b'remote', b'remote',\n", " b'remote', b'remote', b'remote', b'nan', b'nan', b'nan', b'regional',\n", @@ -632,7 +633,7 @@ " b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", " b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", " b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", - " b'nan', b'nan', b'nan', b'nan', b'nan'], dtype='|S75')
array([46.813057, 47.479767, 47.04947 , 47.06741 , 35.039165, 56.354443,\n", + " b'nan', b'nan', b'nan', b'nan', b'nan'], dtype='|S75')
array([46.813057, 47.479767, 47.04947 , 47.06741 , 35.039165, 56.354443,\n", " 56.711666, 55.694107, 59.494446, 58.37611 , 39.546944, 42.720554,\n", " 39.87528 , 37.23722 , 43.439167, 41.274166, 42.319168, 38.47278 ,\n", " 39.08278 , 41.238888, 41.39389 , 42.634724, 37.051945, 51.57108 ,\n", @@ -646,7 +647,7 @@ " 47.914722, 53.166668, 42.1 , 60.53002 , 51.53014 , 52.86861 ,\n", " 55.375 , 54.925556, 50.65 , 49.066666, 31.34274 , 68. ,\n", " 46.5475 , 52.3 , 46.677776, 52.178074, 53.33389 , 38.8763 ],\n", - " dtype=float32)
array([b'rural', b'rural', b'rural background', b'rural background',\n", + " dtype=float32)
array([b'rural', b'rural', b'rural background', b'rural background',\n", " b'rural background', b'rural', b'nan', b'nan', b'rural', b'rural',\n", " b'rural background', b'rural background', b'rural background',\n", " b'rural background', b'rural background', b'rural background',\n", @@ -662,7 +663,7 @@ " b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", " b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", " b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan'],\n", - " dtype='|S75')
array(['2015-07-01T00:00:00.000000000', '2015-07-01T01:00:00.000000000',\n", + " Conventions: CF-1.7
array(['2015-07-01T00:00:00.000000000', '2015-07-01T01:00:00.000000000',\n", " '2015-07-01T02:00:00.000000000', '2015-07-01T03:00:00.000000000',\n", " '2015-07-01T04:00:00.000000000', '2015-07-01T05:00:00.000000000',\n", " '2015-07-01T06:00:00.000000000', '2015-07-01T07:00:00.000000000',\n", @@ -1825,12 +1826,12 @@ " '2015-07-02T00:00:00.000000000', '2015-07-02T01:00:00.000000000',\n", " '2015-07-02T02:00:00.000000000', '2015-07-02T03:00:00.000000000',\n", " '2015-07-02T04:00:00.000000000', '2015-07-02T05:00:00.000000000',\n", - " '2015-07-02T06:00:00.000000000'], dtype='datetime64[ns]')
array([ 0., 1., 2., 3., 4., 5., 6., 7., 8., 9., 10., 11., 12., 13.,\n", + " '2015-07-02T06:00:00.000000000'], dtype='datetime64[ns]')
array([ 0., 1., 2., 3., 4., 5., 6., 7., 8., 9., 10., 11., 12., 13.,\n", " 14., 15., 16., 17., 18., 19., 20., 21., 22., 23., 24., 25., 26., 27.,\n", " 28., 29., 30., 31., 32., 33., 34., 35., 36., 37., 38., 39., 40., 41.,\n", " 42., 43., 44., 45., 46., 47., 48., 49., 50., 51., 52., 53., 54., 55.,\n", " 56., 57., 58., 59., 60., 61., 62., 63., 64., 65., 66., 67., 68., 69.,\n", - " 70., 71., 72., 73., 74., 75., 76., 77., 78., 79., 80., 81., 82., 83.])
array([46.813057, 47.479767, 47.049469, 47.06741 , 35.039165, 56.354443,\n", + " 70., 71., 72., 73., 74., 75., 76., 77., 78., 79., 80., 81., 82., 83.])
array([46.813057, 47.479767, 47.049469, 47.06741 , 35.039165, 56.354443,\n", " 56.711666, 55.694107, 59.494446, 58.37611 , 39.546944, 42.720554,\n", " 39.875278, 37.237221, 43.439167, 41.274166, 42.319168, 38.472778,\n", " 39.082779, 41.238888, 41.39389 , 42.634724, 37.051945, 51.571079,\n", @@ -1843,7 +1844,7 @@ " 49.733334, 54.900002, 52.116669, 43.150002, 35.316666, 55.37611 ,\n", " 47.914722, 53.166668, 42.099998, 60.530022, 51.53014 , 52.86861 ,\n", " 55.375 , 54.925556, 50.650002, 49.066666, 31.342739, 68. ,\n", - " 46.547501, 52.299999, 46.677776, 52.178074, 53.333889, 38.876301])
array([ 6.944469, 8.904696, 6.979203, 8.463339, 33.05806 , 9.603059,\n", + " 46.547501, 52.299999, 46.677776, 52.178074, 53.333889, 38.876301])
array([ 6.944469, 8.904696, 6.979203, 8.463339, 33.05806 , 9.603059,\n", " 11.533614, 12.088669, 25.930569, 21.845013, -4.350556, -8.923611,\n", " 4.316389, -3.534167, -4.85 , -3.1425 , 3.315833, -6.923611,\n", " -1.101111, -5.8975 , 0.734722, -7.704722, -6.555278, -1.325286,\n", @@ -1856,79 +1857,79 @@ " 16.049999, 37.799999, 5.2 , 19.133333, 25.666668, 21.030556,\n", " 7.908611, 13.033333, 12.633333, 27.66754 , 12.93386 , -6.924722,\n", " -7.342778, 8.309722, 10.766667, 13.6 , 27.217775, 24.237223,\n", - " 7.985 , 4.5 , 12.972222, -6.364524, 6.277222, 16.232201])
array([['1', '9', '8', ..., '', '', ''],\n", + " 7.985 , 4.5 , 12.972222, -6.364524, 6.277222, 16.232201])
array([['1', '9', '8', ..., '', '', ''],\n", " ['1', '9', '8', ..., '', '', ''],\n", " ['1', '9', '9', ..., '', '', ''],\n", " ...,\n", " ['n', 'a', 'n', ..., '', '', ''],\n", " ['n', 'a', 'n', ..., '', '', ''],\n", - " ['n', 'a', 'n', ..., '', '', '']], dtype=object)
array([['n', 'a', 'n', ..., '', '', ''],\n", + " ['n', 'a', 'n', ..., '', '', '']], dtype=object)
array([['n', 'a', 'n', ..., '', '', ''],\n", " ['n', 'a', 'n', ..., '', '', ''],\n", " ['n', 'a', 'n', ..., '', '', ''],\n", " ...,\n", " ['n', 'a', 'n', ..., '', '', ''],\n", " ['n', 'a', 'n', ..., '', '', ''],\n", - " ['n', 'a', 'n', ..., '', '', '']], dtype=object)
array([['n', 'a', 'n', ..., '', '', ''],\n", + " ['n', 'a', 'n', ..., '', '', '']], dtype=object)
array([['n', 'a', 'n', ..., '', '', ''],\n", " ['n', 'a', 'n', ..., '', '', ''],\n", " ['n', 'a', 'n', ..., '', '', ''],\n", " ...,\n", " ['n', 'a', 'n', ..., '', '', ''],\n", " ['n', 'a', 'n', ..., '', '', ''],\n", - " ['n', 'a', 'n', ..., '', '', '']], dtype=object)
array([['C', 'H', '', ..., '', '', ''],\n", + " ['n', 'a', 'n', ..., '', '', '']], dtype=object)
array([['C', 'H', '', ..., '', '', ''],\n", " ['C', 'H', '', ..., '', '', ''],\n", " ['C', 'H', '', ..., '', '', ''],\n", " ...,\n", " ['I', 'E', '', ..., '', '', ''],\n", " ['N', 'L', '', ..., '', '', ''],\n", - " ['I', 'T', '', ..., '', '', '']], dtype=object)
array([['n', 'a', 'n', ..., '', '', ''],\n", + " ['I', 'T', '', ..., '', '', '']], dtype=object)
array([['n', 'a', 'n', ..., '', '', ''],\n", " ['n', 'a', 'n', ..., '', '', ''],\n", " ['n', 'a', 'n', ..., '', '', ''],\n", " ...,\n", " ['n', 'a', 'n', ..., '', '', ''],\n", " ['n', 'a', 'n', ..., '', '', ''],\n", - " ['n', 'a', 'n', ..., '', '', '']], dtype=object)
array([['p', 'a', 'y', ..., '', '', ''],\n", + " ['n', 'a', 'n', ..., '', '', '']], dtype=object)
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array([['r', 'u', 'r', ..., '', '', ''],\n", + " ['l', 'a', 'm', ..., '', '', '']], dtype=object)
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array([['n', 'a', 'n', ..., '', '', ''],\n", + " ['n', 'a', 'n', ..., '', '', '']], dtype=object)
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array([['y', 'e', 's', ..., '', '', ''],\n", + " [11. , 9.8 , 8.8 , ..., nan, 14.14, 12.7 ]], dtype=float32)
array([['y', 'e', 's', ..., '', '', ''],\n", " ['y', 'e', 's', ..., '', '', ''],\n", " ['y', 'e', 's', ..., '', '', ''],\n", " ...,\n", " ['y', 'e', 's', ..., '', '', ''],\n", " ['y', 'e', 's', ..., '', '', ''],\n", - " ['n', 'o', '', ..., '', '', '']], dtype=object)
array([['b', 'a', 'c', ..., '', '', ''],\n", + " ['n', 'o', '', ..., '', '', '']], dtype=object)
array([['b', 'a', 'c', ..., '', '', ''],\n", " ['b', 'a', 'c', ..., '', '', ''],\n", " ['b', 'a', 'c', ..., '', '', ''],\n", " ...,\n", " ['n', 'a', 'n', ..., '', '', ''],\n", " ['n', 'a', 'n', ..., '', '', ''],\n", - " ['n', 'a', 'n', ..., '', '', '']], dtype=object)
array([['s', 'w', 'i', ..., '', '', ''],\n", + " ['n', 'a', 'n', ..., '', '', '']], dtype=object)
array([['s', 'w', 'i', ..., '', '', ''],\n", " ['s', 'w', 'i', ..., '', '', ''],\n", " ['s', 'w', 'i', ..., '', '', ''],\n", " ...,\n", " ['I', 'r', 'e', ..., '', '', ''],\n", " ['N', 'e', 't', ..., '', '', ''],\n", - " ['I', 't', 'a', ..., '', '', '']], dtype=object)
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array([['C', 'H', '0', ..., '', '', ''],\n", + " dtype=float32)
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array([['n', 'a', 'n', ..., '', '', ''],\n", + " ['I', 'T', '0', ..., '', '', '']], dtype=object)
array([['n', 'a', 'n', ..., '', '', ''],\n", " ['n', 'a', 'n', ..., '', '', ''],\n", " ['n', 'a', 'n', ..., '', '', ''],\n", " ...,\n", " ['n', 'a', 'n', ..., '', '', ''],\n", " ['n', 'a', 'n', ..., '', '', ''],\n", - " ['n', 'a', 'n', ..., '', '', '']], dtype=object)
array([['n', 'a', 'n', ..., '', '', ''],\n", + " ['n', 'a', 'n', ..., '', '', '']], dtype=object)
array([['n', 'a', 'n', ..., '', '', ''],\n", " ['n', 'a', 'n', ..., '', '', ''],\n", " ['n', 'a', 'n', ..., '', '', ''],\n", " ...,\n", " ['n', 'a', 'n', ..., '', '', ''],\n", " ['n', 'a', 'n', ..., '', '', ''],\n", - " ['n', 'a', 'n', ..., '', '', '']], dtype=object)
array([['r', 'u', 'r', ..., '', '', ''],\n", + " ['n', 'a', 'n', ..., '', '', '']], dtype=object)
array([['r', 'u', 'r', ..., '', '', ''],\n", " ['r', 'u', 'r', ..., '', '', ''],\n", " ['r', 'u', 'r', ..., '', '', ''],\n", " ...,\n", " ['n', 'a', 'n', ..., '', '', ''],\n", " ['n', 'a', 'n', ..., '', '', ''],\n", - " ['n', 'a', 'n', ..., '', '', '']], dtype=object)
array(['2019-11-01T00:00:00.000000000', '2019-11-02T00:00:00.000000000',\n", + " version: 1.4
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array(['water', 'water', 'very low density rural'], dtype=object)
array(['water', 'water', 'very low density rural'], dtype=object)
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array(['low density rural', 'low density rural', 'very low density rural'],\n", - " dtype=object)
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array(['water bodies', 'croplands', 'woody savannas'], dtype=object)
array(['water bodies', 'water bodies', 'deciduous broadleaf forests'],\n", - " dtype=object)
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array(['water', 'water', 'residential woodlands'], dtype=object)
array(['residential woodlands', 'populated woodlands', 'residential woodlands'],\n", - " dtype=object)
array(['Asia', 'Asia', 'Asia'], dtype=object)
array(['water', 'palearctic', 'palearctic'], dtype=object)
array(['water', 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests'], dtype=object)
array(['water', 'southern korea evergreen forests',\n", - " 'central korean deciduous forests'], dtype=object)
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array(['water', 'water', 'very low density rural'], dtype=object)
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array(['low density rural', 'low density rural', 'very low density rural'],\n", + " dtype=object)
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array([ 0., -2., -40.], dtype=float32)
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array(['water', 'water', 'cold - no dry season - hot summer'], dtype=object)
array(['water', 'water', 'cold - no dry season - hot summer'], dtype=object)
array(['water bodies', 'croplands', 'woody savannas'], dtype=object)
array(['water bodies', 'water bodies', 'savannas'], dtype=object)
array(['water bodies', 'water bodies', 'woody savannas'], dtype=object)
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array(['water bodies', 'croplands', 'woody savannas'], dtype=object)
array(['water bodies', 'water bodies', 'deciduous broadleaf forests'],\n", + " dtype=object)
array(['water bodies', 'water bodies', 'savannas'], dtype=object)
array(['water bodies', 'water bodies', 'woody savannas'], dtype=object)
array(['water bodies', 'water bodies', 'woody savannas'], dtype=object)
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array([5.723139e+15, 2.023781e+15, 3.770765e+15], dtype=float32)
array(['residential woodlands', 'populated woodlands', 'residential woodlands'],\n", + " dtype=object)
array(['water', 'water', 'residential woodlands'], dtype=object)
array(['residential woodlands', 'populated woodlands', 'residential woodlands'],\n", + " dtype=object)
array(['Asia', 'Asia', 'Asia'], dtype=object)
array(['water', 'palearctic', 'palearctic'], dtype=object)
array(['water', 'temperate broadleaf and mixed forests',\n", + " 'temperate broadleaf and mixed forests'], dtype=object)
array(['water', 'southern korea evergreen forests',\n", + " 'central korean deciduous forests'], dtype=object)
array(['Incheon', 'Jeju-Do', 'Jeollabuk-Do'], dtype=object)
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array([ 60., 37., 217.], dtype=float32)
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array([[16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16,\n", + " 6, 6, 6, 6, 6, 6, 6]], dtype=uint8)
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array(['rural-regional', 'rural-remote', 'rural-regional'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['Seogeom-Ri', 'Gaigeturi', 'Imsil'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['eanetdata@acap.asia', 'eanetdata@acap.asia', 'eanetdata@acap.asia'],\n", - " dtype=object)
array(['EANET', 'EANET', 'EANET'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['South Korea', 'South Korea', 'South Korea'], dtype=object)
array([[100, 100, 100, 100, 100, 100, 100, 4, 96, 4, 96, 100, 100, 100,\n", + " 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13]], dtype=uint8)
array(['rural-regional', 'rural-remote', 'rural-regional'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['Seogeom-Ri', 'Gaigeturi', 'Imsil'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['eanetdata@acap.asia', 'eanetdata@acap.asia', 'eanetdata@acap.asia'],\n", + " dtype=object)
array(['EANET', 'EANET', 'EANET'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['South Korea', 'South Korea', 'South Korea'], dtype=object)
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array([[ 0, 0, 0, 0, 0, 0, 0, 96, 4, 96, 4, 0, 0, 0,\n", + " 100, 100]], dtype=uint8)
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array([nan, nan, nan], dtype=float32)
array(['none', 'none', 'none'], dtype=object)
array(['Rights reserved to the Network Center for the EANET: https://monitoring.eanet.asia/document/public/index',\n", + " 0, 0]], dtype=uint8)
array([nan, nan, nan], dtype=float32)
array(['none', 'none', 'none'], dtype=object)
array(['Rights reserved to the Network Center for the EANET: https://monitoring.eanet.asia/document/public/index',\n", " 'Rights reserved to the Network Center for the EANET: https://monitoring.eanet.asia/document/public/index',\n", " 'Rights reserved to the Network Center for the EANET: https://monitoring.eanet.asia/document/public/index'],\n", - " dtype=object)
array([[255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,\n", + " dtype=object)
array([[255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,\n", " 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,\n", " 255, 255],\n", " [255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,\n", @@ -2476,7 +2477,7 @@ " 255, 255],\n", " [255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,\n", " 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,\n", - " 255, 255]], dtype=uint8)
array([nan, nan, nan], dtype=float32)
array([[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", + " 255, 255]], dtype=uint8)
array([nan, nan, nan], dtype=float32)
array([[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan],\n", " [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", @@ -2484,7 +2485,7 @@ " nan, nan],\n", " [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", - " nan, nan]], dtype=float32)
array([nan, nan, nan], dtype=float32)
array([nan, nan, nan], dtype=float32)
array([nan, nan, nan], dtype=float32)
array([nan, nan, nan], dtype=float32)
array(['WGS 84', 'WGS 84', 'WGS 84'], dtype=object)
array([[[ 4., nan, ..., nan, nan],\n", + " nan, nan]], dtype=float32)
array([nan, nan, nan], dtype=float32)
array([nan, nan, nan], dtype=float32)
array([nan, nan, nan], dtype=float32)
array([nan, nan, nan], dtype=float32)
array(['WGS 84', 'WGS 84', 'WGS 84'], dtype=object)
array([[[ 4., nan, ..., nan, nan],\n", " [ 4., nan, ..., nan, nan],\n", " ...,\n", " [ 0., nan, ..., nan, nan],\n", @@ -2500,23 +2501,23 @@ " [ 4., nan, ..., nan, nan],\n", " ...,\n", " [ 4., nan, ..., nan, nan],\n", - " [ 4., nan, ..., nan, nan]]], dtype=float32)
array(['WORLD GEODETIC SYSTEM 1984', 'WORLD GEODETIC SYSTEM 1984',\n", - " 'WORLD GEODETIC SYSTEM 1984'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array([37.708889, 33.292222, 35.6025 ])
array([126.273889, 126.161944, 127.181389])
array(['nan', 'nan', 'nan'], dtype=object)
array([ 63., 40., 220.], dtype=float32)
array(['ion chromatography', 'ion chromatography', 'ion chromatography'],\n", - " dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array([nan, nan, nan], dtype=float32)
array([nan, nan, nan], dtype=float32)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array([nan, nan, nan], dtype=float32)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array([nan, nan, nan], dtype=float32)
array([nan, nan, nan], dtype=float32)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['ug m-3', 'ug m-3', 'ug m-3'], dtype=object)
array([nan, nan, nan], dtype=float32)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['injection', 'injection', 'injection'], dtype=object)
array([[37, 37, 37, 37, 37, 37, 37, 37, 37, 37, 37, 37, 37, 37, 37, 37, 37,\n", + " [ 4., nan, ..., nan, nan]]], dtype=float32)
array(['WORLD GEODETIC SYSTEM 1984', 'WORLD GEODETIC SYSTEM 1984',\n", + " 'WORLD GEODETIC SYSTEM 1984'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array([37.708889, 33.292222, 35.6025 ])
array([126.273889, 126.161944, 127.181389])
array(['nan', 'nan', 'nan'], dtype=object)
array([ 63., 40., 220.], dtype=float32)
array(['ion chromatography', 'ion chromatography', 'ion chromatography'],\n", + " dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array([nan, nan, nan], dtype=float32)
array([nan, nan, nan], dtype=float32)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array([nan, nan, nan], dtype=float32)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array([nan, nan, nan], dtype=float32)
array([nan, nan, nan], dtype=float32)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['ug m-3', 'ug m-3', 'ug m-3'], dtype=object)
array([nan, nan, nan], dtype=float32)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['injection', 'injection', 'injection'], dtype=object)
array([[37, 37, 37, 37, 37, 37, 37, 37, 37, 37, 37, 37, 37, 37, 37, 37, 37,\n", " 37, 37, 37, 37, 37, 37, 37, 37, 37, 37, 37, 37, 37],\n", " [17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17,\n", " 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17],\n", " [27, 27, 27, 27, 27, 27, 27, 27, 27, 27, 27, 27, 27, 27, 27, 27, 27,\n", - " 27, 27, 27, 27, 27, 27, 27, 27, 27, 27, 27, 27, 27]], dtype=uint8)
array([[17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17,\n", + " 27, 27, 27, 27, 27, 27, 27, 27, 27, 27, 27, 27, 27]], dtype=uint8)
array([[17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17,\n", " 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17],\n", " [17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17,\n", " 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17],\n", " [13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13,\n", - " 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13]], dtype=uint8)
array(['EANET', 'EANET', 'EANET'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array([1013.25, 1013.25, 1013.25])
array([293.15, 293.15, 293.15])
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array([nan, nan, nan], dtype=float32)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['low volume continuous', 'low volume continuous',\n", - " 'low volume continuous'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['Measurement Altitude assumed to be Altitude + Sampling Height. ',\n", + " 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13]], dtype=uint8)
array(['EANET', 'EANET', 'EANET'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array([1013.25, 1013.25, 1013.25])
array([293.15, 293.15, 293.15])
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array([nan, nan, nan], dtype=float32)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['low volume continuous', 'low volume continuous',\n", + " 'low volume continuous'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['Measurement Altitude assumed to be Altitude + Sampling Height. ',\n", " 'Measurement Altitude assumed to be Altitude + Sampling Height. ',\n", " 'Measurement Altitude assumed to be Altitude + Sampling Height. '],\n", - " dtype=object)
array(['GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC'], dtype=object)
array([[[ 0., 15., ..., nan, nan],\n", + " dtype=object)
array(['GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC'], dtype=object)
array([[[ 0., 15., ..., nan, nan],\n", " [ 0., 15., ..., nan, nan],\n", " ...,\n", " [15., 19., ..., nan, nan],\n", @@ -2532,7 +2533,7 @@ " [ 0., 15., ..., nan, nan],\n", " ...,\n", " [ 0., 15., ..., nan, nan],\n", - " [ 0., 15., ..., nan, nan]]], dtype=float32)
array([[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", + " [ 0., 15., ..., nan, nan]]], dtype=float32)
array([[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan],\n", " [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", @@ -2540,8 +2541,8 @@ " nan, nan],\n", " [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", - " nan, nan]], dtype=float32)
array([nan, nan, nan], dtype=float32)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['3-Stage Filter Pack', '3-Stage Filter Pack', '3-Stage Filter Pack'],\n", - " dtype=object)
array(['filter pack', 'filter pack', 'filter pack'], dtype=object)
array([3., 3., 3.], dtype=float32)
array([[ nan, nan, nan, nan, nan, nan, nan,\n", + " nan, nan]], dtype=float32)
array([nan, nan, nan], dtype=float32)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['3-Stage Filter Pack', '3-Stage Filter Pack', '3-Stage Filter Pack'],\n", + " dtype=object)
array(['filter pack', 'filter pack', 'filter pack'], dtype=object)
array([3., 3., 3.], dtype=float32)
array([[ nan, nan, nan, nan, nan, nan, nan,\n", " 2.31 , 2.31 , 1.12 , 1.12 , nan, nan, nan,\n", " nan, 1.71 , 1.71 , nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, 1.38 ,\n", @@ -2555,7 +2556,7 @@ " nan, nan, 2.44 , 2.44 , nan, nan, nan,\n", " nan, 2.24 , 2.24 , nan, nan, nan, nan,\n", " 1.37 , 1.37 , nan, nan, nan, nan, nan,\n", - " nan, nan]], dtype=float32)
array([[255, 255, 255, 255, 255, 255, 255, 2, 2, 2, 2, 255, 255, 255,\n", + " nan, nan]], dtype=float32)
array([[255, 255, 255, 255, 255, 255, 255, 2, 2, 2, 2, 255, 255, 255,\n", " 255, 2, 2, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 2,\n", " 2, 2],\n", " [255, 255, 255, 2, 2, 255, 255, 255, 255, 2, 2, 255, 255, 255,\n", @@ -2563,8 +2564,8 @@ " 2, 255],\n", " [255, 255, 255, 2, 2, 255, 255, 255, 255, 2, 2, 255, 255, 255,\n", " 255, 2, 2, 255, 255, 255, 255, 2, 2, 255, 255, 255, 255, 255,\n", - " 255, 255]], dtype=uint8)
array(['nan', 'nan', 'nan'], dtype=object)
array(['Kanghwa', 'Cheju (Kosan)', 'Imsil'], dtype=object)
array(['KRA001_IC', 'KRA002_IC', 'KRA003_IC'], dtype=object)
array(['Asia/Seoul', 'Asia/Seoul', 'Asia/Seoul'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array([nan, nan, nan], dtype=float32)
array(['nan', 'nan', 'nan'], dtype=object)
array(['TIDAL - MEAN SEA LEVEL', 'TIDAL - MEAN SEA LEVEL',\n", - " 'TIDAL - MEAN SEA LEVEL'], dtype=object)
array([[255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,\n", + " 255, 255]], dtype=uint8)
array(['nan', 'nan', 'nan'], dtype=object)
array(['Kanghwa', 'Cheju (Kosan)', 'Imsil'], dtype=object)
array(['KRA001_IC', 'KRA002_IC', 'KRA003_IC'], dtype=object)
array(['Asia/Seoul', 'Asia/Seoul', 'Asia/Seoul'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array([nan, nan, nan], dtype=float32)
array(['nan', 'nan', 'nan'], dtype=object)
array(['TIDAL - MEAN SEA LEVEL', 'TIDAL - MEAN SEA LEVEL',\n", + " 'TIDAL - MEAN SEA LEVEL'], dtype=object)
array([[255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,\n", " 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,\n", " 255, 255],\n", " [255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,\n", @@ -2572,7 +2573,7 @@ " 255, 255],\n", " [255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,\n", " 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,\n", - " 255, 255]], dtype=uint8)
array([[ nan, nan, nan, nan, nan, nan, nan,\n", + " 255, 255]], dtype=uint8)
array([[ nan, nan, nan, nan, nan, nan, nan,\n", " 2.31 , 2.31 , 1.12 , 1.12 , nan, nan, nan,\n", " nan, 1.71 , 1.71 , nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, 1.38 ,\n", @@ -2586,7 +2587,7 @@ " nan, nan, 2.44 , 2.44 , nan, nan, nan,\n", " nan, 2.24 , 2.24 , nan, nan, nan, nan,\n", " 1.37 , 1.37 , nan, nan, nan, nan, nan,\n", - " nan, nan]], dtype=float32)
array(['2019-11-01T00:00:00.000000000', '2019-11-02T00:00:00.000000000',\n", + " Conventions: CF-1.7
array(['2019-11-01T00:00:00.000000000', '2019-11-02T00:00:00.000000000',\n", " '2019-11-03T00:00:00.000000000', '2019-11-04T00:00:00.000000000',\n", " '2019-11-05T00:00:00.000000000', '2019-11-06T00:00:00.000000000',\n", " '2019-11-07T00:00:00.000000000', '2019-11-08T00:00:00.000000000',\n", @@ -4684,26 +4685,26 @@ " '2019-11-25T00:00:00.000000000', '2019-11-26T00:00:00.000000000',\n", " '2019-11-27T00:00:00.000000000', '2019-11-28T00:00:00.000000000',\n", " '2019-11-29T00:00:00.000000000', '2019-11-30T00:00:00.000000000'],\n", - " dtype='datetime64[ns]')
array([0., 1., 2.])
array([37.708889, 33.292222, 35.6025 ])
array([126.273889, 126.161944, 127.181389])
array([ 60., 52., 200.], dtype=float32)
array([1.235562e-15, 5.161284e-16, 1.677018e-13], dtype=float32)
array([3.399153e-14, 1.419923e-14, 4.695353e-13], dtype=float32)
array([0.000000e+00, 0.000000e+00, 7.552762e-16], dtype=float32)
array([1.545073e-14, 6.454220e-15, 2.849663e-12], dtype=float32)
array([3.955383e-13, 1.652272e-13, 8.565082e-12], dtype=float32)
array([6.080775e-16, 2.540110e-16, 8.383988e-14], dtype=float32)
array([6.180300e-15, 2.581682e-15, 8.388205e-13], dtype=float32)
array([3.090143e-14, 1.290841e-14, 5.084733e-12], dtype=float32)
array([0.000000e+00, 0.000000e+00, 2.124066e-16], dtype=float32)
array([6.180300e-15, 2.581682e-15, 8.383800e-13], dtype=float32)
array(['gentle - fine texture - low convexity',\n", + " dtype='datetime64[ns]')
array([0., 1., 2.])
array([37.708889, 33.292222, 35.6025 ])
array([126.273889, 126.161944, 127.181389])
array([ 60., 52., 200.], dtype=float32)
array([1.235562e-15, 5.161284e-16, 1.677018e-13], dtype=float32)
array([3.399153e-14, 1.419923e-14, 4.695353e-13], dtype=float32)
array([0.000000e+00, 0.000000e+00, 7.552762e-16], dtype=float32)
array([1.545073e-14, 6.454220e-15, 2.849663e-12], dtype=float32)
array([3.955383e-13, 1.652272e-13, 8.565082e-12], dtype=float32)
array([6.080775e-16, 2.540110e-16, 8.383988e-14], dtype=float32)
array([6.180300e-15, 2.581682e-15, 8.388205e-13], dtype=float32)
array([3.090143e-14, 1.290841e-14, 5.084733e-12], dtype=float32)
array([0.000000e+00, 0.000000e+00, 2.124066e-16], dtype=float32)
array([6.180300e-15, 2.581682e-15, 8.383800e-13], dtype=float32)
array(['gentle - fine texture - low convexity',\n", " 'medium gentle - fine texture - low convexity',\n", - " 'steep - fine texture - low convexity'], dtype=object)
array(['water', 'water', 'very low plateaus'], dtype=object)
array(['water', 'water', 'steep - fine texture - high convexity'], dtype=object)
array(['water', 'water', 'steep - fine texture - low convexity'], dtype=object)
array(['water', 'water', 'hills'], dtype=object)
array(['water', 'water', 'hills'], dtype=object)
array([ 4., -1., 280.], dtype=float32)
array([ 10., 66., 109.], dtype=float32)
array(['1.4', '1.4', '1.4'], dtype=object)
array([1.171513, 1.151988, 1.243206], dtype=float32)
array([0.987336, 2.102892, 0.154906], dtype=float32)
array([ 74.10099, 81.21062, 174.84006], dtype=float32)
array([ 28.34486 , 138.51115 , 10.174279], dtype=float32)
array([5.9664, 0. , 0. ], dtype=float32)
array([100., 100., 100.], dtype=float32)
array([59., 80., 29.], dtype=float32)
array([34752., 9012., 19701.], dtype=float32)
array([1658., 4708., 1593.], dtype=float32)
array(['water', 'water', 'very low density rural'], dtype=object)
array(['water', 'water', 'very low density rural'], dtype=object)
array([166.15518, 0. , 0. ], dtype=float32)
array(['low density rural', 'low density rural', 'very low density rural'],\n", - " dtype=object)
array([125.20069, 79.76857, 251.70555], dtype=float32)
array([ 76.15041, 151.78712, 35.03873], dtype=float32)
array([1020.8104 , 295.55426, 3971.275 ], dtype=float32)
array([130.01776 , 295.55423 , 35.038742], dtype=float32)
array([130.01775, 295.5542 , 35.03873], dtype=float32)
array([ 0., -2., -40.], dtype=float32)
array([nan, nan, nan], dtype=float32)
array(['water', 'water', 'cold - no dry season - hot summer'], dtype=object)
array(['water', 'water', 'cold - no dry season - hot summer'], dtype=object)
array(['water', 'water', 'cold - no dry season - hot summer'], dtype=object)
array(['water bodies', 'croplands', 'woody savannas'], dtype=object)
array(['water bodies', 'water bodies', 'savannas'], dtype=object)
array(['water bodies', 'water bodies', 'woody savannas'], dtype=object)
array(['water bodies', 'water bodies', 'woody savannas'], dtype=object)
array(['water bodies', 'croplands', 'woody savannas'], dtype=object)
array(['water bodies', 'water bodies', 'deciduous broadleaf forests'],\n", - " dtype=object)
array(['water bodies', 'water bodies', 'savannas'], dtype=object)
array(['water bodies', 'water bodies', 'woody savannas'], dtype=object)
array(['water bodies', 'water bodies', 'woody savannas'], dtype=object)
array([12., 8., 17.], dtype=float32)
array([ 9., 12., 10.], dtype=float32)
array([62., 58., 63.], dtype=float32)
array([20., 22., 23.], dtype=float32)
array([11., 14., 8.], dtype=float32)
array([8.610014e+15, 4.759712e+15, 6.198418e+15], dtype=float32)
array([8.410300e+15, 4.600654e+15, 6.476759e+15], dtype=float32)
array([5.951614e+15, 2.243110e+15, 3.619630e+15], dtype=float32)
array([5.723139e+15, 2.023781e+15, 3.770765e+15], dtype=float32)
array(['residential woodlands', 'populated woodlands', 'residential woodlands'],\n", - " dtype=object)
array(['water', 'water', 'residential woodlands'], dtype=object)
array(['residential woodlands', 'populated woodlands', 'residential woodlands'],\n", - " dtype=object)
array(['Asia', 'Asia', 'Asia'], dtype=object)
array(['water', 'palearctic', 'palearctic'], dtype=object)
array(['water', 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests'], dtype=object)
array(['water', 'southern korea evergreen forests',\n", - " 'central korean deciduous forests'], dtype=object)
array(['Incheon', 'Jeju-Do', 'Jeollabuk-Do'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array([ 60., 37., 217.], dtype=float32)
array([[5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5,\n", + " 'steep - fine texture - low convexity'], dtype=object)
array(['water', 'water', 'very low plateaus'], dtype=object)
array(['water', 'water', 'steep - fine texture - high convexity'], dtype=object)
array(['water', 'water', 'steep - fine texture - low convexity'], dtype=object)
array(['water', 'water', 'hills'], dtype=object)
array(['water', 'water', 'hills'], dtype=object)
array([ 4., -1., 280.], dtype=float32)
array([ 10., 66., 109.], dtype=float32)
array(['1.4', '1.4', '1.4'], dtype=object)
array([1.171513, 1.151988, 1.243206], dtype=float32)
array([0.987336, 2.102892, 0.154906], dtype=float32)
array([ 74.10099, 81.21062, 174.84006], dtype=float32)
array([ 28.34486 , 138.51115 , 10.174279], dtype=float32)
array([5.9664, 0. , 0. ], dtype=float32)
array([100., 100., 100.], dtype=float32)
array([59., 80., 29.], dtype=float32)
array([34752., 9012., 19701.], dtype=float32)
array([1658., 4708., 1593.], dtype=float32)
array(['water', 'water', 'very low density rural'], dtype=object)
array(['water', 'water', 'very low density rural'], dtype=object)
array([166.15518, 0. , 0. ], dtype=float32)
array(['low density rural', 'low density rural', 'very low density rural'],\n", + " dtype=object)
array([125.20069, 79.76857, 251.70555], dtype=float32)
array([ 76.15041, 151.78712, 35.03873], dtype=float32)
array([1020.8104 , 295.55426, 3971.275 ], dtype=float32)
array([130.01776 , 295.55423 , 35.038742], dtype=float32)
array([130.01775, 295.5542 , 35.03873], dtype=float32)
array([ 0., -2., -40.], dtype=float32)
array([nan, nan, nan], dtype=float32)
array(['water', 'water', 'cold - no dry season - hot summer'], dtype=object)
array(['water', 'water', 'cold - no dry season - hot summer'], dtype=object)
array(['water', 'water', 'cold - no dry season - hot summer'], dtype=object)
array(['water bodies', 'croplands', 'woody savannas'], dtype=object)
array(['water bodies', 'water bodies', 'savannas'], dtype=object)
array(['water bodies', 'water bodies', 'woody savannas'], dtype=object)
array(['water bodies', 'water bodies', 'woody savannas'], dtype=object)
array(['water bodies', 'croplands', 'woody savannas'], dtype=object)
array(['water bodies', 'water bodies', 'deciduous broadleaf forests'],\n", + " dtype=object)
array(['water bodies', 'water bodies', 'savannas'], dtype=object)
array(['water bodies', 'water bodies', 'woody savannas'], dtype=object)
array(['water bodies', 'water bodies', 'woody savannas'], dtype=object)
array([12., 8., 17.], dtype=float32)
array([ 9., 12., 10.], dtype=float32)
array([62., 58., 63.], dtype=float32)
array([20., 22., 23.], dtype=float32)
array([11., 14., 8.], dtype=float32)
array([8.610014e+15, 4.759712e+15, 6.198418e+15], dtype=float32)
array([8.410300e+15, 4.600654e+15, 6.476759e+15], dtype=float32)
array([5.951614e+15, 2.243110e+15, 3.619630e+15], dtype=float32)
array([5.723139e+15, 2.023781e+15, 3.770765e+15], dtype=float32)
array(['residential woodlands', 'populated woodlands', 'residential woodlands'],\n", + " dtype=object)
array(['water', 'water', 'residential woodlands'], dtype=object)
array(['residential woodlands', 'populated woodlands', 'residential woodlands'],\n", + " dtype=object)
array(['Asia', 'Asia', 'Asia'], dtype=object)
array(['water', 'palearctic', 'palearctic'], dtype=object)
array(['water', 'temperate broadleaf and mixed forests',\n", + " 'temperate broadleaf and mixed forests'], dtype=object)
array(['water', 'southern korea evergreen forests',\n", + " 'central korean deciduous forests'], dtype=object)
array(['Incheon', 'Jeju-Do', 'Jeollabuk-Do'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array([ 60., 37., 217.], dtype=float32)
array([[5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5,\n", " 5, 5, 5, 5, 5, 5, 5],\n", " [8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,\n", " 8, 8, 8, 8, 8, 8, 8],\n", " [6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6,\n", - " 6, 6, 6, 6, 6, 6, 6]], dtype=uint8)
array([[16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16,\n", + " 6, 6, 6, 6, 6, 6, 6]], dtype=uint8)
array([[16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16,\n", " 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16],\n", " [12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12,\n", " 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12],\n", " [13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13,\n", - " 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13]], dtype=uint8)
array(['rural-regional', 'rural-remote', 'rural-regional'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['Seogeom-Ri', 'Gaigeturi', 'Imsil'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['eanetdata@acap.asia', 'eanetdata@acap.asia', 'eanetdata@acap.asia'],\n", - " dtype=object)
array(['EANET', 'EANET', 'EANET'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['South Korea', 'South Korea', 'South Korea'], dtype=object)
array([[100, 100, 100, 100, 100, 100, 100, 4, 96, 4, 96, 100, 100, 100,\n", + " 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13]], dtype=uint8)
array(['rural-regional', 'rural-remote', 'rural-regional'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['Seogeom-Ri', 'Gaigeturi', 'Imsil'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['eanetdata@acap.asia', 'eanetdata@acap.asia', 'eanetdata@acap.asia'],\n", + " dtype=object)
array(['EANET', 'EANET', 'EANET'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['South Korea', 'South Korea', 'South Korea'], dtype=object)
array([[100, 100, 100, 100, 100, 100, 100, 4, 96, 4, 96, 100, 100, 100,\n", " 100, 4, 96, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100, 4,\n", " 0, 96],\n", " [100, 100, 100, 4, 96, 100, 100, 100, 100, 4, 96, 100, 100, 100,\n", @@ -4711,7 +4712,7 @@ " 96, 100],\n", " [100, 100, 100, 4, 96, 100, 100, 100, 100, 4, 96, 100, 100, 100,\n", " 100, 4, 96, 100, 100, 100, 100, 4, 96, 100, 100, 100, 100, 100,\n", - " 100, 100]], dtype=uint8)
array([[ 0, 0, 0, 0, 0, 0, 0, 96, 4, 96, 4, 0, 0, 0,\n", + " 100, 100]], dtype=uint8)
array([[ 0, 0, 0, 0, 0, 0, 0, 96, 4, 96, 4, 0, 0, 0,\n", " 0, 96, 4, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 96,\n", " 100, 4],\n", " [ 0, 0, 0, 96, 4, 0, 0, 0, 0, 96, 4, 0, 0, 0,\n", @@ -4719,10 +4720,10 @@ " 4, 0],\n", " [ 0, 0, 0, 96, 4, 0, 0, 0, 0, 96, 4, 0, 0, 0,\n", " 0, 96, 4, 0, 0, 0, 0, 96, 4, 0, 0, 0, 0, 0,\n", - " 0, 0]], dtype=uint8)
array([nan, nan, nan], dtype=float32)
array(['none', 'none', 'none'], dtype=object)
array(['Rights reserved to the Network Center for the EANET: https://monitoring.eanet.asia/document/public/index',\n", + " 0, 0]], dtype=uint8)
array([nan, nan, nan], dtype=float32)
array(['none', 'none', 'none'], dtype=object)
array(['Rights reserved to the Network Center for the EANET: https://monitoring.eanet.asia/document/public/index',\n", " 'Rights reserved to the Network Center for the EANET: https://monitoring.eanet.asia/document/public/index',\n", " 'Rights reserved to the Network Center for the EANET: https://monitoring.eanet.asia/document/public/index'],\n", - " dtype=object)
array([[255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,\n", + " dtype=object)
array([[255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,\n", " 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,\n", " 255, 255],\n", " [255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,\n", @@ -4730,7 +4731,7 @@ " 255, 255],\n", " [255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,\n", " 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,\n", - " 255, 255]], dtype=uint8)
array([nan, nan, nan], dtype=float32)
array([[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", + " 255, 255]], dtype=uint8)
array([nan, nan, nan], dtype=float32)
array([[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan],\n", " [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", @@ -4738,23 +4739,23 @@ " nan, nan],\n", " [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", - " nan, nan]], dtype=float32)
array([nan, nan, nan], dtype=float32)
array([nan, nan, nan], dtype=float32)
array([nan, nan, nan], dtype=float32)
array([nan, nan, nan], dtype=float32)
array(['WGS 84', 'WGS 84', 'WGS 84'], dtype=object)
array(['WORLD GEODETIC SYSTEM 1984', 'WORLD GEODETIC SYSTEM 1984',\n", - " 'WORLD GEODETIC SYSTEM 1984'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array([ 63., 40., 220.], dtype=float32)
array(['ion chromatography', 'ion chromatography', 'ion chromatography'],\n", - " dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array([nan, nan, nan], dtype=float32)
array([nan, nan, nan], dtype=float32)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array([nan, nan, nan], dtype=float32)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array([nan, nan, nan], dtype=float32)
array([nan, nan, nan], dtype=float32)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['ug m-3', 'ug m-3', 'ug m-3'], dtype=object)
array([nan, nan, nan], dtype=float32)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['injection', 'injection', 'injection'], dtype=object)
array([[37, 37, 37, 37, 37, 37, 37, 37, 37, 37, 37, 37, 37, 37, 37, 37, 37,\n", + " nan, nan]], dtype=float32)
array([nan, nan, nan], dtype=float32)
array([nan, nan, nan], dtype=float32)
array([nan, nan, nan], dtype=float32)
array([nan, nan, nan], dtype=float32)
array(['WGS 84', 'WGS 84', 'WGS 84'], dtype=object)
array(['WORLD GEODETIC SYSTEM 1984', 'WORLD GEODETIC SYSTEM 1984',\n", + " 'WORLD GEODETIC SYSTEM 1984'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array([ 63., 40., 220.], dtype=float32)
array(['ion chromatography', 'ion chromatography', 'ion chromatography'],\n", + " dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array([nan, nan, nan], dtype=float32)
array([nan, nan, nan], dtype=float32)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array([nan, nan, nan], dtype=float32)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array([nan, nan, nan], dtype=float32)
array([nan, nan, nan], dtype=float32)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['ug m-3', 'ug m-3', 'ug m-3'], dtype=object)
array([nan, nan, nan], dtype=float32)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['injection', 'injection', 'injection'], dtype=object)
array([[37, 37, 37, 37, 37, 37, 37, 37, 37, 37, 37, 37, 37, 37, 37, 37, 37,\n", " 37, 37, 37, 37, 37, 37, 37, 37, 37, 37, 37, 37, 37],\n", " [17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17,\n", " 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17],\n", " [27, 27, 27, 27, 27, 27, 27, 27, 27, 27, 27, 27, 27, 27, 27, 27, 27,\n", - " 27, 27, 27, 27, 27, 27, 27, 27, 27, 27, 27, 27, 27]], dtype=uint8)
array([[17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17,\n", + " 27, 27, 27, 27, 27, 27, 27, 27, 27, 27, 27, 27, 27]], dtype=uint8)
array([[17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17,\n", " 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17],\n", " [17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17,\n", " 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17],\n", " [13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13,\n", - " 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13]], dtype=uint8)
array(['EANET', 'EANET', 'EANET'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array([1013.25, 1013.25, 1013.25])
array([293.15, 293.15, 293.15])
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array([nan, nan, nan], dtype=float32)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['low volume continuous', 'low volume continuous',\n", - " 'low volume continuous'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['Measurement Altitude assumed to be Altitude + Sampling Height. ',\n", + " 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13]], dtype=uint8)
array(['EANET', 'EANET', 'EANET'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array([1013.25, 1013.25, 1013.25])
array([293.15, 293.15, 293.15])
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array([nan, nan, nan], dtype=float32)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['low volume continuous', 'low volume continuous',\n", + " 'low volume continuous'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['Measurement Altitude assumed to be Altitude + Sampling Height. ',\n", " 'Measurement Altitude assumed to be Altitude + Sampling Height. ',\n", " 'Measurement Altitude assumed to be Altitude + Sampling Height. '],\n", - " dtype=object)
array(['GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC'], dtype=object)
array([[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", + " dtype=object)
array(['GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC'], dtype=object)
array([[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan],\n", " [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", @@ -4762,8 +4763,8 @@ " nan, nan],\n", " [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", - " nan, nan]], dtype=float32)
array([nan, nan, nan], dtype=float32)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['3-Stage Filter Pack', '3-Stage Filter Pack', '3-Stage Filter Pack'],\n", - " dtype=object)
array(['filter pack', 'filter pack', 'filter pack'], dtype=object)
array([3., 3., 3.], dtype=float32)
array([[ nan, nan, nan, nan, nan, nan, nan,\n", + " nan, nan]], dtype=float32)
array([nan, nan, nan], dtype=float32)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array(['3-Stage Filter Pack', '3-Stage Filter Pack', '3-Stage Filter Pack'],\n", + " dtype=object)
array(['filter pack', 'filter pack', 'filter pack'], dtype=object)
array([3., 3., 3.], dtype=float32)
array([[ nan, nan, nan, nan, nan, nan, nan,\n", " 2.31 , 2.31 , 1.12 , 1.12 , nan, nan, nan,\n", " nan, 1.71 , 1.71 , nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, 1.38 ,\n", @@ -4777,7 +4778,7 @@ " nan, nan, 2.44 , 2.44 , nan, nan, nan,\n", " nan, 2.24 , 2.24 , nan, nan, nan, nan,\n", " 1.37 , 1.37 , nan, nan, nan, nan, nan,\n", - " nan, nan]], dtype=float32)
array([[255, 255, 255, 255, 255, 255, 255, 2, 2, 2, 2, 255, 255, 255,\n", + " nan, nan]], dtype=float32)
array([[255, 255, 255, 255, 255, 255, 255, 2, 2, 2, 2, 255, 255, 255,\n", " 255, 2, 2, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 2,\n", " 2, 2],\n", " [255, 255, 255, 2, 2, 255, 255, 255, 255, 2, 2, 255, 255, 255,\n", @@ -4785,8 +4786,8 @@ " 2, 255],\n", " [255, 255, 255, 2, 2, 255, 255, 255, 255, 2, 2, 255, 255, 255,\n", " 255, 2, 2, 255, 255, 255, 255, 2, 2, 255, 255, 255, 255, 255,\n", - " 255, 255]], dtype=uint8)
array(['nan', 'nan', 'nan'], dtype=object)
array(['Kanghwa', 'Cheju (Kosan)', 'Imsil'], dtype=object)
array(['KRA001_IC', 'KRA002_IC', 'KRA003_IC'], dtype=object)
array(['Asia/Seoul', 'Asia/Seoul', 'Asia/Seoul'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array([nan, nan, nan], dtype=float32)
array(['nan', 'nan', 'nan'], dtype=object)
array(['TIDAL - MEAN SEA LEVEL', 'TIDAL - MEAN SEA LEVEL',\n", - " 'TIDAL - MEAN SEA LEVEL'], dtype=object)
array([[255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,\n", + " 255, 255]], dtype=uint8)
array(['nan', 'nan', 'nan'], dtype=object)
array(['Kanghwa', 'Cheju (Kosan)', 'Imsil'], dtype=object)
array(['KRA001_IC', 'KRA002_IC', 'KRA003_IC'], dtype=object)
array(['Asia/Seoul', 'Asia/Seoul', 'Asia/Seoul'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
array([nan, nan, nan], dtype=float32)
array(['nan', 'nan', 'nan'], dtype=object)
array(['TIDAL - MEAN SEA LEVEL', 'TIDAL - MEAN SEA LEVEL',\n", + " 'TIDAL - MEAN SEA LEVEL'], dtype=object)
array([[255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,\n", " 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,\n", " 255, 255],\n", " [255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,\n", @@ -4794,7 +4795,7 @@ " 255, 255],\n", " [255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,\n", " 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,\n", - " 255, 255]], dtype=uint8)
array([[ nan, nan, nan, nan, nan, nan, nan,\n", + " 255, 255]], dtype=uint8)
array([[ nan, nan, nan, nan, nan, nan, nan,\n", " 2.31 , 2.31 , 1.12 , 1.12 , nan, nan, nan,\n", " nan, 1.71 , 1.71 , nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, 1.38 ,\n", @@ -4808,7 +4809,7 @@ " nan, nan, 2.44 , 2.44 , nan, nan, nan,\n", " nan, 2.24 , 2.24 , nan, nan, nan, nan,\n", " 1.37 , 1.37 , nan, nan, nan, nan, nan,\n", - " nan, nan]], dtype=float32)
array([[[4, 2, ..., 2, 2],\n", + " nan, nan]], dtype=float32)
array([[[4, 2, ..., 2, 2],\n", " [4, 2, ..., 2, 2],\n", " ...,\n", " [0, 2, ..., 2, 2],\n", @@ -4824,7 +4825,7 @@ " [4, 2, ..., 2, 2],\n", " ...,\n", " [4, 2, ..., 2, 2],\n", - " [4, 2, ..., 2, 2]]])
array([[[ 0, 15, ..., 2, 2],\n", + " [4, 2, ..., 2, 2]]])
array([[[ 0, 15, ..., 2, 2],\n", " [ 0, 15, ..., 2, 2],\n", " ...,\n", " [15, 19, ..., 2, 2],\n", @@ -4840,7 +4841,7 @@ " [ 0, 15, ..., 2, 2],\n", " ...,\n", " [ 0, 15, ..., 2, 2],\n", - " [ 0, 15, ..., 2, 2]]])
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array([0.000000e+00, 0.000000e+00, 0.000000e+00, 1.522043e-12, 6.996554e-13,\n", " 0.000000e+00, 9.967411e-12, 0.000000e+00, 2.105912e-11, 5.375259e-13,\n", " 2.427307e-11, 6.303303e-13, 6.854504e-12, 3.125981e-12, 1.050924e-11,\n", " 4.983706e-12, 0.000000e+00, 6.117938e-12, 1.071083e-11, 1.233268e-12,\n", @@ -620,7 +622,7 @@ " 7.962478e-13, 0.000000e+00, 4.127878e-15, 0.000000e+00, 1.007104e-11,\n", " 0.000000e+00, 2.077494e-11, 7.954819e-12, 0.000000e+00, 2.909625e-12,\n", " 0.000000e+00, 3.651467e-16, 0.000000e+00, 0.000000e+00, 0.000000e+00,\n", - " 0.000000e+00, 1.462513e-11, 0.000000e+00], dtype=float32)
array([0.000000e+00, 0.000000e+00, 0.000000e+00, 1.521148e-14, 1.075611e-15,\n", + " 0.000000e+00, 1.462513e-11, 0.000000e+00], dtype=float32)
array([0.000000e+00, 0.000000e+00, 0.000000e+00, 1.521148e-14, 1.075611e-15,\n", " 0.000000e+00, 9.961557e-14, 0.000000e+00, 2.104675e-13, 8.263584e-16,\n", " 2.425881e-13, 9.690349e-16, 6.703846e-14, 3.124149e-14, 1.050307e-13,\n", " 4.980778e-14, 0.000000e+00, 5.736338e-14, 1.070454e-13, 1.232543e-14,\n", @@ -653,7 +655,7 @@ " 2.253324e-15, 0.000000e+00, 7.605125e-18, 0.000000e+00, 1.006512e-13,\n", " 0.000000e+00, 2.076277e-13, 7.950146e-14, 0.000000e+00, 2.469410e-14,\n", " 0.000000e+00, 1.935444e-16, 0.000000e+00, 0.000000e+00, 0.000000e+00,\n", - " 0.000000e+00, 1.436156e-13, 0.000000e+00], dtype=float32)
array([0.000000e+00, 0.000000e+00, 0.000000e+00, 1.521823e-13, 1.093214e-14,\n", + " 0.000000e+00, 1.436156e-13, 0.000000e+00], dtype=float32)
array([0.000000e+00, 0.000000e+00, 0.000000e+00, 1.521823e-13, 1.093214e-14,\n", " 0.000000e+00, 9.965986e-13, 0.000000e+00, 2.105607e-12, 8.398846e-15,\n", " 2.426955e-12, 9.848946e-15, 6.707232e-13, 3.125530e-13, 1.050772e-12,\n", " 4.982993e-13, 0.000000e+00, 5.739947e-13, 1.070930e-12, 1.233090e-13,\n", @@ -686,7 +688,7 @@ " 1.374389e-14, 0.000000e+00, 1.552330e-14, 0.000000e+00, 1.006958e-12,\n", " 0.000000e+00, 2.077194e-12, 7.953650e-13, 0.000000e+00, 2.471775e-13,\n", " 0.000000e+00, 7.172658e-16, 0.000000e+00, 0.000000e+00, 0.000000e+00,\n", - " 0.000000e+00, 1.436866e-12, 0.000000e+00], dtype=float32)
array([0.000000e+00, 0.000000e+00, 0.000000e+00, 9.231252e-13, 5.466069e-14,\n", + " 0.000000e+00, 1.436866e-12, 0.000000e+00], dtype=float32)
array([0.000000e+00, 0.000000e+00, 0.000000e+00, 9.231252e-13, 5.466069e-14,\n", " 0.000000e+00, 6.045283e-12, 0.000000e+00, 1.277240e-11, 4.199423e-14,\n", " 1.472168e-11, 4.924454e-14, 4.065654e-12, 1.895917e-12, 6.373896e-12,\n", " 3.022638e-12, 0.000000e+00, 3.474358e-12, 6.496169e-12, 7.479813e-13,\n", @@ -719,7 +721,7 @@ " 8.675671e-16, 0.000000e+00, 1.490791e-17, 0.000000e+00, 6.108124e-12,\n", " 0.000000e+00, 1.260006e-11, 4.824619e-12, 0.000000e+00, 1.490720e-12,\n", " 0.000000e+00, 1.239232e-15, 0.000000e+00, 0.000000e+00, 0.000000e+00,\n", - " 0.000000e+00, 8.710870e-12, 0.000000e+00], dtype=float32)
array([0.000000e+00, 0.000000e+00, 0.000000e+00, 3.868548e-17, 0.000000e+00,\n", + " 0.000000e+00, 8.710870e-12, 0.000000e+00], dtype=float32)
array([0.000000e+00, 0.000000e+00, 0.000000e+00, 3.868548e-17, 0.000000e+00,\n", " 0.000000e+00, 2.533411e-16, 0.000000e+00, 5.352590e-16, 0.000000e+00,\n", " 6.169483e-16, 0.000000e+00, 1.698127e-16, 7.945291e-17, 2.671126e-16,\n", " 1.266708e-16, 0.000000e+00, 1.441375e-16, 2.722365e-16, 3.134586e-17,\n", @@ -752,7 +754,7 @@ " 4.066370e-16, 0.000000e+00, 1.580880e-17, 0.000000e+00, 2.559748e-16,\n", " 0.000000e+00, 5.280338e-16, 2.021865e-16, 0.000000e+00, 6.077435e-17,\n", " 0.000000e+00, 1.893055e-16, 0.000000e+00, 0.000000e+00, 0.000000e+00,\n", - " 0.000000e+00, 3.640635e-16, 0.000000e+00], dtype=float32)
array([0.000000e+00, 0.000000e+00, 0.000000e+00, 1.521014e-13, 1.093214e-14,\n", + " 0.000000e+00, 3.640635e-16, 0.000000e+00], dtype=float32)
array([0.000000e+00, 0.000000e+00, 0.000000e+00, 1.521014e-13, 1.093214e-14,\n", " 0.000000e+00, 9.960692e-13, 0.000000e+00, 2.104491e-12, 8.398846e-15,\n", " 2.425667e-12, 9.848946e-15, 6.703692e-13, 3.123873e-13, 1.050215e-12,\n", " 4.980365e-13, 0.000000e+00, 5.736932e-13, 1.070361e-12, 1.232434e-13,\n", @@ -785,7 +787,7 @@ " 9.510742e-15, 0.000000e+00, 2.666073e-15, 0.000000e+00, 1.006424e-12,\n", " 0.000000e+00, 2.076092e-12, 7.949445e-13, 0.000000e+00, 2.470507e-13,\n", " 0.000000e+00, 3.217921e-16, 0.000000e+00, 0.000000e+00, 0.000000e+00,\n", - " 0.000000e+00, 1.436104e-12, 0.000000e+00], dtype=float32)
array(['nan', 'gentle - fine texture - low convexity',\n", + " 0.000000e+00, 1.436104e-12, 0.000000e+00], dtype=float32)
array(['nan', 'gentle - fine texture - low convexity',\n", " 'gentle - coarse texture - low convexity',\n", " 'steep - fine texture - low convexity',\n", " 'medium steep - fine texture - high convexity',\n", @@ -945,7 +947,7 @@ " 'steep - coarse texture - high convexity', 'nan',\n", " 'medium gentle - fine texture - high convexity',\n", " 'steep - fine texture - high convexity',\n", - " 'medium steep - fine texture - low convexity'], dtype=object)
array(['nan', 'lowlands', 'plains', 'mid altitude mountains',\n", + " 'medium steep - fine texture - low convexity'], dtype=object)
array(['nan', 'lowlands', 'plains', 'mid altitude mountains',\n", " 'very low plateaus', 'mid altitude mountains',\n", " 'high altitude mountains', 'mid altitude mountains',\n", " 'very low plateaus', 'high altitude plains', 'low plateaus',\n", @@ -986,7 +988,7 @@ " 'mid altitude mountains', 'mid altitude mountains', 'low plateaus',\n", " 'hills', 'plains', 'nan', 'mid altitude plateaus',\n", " 'high altitude plateaus', 'nan', 'water', 'mid altitude mountains',\n", - " 'rugged lowlands'], dtype=object)
array(['nan', 'steep - fine texture - low convexity',\n", + " 'rugged lowlands'], dtype=object)
array(['nan', 'steep - fine texture - low convexity',\n", " 'gentle - coarse texture - low convexity',\n", " 'steep - fine texture - high convexity',\n", " 'medium steep - fine texture - high convexity',\n", @@ -1109,7 +1111,7 @@ " 'gentle - coarse texture - low convexity', 'water',\n", " 'steep - fine texture - high convexity',\n", " 'steep - coarse texture - high convexity', 'nan', 'water',\n", - " 'steep - fine texture - high convexity', 'water'], dtype=object)
array(['nan', 'water', 'gentle - coarse texture - low convexity',\n", + " 'steep - fine texture - high convexity', 'water'], dtype=object)
array(['nan', 'water', 'gentle - coarse texture - low convexity',\n", " 'steep - fine texture - low convexity',\n", " 'medium steep - fine texture - high convexity',\n", " 'steep - fine texture - high convexity',\n", @@ -1239,7 +1241,7 @@ " 'gentle - coarse texture - low convexity', 'water',\n", " 'medium steep - fine texture - low convexity',\n", " 'steep - coarse texture - high convexity', 'nan', 'water',\n", - " 'steep - fine texture - high convexity', 'water'], dtype=object)
array(['nan', 'low altitude mountains', 'plains', 'mid altitude mountains',\n", + " 'steep - fine texture - high convexity', 'water'], dtype=object)
array(['nan', 'low altitude mountains', 'plains', 'mid altitude mountains',\n", " 'very low plateaus', 'low plateaus', 'mid altitude mountains',\n", " 'low altitude mountains', 'low plateaus', 'low plateaus',\n", " 'very low plateaus', 'very low plateaus', 'plains', 'plains',\n", @@ -1277,7 +1279,7 @@ " 'mid altitude mountains', 'low altitude mountains', 'low plateaus',\n", " 'low altitude mountains', 'plains', 'nan', 'high altitude plains',\n", " 'high altitude plateaus', 'nan', 'water', 'low altitude mountains',\n", - " 'water'], dtype=object)
array(['nan', 'water', 'plains', 'mid altitude mountains',\n", + " 'water'], dtype=object)
array(['nan', 'water', 'plains', 'mid altitude mountains',\n", " 'mid altitude plains', 'low altitude mountains',\n", " 'high altitude mountains', 'low altitude mountains',\n", " 'very low plateaus', 'low plateaus', 'low altitude mountains', 'hills',\n", @@ -1317,7 +1319,7 @@ " 'low altitude mountains', 'mid altitude mountains', 'low plateaus',\n", " 'hills', 'plains', 'nan', 'high altitude plains',\n", " 'high altitude plateaus', 'nan', 'water', 'mid altitude mountains',\n", - " 'water'], dtype=object)
array([ 1.900e+01, 3.000e+00, 1.120e+02, 9.090e+02, 2.720e+02, 9.180e+02,\n", + " 'water'], dtype=object)
array([ 1.900e+01, 3.000e+00, 1.120e+02, 9.090e+02, 2.720e+02, 9.180e+02,\n", " 2.589e+03, 1.038e+03, 4.450e+02, 5.490e+02, 5.390e+02, 3.020e+02,\n", " 1.570e+02, 2.020e+02, 6.570e+02, 1.594e+03, 4.320e+02, 4.300e+02,\n", " 2.640e+02, 1.890e+02, 1.589e+03, -2.000e+00, 5.840e+02, 3.314e+03,\n", @@ -1345,7 +1347,7 @@ " 2.900e+01, 2.040e+02, 2.690e+02, 1.250e+02, 6.000e+02, 6.700e+02,\n", " 1.445e+03, 1.517e+03, 8.210e+02, 4.760e+02, 1.100e+02, 1.000e+00,\n", " 1.672e+03, 3.298e+03, 2.745e+03, 9.500e+01, 1.276e+03, -3.000e+00],\n", - " dtype=float32)
array([7.800e+01, 8.000e+00, 2.000e+00, 1.970e+02, 4.600e+01, 3.120e+02,\n", + " dtype=float32)
array([7.800e+01, 8.000e+00, 2.000e+00, 1.970e+02, 4.600e+01, 3.120e+02,\n", " 1.103e+03, 4.880e+02, 2.100e+01, 3.600e+01, 2.230e+02, 1.000e+02,\n", " 8.000e+00, 4.900e+01, 1.030e+02, 5.180e+02, 9.300e+01, 6.500e+01,\n", " 1.900e+01, 6.000e+01, 3.810e+02, 3.610e+02, 9.480e+02, 1.573e+03,\n", @@ -1373,7 +1375,7 @@ " 1.200e+01, 4.200e+01, 9.400e+01, 1.600e+01, 1.180e+02, 2.560e+02,\n", " 8.450e+02, 4.860e+02, 1.310e+02, 1.460e+02, 4.000e+00, 3.100e+01,\n", " 1.140e+02, 5.310e+02, 6.000e+00, 1.330e+02, 5.130e+02, 5.800e+01],\n", - " dtype=float32)
array(['1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3',\n", + " dtype=float32)
array(['1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3',\n", " '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3',\n", " '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3',\n", " '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3',\n", @@ -1394,7 +1396,7 @@ " '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3',\n", " '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3',\n", " '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3'],\n", - " dtype=object)
array([0.000000e+00, 1.641689e-02, 3.451080e+00, 7.928834e-01, 2.470266e+00,\n", + " dtype=object)
array([0.000000e+00, 1.641689e-02, 3.451080e+00, 7.928834e-01, 2.470266e+00,\n", " 4.198371e+00, 2.615061e-01, 1.547885e+00, 5.053829e+00, 1.780731e+00,\n", " 3.675361e+00, 4.530497e+00, 7.248289e+00, 7.722292e+00, 1.335771e+00,\n", " 5.389296e-01, 4.493267e+00, 2.250240e+00, 9.585333e+00, 9.667427e+00,\n", @@ -1427,7 +1429,7 @@ " 8.611571e-01, 4.373772e-01, 6.845628e-02, 3.827053e-01, 6.236709e-01,\n", " 1.579185e+00, 3.834881e+00, 1.627478e+00, 1.692341e+00, 7.824045e-01,\n", " 5.020796e+00, 1.079307e-01, 1.158018e+01, 4.559449e-03, nan,\n", - " 7.309250e-01, 3.054895e-02, 3.118353e-01], dtype=float32)
array([0.000000e+00, 2.178124e-01, 1.762877e+00, 1.173100e+00, 3.447264e+00,\n", + " 7.309250e-01, 3.054895e-02, 3.118353e-01], dtype=float32)
array([0.000000e+00, 2.178124e-01, 1.762877e+00, 1.173100e+00, 3.447264e+00,\n", " 1.157241e+00, 0.000000e+00, 1.082312e-01, 2.730326e+00, 1.097038e+00,\n", " 7.343925e-01, 4.117237e+00, 7.932886e+00, 3.585407e+00, 0.000000e+00,\n", " 5.709864e-01, 2.330912e+01, 3.738471e+00, 1.455563e+01, 1.084787e+01,\n", @@ -1460,7 +1462,7 @@ " 8.917750e-01, 4.788742e-03, 2.964287e-02, 3.550355e-01, 3.375556e-01,\n", " 2.270696e-01, 1.752070e-01, 3.026851e-02, 1.821911e+00, 1.412027e-01,\n", " 9.366841e-01, 2.007703e-01, 4.072711e+00, 0.000000e+00, nan,\n", - " 6.320625e-01, 0.000000e+00, 4.462050e-01], dtype=float32)
array([0.000000e+00, 3.568217e+01, 9.980865e+01, 3.190750e+01, 6.726781e+01,\n", + " 6.320625e-01, 0.000000e+00, 4.462050e-01], dtype=float32)
array([0.000000e+00, 3.568217e+01, 9.980865e+01, 3.190750e+01, 6.726781e+01,\n", " 1.903521e+02, 1.465043e+01, 6.950777e+01, 2.090169e+02, 4.181914e+01,\n", " 1.111647e+02, 1.033284e+02, 3.054646e+02, 2.914489e+02, 5.580139e+01,\n", " 2.613210e+01, 2.718617e+02, 4.358804e+01, 3.936721e+02, 2.216847e+02,\n", @@ -1493,7 +1495,7 @@ " 3.880754e+01, 1.061801e+01, 2.944844e+00, 1.101898e+01, 2.447752e+01,\n", " 8.707396e+01, 1.655813e+02, 7.425315e+01, 1.034081e+02, 3.454342e+01,\n", " 1.164009e+02, 3.855874e+00, 1.956914e+02, 5.680043e-04, nan,\n", - " 2.559976e+01, 1.299583e+02, 9.822782e+00], dtype=float32)
array([0.000000e+00, 4.690972e+02, 3.103303e+01, 3.508097e+01, 8.357281e+01,\n", + " 2.559976e+01, 1.299583e+02, 9.822782e+00], dtype=float32)
array([0.000000e+00, 4.690972e+02, 3.103303e+01, 3.508097e+01, 8.357281e+01,\n", " 7.617443e+01, 0.000000e+00, 2.803909e+01, 9.498553e+01, 2.553344e+01,\n", " 2.845852e+01, 1.096564e+02, 1.904848e+02, 5.720120e+01, 0.000000e+00,\n", " 1.987993e+01, 1.588540e+03, 6.831900e+01, 4.451785e+02, 2.379049e+02,\n", @@ -1526,7 +1528,7 @@ " 2.430091e+01, 1.516435e-01, 1.447979e+00, 1.302931e+01, 1.017144e+01,\n", " 3.515065e+01, 1.289989e+01, 2.165792e+00, 7.235415e+01, 5.460165e+00,\n", " 1.734164e+01, 1.086669e+00, 4.020491e+01, 0.000000e+00, nan,\n", - " 3.256375e+01, 0.000000e+00, 7.023504e-02], dtype=float32)
array([0.00000e+00, 0.00000e+00, 1.02944e+01, 0.00000e+00, 0.00000e+00,\n", + " 3.256375e+01, 0.000000e+00, 7.023504e-02], dtype=float32)
array([0.00000e+00, 0.00000e+00, 1.02944e+01, 0.00000e+00, 0.00000e+00,\n", " 0.00000e+00, 0.00000e+00, 0.00000e+00, 0.00000e+00, 1.93600e+01,\n", " 0.00000e+00, 6.62080e+00, 0.00000e+00, 0.00000e+00, 0.00000e+00,\n", " 0.00000e+00, 5.00000e+00, 1.36528e+01, 2.13904e+01, 2.19152e+01,\n", @@ -1559,7 +1561,7 @@ " 0.00000e+00, 0.00000e+00, 0.00000e+00, 5.60000e-02, 0.00000e+00,\n", " 0.00000e+00, 0.00000e+00, 0.00000e+00, 1.06560e+01, 0.00000e+00,\n", " 5.78240e+00, 0.00000e+00, 0.00000e+00, 0.00000e+00, nan,\n", - " 0.00000e+00, 0.00000e+00, 1.00512e+01], dtype=float32)
array([ 0., 21., 100., 99., 100., 99., 100., 100., 100., 99., 100., 100.,\n", + " 0.00000e+00, 0.00000e+00, 1.00512e+01], dtype=float32)
array([ 0., 21., 100., 99., 100., 99., 100., 100., 100., 99., 100., 100.,\n", " 100., 100., 100., 97., 100., 100., 100., 100., 93., 100., 0., 100.,\n", " 100., 100., 100., 100., 100., 84., 83., 99., 100., 100., 99., 100.,\n", " 100., 100., 100., 100., 99., 98., 99., 0., 98., 0., 100., 0.,\n", @@ -1573,7 +1575,7 @@ " 98., 0., 100., 100., 0., 2., 94., 100., 100., 100., 98., 43.,\n", " 87., 30., 100., 91., 100., 100., 99., 100., 88., 95., 99., 100.,\n", " 100., 100., 99., 95., 100., 71., 100., 43., nan, 93., 57., 97.],\n", - " dtype=float32)
array([ 0., 16., 95., 78., 99., 63., 0., 13., 92., 65., 67., 100.,\n", + " dtype=float32)
array([ 0., 16., 95., 78., 99., 63., 0., 13., 92., 65., 67., 100.,\n", " 99., 98., 0., 66., 100., 100., 100., 98., 47., 99., 0., 51.,\n", " 100., 100., 100., 99., 99., 0., 7., 64., 79., 81., 27., 100.,\n", " 80., 61., 60., 77., 99., 81., 84., 0., 92., 0., 96., 0.,\n", @@ -1587,7 +1589,7 @@ " 27., 0., 98., 6., 0., 0., 93., 83., 100., 4., 87., 0.,\n", " 12., 8., 56., 19., 67., 29., 80., 6., 22., 63., 37., 34.,\n", " 35., 23., 67., 46., 94., 25., 100., 0., nan, 48., 0., 37.],\n", - " dtype=float32)
array([0.0000e+00, 4.2063e+04, 6.5730e+03, 6.6770e+03, 5.3320e+03, 7.0010e+03,\n", + " dtype=float32)
array([0.0000e+00, 4.2063e+04, 6.5730e+03, 6.6770e+03, 5.3320e+03, 7.0010e+03,\n", " 1.7676e+04, 6.3090e+03, 5.8220e+03, 2.9770e+03, 8.5300e+03, 2.9980e+03,\n", " 8.5300e+03, 8.5300e+03, 5.9200e+03, 4.9860e+03, 7.7380e+03, 2.7080e+03,\n", " 8.4580e+03, 3.2800e+03, 6.5480e+03, 7.0990e+03, 0.0000e+00, 1.1336e+04,\n", @@ -1615,7 +1617,7 @@ " 7.4390e+03, 2.9080e+03, 3.7110e+03, 2.9750e+03, 4.0250e+03, 6.5640e+03,\n", " 8.3180e+03, 6.0660e+03, 1.4915e+04, 5.9230e+03, 4.6900e+03, 4.4930e+03,\n", " 1.9853e+04, 1.7000e+01, nan, 1.0545e+04, 2.7399e+05, 4.1067e+04],\n", - " dtype=float32)
array([0.0000e+00, 3.1821e+04, 1.6600e+03, 2.2810e+03, 2.2720e+03, 3.9410e+03,\n", + " dtype=float32)
array([0.0000e+00, 3.1821e+04, 1.6600e+03, 2.2810e+03, 2.2720e+03, 3.9410e+03,\n", " 0.0000e+00, 2.8490e+03, 2.8600e+03, 1.3560e+03, 2.2670e+03, 2.9980e+03,\n", " 3.0270e+03, 1.6240e+03, 0.0000e+00, 2.0880e+03, 6.9420e+03, 1.7380e+03,\n", " 3.7310e+03, 2.2750e+03, 2.0590e+03, 7.0990e+03, 0.0000e+00, 1.1460e+03,\n", @@ -1643,7 +1645,7 @@ " 2.3020e+03, 1.4000e+02, 9.2300e+02, 2.1400e+03, 1.1020e+03, 4.7590e+03,\n", " 2.2370e+03, 1.6070e+03, 3.7750e+03, 1.6310e+03, 1.7070e+03, 3.4600e+02,\n", " 2.3210e+03, 0.0000e+00, nan, 2.3540e+03, 0.0000e+00, 9.0000e+00],\n", - " dtype=float32)
array(['water', 'very low density rural', 'very low density rural',\n", + " dtype=float32)
array(['water', 'very low density rural', 'very low density rural',\n", " 'very low density rural', 'very low density rural',\n", " 'very low density rural', 'very low density rural',\n", " 'very low density rural', 'very low density rural',\n", @@ -1708,7 +1710,7 @@ " 'very low density rural', 'very low density rural',\n", " 'very low density rural', 'very low density rural', 'water',\n", " 'very low density rural', 'very low density rural', 'nan', 'water',\n", - " 'very low density rural', 'water'], dtype=object)
array(['water', 'water', 'very low density rural', 'very low density rural',\n", + " 'very low density rural', 'water'], dtype=object)
array(['water', 'water', 'very low density rural', 'very low density rural',\n", " 'very low density rural', 'very low density rural',\n", " 'very low density rural', 'very low density rural',\n", " 'very low density rural', 'very low density rural',\n", @@ -1774,7 +1776,7 @@ " 'very low density rural', 'very low density rural',\n", " 'very low density rural', 'very low density rural', 'water',\n", " 'very low density rural', 'very low density rural', 'nan', 'water',\n", - " 'very low density rural', 'water'], dtype=object)
array([0.000000e+00, 0.000000e+00, 1.782431e+02, 0.000000e+00, 0.000000e+00,\n", + " 'very low density rural', 'water'], dtype=object)
array([0.000000e+00, 0.000000e+00, 1.782431e+02, 0.000000e+00, 0.000000e+00,\n", " 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 3.731908e+02,\n", " 0.000000e+00, 1.914441e+02, 0.000000e+00, 0.000000e+00, 0.000000e+00,\n", " 0.000000e+00, 3.471132e+02, 2.372969e+02, 4.450653e+02, 5.039089e+02,\n", @@ -1807,7 +1809,7 @@ " 0.000000e+00, 0.000000e+00, 0.000000e+00, 1.890558e+00, 0.000000e+00,\n", " 0.000000e+00, 3.651308e-01, 0.000000e+00, 4.936926e+02, 0.000000e+00,\n", " 1.088258e+02, 0.000000e+00, 0.000000e+00, 0.000000e+00, nan,\n", - " 0.000000e+00, 0.000000e+00, 2.453957e+00], dtype=float32)
array(['very low density rural', 'water', 'very low density rural',\n", + " 0.000000e+00, 0.000000e+00, 2.453957e+00], dtype=float32)
array(['very low density rural', 'water', 'very low density rural',\n", " 'very low density rural', 'very low density rural',\n", " 'very low density rural', 'very low density rural',\n", " 'very low density rural', 'very low density rural', 'low density rural',\n", @@ -1871,7 +1873,7 @@ " 'very low density rural', 'very low density rural',\n", " 'very low density rural', 'very low density rural',\n", " 'very low density rural', 'nan', 'water', 'very low density rural',\n", - " 'very low density rural'], dtype=object)
array([0.000000e+00, 3.676580e+00, 1.043439e+02, 2.891395e+01, 6.576196e+01,\n", + " 'very low density rural'], dtype=object)
array([0.000000e+00, 3.676580e+00, 1.043439e+02, 2.891395e+01, 6.576196e+01,\n", " 2.002287e+02, 1.932350e+01, 7.101602e+01, 2.097893e+02, 4.481235e+01,\n", " 1.687959e+02, 1.031429e+02, 3.593801e+02, 3.602792e+02, 5.492215e+01,\n", " 2.671996e+01, 2.724147e+02, 4.551095e+01, 3.866893e+02, 2.181801e+02,\n", @@ -1904,7 +1906,7 @@ " 4.288913e+01, 8.058159e+00, 3.422457e+00, 1.209941e+01, 2.527039e+01,\n", " 9.015112e+01, 1.792928e+02, 6.864024e+01, 1.111997e+02, 3.141101e+01,\n", " 1.195565e+02, 3.268207e+00, 1.872376e+02, 5.126638e-02, 0.000000e+00,\n", - " 2.306228e+01, 8.593194e+01, 2.638384e+01], dtype=float32)
array([0.000000e+00, 2.912720e+00, 3.400988e+01, 2.154398e+01, 6.598087e+01,\n", + " 2.306228e+01, 8.593194e+01, 2.638384e+01], dtype=float32)
array([0.000000e+00, 2.912720e+00, 3.400988e+01, 2.154398e+01, 6.598087e+01,\n", " 9.970491e+01, 1.105146e+01, 5.292439e+01, 1.186672e+02, 5.602424e+01,\n", " 4.912894e+01, 1.303824e+02, 1.811169e+02, 9.129450e+01, 1.785338e+01,\n", " 2.909961e+01, 1.471922e+03, 5.477317e+01, 1.668051e+02, 3.134350e+02,\n", @@ -1937,7 +1939,7 @@ " 3.437179e+01, 5.238231e+00, 1.950056e+00, 1.613721e+01, 1.364565e+01,\n", " 4.778874e+01, 1.887730e+01, 2.253966e+01, 7.289510e+01, 1.572427e+01,\n", " 8.078988e+01, 1.976923e+01, 4.117908e+01, 3.095616e-03, 0.000000e+00,\n", - " 3.171951e+01, 8.547469e+01, 4.788679e-02], dtype=float32)
array([0.000000e+00, 7.596221e+00, 4.196918e+02, 1.047600e+03, 5.342902e+02,\n", + " 3.171951e+01, 8.547469e+01, 4.788679e-02], dtype=float32)
array([0.000000e+00, 7.596221e+00, 4.196918e+02, 1.047600e+03, 5.342902e+02,\n", " 2.169918e+03, 1.160142e+02, 1.769506e+03, 2.238533e+03, 2.902039e+02,\n", " 4.399082e+03, 4.939289e+02, 4.399083e+03, 4.399083e+03, 1.466429e+03,\n", " 3.816585e+02, 2.170391e+03, 1.127037e+03, 2.730783e+03, 1.094270e+03,\n", @@ -1970,7 +1972,7 @@ " 4.683061e+03, 5.341991e+01, 1.551821e+01, 6.936597e+01, 6.386975e+02,\n", " 2.383873e+03, 2.744521e+03, 4.787817e+02, 1.619820e+03, 3.520659e+02,\n", " 7.049489e+02, 2.306286e+03, 6.311625e+03, 1.951150e+01, 0.000000e+00,\n", - " 2.171837e+03, 1.077469e+02, 3.519015e+04], dtype=float32)
array([0.000000e+00, 7.596220e+00, 3.872487e+02, 2.635724e+01, 9.327704e+01,\n", + " 2.171837e+03, 1.077469e+02, 3.519015e+04], dtype=float32)
array([0.000000e+00, 7.596220e+00, 3.872487e+02, 2.635724e+01, 9.327704e+01,\n", " 1.932475e+02, 2.367033e+01, 1.146238e+02, 2.466041e+02, 1.422318e+02,\n", " 1.127776e+02, 4.939288e+02, 7.791940e+02, 3.282423e+02, 2.455698e+01,\n", " 4.217877e+01, 2.170391e+03, 5.714431e+01, 3.553141e+02, 6.449427e+02,\n", @@ -2003,7 +2005,7 @@ " 4.181690e+01, 1.385086e+01, 1.950057e+00, 1.710931e+01, 2.055932e+02,\n", " 4.685620e+02, 2.013748e+02, 1.757976e+02, 4.758453e+02, 2.981873e+01,\n", " 1.883994e+02, 1.935876e+03, 4.163841e+02, 4.666241e-02, 0.000000e+00,\n", - " 3.004012e+02, 1.077468e+02, 2.653221e-01], dtype=float32)
array([0.000000e+00, 7.596219e+00, 3.727455e+01, 2.160091e+01, 6.370982e+01,\n", + " 3.004012e+02, 1.077468e+02, 2.653221e-01], dtype=float32)
array([0.000000e+00, 7.596219e+00, 3.727455e+01, 2.160091e+01, 6.370982e+01,\n", " 7.343772e+01, 9.315965e+00, 6.090043e+01, 6.510796e+01, 6.826463e+01,\n", " 3.772225e+01, 3.420486e+01, 3.691249e+02, 7.935504e+01, 1.726200e+01,\n", " 2.718578e+01, 2.170391e+03, 5.714430e+01, 4.576423e+01, 3.144363e+02,\n", @@ -2036,7 +2038,7 @@ " 4.181689e+01, 1.315142e+00, 1.950056e+00, 1.710930e+01, 2.718584e+01,\n", " 3.195612e+01, 9.911605e+00, 1.283776e+01, 1.271799e+01, 1.500078e+01,\n", " 7.439497e+01, 0.000000e+00, 3.542852e+01, 0.000000e+00, 0.000000e+00,\n", - " 1.746961e+02, 7.488651e+01, 2.653221e-01], dtype=float32)
array([ 1.000e+00, 0.000e+00, -3.220e+02, -1.010e+02, -3.730e+02, -2.900e+02,\n", + " 1.746961e+02, 7.488651e+01, 2.653221e-01], dtype=float32)
array([ 1.000e+00, 0.000e+00, -3.220e+02, -1.010e+02, -3.730e+02, -2.900e+02,\n", " -1.430e+02, -2.460e+02, -2.450e+02, -3.610e+02, -3.140e+02, -3.250e+02,\n", " -3.710e+02, -3.450e+02, -2.370e+02, -1.520e+02, -2.040e+02, -1.780e+02,\n", " -1.470e+02, -1.070e+02, -8.100e+01, 0.000e+00, -2.000e+00, -2.430e+02,\n", @@ -2064,7 +2066,7 @@ " -4.800e+01, -5.100e+01, -5.800e+01, -1.260e+02, -3.800e+01, -1.280e+02,\n", " -9.100e+01, -5.560e+02, -5.680e+02, -6.090e+02, -3.890e+02, 1.000e+00,\n", " -1.218e+03, -3.700e+01, -1.278e+03, 0.000e+00, -3.130e+02, 2.000e+00],\n", - " dtype=float32)
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", + " dtype=float32)
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 4., 3., 1., 1.,\n", " nan, nan, nan, nan, nan, nan, nan, 3., nan, nan, nan, nan, 2., nan,\n", " nan, nan, nan, nan, nan, nan, nan, 3., 2., 1., nan, 2., 2., 2.,\n", @@ -2076,7 +2078,7 @@ " nan, 4., nan, 3., nan, 2., 3., nan, nan, nan, nan, nan, 2., nan,\n", " 2., 2., 2., nan, 3., 3., 3., nan, nan, 1., nan, 1., 3., 3.,\n", " 6., nan, nan, nan, 3., 2., 1., nan, nan, nan, nan, nan, nan, nan],\n", - " dtype=float32)
array(['polar - frost', 'polar - tundra', 'cold - no dry season - warm summer',\n", + " dtype=float32)
array(['polar - frost', 'polar - tundra', 'cold - no dry season - warm summer',\n", " 'cold - no dry season - warm summer',\n", " 'cold - no dry season - warm summer',\n", " 'cold - no dry season - warm summer', 'polar - tundra',\n", @@ -2210,7 +2212,7 @@ " 'cold - no dry season - warm summer', 'polar - tundra',\n", " 'arid - steppe - cold', 'polar - tundra', 'polar - frost', 'water',\n", " 'temperate - dry winter - hot summer',\n", - " 'temperate - dry summer - warm summer'], dtype=object)
array(['water', 'polar - tundra', 'cold - no dry season - warm summer',\n", + " 'temperate - dry summer - warm summer'], dtype=object)
array(['water', 'polar - tundra', 'cold - no dry season - warm summer',\n", " 'cold - no dry season - warm summer',\n", " 'cold - no dry season - warm summer',\n", " 'cold - no dry season - warm summer', 'polar - tundra',\n", @@ -2327,7 +2329,7 @@ " 'cold - no dry season - warm summer',\n", " 'cold - no dry season - warm summer', 'water', 'arid - steppe - cold',\n", " 'temperate - no dry season - warm summer', 'polar - frost', 'water',\n", - " 'temperate - dry winter - hot summer', 'water'], dtype=object)
array(['water', 'water', 'cold - no dry season - warm summer',\n", + " 'temperate - dry winter - hot summer', 'water'], dtype=object)
array(['water', 'water', 'cold - no dry season - warm summer',\n", " 'cold - no dry season - warm summer',\n", " 'cold - no dry season - warm summer',\n", " 'cold - no dry season - warm summer', 'polar - tundra',\n", @@ -2450,7 +2452,7 @@ " 'cold - no dry season - warm summer',\n", " 'cold - no dry season - warm summer', 'water', 'arid - steppe - cold',\n", " 'polar - tundra', 'polar - frost', 'water',\n", - " 'temperate - dry winter - hot summer', 'water'], dtype=object)
array(['permanent snow and ice', 'urban and built-up lands', 'grasslands',\n", + " 'temperate - dry winter - hot summer', 'water'], dtype=object)
array(['permanent snow and ice', 'urban and built-up lands', 'grasslands',\n", " 'mixed forests', 'croplands', 'woody savannas', 'grasslands',\n", " 'woody savannas', 'grasslands', 'evergreen needleleaf forests',\n", " 'mixed forests', 'mixed forests', 'croplands', 'croplands',\n", @@ -2498,7 +2500,7 @@ " 'mixed forests', 'croplands', 'deciduous broadleaf forests',\n", " 'croplands', 'permanent wetlands', 'grasslands', 'barren',\n", " 'water bodies', 'water bodies', 'savannas', 'water bodies'],\n", - " dtype=object)
array(['non-vegetated lands', 'urban and built-up lands', 'grasslands',\n", + " dtype=object)
array(['non-vegetated lands', 'urban and built-up lands', 'grasslands',\n", " 'evergreen needleleaf forests', 'grasslands', 'savannas', 'grasslands',\n", " 'savannas', 'grasslands', 'evergreen needleleaf forests',\n", " 'deciduous broadleaf forests', 'deciduous broadleaf forests',\n", @@ -2546,7 +2548,7 @@ " 'deciduous broadleaf forests', 'deciduous broadleaf forests',\n", " 'savannas', 'deciduous broadleaf forests', 'broadleaf croplands',\n", " 'grasslands', 'grasslands', 'non-vegetated lands', 'water bodies',\n", - " 'water bodies', 'savannas', 'water bodies'], dtype=object)
array(['non-vegetated lands', 'urban and built-up lands', 'grasslands',\n", + " 'water bodies', 'savannas', 'water bodies'], dtype=object)
array(['non-vegetated lands', 'urban and built-up lands', 'grasslands',\n", " 'mixed forests', 'croplands', 'woody savannas', 'grasslands',\n", " 'woody savannas', 'grasslands', 'evergreen needleleaf forests',\n", " 'mixed forests', 'mixed forests', 'croplands', 'croplands',\n", @@ -2593,7 +2595,7 @@ " 'mixed forests', 'woody savannas', 'mixed forests', 'croplands',\n", " 'deciduous broadleaf forests', 'croplands', 'permanent wetlands',\n", " 'grasslands', 'non-vegetated lands', 'water bodies', 'water bodies',\n", - " 'savannas', 'water bodies'], dtype=object)
array(['water bodies', 'grasslands', 'croplands', 'mixed forests', 'croplands',\n", + " 'savannas', 'water bodies'], dtype=object)
array(['water bodies', 'grasslands', 'croplands', 'mixed forests', 'croplands',\n", " 'mixed forests', 'grasslands', 'mixed forests', 'savannas', 'croplands',\n", " 'mixed forests', 'croplands', 'croplands', 'croplands', 'mixed forests',\n", " 'mixed forests', 'woody savannas', 'mixed forests', 'savannas',\n", @@ -2635,7 +2637,7 @@ " 'deciduous broadleaf forests', 'mixed forests', 'mixed forests',\n", " 'mixed forests', 'mixed forests', 'deciduous broadleaf forests',\n", " 'croplands', 'water bodies', 'grasslands', 'barren', 'water bodies',\n", - " 'water bodies', 'savannas', 'water bodies'], dtype=object)
array(['water bodies', 'water bodies', 'grasslands', 'mixed forests',\n", + " 'water bodies', 'savannas', 'water bodies'], dtype=object)
array(['water bodies', 'water bodies', 'grasslands', 'mixed forests',\n", " 'croplands', 'woody savannas', 'grasslands', 'woody savannas',\n", " 'grasslands', 'evergreen needleleaf forests', 'mixed forests',\n", " 'mixed forests', 'croplands', 'croplands', 'mixed forests',\n", @@ -2682,7 +2684,7 @@ " 'deciduous broadleaf forests', 'mixed forests', 'woody savannas',\n", " 'deciduous broadleaf forests', 'croplands', 'water bodies',\n", " 'grasslands', 'barren', 'water bodies', 'water bodies', 'savannas',\n", - " 'water bodies'], dtype=object)
array(['water bodies', 'grasslands', 'broadleaf croplands',\n", + " 'water bodies'], dtype=object)
array(['water bodies', 'grasslands', 'broadleaf croplands',\n", " 'evergreen needleleaf forests', 'grasslands', 'savannas', 'grasslands',\n", " 'savannas', 'savannas', 'evergreen needleleaf forests',\n", " 'deciduous broadleaf forests', 'grasslands', 'broadleaf croplands',\n", @@ -2730,7 +2732,7 @@ " 'deciduous broadleaf forests', 'grasslands',\n", " 'deciduous broadleaf forests', 'broadleaf croplands', 'water bodies',\n", " 'grasslands', 'non-vegetated lands', 'water bodies', 'water bodies',\n", - " 'savannas', 'water bodies'], dtype=object)
array(['water bodies', 'water bodies', 'grasslands',\n", + " 'savannas', 'water bodies'], dtype=object)
array(['water bodies', 'water bodies', 'grasslands',\n", " 'evergreen needleleaf forests', 'grasslands', 'savannas', 'grasslands',\n", " 'savannas', 'savannas', 'evergreen needleleaf forests',\n", " 'deciduous broadleaf forests', 'deciduous broadleaf forests',\n", @@ -2778,7 +2780,7 @@ " 'deciduous broadleaf forests', 'savannas',\n", " 'deciduous broadleaf forests', 'grasslands', 'water bodies',\n", " 'grasslands', 'non-vegetated lands', 'water bodies', 'water bodies',\n", - " 'savannas', 'water bodies'], dtype=object)
array(['water bodies', 'water bodies', 'croplands', 'mixed forests',\n", + " 'savannas', 'water bodies'], dtype=object)
array(['water bodies', 'water bodies', 'croplands', 'mixed forests',\n", " 'croplands', 'mixed forests', 'grasslands', 'mixed forests', 'savannas',\n", " 'croplands', 'mixed forests', 'croplands', 'croplands', 'croplands',\n", " 'mixed forests', 'mixed forests', 'woody savannas', 'mixed forests',\n", @@ -2820,7 +2822,7 @@ " 'mixed forests', 'mixed forests', 'mixed forests', 'mixed forests',\n", " 'deciduous broadleaf forests', 'croplands', 'water bodies',\n", " 'grasslands', 'non-vegetated lands', 'water bodies', 'water bodies',\n", - " 'savannas', 'water bodies'], dtype=object)
array(['water bodies', 'water bodies', 'grasslands', 'mixed forests',\n", + " 'savannas', 'water bodies'], dtype=object)
array(['water bodies', 'water bodies', 'grasslands', 'mixed forests',\n", " 'croplands', 'woody savannas', 'grasslands', 'woody savannas',\n", " 'grasslands', 'evergreen needleleaf forests', 'mixed forests',\n", " 'mixed forests', 'croplands', 'croplands', 'mixed forests',\n", @@ -2868,7 +2870,7 @@ " 'deciduous broadleaf forests', 'mixed forests', 'woody savannas',\n", " 'deciduous broadleaf forests', 'croplands', 'water bodies',\n", " 'grasslands', 'non-vegetated lands', 'water bodies', 'water bodies',\n", - " 'savannas', 'water bodies'], dtype=object)
array([ 0., 2., 10., 5., 8., 14., 3., 9., 15., 6., 12., 12., 18., 19.,\n", + " 'savannas', 'water bodies'], dtype=object)
array([ 0., 2., 10., 5., 8., 14., 3., 9., 15., 6., 12., 12., 18., 19.,\n", " 5., 3., 18., 10., 26., 26., 3., 4., nan, 5., 20., 28., 18., 22.,\n", " 28., 1., 1., 12., 10., 8., 5., 2., 5., 14., 4., 10., 3., 9.,\n", " 10., nan, 1., nan, 23., 0., 6., 3., 0., 2., 16., 4., 17., 4.,\n", @@ -2880,7 +2882,7 @@ " 1., 2., nan, 6., 6., 7., 12., nan, 14., 6., nan, 0., 7., 15.,\n", " 2., 4., 9., 1., 2., 2., 10., 7., 13., 16., 9., 4., 4., 4.,\n", " 4., 8., 12., 8., 11., 1., 8., 2., 23., 0., nan, 2., 0., 1.],\n", - " dtype=float32)
array([ 0., 20., 6., 7., 9., 12., 0., 5., 11., 7., 6., 14., 20., 12.,\n", + " dtype=float32)
array([ 0., 20., 6., 7., 9., 12., 0., 5., 11., 7., 6., 14., 20., 12.,\n", " 0., 1., 46., 12., 36., 30., 4., 16., nan, 2., 23., 26., 23., 22.,\n", " 25., 0., 0., 7., 10., 6., 6., 21., 2., 9., 1., 14., 6., 14.,\n", " 7., nan, 1., nan, 20., 0., 1., 3., 0., 3., 11., 17., 24., 12.,\n", @@ -2892,7 +2894,7 @@ " 0., 0., nan, 1., 14., 11., 9., nan, 37., 0., nan, 0., 7., 14.,\n", " 10., 0., 10., 2., 1., 4., 7., 3., 10., 8., 7., 0., 8., 1.,\n", " 3., 6., 5., 5., 19., 0., 1., 22., 19., 0., nan, 3., 0., 0.],\n", - " dtype=float32)
array([ 0., 62., 57., 53., 54., 55., 42., 57., 62., 42., 58., 59., 63., 63.,\n", + " dtype=float32)
array([ 0., 62., 57., 53., 54., 55., 42., 57., 62., 42., 58., 59., 63., 63.,\n", " 58., 37., 63., 45., 62., 63., 51., 62., nan, 55., 62., 63., 61., 61.,\n", " 61., 51., 60., 63., 54., 48., 29., 56., 53., 62., 44., 51., 61., 51.,\n", " 50., nan, 19., nan, 63., 0., 58., 50., 9., 32., 61., 63., 63., 44.,\n", @@ -2904,7 +2906,7 @@ " 34., 53., nan, 63., 62., 63., 63., nan, 63., 63., nan, 0., 46., 56.,\n", " 43., 52., 62., 34., 50., 60., 62., 33., 60., 63., 63., 58., 53., 58.,\n", " 39., 51., 62., 56., 63., 29., 55., 62., 63., 5., nan, 51., 18., 50.],\n", - " dtype=float32)
array([ 0., 62., 19., 23., 27., 21., 6., 17., 28., 18., 13., 53., 45., 23.,\n", + " dtype=float32)
array([ 0., 62., 19., 23., 27., 21., 6., 17., 28., 18., 13., 53., 45., 23.,\n", " 7., 11., 63., 29., 56., 45., 21., 48., nan, 10., 44., 45., 51., 40.,\n", " 52., 0., 5., 12., 18., 8., 24., 56., 10., 18., 8., 50., 18., 30.,\n", " 31., nan, 6., nan, 61., 0., 9., 17., 0., 15., 29., 63., 62., 26.,\n", @@ -2916,7 +2918,7 @@ " 0., 0., nan, 8., 33., 30., 29., nan, 63., 5., nan, 0., 19., 41.,\n", " 31., 0., 39., 26., 8., 11., 41., 8., 39., 17., 40., 0., 51., 7.,\n", " 14., 38., 17., 27., 29., 8., 10., 62., 60., 0., nan, 9., 0., 0.],\n", - " dtype=float32)
array([ 0., 14., 8., 14., 8., 16., 0., 5., 9., 5., 6., 10., 29., 10.,\n", + " dtype=float32)
array([ 0., 14., 8., 14., 8., 16., 0., 5., 9., 5., 6., 10., 29., 10.,\n", " 0., 0., 58., 8., 46., 30., 0., 19., nan, 0., 41., 32., 14., 15.,\n", " 19., 0., 0., 11., 15., 6., 12., 46., 0., 8., 0., 8., 9., 18.,\n", " 6., nan, 0., nan, 17., 0., 0., 0., 0., 12., 6., 13., 20., 20.,\n", @@ -2928,7 +2930,7 @@ " 0., 0., nan, 0., 23., 16., 8., nan, 46., 0., nan, 0., 7., 7.,\n", " 18., 0., 9., 0., 8., 9., 6., 7., 8., 7., 7., 0., 8., 0.,\n", " 0., 7., 7., 8., 20., 0., 0., 21., 13., 0., nan, 6., 0., 0.],\n", - " dtype=float32)
array([3.473341e+15, 2.757102e+15, 7.345563e+15, 4.663894e+15, 6.847881e+15,\n", + " dtype=float32)
array([3.473341e+15, 2.757102e+15, 7.345563e+15, 4.663894e+15, 6.847881e+15,\n", " 6.168189e+15, 4.584701e+15, 5.862558e+15, 6.179914e+15, 6.455329e+15,\n", " 7.378372e+15, 7.316141e+15, 7.611382e+15, 7.677720e+15, 5.845425e+15,\n", " 4.858490e+15, 6.308826e+15, 6.443415e+15, 9.380302e+15, 8.875505e+15,\n", @@ -2961,7 +2963,7 @@ " 4.721677e+15, 4.468787e+15, 3.710538e+15, 4.536030e+15, 4.745260e+15,\n", " 5.496117e+15, 5.114420e+15, 5.579634e+15, 5.180446e+15, 4.930619e+15,\n", " 6.805185e+15, 3.456580e+15, 5.581911e+15, 2.814228e+15, nan,\n", - " 3.253400e+15, 3.206773e+15, 3.050493e+15], dtype=float32)
array([3.532428e+15, 2.639686e+15, 5.867690e+15, 4.187000e+15, 5.588512e+15,\n", + " 3.253400e+15, 3.206773e+15, 3.050493e+15], dtype=float32)
array([3.532428e+15, 2.639686e+15, 5.867690e+15, 4.187000e+15, 5.588512e+15,\n", " 5.222007e+15, 4.145348e+15, 5.214945e+15, 4.917223e+15, 4.954742e+15,\n", " 6.094566e+15, 5.826555e+15, 6.110681e+15, 6.275420e+15, 4.848703e+15,\n", " 4.424205e+15, 5.583187e+15, 5.758002e+15, 8.526934e+15, 8.135533e+15,\n", @@ -2994,7 +2996,7 @@ " 4.424600e+15, 4.151914e+15, 3.886247e+15, 4.396008e+15, 4.517754e+15,\n", " 4.788532e+15, 4.789130e+15, 4.602289e+15, 4.507351e+15, 4.204522e+15,\n", " 5.657308e+15, 3.518051e+15, 5.169831e+15, 2.783493e+15, nan,\n", - " 3.268930e+15, 3.306158e+15, 3.058697e+15], dtype=float32)
array([2.089988e+14, 3.584643e+14, 4.854586e+15, 2.186984e+15, 4.350195e+15,\n", + " 3.268930e+15, 3.306158e+15, 3.058697e+15], dtype=float32)
array([2.089988e+14, 3.584643e+14, 4.854586e+15, 2.186984e+15, 4.350195e+15,\n", " 3.692631e+15, 2.309433e+15, 3.353392e+15, 3.745330e+15, 4.048057e+15,\n", " 4.817116e+15, 4.833554e+15, 4.980179e+15, 5.174898e+15, 3.493000e+15,\n", " 2.414175e+15, 3.825593e+15, 4.207652e+15, 6.867158e+15, 6.651714e+15,\n", @@ -3027,7 +3029,7 @@ " 2.477753e+15, 2.157872e+15, 1.211690e+15, 2.253023e+15, 2.259441e+15,\n", " 2.974318e+15, 2.577151e+15, 3.143127e+15, 2.789992e+15, 2.529712e+15,\n", " 4.251182e+15, 2.957702e+14, 3.090131e+15, 6.266068e+14, nan,\n", - " 7.479317e+14, 1.051665e+15, 6.196790e+14], dtype=float32)
array([4.754073e+14, 4.502345e+14, 2.989990e+15, 1.590792e+15, 2.660002e+15,\n", + " 7.479317e+14, 1.051665e+15, 6.196790e+14], dtype=float32)
array([4.754073e+14, 4.502345e+14, 2.989990e+15, 1.590792e+15, 2.660002e+15,\n", " 2.411796e+15, 1.592236e+15, 2.567111e+15, 2.043094e+15, 2.184788e+15,\n", " 3.174512e+15, 2.963212e+15, 3.216767e+15, 3.312168e+15, 2.197623e+15,\n", " 1.668676e+15, 2.693183e+15, 3.058137e+15, 5.815727e+15, 5.277298e+15,\n", @@ -3060,7 +3062,7 @@ " 1.679060e+15, 1.381100e+15, 1.031851e+15, 1.485161e+15, 1.899351e+15,\n", " 2.088062e+15, 2.021358e+15, 2.007737e+15, 1.859909e+15, 1.526916e+15,\n", " 2.747525e+15, 4.914727e+14, 2.609755e+15, 6.267174e+14, nan,\n", - " 6.815022e+14, 1.139593e+15, 6.288178e+14], dtype=float32)
array(['water', 'residential rangelands', 'residential rainfed croplands',\n", + " 6.815022e+14, 1.139593e+15, 6.288178e+14], dtype=float32)
array(['water', 'residential rangelands', 'residential rainfed croplands',\n", " 'residential woodlands', 'residential rainfed croplands',\n", " 'residential rangelands', 'populated rangelands', 'populated croplands',\n", " 'pastoral villages', 'residential woodlands', 'residential woodlands',\n", @@ -3127,7 +3129,7 @@ " 'inhabited treeless and barren lands',\n", " 'residential irrigated croplands', 'wild woodlands', 'water',\n", " 'residential woodlands', 'residential woodlands', 'remote rangelands'],\n", - " dtype=object)
array(['water', 'remote rangelands', 'residential rainfed croplands',\n", + " dtype=object)
array(['water', 'remote rangelands', 'residential rainfed croplands',\n", " 'residential woodlands', 'residential rainfed croplands',\n", " 'residential woodlands', 'populated rangelands', 'populated woodlands',\n", " 'rainfed villages', 'residential rainfed croplands',\n", @@ -3188,7 +3190,7 @@ " 'populated woodlands', 'residential rainfed croplands',\n", " 'populated woodlands', 'residential irrigated croplands', 'water',\n", " 'residential irrigated croplands', 'wild woodlands', 'water', 'water',\n", - " 'residential woodlands', 'water'], dtype=object)
array(['water', 'residential rangelands', 'residential rainfed croplands',\n", + " 'residential woodlands', 'water'], dtype=object)
array(['water', 'residential rangelands', 'residential rainfed croplands',\n", " 'residential woodlands', 'residential rainfed croplands',\n", " 'residential rangelands', 'populated rangelands', 'populated croplands',\n", " 'pastoral villages', 'residential woodlands', 'residential woodlands',\n", @@ -3256,7 +3258,7 @@ " 'inhabited treeless and barren lands',\n", " 'residential irrigated croplands', 'wild woodlands', 'water',\n", " 'residential woodlands', 'residential woodlands', 'remote rangelands'],\n", - " dtype=object)
array(['Antarctic', 'South America', 'Europe', 'Europe', 'Europe', 'Europe',\n", + " dtype=object)
array(['Antarctic', 'South America', 'Europe', 'Europe', 'Europe', 'Europe',\n", " 'Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe',\n", " 'Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe',\n", " 'Europe', 'North America, Central America And The Caribbean',\n", @@ -3285,7 +3287,7 @@ " 'North America, Central America And The Caribbean',\n", " 'South-West Pacific', 'Antarctic',\n", " 'North America, Central America And The Caribbean', 'Asia', 'Africa'],\n", - " dtype=object)
array(['antarctic', 'neotropics', 'palearctic', 'palearctic', 'palearctic',\n", + " dtype=object)
array(['antarctic', 'neotropics', 'palearctic', 'palearctic', 'palearctic',\n", " 'palearctic', 'palearctic', 'palearctic', 'palearctic', 'palearctic',\n", " 'palearctic', 'palearctic', 'palearctic', 'palearctic', 'palearctic',\n", " 'palearctic', 'palearctic', 'palearctic', 'palearctic', 'palearctic',\n", @@ -3318,7 +3320,7 @@ " 'palearctic', 'palearctic', 'palearctic', 'palearctic', 'palearctic',\n", " 'palearctic', 'palearctic', 'palearctic', 'palearctic', 'nearctic',\n", " 'nearctic', 'oceania', 'water', 'water', 'indomalay', 'afrotropics'],\n", - " dtype=object)
array(['tundra', 'temperate broadleaf and mixed forests',\n", + " dtype=object)
array(['tundra', 'temperate broadleaf and mixed forests',\n", " 'temperate broadleaf and mixed forests', 'temperate conifer forests',\n", " 'temperate broadleaf and mixed forests',\n", " 'temperate broadleaf and mixed forests', 'temperate conifer forests',\n", @@ -3441,7 +3443,7 @@ " 'tundra', 'temperate grasslands, savannas and shrublands',\n", " 'tropical and subtropical grasslands, savannas and shrublands', 'water',\n", " 'water', 'tropical and subtropical moist broadleaf forests',\n", - " 'mediterranean forests, woodlands and scrub'], dtype=object)
array(['marielandia antarctic tundra', 'magellanic subpolar forests',\n", + " 'mediterranean forests, woodlands and scrub'], dtype=object)
array(['marielandia antarctic tundra', 'magellanic subpolar forests',\n", " 'pannonian mixed forests', 'alps conifer and mixed forests',\n", " 'central european mixed forests', 'western european broadleaf forests',\n", " 'alps conifer and mixed forests', 'alps conifer and mixed forests',\n", @@ -3533,7 +3535,7 @@ " 'pannonian mixed forests', 'arctic coastal tundra',\n", " 'western short grasslands', 'hawaii tropical high shrublands', 'water',\n", " 'water', 'northern indochina subtropical forests',\n", - " 'montane fynbos and renosterveld'], dtype=object)
array(['nan', 'Tierra Del Fuego', 'Burgenland', 'Carinthia', 'Lower Austria',\n", + " 'montane fynbos and renosterveld'], dtype=object)
array(['nan', 'Tierra Del Fuego', 'Burgenland', 'Carinthia', 'Lower Austria',\n", " 'Vorarlberg', 'Carinthia', 'Styria', 'Salzburg', 'Lower Austria',\n", " 'Lower Austria', 'Lower Austria', 'Lower Austria', 'Lower Austria',\n", " 'Upper Austria', 'Styria', 'Styria', 'Wallonia', 'Wallonia', 'Wallonia',\n", @@ -3563,7 +3565,7 @@ " 'nan', 'nan', 'nan', 'Skane', 'Uppsala', 'nan', 'Vaesterbotten', 'nan',\n", " 'Kostel', 'Sostanj', 'Cerklje Na Gorenjskem', 'nan', 'Presovsky', 'nan',\n", " 'nan', 'nan', 'Colorado', 'nan', 'nan', 'California', 'Huyen Dien Bien',\n", - " 'nan'], dtype=object)
array(['nan', 'nan', 'Politischer Bezirk Neusiedl Am See',\n", + " 'nan'], dtype=object)
array(['nan', 'nan', 'Politischer Bezirk Neusiedl Am See',\n", " 'Politischer Bezirk Spittal An Der Drau',\n", " 'Politischer Bezirk Hollabrunn', 'Politischer Bezirk Bregenz',\n", " 'Politischer Bezirk Spittal An Der Drau',\n", @@ -3608,7 +3610,7 @@ " 'Svalovs Kommun', 'Osthammars Kommun', 'nan', 'Vindelns Kommun', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'Okres Poprad', 'nan', 'nan', 'nan',\n", " 'Boulder County', 'nan', 'nan', 'Humboldt County', 'nan', 'nan'],\n", - " dtype=object)
array([1.995e+02, 1.900e+01, 1.170e+02, 1.020e+03, 3.150e+02, 1.020e+03,\n", + " dtype=object)
array([1.995e+02, 1.900e+01, 1.170e+02, 1.020e+03, 3.150e+02, 1.020e+03,\n", " 3.106e+03, 1.170e+03, 7.300e+02, 5.700e+02, 5.810e+02, 3.200e+02,\n", " 1.610e+02, 2.400e+02, 8.990e+02, 1.648e+03, 4.810e+02, 4.300e+02,\n", " 2.950e+02, 1.600e+02, 1.750e+03, 1.840e+02, 6.100e+02, 3.578e+03,\n", @@ -3636,7 +3638,7 @@ " 4.500e+01, 2.610e+02, 2.250e+02, 1.320e+02, 5.200e+02, 7.700e+02,\n", " 1.754e+03, 2.008e+03, 8.080e+02, 3.450e+02, 1.130e+02, 1.100e+01,\n", " 1.689e+03, 3.397e+03, 2.841e+03, 1.070e+02, 1.478e+03, 2.340e+02],\n", - " dtype=float32)
[120960 values with dtype=uint8]
[120960 values with dtype=uint8]
array(['rural', 'rural', 'rural', 'rural', 'rural', 'rural', 'rural', 'rural',\n", + " dtype=float32)
[120960 values with dtype=uint8]
[120960 values with dtype=uint8]
array(['rural', 'rural', 'rural', 'rural', 'rural', 'rural', 'rural', 'rural',\n", " 'urban-suburban', 'urban-suburban', 'rural', 'urban-suburban',\n", " 'urban-suburban', 'urban-suburban', 'rural', 'rural', 'urban-suburban',\n", " 'urban-suburban', 'urban-suburban', 'urban-suburban', 'rural', 'rural',\n", @@ -3662,7 +3664,7 @@ " 'rural', 'urban-suburban', 'rural', 'rural', 'rural', 'rural', 'rural',\n", " 'rural', 'rural', 'rural', 'rural', 'urban-suburban', 'urban-suburban',\n", " 'rural', 'rural', 'urban-suburban', 'rural', 'rural', 'rural', 'rural',\n", - " 'rural', 'rural', 'rural', 'rural', 'rural'], dtype=object)
array(['WDCA:GAWAAR__MBI;GAW:MBI', 'GAW:USH', 'GAW:ILL', 'GAW:VOH', 'nan',\n", + " 'rural', 'rural', 'rural', 'rural', 'rural'], dtype=object)
array(['WDCA:GAWAAR__MBI;GAW:MBI', 'GAW:USH', 'GAW:ILL', 'GAW:VOH', 'nan',\n", " 'nan', 'WDCA:GAWAAT__SNB;GAW:SNB;ZAMG:SNB', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'GAW:ZOE', 'nan', 'nan', 'GAW:OFF', 'GAW:EUP',\n", " 'GAW:VEZ', 'GAW:RJP', 'WDCA:GAWAGB__BMW;GAW:BMW', 'GAW:EUK', 'GAW:JFJ',\n", @@ -3697,7 +3699,7 @@ " 'WDCA:GAWAUSAKBRW;GAW:BRW', 'GAW:BOS;BSRN:34;AERONET:Boulder',\n", " 'WDCA:GAWAUSHIMLO;GAW:MLO', 'WDCA:GAWAUS__SPO;GAW:SPO',\n", " 'WDCA:GAWAUSCATHD;GAW:THD', 'WDCA:GAWAID__PDI;GAW:PDI', 'GAW:CPT'],\n", - " dtype=object)
array(['nan', 'Ushuaia', 'Illmitz', 'Oberdrauburg', 'Retz', 'Sulzberg',\n", + " dtype=object)
array(['nan', 'Ushuaia', 'Illmitz', 'Oberdrauburg', 'Retz', 'Sulzberg',\n", " 'Grosskirchheim', 'Poellauberg', 'Nussdorf Am Haunsberg', 'Litschau',\n", " 'Altlengbach', 'Durnstein', 'Ganserndorf',\n", " 'Trautmannsdorf An Der Leitha', 'Reichraming', 'Sankt Lambrecht',\n", @@ -3727,7 +3729,7 @@ " 'Kagerod', 'Bjorklinge', 'nan', 'Vindeln', 'nan', 'Kostel', 'Topolsica',\n", " 'Cerklje Na Gorenjskem', 'nan', 'Nova Lesna', 'nan', 'nan', 'nan',\n", " 'Niwot', 'nan', 'nan', 'Westhaven-Moonstone', 'Thi Tran Tuan Giao',\n", - " 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -3743,7 +3745,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['barlasina@smn.gov.ar', 'mcupeiro@smn.gov.ar', 'nan', 'nan', 'nan',\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['barlasina@smn.gov.ar', 'mcupeiro@smn.gov.ar', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'e.adriaenssens@vmm.be', 'e.adriaenssens@vmm.be',\n", " 'e.adriaenssens@vmm.be', 'nan', 'Audra.mcclure@noaa.gov',\n", @@ -3780,7 +3782,7 @@ " 'Audra.mcclure@noaa.gov', 'Audra.mcclure@noaa.gov',\n", " 'Audra.mcclure@noaa.gov', 'Audra.mcclure@noaa.gov',\n", " 'Audra.mcclure@noaa.gov', 'martin.steinbacher@empa.ch',\n", - " 'thumeka.mkololo@weathersa.co.za'], dtype=object)
array(['Servicio Meteorológico Nacional', 'Servicio Meteorologico Nacional',\n", + " 'thumeka.mkololo@weathersa.co.za'], dtype=object)
array(['Servicio Meteorológico Nacional', 'Servicio Meteorologico Nacional',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'Flanders Environment Agency',\n", " 'Flanders Environment Agency', 'Flanders Environment Agency', 'nan',\n", @@ -3844,7 +3846,7 @@ " 'National Oceanic and Atmospheric Administration/Earth System Research Laboratory/Global Monitoring Division',\n", " 'National Oceanic and Atmospheric Administration/Earth System Research Laboratory/Global Monitoring Division',\n", " 'Swiss Federal Laboratories for Materials Science and Technology',\n", - " 'South African Weather Service'], dtype=object)
array(['Maria Elena Barlasina', 'Manuel Cupeiro', 'Marina Froelich',\n", + " 'South African Weather Service'], dtype=object)
array(['Maria Elena Barlasina', 'Manuel Cupeiro', 'Marina Froelich',\n", " 'Marina Froelich', 'Wolfgang Spangl', 'Wolfgang Spangl',\n", " 'Wolfgang Spangl', 'Wolfgang Spangl', 'Wolfgang Spangl',\n", " 'Wolfgang Spangl', 'Wolfgang Spangl', 'Wolfgang Spangl',\n", @@ -3895,7 +3897,7 @@ " 'Marta Mitosinkova', 'Marta Mitosinkova', 'Marta Mitosinkova',\n", " 'Marta Mitosinkova', 'Audra Mcclure-Begley', 'Audra Mcclure-Begley',\n", " 'Audra Mcclure-Begley', 'Audra Mcclure-Begley', 'Audra Mcclure-Begley',\n", - " 'Martin Steinbacher', 'Thumeka Mkololo'], dtype=object)
array(['Argentina', 'Argentina', 'Austria', 'Austria', 'Austria', 'Austria',\n", + " 'Martin Steinbacher', 'Thumeka Mkololo'], dtype=object)
array(['Argentina', 'Argentina', 'Austria', 'Austria', 'Austria', 'Austria',\n", " 'Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria',\n", " 'Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Belgium',\n", " 'Belgium', 'Belgium', 'Bulgaria', 'Bermuda', 'Canada', 'Switzerland',\n", @@ -3925,7 +3927,7 @@ " 'Slovenia', 'Slovenia', 'Slovenia', 'Slovakia', 'Slovakia', 'Slovakia',\n", " 'Slovakia', 'United States', 'United States', 'United States',\n", " 'United States', 'United States', 'Vietnam', 'South Africa'],\n", - " dtype=object)
[120960 values with dtype=uint8]
[120960 values with dtype=uint8]
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", + " dtype=object)
[120960 values with dtype=uint8]
[120960 values with dtype=uint8]
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", @@ -3937,7 +3939,7 @@ " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan],\n", - " dtype=float32)
array(['2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0',\n", + " dtype=float32)
array(['2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0',\n", " '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0',\n", " '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0',\n", " '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0',\n", @@ -3953,7 +3955,7 @@ " '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0',\n", " '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0',\n", " '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0',\n", - " '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -3969,7 +3971,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
[120960 values with dtype=uint8]
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
[120960 values with dtype=uint8]
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", @@ -3981,7 +3983,7 @@ " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan],\n", - " dtype=float32)
[120960 values with dtype=float32]
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", + " dtype=float32)
[120960 values with dtype=float32]
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", @@ -3993,7 +3995,7 @@ " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan],\n", - " dtype=float32)
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", + " dtype=float32)
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", @@ -4005,7 +4007,7 @@ " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan],\n", - " dtype=float32)
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", + " dtype=float32)
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", @@ -4017,7 +4019,7 @@ " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan],\n", - " dtype=float32)
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", + " dtype=float32)
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", @@ -4029,7 +4031,7 @@ " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan],\n", - " dtype=float32)
array(['WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84',\n", + " dtype=float32)
array(['WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84',\n", " 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84',\n", " 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84',\n", " 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84',\n", @@ -4053,7 +4055,7 @@ " 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84',\n", " 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84',\n", " 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84'],\n", - " dtype=object)
[22498560 values with dtype=float32]
array(['WORLD GEODETIC SYSTEM 1984', 'WORLD GEODETIC SYSTEM 1984',\n", + " dtype=object)
[22498560 values with dtype=float32]
array(['WORLD GEODETIC SYSTEM 1984', 'WORLD GEODETIC SYSTEM 1984',\n", " 'WORLD GEODETIC SYSTEM 1984', 'WORLD GEODETIC SYSTEM 1984',\n", " 'WORLD GEODETIC SYSTEM 1984', 'WORLD GEODETIC SYSTEM 1984',\n", " 'WORLD GEODETIC SYSTEM 1984', 'WORLD GEODETIC SYSTEM 1984',\n", @@ -4137,7 +4139,7 @@ " 'WORLD GEODETIC SYSTEM 1984', 'WORLD GEODETIC SYSTEM 1984',\n", " 'WORLD GEODETIC SYSTEM 1984', 'WORLD GEODETIC SYSTEM 1984',\n", " 'WORLD GEODETIC SYSTEM 1984', 'WORLD GEODETIC SYSTEM 1984'],\n", - " dtype=object)
[120960 values with dtype=uint8]
[120960 values with dtype=uint8]
array(['barren-rock', 'urban-transportation', 'open', 'open',\n", + " dtype=object)
[120960 values with dtype=uint8]
[120960 values with dtype=uint8]
array(['barren-rock', 'urban-transportation', 'open', 'open',\n", " 'urban-agricultural', 'open', 'barren-rock', 'forest',\n", " 'urban-agricultural', 'urban-agricultural', 'open',\n", " 'urban-agricultural', 'urban-agricultural', 'urban-agricultural',\n", @@ -4172,7 +4174,7 @@ " 'forest', 'forest', 'forest', 'open', 'forest', 'forest', 'open',\n", " 'barren-rock', 'open', 'open', 'urban-agricultural', 'wetland',\n", " 'urban-agricultural', 'barren-rock', 'snow', 'urban-residential',\n", - " 'forest', 'open'], dtype=object)
array([-64.24006 , -54.848465, 47.766666, 46.677778, 48.721111, 47.529167,\n", + " 'forest', 'open'], dtype=object)
array([-64.24006 , -54.848465, 47.766666, 46.677778, 48.721111, 47.529167,\n", " 47.05407 , 47.348056, 47.973056, 48.878611, 48.106111, 48.371111,\n", " 48.334722, 48.050833, 47.838611, 47.040277, 47.066944, 49.877778,\n", " 50.629421, 50.503333, 41.695833, 32.27 , 80.050003, 46.5475 ,\n", @@ -4199,7 +4201,7 @@ " 63.85 , 67.883333, 57.394 , 57.1645 , 57.9525 , 56.0429 ,\n", " 60.0858 , 57.816667, 64.25 , 59.728 , 45.566667, 46.428611,\n", " 46.299444, 48.933333, 49.15 , 49.05 , 47.96 , 71.323013,\n", - " 40.12498 , 19.53623 , -89.996948, 41.0541 , 21.5731 , -34.35348 ])
[120960 values with dtype=datetime64[ns]]
array([-5.662478e+01, -6.831069e+01, 1.676667e+01, 1.297222e+01,\n", + " 40.12498 , 19.53623 , -89.996948, 41.0541 , 21.5731 , -34.35348 ])
[120960 values with dtype=datetime64[ns]]
array([-5.662478e+01, -6.831069e+01, 1.676667e+01, 1.297222e+01,\n", " 1.594222e+01, 9.926667e+00, 1.295794e+01, 1.588222e+01,\n", " 1.301611e+01, 1.504667e+01, 1.591944e+01, 1.554667e+01,\n", " 1.673056e+01, 1.667667e+01, 1.444139e+01, 1.433000e+01,\n", @@ -4240,7 +4242,7 @@ " 1.976667e+01, 1.547200e+01, 1.486667e+01, 1.500333e+01,\n", " 1.453861e+01, 1.958333e+01, 2.028333e+01, 2.226667e+01,\n", " 1.786056e+01, -1.566115e+02, -1.052368e+02, -1.555762e+02,\n", - " -2.480000e+01, -1.241510e+02, 1.035157e+02, 1.848968e+01])
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " -2.480000e+01, -1.241510e+02, 1.035157e+02, 1.848968e+01])
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -4256,7 +4258,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
[120960 values with dtype=datetime64[ns]]
array([2.0450e+02, 2.6000e+01, 1.1700e+02, 1.0200e+03, 3.1500e+02, 1.0200e+03,\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
[120960 values with dtype=datetime64[ns]]
array([2.0450e+02, 2.6000e+01, 1.1700e+02, 1.0200e+03, 3.1500e+02, 1.0200e+03,\n", " 3.1160e+03, 1.1700e+03, 7.3000e+02, 5.7000e+02, 5.8100e+02, 3.2000e+02,\n", " 1.6100e+02, 2.4000e+02, 8.9900e+02, 1.6480e+03, 4.8100e+02, 4.3000e+02,\n", " 2.9500e+02, 1.6000e+02, 1.7500e+03, 2.1400e+02, 6.1000e+02, 3.5780e+03,\n", @@ -4284,7 +4286,7 @@ " 4.5000e+01, 2.6100e+02, 2.2500e+02, 1.3200e+02, 5.2500e+02, 7.7300e+02,\n", " 1.7640e+03, 2.0080e+03, 8.0800e+02, 3.4500e+02, 1.1300e+02, 2.1000e+01,\n", " 1.6950e+03, 3.4070e+03, 2.8510e+03, 1.1700e+02, 1.4900e+03, 2.3800e+02],\n", - " dtype=float32)
array(['ultraviolet photometry', 'ultraviolet photometry',\n", + " dtype=float32)
array(['ultraviolet photometry', 'ultraviolet photometry',\n", " 'ultraviolet photometry', 'ultraviolet photometry',\n", " 'ultraviolet photometry', 'ultraviolet photometry',\n", " 'ultraviolet photometry', 'ultraviolet photometry',\n", @@ -4367,7 +4369,7 @@ " 'ultraviolet photometry', 'ultraviolet photometry',\n", " 'ultraviolet photometry', 'ultraviolet photometry',\n", " 'ultraviolet photometry', 'ultraviolet photometry',\n", - " 'ultraviolet photometry', 'ultraviolet photometry'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " 'ultraviolet photometry', 'ultraviolet photometry'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -4383,7 +4385,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -4399,7 +4401,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['1.1476e-17', '1.1476e-17', 'nan', 'nan', 'nan', 'nan', '1.1476e-17',\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['1.1476e-17', '1.1476e-17', 'nan', 'nan', 'nan', 'nan', '1.1476e-17',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', '1.1476e-17', '1.1476e-17', '1.1476e-17',\n", " '1.1476e-17', '1.1476e-17', '1.1476e-17', '1.1476e-17', '1.1476e-17',\n", @@ -4421,7 +4423,7 @@ " '1.1476e-17', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', '1.1476e-17', 'nan', '1.1476e-17', 'nan', 'nan', 'nan',\n", " 'nan', '1.1476e-17', '1.1476e-17', '1.1476e-17', '1.1476e-17',\n", - " '1.1476e-17', '1.1476e-17', '1.1476e-17'], dtype=object)
array(['1.0%', '1.0%', 'nan', 'nan', 'nan', 'nan', '1.0%', 'nan', 'nan', 'nan',\n", + " '1.1476e-17', '1.1476e-17', '1.1476e-17'], dtype=object)
array(['1.0%', '1.0%', 'nan', 'nan', 'nan', 'nan', '1.0%', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', '1.0%', '1.0%', '1.0%', '1.0%', '1.0%', '1.0%', '1.0%', '1.0%',\n", " '1.0%', '1.0%', 'nan', '1.0%', '1.0%', '1.0%', '1.0%', '1.0%', '1.0%',\n", @@ -4438,7 +4440,7 @@ " '1.0%', '1.0%', '1.0%', '1.0%', '1.0%', '1.0%', '1.0%', 'nan', '1.0%',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " '1.0%', '1.0%', '1.0%', 'nan', 'nan', 'nan', 'nan', '1.0%', '1.0%',\n", - " '1.0%', '1.0%', '1.0%', '1.0%', '1.0%'], dtype=object)
array(['1.0-3.0', '1.0-3.0', 'nan', 'nan', 'nan', 'nan', '1.0-3.0', 'nan',\n", + " '1.0%', '1.0%', '1.0%', '1.0%', '1.0%'], dtype=object)
array(['1.0-3.0', '1.0-3.0', 'nan', 'nan', 'nan', 'nan', '1.0-3.0', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', '1.0-3.0', '1.0-3.0', '1.0-3.0', '1.0-3.0',\n", " '1.0-3.0', '1.0-3.0', '1.0-3.0', '1.0-3.0', '1.0-3.0', '1.0-3.0', '0.5',\n", @@ -4458,7 +4460,7 @@ " '1.0-3.0', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', '1.0-3.0', '0.8', '1.0-3.0', 'nan', 'nan', 'nan', 'nan',\n", " '1.0-3.0', '1.0-3.0', '1.0-3.0', '1.0-3.0', '1.0-3.0', '1.0-3.0',\n", - " '1.0-3.0'], dtype=object)
array([1. , 1. , nan, nan, nan, nan, 0.5, nan, nan, nan, nan, nan, nan, nan,\n", + " '1.0-3.0'], dtype=object)
array([1. , 1. , nan, nan, nan, nan, 0.5, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5,\n", " 0.5, 1. , 0.5, 0.5, 0.4, 0.5, 0.4, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 1. ,\n", " 0.5, nan, nan, nan, nan, 1. , nan, nan, nan, nan, nan, nan, nan, nan,\n", @@ -4470,7 +4472,7 @@ " nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.5, 1. , 1. , 0.5, 0.5,\n", " 0.5, 0.5, nan, 0.5, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " 1. , 0.4, 1. , nan, nan, nan, nan, 1. , 0.5, 1. , 1. , 1. , 0.5, 0.5],\n", - " dtype=float32)
array([ nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", + " dtype=float32)
array([ nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, 0.001, nan, nan, nan, nan, nan, nan, nan, nan,\n", @@ -4486,7 +4488,7 @@ " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", - " nan, nan, nan, nan, nan, nan, nan, nan], dtype=float32)
array(['1.0', '1.0', 'nan', 'nan', 'nan', 'nan', '1.0', 'nan', 'nan', 'nan',\n", + " nan, nan, nan, nan, nan, nan, nan, nan], dtype=float32)
array(['1.0', '1.0', 'nan', 'nan', 'nan', 'nan', '1.0', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', '1.0', '1.0', '1.0', '1.0', '1.0', '1.0', '1.0', '1.0', '1.0',\n", " '1.0', '1.0/1.0%', '0.5%>=100.0', '1.0', '0.5%>=100.0', '1.0%', '1.0%',\n", @@ -4503,7 +4505,7 @@ " '1.0', '1.0', '1.0', '1.0', '1.0', '1.0', 'nan', '1.0', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', '1.0',\n", " '0.5%>=100.0', '1.0', 'nan', 'nan', 'nan', 'nan', '1.0', '1.0', '1.0',\n", - " '1.0', '1.0', '1.0', '1.0'], dtype=object)
array(['1.0%/month', '1.0%/month', 'nan', 'nan', 'nan', 'nan', '1.0%/month',\n", + " '1.0', '1.0', '1.0', '1.0'], dtype=object)
array(['1.0%/month', '1.0%/month', 'nan', 'nan', 'nan', 'nan', '1.0%/month',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', '1.0%/month', '1.0%/month', '1.0%/month',\n", " '1.0%/month', '1.0%/month', '1.0%/month', '1.0%/month', '1.0%/month',\n", @@ -4526,7 +4528,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', '1.0%/month',\n", " '1.0%/day', '1.0%/month', 'nan', 'nan', 'nan', 'nan', '1.0%/month',\n", " '1.0%/month', '1.0%/month', '1.0%/month', '1.0%/month', '1.0%/month',\n", - " '1.0%/month'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " '1.0%/month'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -4542,7 +4544,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array([200000., 200000., nan, nan, nan, nan, 200000., nan,\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array([200000., 200000., nan, nan, nan, nan, 200000., nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, 200000., 200000., 200000.,\n", " 200000., 200000., 200000., 200000., 200000., 200000., 200000., 20000.,\n", @@ -4563,7 +4565,7 @@ " nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, 200000., 10000., 200000., nan, nan, nan,\n", " nan, 200000., 200000., 200000., 200000., 200000., 200000., 200000.],\n", - " dtype=float32)
array(['1.0/day', '1.0/day', 'nan', 'nan', 'nan', 'nan', '1.0/day', 'nan',\n", + " dtype=float32)
array(['1.0/day', '1.0/day', 'nan', 'nan', 'nan', 'nan', '1.0/day', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', '1.0/day', '1.0/day', '1.0/day', '1.0/day',\n", " '1.0/day', '1.0/day', '1.0/day', '1.0/day', '1.0/day', '1.0/day',\n", @@ -4584,7 +4586,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " '1.0/day', '1.0/day', '1.0/day', 'nan', 'nan', 'nan', 'nan', '1.0/day',\n", " '1.0/day', '1.0/day', '1.0/day', '1.0/day', '1.0/day', '1.0/day'],\n", - " dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -4600,7 +4602,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['no manual or specifications available but confirmation it is uses ultraviolet photometry here:http://cdiac.ess-dive.lbl.gov/programs/narsto/compendium_combined.pdf',\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['no manual or specifications available but confirmation it is uses ultraviolet photometry here:http://cdiac.ess-dive.lbl.gov/programs/narsto/compendium_combined.pdf',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'no manual or specifications available but confirmation it is uses ultraviolet photometry here:http://cdiac.ess-dive.lbl.gov/programs/narsto/compendium_combined.pdf',\n", @@ -4641,7 +4643,7 @@ " 'no manual or specifications available but confirmation it is uses ultraviolet photometry here:http://cdiac.ess-dive.lbl.gov/programs/narsto/compendium_combined.pdf',\n", " 'no manual or specifications available but confirmation it is uses ultraviolet photometry here:http://cdiac.ess-dive.lbl.gov/programs/narsto/compendium_combined.pdf',\n", " 'no manual or specifications available but confirmation it is uses ultraviolet photometry here:http://cdiac.ess-dive.lbl.gov/programs/narsto/compendium_combined.pdf',\n", - " 'nan', 'nan'], dtype=object)
array(['inlet type: downward-facing tube;description: 5 m above ground on top of the shelter,2 m above the roof * 6.35 mm ptfe tubing - length=4 m up to the instrument;tube material: teflon;outer diameter: 6.35 mm;inner diameter: 6.0 mm;length: 4.0 m',\n", + " 'nan', 'nan'], dtype=object)
array(['inlet type: downward-facing tube;description: 5 m above ground on top of the shelter,2 m above the roof * 6.35 mm ptfe tubing - length=4 m up to the instrument;tube material: teflon;outer diameter: 6.35 mm;inner diameter: 6.0 mm;length: 4.0 m',\n", " 'inlet type: downward-facing tube;description: 7 m above ground on top of the station building,2 m above the roof * 19 mm pfa tubing - length=6 m up to the instrument - aditional pump to increase flow rate - residence time < 5 s',\n", " 'nan', 'nan', 'nan', 'nan',\n", " 'inlet type: hat or hood;tube material: stainless steel;inner diameter: 150.0 mm;length: 4.0 m',\n", @@ -4706,7 +4708,7 @@ " 'inlet type: hat or hood;description: downward facing,teflon inlet bell;tube material: teflon;outer diameter: 6.35 mm;inner diameter: 4.76 mm;length: 7.0 m',\n", " 'inlet type: hat or hood;description: inlet approx. 6 m above the building and 12 m above the ground;coarse mesh at the top of the inlet to protect against spiders etc.;47 mm teflon filter (5 micron) just upstream of the instrument inlet.;tube material: teflon;outer diameter: 6.35 mm;length: 15.0 m',\n", " 'inlet type: downward-facing tube;description: teflon tubing,covered with rain hat;tube material: teflon;outer diameter: 8.0 mm;inner diameter: 6.0 mm;length: 30.0 m'],\n", - " dtype=object)
array(['Thermo_49C_Manual.pdf', 'Thermo_49C_Manual.pdf', 'nan', 'nan', 'nan',\n", + " dtype=object)
array(['Thermo_49C_Manual.pdf', 'Thermo_49C_Manual.pdf', 'nan', 'nan', 'nan',\n", " 'nan', 'Thermo_49i_Manual.pdf,Thermo_49i_Specs.pdf', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'Thermo_49i_Manual.pdf,Thermo_49i_Specs.pdf',\n", @@ -4763,7 +4765,7 @@ " 'Thermo_49C_Manual.pdf', 'Thermo_49i_Manual.pdf,Thermo_49i_Specs.pdf',\n", " 'Thermo_49C_Manual.pdf', 'Thermo_49C_Manual.pdf',\n", " 'Thermo_49C_Manual.pdf', 'Thermo_49i_Manual.pdf,Thermo_49i_Specs.pdf',\n", - " 'Thermo_49i_Manual.pdf,Thermo_49i_Specs.pdf'], dtype=object)
array(['Thermo 49C', 'Thermo 49C', 'nan', 'nan', 'nan', 'nan', 'Thermo 49i',\n", + " 'Thermo_49i_Manual.pdf,Thermo_49i_Specs.pdf'], dtype=object)
array(['Thermo 49C', 'Thermo 49C', 'nan', 'nan', 'nan', 'nan', 'Thermo 49i',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'Thermo 49i', 'Thermo 49i', 'Thermo 49i',\n", " 'Thermo 49i', 'Thermo 49i', 'Thermo 49i', 'Thermo 49i', 'Thermo 49i',\n", @@ -4788,7 +4790,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'Thermo 49C', 'Teledyne T400',\n", " 'Thermo 49C', 'nan', 'nan', 'nan', 'nan', 'Thermo 49C', 'Thermo 49i',\n", " 'Thermo 49C', 'Thermo 49C', 'Thermo 49C', 'Thermo 49i', 'Thermo 49i'],\n", - " dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -4806,7 +4808,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'],\n", - " dtype=object)
array(['nan', '1.1476e-17', 'nan', 'nan', 'nan', 'nan', '1.1476e-17', 'nan',\n", + " dtype=object)
array(['nan', '1.1476e-17', 'nan', 'nan', 'nan', 'nan', '1.1476e-17', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', '1.1476e-17', '1.1476e-17', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', '1.1476e-17', '1.1476e-17', 'nan', 'nan',\n", @@ -4826,7 +4828,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " '1.1476e-17', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', '1.1476e-17',\n", " '1.1476e-17', '1.1476e-17', '1.1476e-17', '1.1476e-17', '1.1476e-17',\n", - " '1.1476e-17'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " '1.1476e-17'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -4842,7 +4844,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['1.5', '12.0', 'nan', 'nan', 'nan', 'nan', '1.0', 'nan', 'nan', 'nan',\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['1.5', '12.0', 'nan', 'nan', 'nan', 'nan', '1.0', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', '1.2', '1.1', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', '1.0',\n", " '1.4', 'nan', 'nan', '1.3', 'nan', '1.2', '1.2', '1.2', '1.2', '1.2',\n", @@ -4858,7 +4860,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', '1.4', '1.3', 'nan', 'nan',\n", " 'nan', '0.7', 'nan', '1.3', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', '0.6', '0.8', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', '1.1', '1.3', '1.2', '1.0', '1.3', '0.5', '1.0'], dtype=object)
array([1. , 1. , nan, nan, nan, nan, 1. ,\n", + " 'nan', '1.1', '1.3', '1.2', '1.0', '1.3', '0.5', '1.0'], dtype=object)
array([1. , 1. , nan, nan, nan, nan, 1. ,\n", " nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan,\n", " 1. , 1. , nan, nan, nan, nan, nan,\n", @@ -4882,7 +4884,7 @@ " nan, nan, nan, nan, nan, nan, nan,\n", " 0.5 , 0.6 , 0.5 , nan, nan, nan, nan,\n", " 1. , 1. , 1. , 1. , 1. , 1. , 1. ],\n", - " dtype=float32)
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", + " dtype=float32)
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", @@ -4894,7 +4896,7 @@ " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan],\n", - " dtype=float32)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " dtype=float32)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -4910,7 +4912,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -4926,7 +4928,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', '10.0', 'nan', 'nan', 'nan',\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', '10.0', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', '1.0', '1.0', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', '1.0',\n", " '3.0', 'nan', '1.7', 'nan', '1.7', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -4942,7 +4944,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', '1.0', '1.0', '1.0', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', '1.0', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', '1.0', '1.0', '1.0', '1.0', '1.0', '1.0', 'nan'], dtype=object)
array(['nmol mol-1', 'nmol mol-1', 'nmol mol-1', 'nmol mol-1', 'nmol mol-1',\n", + " 'nan', '1.0', '1.0', '1.0', '1.0', '1.0', '1.0', 'nan'], dtype=object)
array(['nmol mol-1', 'nmol mol-1', 'nmol mol-1', 'nmol mol-1', 'nmol mol-1',\n", " 'nmol mol-1', 'nmol mol-1', 'nmol mol-1', 'nmol mol-1', 'nmol mol-1',\n", " 'nmol mol-1', 'nmol mol-1', 'nmol mol-1', 'nmol mol-1', 'nmol mol-1',\n", " 'ug m-3', 'nmol mol-1', 'ug m-3', 'ug m-3', 'ug m-3', 'ug m-3',\n", @@ -4970,7 +4972,7 @@ " 'ug m-3', 'ug m-3', 'ug m-3', 'ug m-3', 'ug m-3', 'ug m-3',\n", " 'nmol mol-1', 'nmol mol-1', 'ug m-3', 'ug m-3', 'ug m-3', 'ug m-3',\n", " 'nmol mol-1', 'nmol mol-1', 'nmol mol-1', 'nmol mol-1', 'nmol mol-1',\n", - " 'nmol mol-1', 'nmol mol-1'], dtype=object)
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", + " 'nmol mol-1', 'nmol mol-1'], dtype=object)
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", @@ -4982,7 +4984,7 @@ " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan],\n", - " dtype=float32)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " dtype=float32)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -4998,7 +5000,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -5014,7 +5016,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['low volume continuous', 'low volume continuous',\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['low volume continuous', 'low volume continuous',\n", " 'low volume continuous', 'low volume continuous',\n", " 'low volume continuous', 'low volume continuous',\n", " 'low volume continuous', 'low volume continuous',\n", @@ -5097,7 +5099,7 @@ " 'low volume continuous', 'low volume continuous',\n", " 'low volume continuous', 'low volume continuous',\n", " 'low volume continuous', 'low volume continuous',\n", - " 'low volume continuous', 'low volume continuous'], dtype=object)
[120960 values with dtype=uint8]
[120960 values with dtype=uint8]
array(['EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS',\n", + " 'low volume continuous', 'low volume continuous'], dtype=object)
[120960 values with dtype=uint8]
[120960 values with dtype=uint8]
array(['EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS',\n", " 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS',\n", " 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS',\n", " 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS',\n", @@ -5115,7 +5117,7 @@ " 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS',\n", " 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS',\n", " 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS',\n", - " 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS'], dtype=object)
array(['maintenance description: inlet filter checked every 1 month.;humidity/temp. control: none',\n", + " 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS'], dtype=object)
array(['maintenance description: inlet filter checked every 1 month.;humidity/temp. control: none',\n", " 'maintenance description: monthly leak test and uv lamp test,inlet filter checked every 1 months,manual zero and spam check every 3 months;zero/span check type: automatic;zero/span check interval: 1d',\n", " 'nan', 'nan', 'nan', 'nan',\n", " 'maintenance description: biweekly leak test,inlet filter checked every 2 months,ozone scrubber checked and replaced if needed once/year;zero/span check type: automatic;zero/span check interval: 23h;humidity/temp. control: none',\n", @@ -5179,7 +5181,7 @@ " 'humidity/temp. control description: automatic',\n", " 'maintenance description: inlet filter (47 mm teflon filter (5 micron)) changed every 2 months. coarse filter is visually inspected twice a year. zero and span checks are irregularly performed with an external zero air unit and the internal ozonator.;zero/span check type: manual;humidity/temp. control: none',\n", " 'maintenance description: monthly leak test,inlet filter checked every 2 months,ozone scrubber checked and replaced if needed once/year;zero/span check type: automatic;zero/span check interval: 1d;humidity/temp. control: none;humidity/temp. control description: instrument house in air conditioned room'],\n", - " dtype=object)
array(["data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.9953. detection limit converted from '1.0 nmol/mol' to '2.0 ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.9953. -- data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.501. detection limit converted from '2.0 ug/m3' at 293.15 k,1013.25 hpa to '1.0 nmol/mol',conversion factor 0.501.",\n", + " dtype=object)
array(["data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.9953. detection limit converted from '1.0 nmol/mol' to '2.0 ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.9953. -- data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.501. detection limit converted from '2.0 ug/m3' at 293.15 k,1013.25 hpa to '1.0 nmol/mol',conversion factor 0.501.",\n", " "data from september 24,2001 until november 17,2003,were flagged as erroneous due to problems with ozone loss in the air inlet. -data/det.limit converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.9953. -- data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.501. detection limit converted from '2.0 ug/m3' at 293.15 k,1013.25 hpa to '1.0 nmol/mol',conversion factor 0.501.",\n", " "data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.50.",\n", " "data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.50.",\n", @@ -5283,7 +5285,7 @@ " "data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.9953. -- data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.5012. measurement uncertainty converted from '1.995 ug/m3' at 293.15 k,1013.25 hpa to '1.0 nmol/mol',conversion factor 0.5012. detection limit converted from '1.995 ug/m3' at 293.15 k,1013.25 hpa to '1.0 nmol/mol',conversion factor 0.5012.",\n", " "prior to shipment to and deployment in vietnam,the instrument was calibrated at wcc-empa against a primary ozone standard (standard reference photometer (srp),no 15,in april 2012. -- data converted from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa. -- data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.5012. measurement uncertainty converted from '1.995 ug/m3' at 293.15 k,1013.25 hpa to '1.0 nmol/mol',conversion factor 0.5012. detection limit converted from '1.995 ug/m3' at 293.15 k,1013.25 hpa to '1.0 nmol/mol',conversion factor 0.5012.",\n", " "filtered data valid data -- data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.9953. detection limit converted from '1.0 nmol/mol' to '2.0 ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.9953. -- data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.501. detection limit converted from '2.0 ug/m3' at 293.15 k,1013.25 hpa to '1.0 nmol/mol',conversion factor 0.501."],\n", - " dtype=object)
array([1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25,\n", + " dtype=object)
array([1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25,\n", " 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25,\n", " 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25,\n", " 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25,\n", @@ -5303,7 +5305,7 @@ " 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25,\n", " 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25,\n", " 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25,\n", - " 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25])
array([293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15,\n", + " 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25])
array([293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15,\n", " 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15,\n", " 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15,\n", " 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15,\n", @@ -5321,7 +5323,7 @@ " 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15,\n", " 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15,\n", " 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15,\n", - " 293.15, 293.15, 293.15, 293.15, 293.15, 293.15])
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " 293.15, 293.15, 293.15, 293.15, 293.15, 293.15])
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -5337,7 +5339,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -5353,7 +5355,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'measurement uncertainty explained: includes statistical uncertainty of individual sample and calibration uncertainty',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan',\n", @@ -5415,7 +5417,7 @@ " 'measurement uncertainty explained: includes statistical uncertainty of individual sample and calibration uncertainty;zero/negative values: zero and neg. values may appear due to statistical variations at very low concentrations',\n", " 'measurement uncertainty explained: includes statistical uncertainty of individual sample and calibration uncertainty;zero/negative values: zero and neg. values may appear due to statistical variations at very low concentrations',\n", " 'measurement uncertainty explained: includes statistical uncertainty of individual sample and calibration uncertainty',\n", - " 'nan'], dtype=object)
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", + " 'nan'], dtype=object)
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", @@ -5427,7 +5429,7 @@ " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan],\n", - " dtype=float32)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " dtype=float32)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -5443,7 +5445,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -5459,7 +5461,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -5475,7 +5477,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -5491,7 +5493,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -5507,7 +5509,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -5523,7 +5525,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -5539,7 +5541,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['barlasina@smn.gov.ar', 'mcupeiro@smn.gov.ar', 'nan', 'nan', 'nan',\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['barlasina@smn.gov.ar', 'mcupeiro@smn.gov.ar', 'nan', 'nan', 'nan',\n", " 'nan', 'iris.buxbaum@umweltbundesamt.at', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'e.adriaenssens@vmm.be',\n", " 'e.adriaenssens@vmm.be', 'e.adriaenssens@vmm.be', 'nan',\n", @@ -5572,7 +5574,7 @@ " 'nan', 'nan', 'nan', 'Audra.mcclure@noaa.gov', 'Audra.mcclure@noaa.gov',\n", " 'Audra.mcclure@noaa.gov', 'Audra.mcclure@noaa.gov',\n", " 'Audra.mcclure@noaa.gov', 'anhnnhn@gmail.com',\n", - " 'thumeka.mkololo@weathersa.co.za'], dtype=object)
array(['Servicio Meteorológico Nacional', 'Servicio Meteorologico Nacional',\n", + " 'thumeka.mkololo@weathersa.co.za'], dtype=object)
array(['Servicio Meteorológico Nacional', 'Servicio Meteorologico Nacional',\n", " 'nan', 'nan', 'nan', 'nan', 'Umweltbundesamt Wien', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'Flanders Environment Agency', 'Flanders Environment Agency',\n", @@ -5630,7 +5632,7 @@ " 'National Oceanic and Atmospheric Administration/Earth System Research Laboratory/Global Monitoring Division',\n", " 'National Oceanic and Atmospheric Administration/Earth System Research Laboratory/Global Monitoring Division',\n", " 'Hydro-Meteorological and Environmental Station Network Center',\n", - " 'South African Weather Service'], dtype=object)
array(['Maria Elena Barlasina', 'Manuel Cupeiro', 'Marina Froelich',\n", + " 'South African Weather Service'], dtype=object)
array(['Maria Elena Barlasina', 'Manuel Cupeiro', 'Marina Froelich',\n", " 'Marina Froelich', 'Wolfgang Spangl', 'Wolfgang Spangl', 'Iris Buxbaum',\n", " 'Wolfgang Spangl', 'Wolfgang Spangl', 'Wolfgang Spangl',\n", " 'Wolfgang Spangl', 'Wolfgang Spangl', 'Wolfgang Spangl',\n", @@ -5678,7 +5680,7 @@ " 'Marta Mitosinkova', 'Marta Mitosinkova', 'Marta Mitosinkova',\n", " 'Audra Mcclure-Begley', 'Audra Mcclure-Begley', 'Audra Mcclure-Begley',\n", " 'Audra Mcclure-Begley', 'Audra Mcclure-Begley', 'Nhat Anh Nguyen',\n", - " 'Thumeka Mkololo'], dtype=object)
array(['Measurement Altitude assumed to be Altitude + Sampling Height. ',\n", + " 'Thumeka Mkololo'], dtype=object)
array(['Measurement Altitude assumed to be Altitude + Sampling Height. ',\n", " 'Measurement Altitude assumed to be Altitude + Sampling Height. ', '',\n", " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Station Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. ',\n", " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Station Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. ',\n", @@ -5842,7 +5844,7 @@ " 'Measurement Altitude assumed to be Altitude + Sampling Height. ',\n", " 'Measurement Altitude assumed to be Altitude + Sampling Height. ',\n", " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Station Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. Measurement Altitude assumed to be Altitude + Sampling Height. '],\n", - " dtype=object)
array(['GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", + " dtype=object)
array(['GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", @@ -5875,7 +5877,7 @@ " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC'], dtype=object)
[9313920 values with dtype=float32]
[120960 values with dtype=float32]
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", + " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC'], dtype=object)
[9313920 values with dtype=float32]
[120960 values with dtype=float32]
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", @@ -5887,7 +5889,7 @@ " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan],\n", - " dtype=float32)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " dtype=float32)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -5903,7 +5905,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -5919,7 +5921,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -5935,7 +5937,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -5951,7 +5953,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array([ 5. , 7. , 0. , 0. , 0. , 0. ,\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array([ 5. , 7. , 0. , 0. , 0. , 0. ,\n", " 10. , 0. , 0. , 0. , 0. , 0. ,\n", " 0. , 0. , 0. , 0. , 0. , 0. ,\n", " 0. , 0. , 0. , 30. , 0. , 0. ,\n", @@ -5979,7 +5981,7 @@ " 0. , 0. , 0. , 0. , 5. , 3. ,\n", " 10. , 0. , 0. , 0. , 0. , 10. ,\n", " 6. , 10. , 10. , 10. , 12. , 4. ],\n", - " dtype=float32)
[120960 values with dtype=float32]
[120960 values with dtype=uint8]
array(['background', 'point_source-industrial', 'background', 'background',\n", + " dtype=float32)
[120960 values with dtype=float32]
[120960 values with dtype=uint8]
array(['background', 'point_source-industrial', 'background', 'background',\n", " 'background', 'background', 'background', 'background', 'nan', 'nan',\n", " 'background', 'nan', 'nan', 'nan', 'background', 'background', 'nan',\n", " 'nan', 'nan', 'nan', 'background', 'background', 'background',\n", @@ -6010,7 +6012,7 @@ " 'background', 'background', 'nan', 'nan', 'background', 'background',\n", " 'nan', 'background', 'background', 'background', 'background',\n", " 'background', 'background', 'background', 'background', 'background'],\n", - " dtype=object)
array(['Marambio', 'Ushuaia', 'Illmitz', 'Vorhegg', 'Pillersdorf Bei Retz',\n", + " dtype=object)
array(['Marambio', 'Ushuaia', 'Illmitz', 'Vorhegg', 'Pillersdorf Bei Retz',\n", " 'Sulzberg', 'Sonnblick', 'Masenberg', 'Haunsberg', 'Heidenreichstein',\n", " 'Forsthof', 'Dunkelsteinerwald', 'Gänserndorf', 'Stixneusiedl',\n", " 'Zoebelboden', 'Grebenzen Bei St. Lamprecht', 'Graz Lustbuehel',\n", @@ -6046,7 +6048,7 @@ " 'Norunda Stenen', 'Norra-Kvill', 'Vindeln', 'Grimsö', 'Iskrba',\n", " 'Zarodnje', 'Krvavec', 'Chopok', 'Stará Lesná', 'Starina', 'Topolniky',\n", " 'Barrow', 'Boulder Table Mountain', 'Mauna Loa', 'South Pole',\n", - " 'Trinidad Head', 'Pha Din', 'Cape Point'], dtype=object)
array(['AR0001R_UVP', 'AR0002G_UVP', 'AT0002R_UVP', 'AT0005R_UVP',\n", + " 'Trinidad Head', 'Pha Din', 'Cape Point'], dtype=object)
array(['AR0001R_UVP', 'AR0002G_UVP', 'AT0002R_UVP', 'AT0005R_UVP',\n", " 'AT0030R_UVP', 'AT0032R_UVP', 'AT0034G_UVP', 'AT0040R_UVP',\n", " 'AT0041R_UVP', 'AT0042R_UVP', 'AT0043R_UVP', 'AT0045R_UVP',\n", " 'AT0046R_UVP', 'AT0047R_UVP', 'AT0048R_UVP', 'AT0049R_UVP',\n", @@ -6088,7 +6090,7 @@ " 'SI0032R_UVP', 'SK0002R_UVP', 'SK0004R_UVP', 'SK0006R_UVP',\n", " 'SK0007R_UVP', 'US0008R_UVP', 'US0901R_UVP', 'US1200R_UVP',\n", " 'US6004G_UVP', 'US6005G_UVP', 'VN0001R_UVP', 'ZA0001G_UVP'],\n", - " dtype=object)
array(['America/Argentina/Ushuaia', 'America/Argentina/Ushuaia',\n", + " dtype=object)
array(['America/Argentina/Ushuaia', 'America/Argentina/Ushuaia',\n", " 'Europe/Vienna', 'Europe/Vienna', 'Europe/Vienna', 'Europe/Vienna',\n", " 'Europe/Vienna', 'Europe/Vienna', 'Europe/Vienna', 'Europe/Vienna',\n", " 'Europe/Vienna', 'Europe/Vienna', 'Europe/Vienna', 'Europe/Vienna',\n", @@ -6134,7 +6136,7 @@ " 'Europe/Bratislava', 'Europe/Bratislava', 'Europe/Bratislava',\n", " 'America/Anchorage', 'America/Denver', 'Pacific/Honolulu',\n", " 'Antarctica/McMurdo', 'America/Los_Angeles', 'Asia/Bangkok',\n", - " 'Africa/Johannesburg'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " 'Africa/Johannesburg'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -6150,7 +6152,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", @@ -6162,7 +6164,7 @@ " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan],\n", - " dtype=float32)
array(['nan', 'coastal', 'nan', 'nan', 'nan', 'nan', 'mountain', 'nan',\n", + " dtype=float32)
array(['nan', 'coastal', 'nan', 'nan', 'nan', 'nan', 'mountain', 'nan',\n", " 'complex', 'complex', 'nan', 'complex', 'complex', 'complex', 'nan',\n", " 'mountain', 'complex', 'complex', 'complex', 'complex', 'mountain',\n", " 'coastal', 'nan', 'mountain', 'complex', 'complex', 'nan', 'nan', 'nan',\n", @@ -6184,7 +6186,7 @@ " 'coastal', 'nan', 'nan', 'coastal', 'complex', 'nan', 'coastal', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'complex', 'complex',\n", " 'mountain', 'mountain', 'complex', 'nan', 'nan', 'coastal', 'nan',\n", - " 'mountain', 'nan', 'coastal', 'mountain', 'coastal'], dtype=object)
array(['TIDAL - MEAN SEA LEVEL', 'TIDAL - MEAN SEA LEVEL',\n", + " 'mountain', 'nan', 'coastal', 'mountain', 'coastal'], dtype=object)
array(['TIDAL - MEAN SEA LEVEL', 'TIDAL - MEAN SEA LEVEL',\n", " 'TIDAL - MEAN SEA LEVEL', 'TIDAL - MEAN SEA LEVEL',\n", " 'TIDAL - MEAN SEA LEVEL', 'TIDAL - MEAN SEA LEVEL',\n", " 'TIDAL - MEAN SEA LEVEL', 'TIDAL - MEAN SEA LEVEL',\n", @@ -6267,7 +6269,7 @@ " 'TIDAL - MEAN SEA LEVEL', 'TIDAL - MEAN SEA LEVEL',\n", " 'TIDAL - MEAN SEA LEVEL', 'TIDAL - MEAN SEA LEVEL',\n", " 'TIDAL - MEAN SEA LEVEL', 'TIDAL - MEAN SEA LEVEL',\n", - " 'TIDAL - MEAN SEA LEVEL', 'TIDAL - MEAN SEA LEVEL'], dtype=object)
[120960 values with dtype=uint8]
[120960 values with dtype=uint8]
array(['2018-04-01T00:00:00.000000000', '2018-04-01T01:00:00.000000000',\n", + " Conventions: CF-1.7
array(['2018-04-01T00:00:00.000000000', '2018-04-01T01:00:00.000000000',\n", " '2018-04-01T02:00:00.000000000', ..., '2018-04-30T21:00:00.000000000',\n", " '2018-04-30T22:00:00.000000000', '2018-04-30T23:00:00.000000000'],\n", - " dtype='datetime64[ns]')
array([ 0., 1., 2., 3., 4., 5., 6., 7., 8., 9., 10., 11.,\n", + " dtype='datetime64[ns]')
array([ 0., 1., 2., 3., 4., 5., 6., 7., 8., 9., 10., 11.,\n", " 12., 13., 14., 15., 16., 17., 18., 19., 20., 21., 22., 23.,\n", " 24., 25., 26., 27., 28., 29., 30., 31., 32., 33., 34., 35.,\n", " 36., 37., 38., 39., 40., 41., 42., 43., 44., 45., 46., 47.,\n", @@ -8777,7 +8780,7 @@ " 120., 121., 122., 123., 124., 125., 126., 127., 128., 129., 130., 131.,\n", " 132., 133., 134., 135., 136., 137., 138., 139., 140., 141., 142., 143.,\n", " 144., 145., 146., 147., 148., 149., 150., 151., 152., 153., 154., 155.,\n", - " 156., 157., 158., 159., 160., 161., 162., 163., 164., 165., 166., 167.])
array([-64.24006 , -54.848465, 47.766666, 46.677778, 48.721111, 47.529167,\n", + " 156., 157., 158., 159., 160., 161., 162., 163., 164., 165., 166., 167.])
array([-64.24006 , -54.848465, 47.766666, 46.677778, 48.721111, 47.529167,\n", " 47.05407 , 47.348056, 47.973056, 48.878611, 48.106111, 48.371111,\n", " 48.334722, 48.050833, 47.838611, 47.040277, 47.066944, 49.877778,\n", " 50.629421, 50.503333, 41.695833, 32.27 , 80.050003, 46.5475 ,\n", @@ -8804,7 +8807,7 @@ " 63.85 , 67.883333, 57.394 , 57.1645 , 57.9525 , 56.0429 ,\n", " 60.0858 , 57.816667, 64.25 , 59.728 , 45.566667, 46.428611,\n", " 46.299444, 48.933333, 49.15 , 49.05 , 47.96 , 71.323013,\n", - " 40.12498 , 19.53623 , -89.996948, 41.0541 , 21.5731 , -34.35348 ])
array([-5.662478e+01, -6.831069e+01, 1.676667e+01, 1.297222e+01,\n", + " 40.12498 , 19.53623 , -89.996948, 41.0541 , 21.5731 , -34.35348 ])
array([-5.662478e+01, -6.831069e+01, 1.676667e+01, 1.297222e+01,\n", " 1.594222e+01, 9.926667e+00, 1.295794e+01, 1.588222e+01,\n", " 1.301611e+01, 1.504667e+01, 1.591944e+01, 1.554667e+01,\n", " 1.673056e+01, 1.667667e+01, 1.444139e+01, 1.433000e+01,\n", @@ -8845,7 +8848,7 @@ " 1.976667e+01, 1.547200e+01, 1.486667e+01, 1.500333e+01,\n", " 1.453861e+01, 1.958333e+01, 2.028333e+01, 2.226667e+01,\n", " 1.786056e+01, -1.566115e+02, -1.052368e+02, -1.555762e+02,\n", - " -2.480000e+01, -1.241510e+02, 1.035157e+02, 1.848968e+01])
array([ 201., 17., 124., 1003., 234., 1021., 3075., 1158., 466., 548.,\n", + " -2.480000e+01, -1.241510e+02, 1.035157e+02, 1.848968e+01])
array([ 201., 17., 124., 1003., 234., 1021., 3075., 1158., 466., 548.,\n", " 574., 337., 156., 208., 881., 1816., 485., 420., 277., 159.,\n", " 1733., 39., 555., 3526., 494., 536., 1126., 1024., 796., 2121.,\n", " 0., 519., 726., 532., 1130., 13., 86., 1197., 97., 869.,\n", @@ -8861,7 +8864,7 @@ " 15., 12., 285., 1275., 81., 56., 178., 361., 171., 1588.,\n", " 6., 195., 780., 9., 338., 397., 7., 170., 51., 181.,\n", " 36., 221., 234., 107., 514., 766., 1757., 1617., 819., 484.,\n", - " 100., 9., 1691., 3401., nan, 100., 1387., 174.], dtype=float32)
array([0.000000e+00, 0.000000e+00, 0.000000e+00, 3.042509e-14, 2.185555e-15,\n", + " 100., 9., 1691., 3401., nan, 100., 1387., 174.], dtype=float32)
array([0.000000e+00, 0.000000e+00, 0.000000e+00, 3.042509e-14, 2.185555e-15,\n", " 0.000000e+00, 1.992454e-13, 0.000000e+00, 4.209633e-13, 1.679097e-15,\n", " 4.852100e-13, 1.969001e-15, 1.340942e-13, 6.248710e-14, 2.100758e-13,\n", " 9.962270e-14, 0.000000e+00, 1.147561e-13, 2.141060e-13, 2.465255e-14,\n", @@ -8894,7 +8897,7 @@ " 2.138894e-15, 0.000000e+00, 2.088533e-18, 0.000000e+00, 2.013163e-13,\n", " 0.000000e+00, 4.152850e-13, 1.590138e-13, 0.000000e+00, 4.941700e-14,\n", " 0.000000e+00, 4.534964e-17, 0.000000e+00, 0.000000e+00, 0.000000e+00,\n", - " 0.000000e+00, 2.872648e-13, 0.000000e+00], dtype=float32)
array([0.000000e+00, 0.000000e+00, 0.000000e+00, 8.225822e-14, 6.012667e-14,\n", + " 0.000000e+00, 2.872648e-13, 0.000000e+00], dtype=float32)
array([0.000000e+00, 0.000000e+00, 0.000000e+00, 8.225822e-14, 6.012667e-14,\n", " 0.000000e+00, 5.386828e-13, 0.000000e+00, 1.138131e-12, 4.619353e-14,\n", " 1.311828e-12, 5.416911e-14, 3.759797e-13, 1.689421e-13, 5.679673e-13,\n", " 2.693421e-13, 0.000000e+00, 3.448982e-13, 5.788603e-13, 6.665133e-14,\n", @@ -8927,7 +8930,7 @@ " 9.488507e-12, 0.000000e+00, 2.219958e-16, 0.000000e+00, 5.442847e-13,\n", " 0.000000e+00, 1.122772e-12, 4.299122e-13, 0.000000e+00, 1.737866e-13,\n", " 0.000000e+00, 5.721683e-15, 0.000000e+00, 0.000000e+00, 0.000000e+00,\n", - " 0.000000e+00, 8.000223e-13, 0.000000e+00], dtype=float32)
array([0.000000e+00, 0.000000e+00, 0.000000e+00, 1.375585e-16, 0.000000e+00,\n", + " 0.000000e+00, 8.000223e-13, 0.000000e+00], dtype=float32)
array([0.000000e+00, 0.000000e+00, 0.000000e+00, 1.375585e-16, 0.000000e+00,\n", " 0.000000e+00, 9.008314e-16, 0.000000e+00, 1.903272e-15, 0.000000e+00,\n", " 2.193740e-15, 0.000000e+00, 6.038217e-16, 2.825187e-16, 9.497996e-16,\n", " 4.504157e-16, 0.000000e+00, 5.125246e-16, 9.680197e-16, 1.114598e-16,\n", @@ -8960,7 +8963,7 @@ " 6.601672e-13, 0.000000e+00, 1.009839e-13, 0.000000e+00, 9.101958e-16,\n", " 0.000000e+00, 1.877591e-15, 7.189337e-16, 0.000000e+00, 2.161016e-16,\n", " 0.000000e+00, 8.178586e-17, 0.000000e+00, 0.000000e+00, 0.000000e+00,\n", - " 0.000000e+00, 1.294533e-15, 0.000000e+00], dtype=float32)
array([0.000000e+00, 0.000000e+00, 0.000000e+00, 5.175291e-13, 2.733042e-14,\n", + " 0.000000e+00, 1.294533e-15, 0.000000e+00], dtype=float32)
array([0.000000e+00, 0.000000e+00, 0.000000e+00, 5.175291e-13, 2.733042e-14,\n", " 0.000000e+00, 3.389148e-12, 0.000000e+00, 7.160564e-12, 2.099715e-14,\n", " 8.253374e-12, 2.462239e-14, 2.278494e-12, 1.062905e-12, 3.573377e-12,\n", " 1.694574e-12, 0.000000e+00, 1.945705e-12, 3.641927e-12, 4.193397e-13,\n", @@ -8993,7 +8996,7 @@ " 8.619777e-13, 0.000000e+00, 9.711523e-17, 0.000000e+00, 3.424377e-12,\n", " 0.000000e+00, 7.063961e-12, 2.704809e-12, 0.000000e+00, 8.332826e-13,\n", " 0.000000e+00, 2.688864e-15, 0.000000e+00, 0.000000e+00, 0.000000e+00,\n", - " 0.000000e+00, 4.882130e-12, 0.000000e+00], dtype=float32)
array([0.000000e+00, 0.000000e+00, 0.000000e+00, 1.522043e-12, 6.996554e-13,\n", + " 0.000000e+00, 4.882130e-12, 0.000000e+00], dtype=float32)
array([0.000000e+00, 0.000000e+00, 0.000000e+00, 1.522043e-12, 6.996554e-13,\n", " 0.000000e+00, 9.967411e-12, 0.000000e+00, 2.105912e-11, 5.375259e-13,\n", " 2.427307e-11, 6.303303e-13, 6.854504e-12, 3.125981e-12, 1.050924e-11,\n", " 4.983706e-12, 0.000000e+00, 6.117938e-12, 1.071083e-11, 1.233268e-12,\n", @@ -9026,7 +9029,7 @@ " 7.962478e-13, 0.000000e+00, 4.127878e-15, 0.000000e+00, 1.007104e-11,\n", " 0.000000e+00, 2.077494e-11, 7.954819e-12, 0.000000e+00, 2.909625e-12,\n", " 0.000000e+00, 3.651467e-16, 0.000000e+00, 0.000000e+00, 0.000000e+00,\n", - " 0.000000e+00, 1.462513e-11, 0.000000e+00], dtype=float32)
array([0.000000e+00, 0.000000e+00, 0.000000e+00, 1.521148e-14, 1.075611e-15,\n", + " 0.000000e+00, 1.462513e-11, 0.000000e+00], dtype=float32)
array([0.000000e+00, 0.000000e+00, 0.000000e+00, 1.521148e-14, 1.075611e-15,\n", " 0.000000e+00, 9.961557e-14, 0.000000e+00, 2.104675e-13, 8.263584e-16,\n", " 2.425881e-13, 9.690349e-16, 6.703846e-14, 3.124149e-14, 1.050307e-13,\n", " 4.980778e-14, 0.000000e+00, 5.736338e-14, 1.070454e-13, 1.232543e-14,\n", @@ -9059,7 +9062,7 @@ " 2.253324e-15, 0.000000e+00, 7.605125e-18, 0.000000e+00, 1.006512e-13,\n", " 0.000000e+00, 2.076277e-13, 7.950146e-14, 0.000000e+00, 2.469410e-14,\n", " 0.000000e+00, 1.935444e-16, 0.000000e+00, 0.000000e+00, 0.000000e+00,\n", - " 0.000000e+00, 1.436156e-13, 0.000000e+00], dtype=float32)
array([0.000000e+00, 0.000000e+00, 0.000000e+00, 1.521823e-13, 1.093214e-14,\n", + " 0.000000e+00, 1.436156e-13, 0.000000e+00], dtype=float32)
array([0.000000e+00, 0.000000e+00, 0.000000e+00, 1.521823e-13, 1.093214e-14,\n", " 0.000000e+00, 9.965986e-13, 0.000000e+00, 2.105607e-12, 8.398846e-15,\n", " 2.426955e-12, 9.848946e-15, 6.707232e-13, 3.125530e-13, 1.050772e-12,\n", " 4.982993e-13, 0.000000e+00, 5.739947e-13, 1.070930e-12, 1.233090e-13,\n", @@ -9092,7 +9095,7 @@ " 1.374389e-14, 0.000000e+00, 1.552330e-14, 0.000000e+00, 1.006958e-12,\n", " 0.000000e+00, 2.077194e-12, 7.953650e-13, 0.000000e+00, 2.471775e-13,\n", " 0.000000e+00, 7.172658e-16, 0.000000e+00, 0.000000e+00, 0.000000e+00,\n", - " 0.000000e+00, 1.436866e-12, 0.000000e+00], dtype=float32)
array([0.000000e+00, 0.000000e+00, 0.000000e+00, 9.231252e-13, 5.466069e-14,\n", + " 0.000000e+00, 1.436866e-12, 0.000000e+00], dtype=float32)
array([0.000000e+00, 0.000000e+00, 0.000000e+00, 9.231252e-13, 5.466069e-14,\n", " 0.000000e+00, 6.045283e-12, 0.000000e+00, 1.277240e-11, 4.199423e-14,\n", " 1.472168e-11, 4.924454e-14, 4.065654e-12, 1.895917e-12, 6.373896e-12,\n", " 3.022638e-12, 0.000000e+00, 3.474358e-12, 6.496169e-12, 7.479813e-13,\n", @@ -9125,7 +9128,7 @@ " 8.675671e-16, 0.000000e+00, 1.490791e-17, 0.000000e+00, 6.108124e-12,\n", " 0.000000e+00, 1.260006e-11, 4.824619e-12, 0.000000e+00, 1.490720e-12,\n", " 0.000000e+00, 1.239232e-15, 0.000000e+00, 0.000000e+00, 0.000000e+00,\n", - " 0.000000e+00, 8.710870e-12, 0.000000e+00], dtype=float32)
array([0.000000e+00, 0.000000e+00, 0.000000e+00, 3.868548e-17, 0.000000e+00,\n", + " 0.000000e+00, 8.710870e-12, 0.000000e+00], dtype=float32)
array([0.000000e+00, 0.000000e+00, 0.000000e+00, 3.868548e-17, 0.000000e+00,\n", " 0.000000e+00, 2.533411e-16, 0.000000e+00, 5.352590e-16, 0.000000e+00,\n", " 6.169483e-16, 0.000000e+00, 1.698127e-16, 7.945291e-17, 2.671126e-16,\n", " 1.266708e-16, 0.000000e+00, 1.441375e-16, 2.722365e-16, 3.134586e-17,\n", @@ -9158,7 +9161,7 @@ " 4.066370e-16, 0.000000e+00, 1.580880e-17, 0.000000e+00, 2.559748e-16,\n", " 0.000000e+00, 5.280338e-16, 2.021865e-16, 0.000000e+00, 6.077435e-17,\n", " 0.000000e+00, 1.893055e-16, 0.000000e+00, 0.000000e+00, 0.000000e+00,\n", - " 0.000000e+00, 3.640635e-16, 0.000000e+00], dtype=float32)
array([0.000000e+00, 0.000000e+00, 0.000000e+00, 1.521014e-13, 1.093214e-14,\n", + " 0.000000e+00, 3.640635e-16, 0.000000e+00], dtype=float32)
array([0.000000e+00, 0.000000e+00, 0.000000e+00, 1.521014e-13, 1.093214e-14,\n", " 0.000000e+00, 9.960692e-13, 0.000000e+00, 2.104491e-12, 8.398846e-15,\n", " 2.425667e-12, 9.848946e-15, 6.703692e-13, 3.123873e-13, 1.050215e-12,\n", " 4.980365e-13, 0.000000e+00, 5.736932e-13, 1.070361e-12, 1.232434e-13,\n", @@ -9191,7 +9194,7 @@ " 9.510742e-15, 0.000000e+00, 2.666073e-15, 0.000000e+00, 1.006424e-12,\n", " 0.000000e+00, 2.076092e-12, 7.949445e-13, 0.000000e+00, 2.470507e-13,\n", " 0.000000e+00, 3.217921e-16, 0.000000e+00, 0.000000e+00, 0.000000e+00,\n", - " 0.000000e+00, 1.436104e-12, 0.000000e+00], dtype=float32)
array(['nan', 'gentle - fine texture - low convexity',\n", + " 0.000000e+00, 1.436104e-12, 0.000000e+00], dtype=float32)
array(['nan', 'gentle - fine texture - low convexity',\n", " 'gentle - coarse texture - low convexity',\n", " 'steep - fine texture - low convexity',\n", " 'medium steep - fine texture - high convexity',\n", @@ -9351,7 +9354,7 @@ " 'steep - coarse texture - high convexity', 'nan',\n", " 'medium gentle - fine texture - high convexity',\n", " 'steep - fine texture - high convexity',\n", - " 'medium steep - fine texture - low convexity'], dtype=object)
array(['nan', 'lowlands', 'plains', 'mid altitude mountains',\n", + " 'medium steep - fine texture - low convexity'], dtype=object)
array(['nan', 'lowlands', 'plains', 'mid altitude mountains',\n", " 'very low plateaus', 'mid altitude mountains',\n", " 'high altitude mountains', 'mid altitude mountains',\n", " 'very low plateaus', 'high altitude plains', 'low plateaus',\n", @@ -9392,7 +9395,7 @@ " 'mid altitude mountains', 'mid altitude mountains', 'low plateaus',\n", " 'hills', 'plains', 'nan', 'mid altitude plateaus',\n", " 'high altitude plateaus', 'nan', 'water', 'mid altitude mountains',\n", - " 'rugged lowlands'], dtype=object)
array(['nan', 'steep - fine texture - low convexity',\n", + " 'rugged lowlands'], dtype=object)
array(['nan', 'steep - fine texture - low convexity',\n", " 'gentle - coarse texture - low convexity',\n", " 'steep - fine texture - high convexity',\n", " 'medium steep - fine texture - high convexity',\n", @@ -9515,7 +9518,7 @@ " 'gentle - coarse texture - low convexity', 'water',\n", " 'steep - fine texture - high convexity',\n", " 'steep - coarse texture - high convexity', 'nan', 'water',\n", - " 'steep - fine texture - high convexity', 'water'], dtype=object)
array(['nan', 'water', 'gentle - coarse texture - low convexity',\n", + " 'steep - fine texture - high convexity', 'water'], dtype=object)
array(['nan', 'water', 'gentle - coarse texture - low convexity',\n", " 'steep - fine texture - low convexity',\n", " 'medium steep - fine texture - high convexity',\n", " 'steep - fine texture - high convexity',\n", @@ -9645,7 +9648,7 @@ " 'gentle - coarse texture - low convexity', 'water',\n", " 'medium steep - fine texture - low convexity',\n", " 'steep - coarse texture - high convexity', 'nan', 'water',\n", - " 'steep - fine texture - high convexity', 'water'], dtype=object)
array(['nan', 'low altitude mountains', 'plains', 'mid altitude mountains',\n", + " 'steep - fine texture - high convexity', 'water'], dtype=object)
array(['nan', 'low altitude mountains', 'plains', 'mid altitude mountains',\n", " 'very low plateaus', 'low plateaus', 'mid altitude mountains',\n", " 'low altitude mountains', 'low plateaus', 'low plateaus',\n", " 'very low plateaus', 'very low plateaus', 'plains', 'plains',\n", @@ -9683,7 +9686,7 @@ " 'mid altitude mountains', 'low altitude mountains', 'low plateaus',\n", " 'low altitude mountains', 'plains', 'nan', 'high altitude plains',\n", " 'high altitude plateaus', 'nan', 'water', 'low altitude mountains',\n", - " 'water'], dtype=object)
array(['nan', 'water', 'plains', 'mid altitude mountains',\n", + " 'water'], dtype=object)
array(['nan', 'water', 'plains', 'mid altitude mountains',\n", " 'mid altitude plains', 'low altitude mountains',\n", " 'high altitude mountains', 'low altitude mountains',\n", " 'very low plateaus', 'low plateaus', 'low altitude mountains', 'hills',\n", @@ -9723,7 +9726,7 @@ " 'low altitude mountains', 'mid altitude mountains', 'low plateaus',\n", " 'hills', 'plains', 'nan', 'high altitude plains',\n", " 'high altitude plateaus', 'nan', 'water', 'mid altitude mountains',\n", - " 'water'], dtype=object)
array([ 1.900e+01, 3.000e+00, 1.120e+02, 9.090e+02, 2.720e+02, 9.180e+02,\n", + " 'water'], dtype=object)
array([ 1.900e+01, 3.000e+00, 1.120e+02, 9.090e+02, 2.720e+02, 9.180e+02,\n", " 2.589e+03, 1.038e+03, 4.450e+02, 5.490e+02, 5.390e+02, 3.020e+02,\n", " 1.570e+02, 2.020e+02, 6.570e+02, 1.594e+03, 4.320e+02, 4.300e+02,\n", " 2.640e+02, 1.890e+02, 1.589e+03, -2.000e+00, 5.840e+02, 3.314e+03,\n", @@ -9751,7 +9754,7 @@ " 2.900e+01, 2.040e+02, 2.690e+02, 1.250e+02, 6.000e+02, 6.700e+02,\n", " 1.445e+03, 1.517e+03, 8.210e+02, 4.760e+02, 1.100e+02, 1.000e+00,\n", " 1.672e+03, 3.298e+03, 2.745e+03, 9.500e+01, 1.276e+03, -3.000e+00],\n", - " dtype=float32)
array([7.800e+01, 8.000e+00, 2.000e+00, 1.970e+02, 4.600e+01, 3.120e+02,\n", + " dtype=float32)
array([7.800e+01, 8.000e+00, 2.000e+00, 1.970e+02, 4.600e+01, 3.120e+02,\n", " 1.103e+03, 4.880e+02, 2.100e+01, 3.600e+01, 2.230e+02, 1.000e+02,\n", " 8.000e+00, 4.900e+01, 1.030e+02, 5.180e+02, 9.300e+01, 6.500e+01,\n", " 1.900e+01, 6.000e+01, 3.810e+02, 3.610e+02, 9.480e+02, 1.573e+03,\n", @@ -9779,7 +9782,7 @@ " 1.200e+01, 4.200e+01, 9.400e+01, 1.600e+01, 1.180e+02, 2.560e+02,\n", " 8.450e+02, 4.860e+02, 1.310e+02, 1.460e+02, 4.000e+00, 3.100e+01,\n", " 1.140e+02, 5.310e+02, 6.000e+00, 1.330e+02, 5.130e+02, 5.800e+01],\n", - " dtype=float32)
array(['1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3',\n", + " dtype=float32)
array(['1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3',\n", " '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3',\n", " '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3',\n", " '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3',\n", @@ -9800,7 +9803,7 @@ " '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3',\n", " '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3',\n", " '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3', '1.3.3'],\n", - " dtype=object)
array([0.000000e+00, 1.641689e-02, 3.451080e+00, 7.928834e-01, 2.470266e+00,\n", + " dtype=object)
array([0.000000e+00, 1.641689e-02, 3.451080e+00, 7.928834e-01, 2.470266e+00,\n", " 4.198371e+00, 2.615061e-01, 1.547885e+00, 5.053829e+00, 1.780731e+00,\n", " 3.675361e+00, 4.530497e+00, 7.248289e+00, 7.722292e+00, 1.335771e+00,\n", " 5.389296e-01, 4.493267e+00, 2.250240e+00, 9.585333e+00, 9.667427e+00,\n", @@ -9833,7 +9836,7 @@ " 8.611571e-01, 4.373772e-01, 6.845628e-02, 3.827053e-01, 6.236709e-01,\n", " 1.579185e+00, 3.834881e+00, 1.627478e+00, 1.692341e+00, 7.824045e-01,\n", " 5.020796e+00, 1.079307e-01, 1.158018e+01, 4.559449e-03, nan,\n", - " 7.309250e-01, 3.054895e-02, 3.118353e-01], dtype=float32)
array([0.000000e+00, 2.178124e-01, 1.762877e+00, 1.173100e+00, 3.447264e+00,\n", + " 7.309250e-01, 3.054895e-02, 3.118353e-01], dtype=float32)
array([0.000000e+00, 2.178124e-01, 1.762877e+00, 1.173100e+00, 3.447264e+00,\n", " 1.157241e+00, 0.000000e+00, 1.082312e-01, 2.730326e+00, 1.097038e+00,\n", " 7.343925e-01, 4.117237e+00, 7.932886e+00, 3.585407e+00, 0.000000e+00,\n", " 5.709864e-01, 2.330912e+01, 3.738471e+00, 1.455563e+01, 1.084787e+01,\n", @@ -9866,7 +9869,7 @@ " 8.917750e-01, 4.788742e-03, 2.964287e-02, 3.550355e-01, 3.375556e-01,\n", " 2.270696e-01, 1.752070e-01, 3.026851e-02, 1.821911e+00, 1.412027e-01,\n", " 9.366841e-01, 2.007703e-01, 4.072711e+00, 0.000000e+00, nan,\n", - " 6.320625e-01, 0.000000e+00, 4.462050e-01], dtype=float32)
array([0.000000e+00, 3.568217e+01, 9.980865e+01, 3.190750e+01, 6.726781e+01,\n", + " 6.320625e-01, 0.000000e+00, 4.462050e-01], dtype=float32)
array([0.000000e+00, 3.568217e+01, 9.980865e+01, 3.190750e+01, 6.726781e+01,\n", " 1.903521e+02, 1.465043e+01, 6.950777e+01, 2.090169e+02, 4.181914e+01,\n", " 1.111647e+02, 1.033284e+02, 3.054646e+02, 2.914489e+02, 5.580139e+01,\n", " 2.613210e+01, 2.718617e+02, 4.358804e+01, 3.936721e+02, 2.216847e+02,\n", @@ -9899,7 +9902,7 @@ " 3.880754e+01, 1.061801e+01, 2.944844e+00, 1.101898e+01, 2.447752e+01,\n", " 8.707396e+01, 1.655813e+02, 7.425315e+01, 1.034081e+02, 3.454342e+01,\n", " 1.164009e+02, 3.855874e+00, 1.956914e+02, 5.680043e-04, nan,\n", - " 2.559976e+01, 1.299583e+02, 9.822782e+00], dtype=float32)
array([0.000000e+00, 4.690972e+02, 3.103303e+01, 3.508097e+01, 8.357281e+01,\n", + " 2.559976e+01, 1.299583e+02, 9.822782e+00], dtype=float32)
array([0.000000e+00, 4.690972e+02, 3.103303e+01, 3.508097e+01, 8.357281e+01,\n", " 7.617443e+01, 0.000000e+00, 2.803909e+01, 9.498553e+01, 2.553344e+01,\n", " 2.845852e+01, 1.096564e+02, 1.904848e+02, 5.720120e+01, 0.000000e+00,\n", " 1.987993e+01, 1.588540e+03, 6.831900e+01, 4.451785e+02, 2.379049e+02,\n", @@ -9932,7 +9935,7 @@ " 2.430091e+01, 1.516435e-01, 1.447979e+00, 1.302931e+01, 1.017144e+01,\n", " 3.515065e+01, 1.289989e+01, 2.165792e+00, 7.235415e+01, 5.460165e+00,\n", " 1.734164e+01, 1.086669e+00, 4.020491e+01, 0.000000e+00, nan,\n", - " 3.256375e+01, 0.000000e+00, 7.023504e-02], dtype=float32)
array([0.00000e+00, 0.00000e+00, 1.02944e+01, 0.00000e+00, 0.00000e+00,\n", + " 3.256375e+01, 0.000000e+00, 7.023504e-02], dtype=float32)
array([0.00000e+00, 0.00000e+00, 1.02944e+01, 0.00000e+00, 0.00000e+00,\n", " 0.00000e+00, 0.00000e+00, 0.00000e+00, 0.00000e+00, 1.93600e+01,\n", " 0.00000e+00, 6.62080e+00, 0.00000e+00, 0.00000e+00, 0.00000e+00,\n", " 0.00000e+00, 5.00000e+00, 1.36528e+01, 2.13904e+01, 2.19152e+01,\n", @@ -9965,7 +9968,7 @@ " 0.00000e+00, 0.00000e+00, 0.00000e+00, 5.60000e-02, 0.00000e+00,\n", " 0.00000e+00, 0.00000e+00, 0.00000e+00, 1.06560e+01, 0.00000e+00,\n", " 5.78240e+00, 0.00000e+00, 0.00000e+00, 0.00000e+00, nan,\n", - " 0.00000e+00, 0.00000e+00, 1.00512e+01], dtype=float32)
array([ 0., 21., 100., 99., 100., 99., 100., 100., 100., 99., 100., 100.,\n", + " 0.00000e+00, 0.00000e+00, 1.00512e+01], dtype=float32)
array([ 0., 21., 100., 99., 100., 99., 100., 100., 100., 99., 100., 100.,\n", " 100., 100., 100., 97., 100., 100., 100., 100., 93., 100., 0., 100.,\n", " 100., 100., 100., 100., 100., 84., 83., 99., 100., 100., 99., 100.,\n", " 100., 100., 100., 100., 99., 98., 99., 0., 98., 0., 100., 0.,\n", @@ -9979,7 +9982,7 @@ " 98., 0., 100., 100., 0., 2., 94., 100., 100., 100., 98., 43.,\n", " 87., 30., 100., 91., 100., 100., 99., 100., 88., 95., 99., 100.,\n", " 100., 100., 99., 95., 100., 71., 100., 43., nan, 93., 57., 97.],\n", - " dtype=float32)
array([ 0., 16., 95., 78., 99., 63., 0., 13., 92., 65., 67., 100.,\n", + " dtype=float32)
array([ 0., 16., 95., 78., 99., 63., 0., 13., 92., 65., 67., 100.,\n", " 99., 98., 0., 66., 100., 100., 100., 98., 47., 99., 0., 51.,\n", " 100., 100., 100., 99., 99., 0., 7., 64., 79., 81., 27., 100.,\n", " 80., 61., 60., 77., 99., 81., 84., 0., 92., 0., 96., 0.,\n", @@ -9993,7 +9996,7 @@ " 27., 0., 98., 6., 0., 0., 93., 83., 100., 4., 87., 0.,\n", " 12., 8., 56., 19., 67., 29., 80., 6., 22., 63., 37., 34.,\n", " 35., 23., 67., 46., 94., 25., 100., 0., nan, 48., 0., 37.],\n", - " dtype=float32)
array([0.0000e+00, 4.2063e+04, 6.5730e+03, 6.6770e+03, 5.3320e+03, 7.0010e+03,\n", + " dtype=float32)
array([0.0000e+00, 4.2063e+04, 6.5730e+03, 6.6770e+03, 5.3320e+03, 7.0010e+03,\n", " 1.7676e+04, 6.3090e+03, 5.8220e+03, 2.9770e+03, 8.5300e+03, 2.9980e+03,\n", " 8.5300e+03, 8.5300e+03, 5.9200e+03, 4.9860e+03, 7.7380e+03, 2.7080e+03,\n", " 8.4580e+03, 3.2800e+03, 6.5480e+03, 7.0990e+03, 0.0000e+00, 1.1336e+04,\n", @@ -10021,7 +10024,7 @@ " 7.4390e+03, 2.9080e+03, 3.7110e+03, 2.9750e+03, 4.0250e+03, 6.5640e+03,\n", " 8.3180e+03, 6.0660e+03, 1.4915e+04, 5.9230e+03, 4.6900e+03, 4.4930e+03,\n", " 1.9853e+04, 1.7000e+01, nan, 1.0545e+04, 2.7399e+05, 4.1067e+04],\n", - " dtype=float32)
array([0.0000e+00, 3.1821e+04, 1.6600e+03, 2.2810e+03, 2.2720e+03, 3.9410e+03,\n", + " dtype=float32)
array([0.0000e+00, 3.1821e+04, 1.6600e+03, 2.2810e+03, 2.2720e+03, 3.9410e+03,\n", " 0.0000e+00, 2.8490e+03, 2.8600e+03, 1.3560e+03, 2.2670e+03, 2.9980e+03,\n", " 3.0270e+03, 1.6240e+03, 0.0000e+00, 2.0880e+03, 6.9420e+03, 1.7380e+03,\n", " 3.7310e+03, 2.2750e+03, 2.0590e+03, 7.0990e+03, 0.0000e+00, 1.1460e+03,\n", @@ -10049,7 +10052,7 @@ " 2.3020e+03, 1.4000e+02, 9.2300e+02, 2.1400e+03, 1.1020e+03, 4.7590e+03,\n", " 2.2370e+03, 1.6070e+03, 3.7750e+03, 1.6310e+03, 1.7070e+03, 3.4600e+02,\n", " 2.3210e+03, 0.0000e+00, nan, 2.3540e+03, 0.0000e+00, 9.0000e+00],\n", - " dtype=float32)
array(['water', 'very low density rural', 'very low density rural',\n", + " dtype=float32)
array(['water', 'very low density rural', 'very low density rural',\n", " 'very low density rural', 'very low density rural',\n", " 'very low density rural', 'very low density rural',\n", " 'very low density rural', 'very low density rural',\n", @@ -10114,7 +10117,7 @@ " 'very low density rural', 'very low density rural',\n", " 'very low density rural', 'very low density rural', 'water',\n", " 'very low density rural', 'very low density rural', 'nan', 'water',\n", - " 'very low density rural', 'water'], dtype=object)
array(['water', 'water', 'very low density rural', 'very low density rural',\n", + " 'very low density rural', 'water'], dtype=object)
array(['water', 'water', 'very low density rural', 'very low density rural',\n", " 'very low density rural', 'very low density rural',\n", " 'very low density rural', 'very low density rural',\n", " 'very low density rural', 'very low density rural',\n", @@ -10180,7 +10183,7 @@ " 'very low density rural', 'very low density rural',\n", " 'very low density rural', 'very low density rural', 'water',\n", " 'very low density rural', 'very low density rural', 'nan', 'water',\n", - " 'very low density rural', 'water'], dtype=object)
array([0.000000e+00, 0.000000e+00, 1.782431e+02, 0.000000e+00, 0.000000e+00,\n", + " 'very low density rural', 'water'], dtype=object)
array([0.000000e+00, 0.000000e+00, 1.782431e+02, 0.000000e+00, 0.000000e+00,\n", " 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 3.731908e+02,\n", " 0.000000e+00, 1.914441e+02, 0.000000e+00, 0.000000e+00, 0.000000e+00,\n", " 0.000000e+00, 3.471132e+02, 2.372969e+02, 4.450653e+02, 5.039089e+02,\n", @@ -10213,7 +10216,7 @@ " 0.000000e+00, 0.000000e+00, 0.000000e+00, 1.890558e+00, 0.000000e+00,\n", " 0.000000e+00, 3.651308e-01, 0.000000e+00, 4.936926e+02, 0.000000e+00,\n", " 1.088258e+02, 0.000000e+00, 0.000000e+00, 0.000000e+00, nan,\n", - " 0.000000e+00, 0.000000e+00, 2.453957e+00], dtype=float32)
array(['very low density rural', 'water', 'very low density rural',\n", + " 0.000000e+00, 0.000000e+00, 2.453957e+00], dtype=float32)
array(['very low density rural', 'water', 'very low density rural',\n", " 'very low density rural', 'very low density rural',\n", " 'very low density rural', 'very low density rural',\n", " 'very low density rural', 'very low density rural', 'low density rural',\n", @@ -10277,7 +10280,7 @@ " 'very low density rural', 'very low density rural',\n", " 'very low density rural', 'very low density rural',\n", " 'very low density rural', 'nan', 'water', 'very low density rural',\n", - " 'very low density rural'], dtype=object)
array([0.000000e+00, 3.676580e+00, 1.043439e+02, 2.891395e+01, 6.576196e+01,\n", + " 'very low density rural'], dtype=object)
array([0.000000e+00, 3.676580e+00, 1.043439e+02, 2.891395e+01, 6.576196e+01,\n", " 2.002287e+02, 1.932350e+01, 7.101602e+01, 2.097893e+02, 4.481235e+01,\n", " 1.687959e+02, 1.031429e+02, 3.593801e+02, 3.602792e+02, 5.492215e+01,\n", " 2.671996e+01, 2.724147e+02, 4.551095e+01, 3.866893e+02, 2.181801e+02,\n", @@ -10310,7 +10313,7 @@ " 4.288913e+01, 8.058159e+00, 3.422457e+00, 1.209941e+01, 2.527039e+01,\n", " 9.015112e+01, 1.792928e+02, 6.864024e+01, 1.111997e+02, 3.141101e+01,\n", " 1.195565e+02, 3.268207e+00, 1.872376e+02, 5.126638e-02, 0.000000e+00,\n", - " 2.306228e+01, 8.593194e+01, 2.638384e+01], dtype=float32)
array([0.000000e+00, 2.912720e+00, 3.400988e+01, 2.154398e+01, 6.598087e+01,\n", + " 2.306228e+01, 8.593194e+01, 2.638384e+01], dtype=float32)
array([0.000000e+00, 2.912720e+00, 3.400988e+01, 2.154398e+01, 6.598087e+01,\n", " 9.970491e+01, 1.105146e+01, 5.292439e+01, 1.186672e+02, 5.602424e+01,\n", " 4.912894e+01, 1.303824e+02, 1.811169e+02, 9.129450e+01, 1.785338e+01,\n", " 2.909961e+01, 1.471922e+03, 5.477317e+01, 1.668051e+02, 3.134350e+02,\n", @@ -10343,7 +10346,7 @@ " 3.437179e+01, 5.238231e+00, 1.950056e+00, 1.613721e+01, 1.364565e+01,\n", " 4.778874e+01, 1.887730e+01, 2.253966e+01, 7.289510e+01, 1.572427e+01,\n", " 8.078988e+01, 1.976923e+01, 4.117908e+01, 3.095616e-03, 0.000000e+00,\n", - " 3.171951e+01, 8.547469e+01, 4.788679e-02], dtype=float32)
array([0.000000e+00, 7.596221e+00, 4.196918e+02, 1.047600e+03, 5.342902e+02,\n", + " 3.171951e+01, 8.547469e+01, 4.788679e-02], dtype=float32)
array([0.000000e+00, 7.596221e+00, 4.196918e+02, 1.047600e+03, 5.342902e+02,\n", " 2.169918e+03, 1.160142e+02, 1.769506e+03, 2.238533e+03, 2.902039e+02,\n", " 4.399082e+03, 4.939289e+02, 4.399083e+03, 4.399083e+03, 1.466429e+03,\n", " 3.816585e+02, 2.170391e+03, 1.127037e+03, 2.730783e+03, 1.094270e+03,\n", @@ -10376,7 +10379,7 @@ " 4.683061e+03, 5.341991e+01, 1.551821e+01, 6.936597e+01, 6.386975e+02,\n", " 2.383873e+03, 2.744521e+03, 4.787817e+02, 1.619820e+03, 3.520659e+02,\n", " 7.049489e+02, 2.306286e+03, 6.311625e+03, 1.951150e+01, 0.000000e+00,\n", - " 2.171837e+03, 1.077469e+02, 3.519015e+04], dtype=float32)
array([0.000000e+00, 7.596220e+00, 3.872487e+02, 2.635724e+01, 9.327704e+01,\n", + " 2.171837e+03, 1.077469e+02, 3.519015e+04], dtype=float32)
array([0.000000e+00, 7.596220e+00, 3.872487e+02, 2.635724e+01, 9.327704e+01,\n", " 1.932475e+02, 2.367033e+01, 1.146238e+02, 2.466041e+02, 1.422318e+02,\n", " 1.127776e+02, 4.939288e+02, 7.791940e+02, 3.282423e+02, 2.455698e+01,\n", " 4.217877e+01, 2.170391e+03, 5.714431e+01, 3.553141e+02, 6.449427e+02,\n", @@ -10409,7 +10412,7 @@ " 4.181690e+01, 1.385086e+01, 1.950057e+00, 1.710931e+01, 2.055932e+02,\n", " 4.685620e+02, 2.013748e+02, 1.757976e+02, 4.758453e+02, 2.981873e+01,\n", " 1.883994e+02, 1.935876e+03, 4.163841e+02, 4.666241e-02, 0.000000e+00,\n", - " 3.004012e+02, 1.077468e+02, 2.653221e-01], dtype=float32)
array([0.000000e+00, 7.596219e+00, 3.727455e+01, 2.160091e+01, 6.370982e+01,\n", + " 3.004012e+02, 1.077468e+02, 2.653221e-01], dtype=float32)
array([0.000000e+00, 7.596219e+00, 3.727455e+01, 2.160091e+01, 6.370982e+01,\n", " 7.343772e+01, 9.315965e+00, 6.090043e+01, 6.510796e+01, 6.826463e+01,\n", " 3.772225e+01, 3.420486e+01, 3.691249e+02, 7.935504e+01, 1.726200e+01,\n", " 2.718578e+01, 2.170391e+03, 5.714430e+01, 4.576423e+01, 3.144363e+02,\n", @@ -10442,7 +10445,7 @@ " 4.181689e+01, 1.315142e+00, 1.950056e+00, 1.710930e+01, 2.718584e+01,\n", " 3.195612e+01, 9.911605e+00, 1.283776e+01, 1.271799e+01, 1.500078e+01,\n", " 7.439497e+01, 0.000000e+00, 3.542852e+01, 0.000000e+00, 0.000000e+00,\n", - " 1.746961e+02, 7.488651e+01, 2.653221e-01], dtype=float32)
array([ 1.000e+00, 0.000e+00, -3.220e+02, -1.010e+02, -3.730e+02, -2.900e+02,\n", + " 1.746961e+02, 7.488651e+01, 2.653221e-01], dtype=float32)
array([ 1.000e+00, 0.000e+00, -3.220e+02, -1.010e+02, -3.730e+02, -2.900e+02,\n", " -1.430e+02, -2.460e+02, -2.450e+02, -3.610e+02, -3.140e+02, -3.250e+02,\n", " -3.710e+02, -3.450e+02, -2.370e+02, -1.520e+02, -2.040e+02, -1.780e+02,\n", " -1.470e+02, -1.070e+02, -8.100e+01, 0.000e+00, -2.000e+00, -2.430e+02,\n", @@ -10470,7 +10473,7 @@ " -4.800e+01, -5.100e+01, -5.800e+01, -1.260e+02, -3.800e+01, -1.280e+02,\n", " -9.100e+01, -5.560e+02, -5.680e+02, -6.090e+02, -3.890e+02, 1.000e+00,\n", " -1.218e+03, -3.700e+01, -1.278e+03, 0.000e+00, -3.130e+02, 2.000e+00],\n", - " dtype=float32)
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", + " dtype=float32)
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 4., 3., 1., 1.,\n", " nan, nan, nan, nan, nan, nan, nan, 3., nan, nan, nan, nan, 2., nan,\n", " nan, nan, nan, nan, nan, nan, nan, 3., 2., 1., nan, 2., 2., 2.,\n", @@ -10482,7 +10485,7 @@ " nan, 4., nan, 3., nan, 2., 3., nan, nan, nan, nan, nan, 2., nan,\n", " 2., 2., 2., nan, 3., 3., 3., nan, nan, 1., nan, 1., 3., 3.,\n", " 6., nan, nan, nan, 3., 2., 1., nan, nan, nan, nan, nan, nan, nan],\n", - " dtype=float32)
array(['polar - frost', 'polar - tundra', 'cold - no dry season - warm summer',\n", + " dtype=float32)
array(['polar - frost', 'polar - tundra', 'cold - no dry season - warm summer',\n", " 'cold - no dry season - warm summer',\n", " 'cold - no dry season - warm summer',\n", " 'cold - no dry season - warm summer', 'polar - tundra',\n", @@ -10616,7 +10619,7 @@ " 'cold - no dry season - warm summer', 'polar - tundra',\n", " 'arid - steppe - cold', 'polar - tundra', 'polar - frost', 'water',\n", " 'temperate - dry winter - hot summer',\n", - " 'temperate - dry summer - warm summer'], dtype=object)
array(['water', 'polar - tundra', 'cold - no dry season - warm summer',\n", + " 'temperate - dry summer - warm summer'], dtype=object)
array(['water', 'polar - tundra', 'cold - no dry season - warm summer',\n", " 'cold - no dry season - warm summer',\n", " 'cold - no dry season - warm summer',\n", " 'cold - no dry season - warm summer', 'polar - tundra',\n", @@ -10733,7 +10736,7 @@ " 'cold - no dry season - warm summer',\n", " 'cold - no dry season - warm summer', 'water', 'arid - steppe - cold',\n", " 'temperate - no dry season - warm summer', 'polar - frost', 'water',\n", - " 'temperate - dry winter - hot summer', 'water'], dtype=object)
array(['water', 'water', 'cold - no dry season - warm summer',\n", + " 'temperate - dry winter - hot summer', 'water'], dtype=object)
array(['water', 'water', 'cold - no dry season - warm summer',\n", " 'cold - no dry season - warm summer',\n", " 'cold - no dry season - warm summer',\n", " 'cold - no dry season - warm summer', 'polar - tundra',\n", @@ -10856,7 +10859,7 @@ " 'cold - no dry season - warm summer',\n", " 'cold - no dry season - warm summer', 'water', 'arid - steppe - cold',\n", " 'polar - tundra', 'polar - frost', 'water',\n", - " 'temperate - dry winter - hot summer', 'water'], dtype=object)
array(['permanent snow and ice', 'urban and built-up lands', 'grasslands',\n", + " 'temperate - dry winter - hot summer', 'water'], dtype=object)
array(['permanent snow and ice', 'urban and built-up lands', 'grasslands',\n", " 'mixed forests', 'croplands', 'woody savannas', 'grasslands',\n", " 'woody savannas', 'grasslands', 'evergreen needleleaf forests',\n", " 'mixed forests', 'mixed forests', 'croplands', 'croplands',\n", @@ -10904,7 +10907,7 @@ " 'mixed forests', 'croplands', 'deciduous broadleaf forests',\n", " 'croplands', 'permanent wetlands', 'grasslands', 'barren',\n", " 'water bodies', 'water bodies', 'savannas', 'water bodies'],\n", - " dtype=object)
array(['non-vegetated lands', 'urban and built-up lands', 'grasslands',\n", + " dtype=object)
array(['non-vegetated lands', 'urban and built-up lands', 'grasslands',\n", " 'evergreen needleleaf forests', 'grasslands', 'savannas', 'grasslands',\n", " 'savannas', 'grasslands', 'evergreen needleleaf forests',\n", " 'deciduous broadleaf forests', 'deciduous broadleaf forests',\n", @@ -10952,7 +10955,7 @@ " 'deciduous broadleaf forests', 'deciduous broadleaf forests',\n", " 'savannas', 'deciduous broadleaf forests', 'broadleaf croplands',\n", " 'grasslands', 'grasslands', 'non-vegetated lands', 'water bodies',\n", - " 'water bodies', 'savannas', 'water bodies'], dtype=object)
array(['non-vegetated lands', 'urban and built-up lands', 'grasslands',\n", + " 'water bodies', 'savannas', 'water bodies'], dtype=object)
array(['non-vegetated lands', 'urban and built-up lands', 'grasslands',\n", " 'mixed forests', 'croplands', 'woody savannas', 'grasslands',\n", " 'woody savannas', 'grasslands', 'evergreen needleleaf forests',\n", " 'mixed forests', 'mixed forests', 'croplands', 'croplands',\n", @@ -10999,7 +11002,7 @@ " 'mixed forests', 'woody savannas', 'mixed forests', 'croplands',\n", " 'deciduous broadleaf forests', 'croplands', 'permanent wetlands',\n", " 'grasslands', 'non-vegetated lands', 'water bodies', 'water bodies',\n", - " 'savannas', 'water bodies'], dtype=object)
array(['water bodies', 'grasslands', 'croplands', 'mixed forests', 'croplands',\n", + " 'savannas', 'water bodies'], dtype=object)
array(['water bodies', 'grasslands', 'croplands', 'mixed forests', 'croplands',\n", " 'mixed forests', 'grasslands', 'mixed forests', 'savannas', 'croplands',\n", " 'mixed forests', 'croplands', 'croplands', 'croplands', 'mixed forests',\n", " 'mixed forests', 'woody savannas', 'mixed forests', 'savannas',\n", @@ -11041,7 +11044,7 @@ " 'deciduous broadleaf forests', 'mixed forests', 'mixed forests',\n", " 'mixed forests', 'mixed forests', 'deciduous broadleaf forests',\n", " 'croplands', 'water bodies', 'grasslands', 'barren', 'water bodies',\n", - " 'water bodies', 'savannas', 'water bodies'], dtype=object)
array(['water bodies', 'water bodies', 'grasslands', 'mixed forests',\n", + " 'water bodies', 'savannas', 'water bodies'], dtype=object)
array(['water bodies', 'water bodies', 'grasslands', 'mixed forests',\n", " 'croplands', 'woody savannas', 'grasslands', 'woody savannas',\n", " 'grasslands', 'evergreen needleleaf forests', 'mixed forests',\n", " 'mixed forests', 'croplands', 'croplands', 'mixed forests',\n", @@ -11088,7 +11091,7 @@ " 'deciduous broadleaf forests', 'mixed forests', 'woody savannas',\n", " 'deciduous broadleaf forests', 'croplands', 'water bodies',\n", " 'grasslands', 'barren', 'water bodies', 'water bodies', 'savannas',\n", - " 'water bodies'], dtype=object)
array(['water bodies', 'grasslands', 'broadleaf croplands',\n", + " 'water bodies'], dtype=object)
array(['water bodies', 'grasslands', 'broadleaf croplands',\n", " 'evergreen needleleaf forests', 'grasslands', 'savannas', 'grasslands',\n", " 'savannas', 'savannas', 'evergreen needleleaf forests',\n", " 'deciduous broadleaf forests', 'grasslands', 'broadleaf croplands',\n", @@ -11136,7 +11139,7 @@ " 'deciduous broadleaf forests', 'grasslands',\n", " 'deciduous broadleaf forests', 'broadleaf croplands', 'water bodies',\n", " 'grasslands', 'non-vegetated lands', 'water bodies', 'water bodies',\n", - " 'savannas', 'water bodies'], dtype=object)
array(['water bodies', 'water bodies', 'grasslands',\n", + " 'savannas', 'water bodies'], dtype=object)
array(['water bodies', 'water bodies', 'grasslands',\n", " 'evergreen needleleaf forests', 'grasslands', 'savannas', 'grasslands',\n", " 'savannas', 'savannas', 'evergreen needleleaf forests',\n", " 'deciduous broadleaf forests', 'deciduous broadleaf forests',\n", @@ -11184,7 +11187,7 @@ " 'deciduous broadleaf forests', 'savannas',\n", " 'deciduous broadleaf forests', 'grasslands', 'water bodies',\n", " 'grasslands', 'non-vegetated lands', 'water bodies', 'water bodies',\n", - " 'savannas', 'water bodies'], dtype=object)
array(['water bodies', 'water bodies', 'croplands', 'mixed forests',\n", + " 'savannas', 'water bodies'], dtype=object)
array(['water bodies', 'water bodies', 'croplands', 'mixed forests',\n", " 'croplands', 'mixed forests', 'grasslands', 'mixed forests', 'savannas',\n", " 'croplands', 'mixed forests', 'croplands', 'croplands', 'croplands',\n", " 'mixed forests', 'mixed forests', 'woody savannas', 'mixed forests',\n", @@ -11226,7 +11229,7 @@ " 'mixed forests', 'mixed forests', 'mixed forests', 'mixed forests',\n", " 'deciduous broadleaf forests', 'croplands', 'water bodies',\n", " 'grasslands', 'non-vegetated lands', 'water bodies', 'water bodies',\n", - " 'savannas', 'water bodies'], dtype=object)
array(['water bodies', 'water bodies', 'grasslands', 'mixed forests',\n", + " 'savannas', 'water bodies'], dtype=object)
array(['water bodies', 'water bodies', 'grasslands', 'mixed forests',\n", " 'croplands', 'woody savannas', 'grasslands', 'woody savannas',\n", " 'grasslands', 'evergreen needleleaf forests', 'mixed forests',\n", " 'mixed forests', 'croplands', 'croplands', 'mixed forests',\n", @@ -11274,7 +11277,7 @@ " 'deciduous broadleaf forests', 'mixed forests', 'woody savannas',\n", " 'deciduous broadleaf forests', 'croplands', 'water bodies',\n", " 'grasslands', 'non-vegetated lands', 'water bodies', 'water bodies',\n", - " 'savannas', 'water bodies'], dtype=object)
array([ 0., 2., 10., 5., 8., 14., 3., 9., 15., 6., 12., 12., 18., 19.,\n", + " 'savannas', 'water bodies'], dtype=object)
array([ 0., 2., 10., 5., 8., 14., 3., 9., 15., 6., 12., 12., 18., 19.,\n", " 5., 3., 18., 10., 26., 26., 3., 4., nan, 5., 20., 28., 18., 22.,\n", " 28., 1., 1., 12., 10., 8., 5., 2., 5., 14., 4., 10., 3., 9.,\n", " 10., nan, 1., nan, 23., 0., 6., 3., 0., 2., 16., 4., 17., 4.,\n", @@ -11286,7 +11289,7 @@ " 1., 2., nan, 6., 6., 7., 12., nan, 14., 6., nan, 0., 7., 15.,\n", " 2., 4., 9., 1., 2., 2., 10., 7., 13., 16., 9., 4., 4., 4.,\n", " 4., 8., 12., 8., 11., 1., 8., 2., 23., 0., nan, 2., 0., 1.],\n", - " dtype=float32)
array([ 0., 20., 6., 7., 9., 12., 0., 5., 11., 7., 6., 14., 20., 12.,\n", + " dtype=float32)
array([ 0., 20., 6., 7., 9., 12., 0., 5., 11., 7., 6., 14., 20., 12.,\n", " 0., 1., 46., 12., 36., 30., 4., 16., nan, 2., 23., 26., 23., 22.,\n", " 25., 0., 0., 7., 10., 6., 6., 21., 2., 9., 1., 14., 6., 14.,\n", " 7., nan, 1., nan, 20., 0., 1., 3., 0., 3., 11., 17., 24., 12.,\n", @@ -11298,7 +11301,7 @@ " 0., 0., nan, 1., 14., 11., 9., nan, 37., 0., nan, 0., 7., 14.,\n", " 10., 0., 10., 2., 1., 4., 7., 3., 10., 8., 7., 0., 8., 1.,\n", " 3., 6., 5., 5., 19., 0., 1., 22., 19., 0., nan, 3., 0., 0.],\n", - " dtype=float32)
array([ 0., 62., 57., 53., 54., 55., 42., 57., 62., 42., 58., 59., 63., 63.,\n", + " dtype=float32)
array([ 0., 62., 57., 53., 54., 55., 42., 57., 62., 42., 58., 59., 63., 63.,\n", " 58., 37., 63., 45., 62., 63., 51., 62., nan, 55., 62., 63., 61., 61.,\n", " 61., 51., 60., 63., 54., 48., 29., 56., 53., 62., 44., 51., 61., 51.,\n", " 50., nan, 19., nan, 63., 0., 58., 50., 9., 32., 61., 63., 63., 44.,\n", @@ -11310,7 +11313,7 @@ " 34., 53., nan, 63., 62., 63., 63., nan, 63., 63., nan, 0., 46., 56.,\n", " 43., 52., 62., 34., 50., 60., 62., 33., 60., 63., 63., 58., 53., 58.,\n", " 39., 51., 62., 56., 63., 29., 55., 62., 63., 5., nan, 51., 18., 50.],\n", - " dtype=float32)
array([ 0., 62., 19., 23., 27., 21., 6., 17., 28., 18., 13., 53., 45., 23.,\n", + " dtype=float32)
array([ 0., 62., 19., 23., 27., 21., 6., 17., 28., 18., 13., 53., 45., 23.,\n", " 7., 11., 63., 29., 56., 45., 21., 48., nan, 10., 44., 45., 51., 40.,\n", " 52., 0., 5., 12., 18., 8., 24., 56., 10., 18., 8., 50., 18., 30.,\n", " 31., nan, 6., nan, 61., 0., 9., 17., 0., 15., 29., 63., 62., 26.,\n", @@ -11322,7 +11325,7 @@ " 0., 0., nan, 8., 33., 30., 29., nan, 63., 5., nan, 0., 19., 41.,\n", " 31., 0., 39., 26., 8., 11., 41., 8., 39., 17., 40., 0., 51., 7.,\n", " 14., 38., 17., 27., 29., 8., 10., 62., 60., 0., nan, 9., 0., 0.],\n", - " dtype=float32)
array([ 0., 14., 8., 14., 8., 16., 0., 5., 9., 5., 6., 10., 29., 10.,\n", + " dtype=float32)
array([ 0., 14., 8., 14., 8., 16., 0., 5., 9., 5., 6., 10., 29., 10.,\n", " 0., 0., 58., 8., 46., 30., 0., 19., nan, 0., 41., 32., 14., 15.,\n", " 19., 0., 0., 11., 15., 6., 12., 46., 0., 8., 0., 8., 9., 18.,\n", " 6., nan, 0., nan, 17., 0., 0., 0., 0., 12., 6., 13., 20., 20.,\n", @@ -11334,7 +11337,7 @@ " 0., 0., nan, 0., 23., 16., 8., nan, 46., 0., nan, 0., 7., 7.,\n", " 18., 0., 9., 0., 8., 9., 6., 7., 8., 7., 7., 0., 8., 0.,\n", " 0., 7., 7., 8., 20., 0., 0., 21., 13., 0., nan, 6., 0., 0.],\n", - " dtype=float32)
array([3.473341e+15, 2.757102e+15, 7.345563e+15, 4.663894e+15, 6.847881e+15,\n", + " dtype=float32)
array([3.473341e+15, 2.757102e+15, 7.345563e+15, 4.663894e+15, 6.847881e+15,\n", " 6.168189e+15, 4.584701e+15, 5.862558e+15, 6.179914e+15, 6.455329e+15,\n", " 7.378372e+15, 7.316141e+15, 7.611382e+15, 7.677720e+15, 5.845425e+15,\n", " 4.858490e+15, 6.308826e+15, 6.443415e+15, 9.380302e+15, 8.875505e+15,\n", @@ -11367,7 +11370,7 @@ " 4.721677e+15, 4.468787e+15, 3.710538e+15, 4.536030e+15, 4.745260e+15,\n", " 5.496117e+15, 5.114420e+15, 5.579634e+15, 5.180446e+15, 4.930619e+15,\n", " 6.805185e+15, 3.456580e+15, 5.581911e+15, 2.814228e+15, nan,\n", - " 3.253400e+15, 3.206773e+15, 3.050493e+15], dtype=float32)
array([3.532428e+15, 2.639686e+15, 5.867690e+15, 4.187000e+15, 5.588512e+15,\n", + " 3.253400e+15, 3.206773e+15, 3.050493e+15], dtype=float32)
array([3.532428e+15, 2.639686e+15, 5.867690e+15, 4.187000e+15, 5.588512e+15,\n", " 5.222007e+15, 4.145348e+15, 5.214945e+15, 4.917223e+15, 4.954742e+15,\n", " 6.094566e+15, 5.826555e+15, 6.110681e+15, 6.275420e+15, 4.848703e+15,\n", " 4.424205e+15, 5.583187e+15, 5.758002e+15, 8.526934e+15, 8.135533e+15,\n", @@ -11400,7 +11403,7 @@ " 4.424600e+15, 4.151914e+15, 3.886247e+15, 4.396008e+15, 4.517754e+15,\n", " 4.788532e+15, 4.789130e+15, 4.602289e+15, 4.507351e+15, 4.204522e+15,\n", " 5.657308e+15, 3.518051e+15, 5.169831e+15, 2.783493e+15, nan,\n", - " 3.268930e+15, 3.306158e+15, 3.058697e+15], dtype=float32)
array([2.089988e+14, 3.584643e+14, 4.854586e+15, 2.186984e+15, 4.350195e+15,\n", + " 3.268930e+15, 3.306158e+15, 3.058697e+15], dtype=float32)
array([2.089988e+14, 3.584643e+14, 4.854586e+15, 2.186984e+15, 4.350195e+15,\n", " 3.692631e+15, 2.309433e+15, 3.353392e+15, 3.745330e+15, 4.048057e+15,\n", " 4.817116e+15, 4.833554e+15, 4.980179e+15, 5.174898e+15, 3.493000e+15,\n", " 2.414175e+15, 3.825593e+15, 4.207652e+15, 6.867158e+15, 6.651714e+15,\n", @@ -11433,7 +11436,7 @@ " 2.477753e+15, 2.157872e+15, 1.211690e+15, 2.253023e+15, 2.259441e+15,\n", " 2.974318e+15, 2.577151e+15, 3.143127e+15, 2.789992e+15, 2.529712e+15,\n", " 4.251182e+15, 2.957702e+14, 3.090131e+15, 6.266068e+14, nan,\n", - " 7.479317e+14, 1.051665e+15, 6.196790e+14], dtype=float32)
array([4.754073e+14, 4.502345e+14, 2.989990e+15, 1.590792e+15, 2.660002e+15,\n", + " 7.479317e+14, 1.051665e+15, 6.196790e+14], dtype=float32)
array([4.754073e+14, 4.502345e+14, 2.989990e+15, 1.590792e+15, 2.660002e+15,\n", " 2.411796e+15, 1.592236e+15, 2.567111e+15, 2.043094e+15, 2.184788e+15,\n", " 3.174512e+15, 2.963212e+15, 3.216767e+15, 3.312168e+15, 2.197623e+15,\n", " 1.668676e+15, 2.693183e+15, 3.058137e+15, 5.815727e+15, 5.277298e+15,\n", @@ -11466,7 +11469,7 @@ " 1.679060e+15, 1.381100e+15, 1.031851e+15, 1.485161e+15, 1.899351e+15,\n", " 2.088062e+15, 2.021358e+15, 2.007737e+15, 1.859909e+15, 1.526916e+15,\n", " 2.747525e+15, 4.914727e+14, 2.609755e+15, 6.267174e+14, nan,\n", - " 6.815022e+14, 1.139593e+15, 6.288178e+14], dtype=float32)
array(['water', 'residential rangelands', 'residential rainfed croplands',\n", + " 6.815022e+14, 1.139593e+15, 6.288178e+14], dtype=float32)
array(['water', 'residential rangelands', 'residential rainfed croplands',\n", " 'residential woodlands', 'residential rainfed croplands',\n", " 'residential rangelands', 'populated rangelands', 'populated croplands',\n", " 'pastoral villages', 'residential woodlands', 'residential woodlands',\n", @@ -11533,7 +11536,7 @@ " 'inhabited treeless and barren lands',\n", " 'residential irrigated croplands', 'wild woodlands', 'water',\n", " 'residential woodlands', 'residential woodlands', 'remote rangelands'],\n", - " dtype=object)
array(['water', 'remote rangelands', 'residential rainfed croplands',\n", + " dtype=object)
array(['water', 'remote rangelands', 'residential rainfed croplands',\n", " 'residential woodlands', 'residential rainfed croplands',\n", " 'residential woodlands', 'populated rangelands', 'populated woodlands',\n", " 'rainfed villages', 'residential rainfed croplands',\n", @@ -11594,7 +11597,7 @@ " 'populated woodlands', 'residential rainfed croplands',\n", " 'populated woodlands', 'residential irrigated croplands', 'water',\n", " 'residential irrigated croplands', 'wild woodlands', 'water', 'water',\n", - " 'residential woodlands', 'water'], dtype=object)
array(['water', 'residential rangelands', 'residential rainfed croplands',\n", + " 'residential woodlands', 'water'], dtype=object)
array(['water', 'residential rangelands', 'residential rainfed croplands',\n", " 'residential woodlands', 'residential rainfed croplands',\n", " 'residential rangelands', 'populated rangelands', 'populated croplands',\n", " 'pastoral villages', 'residential woodlands', 'residential woodlands',\n", @@ -11662,7 +11665,7 @@ " 'inhabited treeless and barren lands',\n", " 'residential irrigated croplands', 'wild woodlands', 'water',\n", " 'residential woodlands', 'residential woodlands', 'remote rangelands'],\n", - " dtype=object)
array(['Antarctic', 'South America', 'Europe', 'Europe', 'Europe', 'Europe',\n", + " dtype=object)
array(['Antarctic', 'South America', 'Europe', 'Europe', 'Europe', 'Europe',\n", " 'Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe',\n", " 'Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe', 'Europe',\n", " 'Europe', 'North America, Central America And The Caribbean',\n", @@ -11691,7 +11694,7 @@ " 'North America, Central America And The Caribbean',\n", " 'South-West Pacific', 'Antarctic',\n", " 'North America, Central America And The Caribbean', 'Asia', 'Africa'],\n", - " dtype=object)
array(['antarctic', 'neotropics', 'palearctic', 'palearctic', 'palearctic',\n", + " dtype=object)
array(['antarctic', 'neotropics', 'palearctic', 'palearctic', 'palearctic',\n", " 'palearctic', 'palearctic', 'palearctic', 'palearctic', 'palearctic',\n", " 'palearctic', 'palearctic', 'palearctic', 'palearctic', 'palearctic',\n", " 'palearctic', 'palearctic', 'palearctic', 'palearctic', 'palearctic',\n", @@ -11724,7 +11727,7 @@ " 'palearctic', 'palearctic', 'palearctic', 'palearctic', 'palearctic',\n", " 'palearctic', 'palearctic', 'palearctic', 'palearctic', 'nearctic',\n", " 'nearctic', 'oceania', 'water', 'water', 'indomalay', 'afrotropics'],\n", - " dtype=object)
array(['tundra', 'temperate broadleaf and mixed forests',\n", + " dtype=object)
array(['tundra', 'temperate broadleaf and mixed forests',\n", " 'temperate broadleaf and mixed forests', 'temperate conifer forests',\n", " 'temperate broadleaf and mixed forests',\n", " 'temperate broadleaf and mixed forests', 'temperate conifer forests',\n", @@ -11847,7 +11850,7 @@ " 'tundra', 'temperate grasslands, savannas and shrublands',\n", " 'tropical and subtropical grasslands, savannas and shrublands', 'water',\n", " 'water', 'tropical and subtropical moist broadleaf forests',\n", - " 'mediterranean forests, woodlands and scrub'], dtype=object)
array(['marielandia antarctic tundra', 'magellanic subpolar forests',\n", + " 'mediterranean forests, woodlands and scrub'], dtype=object)
array(['marielandia antarctic tundra', 'magellanic subpolar forests',\n", " 'pannonian mixed forests', 'alps conifer and mixed forests',\n", " 'central european mixed forests', 'western european broadleaf forests',\n", " 'alps conifer and mixed forests', 'alps conifer and mixed forests',\n", @@ -11939,7 +11942,7 @@ " 'pannonian mixed forests', 'arctic coastal tundra',\n", " 'western short grasslands', 'hawaii tropical high shrublands', 'water',\n", " 'water', 'northern indochina subtropical forests',\n", - " 'montane fynbos and renosterveld'], dtype=object)
array(['nan', 'Tierra Del Fuego', 'Burgenland', 'Carinthia', 'Lower Austria',\n", + " 'montane fynbos and renosterveld'], dtype=object)
array(['nan', 'Tierra Del Fuego', 'Burgenland', 'Carinthia', 'Lower Austria',\n", " 'Vorarlberg', 'Carinthia', 'Styria', 'Salzburg', 'Lower Austria',\n", " 'Lower Austria', 'Lower Austria', 'Lower Austria', 'Lower Austria',\n", " 'Upper Austria', 'Styria', 'Styria', 'Wallonia', 'Wallonia', 'Wallonia',\n", @@ -11969,7 +11972,7 @@ " 'nan', 'nan', 'nan', 'Skane', 'Uppsala', 'nan', 'Vaesterbotten', 'nan',\n", " 'Kostel', 'Sostanj', 'Cerklje Na Gorenjskem', 'nan', 'Presovsky', 'nan',\n", " 'nan', 'nan', 'Colorado', 'nan', 'nan', 'California', 'Huyen Dien Bien',\n", - " 'nan'], dtype=object)
array(['nan', 'nan', 'Politischer Bezirk Neusiedl Am See',\n", + " 'nan'], dtype=object)
array(['nan', 'nan', 'Politischer Bezirk Neusiedl Am See',\n", " 'Politischer Bezirk Spittal An Der Drau',\n", " 'Politischer Bezirk Hollabrunn', 'Politischer Bezirk Bregenz',\n", " 'Politischer Bezirk Spittal An Der Drau',\n", @@ -12014,7 +12017,7 @@ " 'Svalovs Kommun', 'Osthammars Kommun', 'nan', 'Vindelns Kommun', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'Okres Poprad', 'nan', 'nan', 'nan',\n", " 'Boulder County', 'nan', 'nan', 'Humboldt County', 'nan', 'nan'],\n", - " dtype=object)
array([1.995e+02, 1.900e+01, 1.170e+02, 1.020e+03, 3.150e+02, 1.020e+03,\n", + " dtype=object)
array([1.995e+02, 1.900e+01, 1.170e+02, 1.020e+03, 3.150e+02, 1.020e+03,\n", " 3.106e+03, 1.170e+03, 7.300e+02, 5.700e+02, 5.810e+02, 3.200e+02,\n", " 1.610e+02, 2.400e+02, 8.990e+02, 1.648e+03, 4.810e+02, 4.300e+02,\n", " 2.950e+02, 1.600e+02, 1.750e+03, 1.840e+02, 6.100e+02, 3.578e+03,\n", @@ -12042,7 +12045,7 @@ " 4.500e+01, 2.610e+02, 2.250e+02, 1.320e+02, 5.200e+02, 7.700e+02,\n", " 1.754e+03, 2.008e+03, 8.080e+02, 3.450e+02, 1.130e+02, 1.100e+01,\n", " 1.689e+03, 3.397e+03, 2.841e+03, 1.070e+02, 1.478e+03, 2.340e+02],\n", - " dtype=float32)
[120960 values with dtype=uint8]
[120960 values with dtype=uint8]
array(['rural', 'rural', 'rural', 'rural', 'rural', 'rural', 'rural', 'rural',\n", + " dtype=float32)
[120960 values with dtype=uint8]
[120960 values with dtype=uint8]
array(['rural', 'rural', 'rural', 'rural', 'rural', 'rural', 'rural', 'rural',\n", " 'urban-suburban', 'urban-suburban', 'rural', 'urban-suburban',\n", " 'urban-suburban', 'urban-suburban', 'rural', 'rural', 'urban-suburban',\n", " 'urban-suburban', 'urban-suburban', 'urban-suburban', 'rural', 'rural',\n", @@ -12068,7 +12071,7 @@ " 'rural', 'urban-suburban', 'rural', 'rural', 'rural', 'rural', 'rural',\n", " 'rural', 'rural', 'rural', 'rural', 'urban-suburban', 'urban-suburban',\n", " 'rural', 'rural', 'urban-suburban', 'rural', 'rural', 'rural', 'rural',\n", - " 'rural', 'rural', 'rural', 'rural', 'rural'], dtype=object)
array(['WDCA:GAWAAR__MBI;GAW:MBI', 'GAW:USH', 'GAW:ILL', 'GAW:VOH', 'nan',\n", + " 'rural', 'rural', 'rural', 'rural', 'rural'], dtype=object)
array(['WDCA:GAWAAR__MBI;GAW:MBI', 'GAW:USH', 'GAW:ILL', 'GAW:VOH', 'nan',\n", " 'nan', 'WDCA:GAWAAT__SNB;GAW:SNB;ZAMG:SNB', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'GAW:ZOE', 'nan', 'nan', 'GAW:OFF', 'GAW:EUP',\n", " 'GAW:VEZ', 'GAW:RJP', 'WDCA:GAWAGB__BMW;GAW:BMW', 'GAW:EUK', 'GAW:JFJ',\n", @@ -12103,7 +12106,7 @@ " 'WDCA:GAWAUSAKBRW;GAW:BRW', 'GAW:BOS;BSRN:34;AERONET:Boulder',\n", " 'WDCA:GAWAUSHIMLO;GAW:MLO', 'WDCA:GAWAUS__SPO;GAW:SPO',\n", " 'WDCA:GAWAUSCATHD;GAW:THD', 'WDCA:GAWAID__PDI;GAW:PDI', 'GAW:CPT'],\n", - " dtype=object)
array(['nan', 'Ushuaia', 'Illmitz', 'Oberdrauburg', 'Retz', 'Sulzberg',\n", + " dtype=object)
array(['nan', 'Ushuaia', 'Illmitz', 'Oberdrauburg', 'Retz', 'Sulzberg',\n", " 'Grosskirchheim', 'Poellauberg', 'Nussdorf Am Haunsberg', 'Litschau',\n", " 'Altlengbach', 'Durnstein', 'Ganserndorf',\n", " 'Trautmannsdorf An Der Leitha', 'Reichraming', 'Sankt Lambrecht',\n", @@ -12133,7 +12136,7 @@ " 'Kagerod', 'Bjorklinge', 'nan', 'Vindeln', 'nan', 'Kostel', 'Topolsica',\n", " 'Cerklje Na Gorenjskem', 'nan', 'Nova Lesna', 'nan', 'nan', 'nan',\n", " 'Niwot', 'nan', 'nan', 'Westhaven-Moonstone', 'Thi Tran Tuan Giao',\n", - " 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -12149,7 +12152,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['barlasina@smn.gov.ar', 'mcupeiro@smn.gov.ar', 'nan', 'nan', 'nan',\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['barlasina@smn.gov.ar', 'mcupeiro@smn.gov.ar', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'e.adriaenssens@vmm.be', 'e.adriaenssens@vmm.be',\n", " 'e.adriaenssens@vmm.be', 'nan', 'Audra.mcclure@noaa.gov',\n", @@ -12186,7 +12189,7 @@ " 'Audra.mcclure@noaa.gov', 'Audra.mcclure@noaa.gov',\n", " 'Audra.mcclure@noaa.gov', 'Audra.mcclure@noaa.gov',\n", " 'Audra.mcclure@noaa.gov', 'martin.steinbacher@empa.ch',\n", - " 'thumeka.mkololo@weathersa.co.za'], dtype=object)
array(['Servicio Meteorológico Nacional', 'Servicio Meteorologico Nacional',\n", + " 'thumeka.mkololo@weathersa.co.za'], dtype=object)
array(['Servicio Meteorológico Nacional', 'Servicio Meteorologico Nacional',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'Flanders Environment Agency',\n", " 'Flanders Environment Agency', 'Flanders Environment Agency', 'nan',\n", @@ -12250,7 +12253,7 @@ " 'National Oceanic and Atmospheric Administration/Earth System Research Laboratory/Global Monitoring Division',\n", " 'National Oceanic and Atmospheric Administration/Earth System Research Laboratory/Global Monitoring Division',\n", " 'Swiss Federal Laboratories for Materials Science and Technology',\n", - " 'South African Weather Service'], dtype=object)
array(['Maria Elena Barlasina', 'Manuel Cupeiro', 'Marina Froelich',\n", + " 'South African Weather Service'], dtype=object)
array(['Maria Elena Barlasina', 'Manuel Cupeiro', 'Marina Froelich',\n", " 'Marina Froelich', 'Wolfgang Spangl', 'Wolfgang Spangl',\n", " 'Wolfgang Spangl', 'Wolfgang Spangl', 'Wolfgang Spangl',\n", " 'Wolfgang Spangl', 'Wolfgang Spangl', 'Wolfgang Spangl',\n", @@ -12301,7 +12304,7 @@ " 'Marta Mitosinkova', 'Marta Mitosinkova', 'Marta Mitosinkova',\n", " 'Marta Mitosinkova', 'Audra Mcclure-Begley', 'Audra Mcclure-Begley',\n", " 'Audra Mcclure-Begley', 'Audra Mcclure-Begley', 'Audra Mcclure-Begley',\n", - " 'Martin Steinbacher', 'Thumeka Mkololo'], dtype=object)
array(['Argentina', 'Argentina', 'Austria', 'Austria', 'Austria', 'Austria',\n", + " 'Martin Steinbacher', 'Thumeka Mkololo'], dtype=object)
array(['Argentina', 'Argentina', 'Austria', 'Austria', 'Austria', 'Austria',\n", " 'Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria',\n", " 'Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Belgium',\n", " 'Belgium', 'Belgium', 'Bulgaria', 'Bermuda', 'Canada', 'Switzerland',\n", @@ -12331,7 +12334,7 @@ " 'Slovenia', 'Slovenia', 'Slovenia', 'Slovakia', 'Slovakia', 'Slovakia',\n", " 'Slovakia', 'United States', 'United States', 'United States',\n", " 'United States', 'United States', 'Vietnam', 'South Africa'],\n", - " dtype=object)
[120960 values with dtype=uint8]
[120960 values with dtype=uint8]
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", + " dtype=object)
[120960 values with dtype=uint8]
[120960 values with dtype=uint8]
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", @@ -12343,7 +12346,7 @@ " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan],\n", - " dtype=float32)
array(['2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0',\n", + " dtype=float32)
array(['2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0',\n", " '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0',\n", " '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0',\n", " '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0',\n", @@ -12359,7 +12362,7 @@ " '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0',\n", " '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0',\n", " '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0',\n", - " '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0', '2.0'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -12375,7 +12378,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
[120960 values with dtype=uint8]
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
[120960 values with dtype=uint8]
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", @@ -12387,7 +12390,7 @@ " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan],\n", - " dtype=float32)
[120960 values with dtype=float32]
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", + " dtype=float32)
[120960 values with dtype=float32]
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", @@ -12399,7 +12402,7 @@ " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan],\n", - " dtype=float32)
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", + " dtype=float32)
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", @@ -12411,7 +12414,7 @@ " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan],\n", - " dtype=float32)
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", + " dtype=float32)
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", @@ -12423,7 +12426,7 @@ " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan],\n", - " dtype=float32)
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", + " dtype=float32)
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", @@ -12435,7 +12438,7 @@ " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan],\n", - " dtype=float32)
array(['WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84',\n", + " dtype=float32)
array(['WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84',\n", " 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84',\n", " 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84',\n", " 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84',\n", @@ -12459,7 +12462,7 @@ " 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84',\n", " 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84',\n", " 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84', 'WGS 84'],\n", - " dtype=object)
array(['WORLD GEODETIC SYSTEM 1984', 'WORLD GEODETIC SYSTEM 1984',\n", + " dtype=object)
array(['WORLD GEODETIC SYSTEM 1984', 'WORLD GEODETIC SYSTEM 1984',\n", " 'WORLD GEODETIC SYSTEM 1984', 'WORLD GEODETIC SYSTEM 1984',\n", " 'WORLD GEODETIC SYSTEM 1984', 'WORLD GEODETIC SYSTEM 1984',\n", " 'WORLD GEODETIC SYSTEM 1984', 'WORLD GEODETIC SYSTEM 1984',\n", @@ -12543,7 +12546,7 @@ " 'WORLD GEODETIC SYSTEM 1984', 'WORLD GEODETIC SYSTEM 1984',\n", " 'WORLD GEODETIC SYSTEM 1984', 'WORLD GEODETIC SYSTEM 1984',\n", " 'WORLD GEODETIC SYSTEM 1984', 'WORLD GEODETIC SYSTEM 1984'],\n", - " dtype=object)
[120960 values with dtype=uint8]
[120960 values with dtype=uint8]
array(['barren-rock', 'urban-transportation', 'open', 'open',\n", + " dtype=object)
[120960 values with dtype=uint8]
[120960 values with dtype=uint8]
array(['barren-rock', 'urban-transportation', 'open', 'open',\n", " 'urban-agricultural', 'open', 'barren-rock', 'forest',\n", " 'urban-agricultural', 'urban-agricultural', 'open',\n", " 'urban-agricultural', 'urban-agricultural', 'urban-agricultural',\n", @@ -12578,7 +12581,7 @@ " 'forest', 'forest', 'forest', 'open', 'forest', 'forest', 'open',\n", " 'barren-rock', 'open', 'open', 'urban-agricultural', 'wetland',\n", " 'urban-agricultural', 'barren-rock', 'snow', 'urban-residential',\n", - " 'forest', 'open'], dtype=object)
[120960 values with dtype=datetime64[ns]]
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " 'forest', 'open'], dtype=object)
[120960 values with dtype=datetime64[ns]]
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -12594,7 +12597,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
[120960 values with dtype=datetime64[ns]]
array([2.0450e+02, 2.6000e+01, 1.1700e+02, 1.0200e+03, 3.1500e+02, 1.0200e+03,\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
[120960 values with dtype=datetime64[ns]]
array([2.0450e+02, 2.6000e+01, 1.1700e+02, 1.0200e+03, 3.1500e+02, 1.0200e+03,\n", " 3.1160e+03, 1.1700e+03, 7.3000e+02, 5.7000e+02, 5.8100e+02, 3.2000e+02,\n", " 1.6100e+02, 2.4000e+02, 8.9900e+02, 1.6480e+03, 4.8100e+02, 4.3000e+02,\n", " 2.9500e+02, 1.6000e+02, 1.7500e+03, 2.1400e+02, 6.1000e+02, 3.5780e+03,\n", @@ -12622,7 +12625,7 @@ " 4.5000e+01, 2.6100e+02, 2.2500e+02, 1.3200e+02, 5.2500e+02, 7.7300e+02,\n", " 1.7640e+03, 2.0080e+03, 8.0800e+02, 3.4500e+02, 1.1300e+02, 2.1000e+01,\n", " 1.6950e+03, 3.4070e+03, 2.8510e+03, 1.1700e+02, 1.4900e+03, 2.3800e+02],\n", - " dtype=float32)
array(['ultraviolet photometry', 'ultraviolet photometry',\n", + " dtype=float32)
array(['ultraviolet photometry', 'ultraviolet photometry',\n", " 'ultraviolet photometry', 'ultraviolet photometry',\n", " 'ultraviolet photometry', 'ultraviolet photometry',\n", " 'ultraviolet photometry', 'ultraviolet photometry',\n", @@ -12705,7 +12708,7 @@ " 'ultraviolet photometry', 'ultraviolet photometry',\n", " 'ultraviolet photometry', 'ultraviolet photometry',\n", " 'ultraviolet photometry', 'ultraviolet photometry',\n", - " 'ultraviolet photometry', 'ultraviolet photometry'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " 'ultraviolet photometry', 'ultraviolet photometry'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -12721,7 +12724,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -12737,7 +12740,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['1.1476e-17', '1.1476e-17', 'nan', 'nan', 'nan', 'nan', '1.1476e-17',\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['1.1476e-17', '1.1476e-17', 'nan', 'nan', 'nan', 'nan', '1.1476e-17',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', '1.1476e-17', '1.1476e-17', '1.1476e-17',\n", " '1.1476e-17', '1.1476e-17', '1.1476e-17', '1.1476e-17', '1.1476e-17',\n", @@ -12759,7 +12762,7 @@ " '1.1476e-17', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', '1.1476e-17', 'nan', '1.1476e-17', 'nan', 'nan', 'nan',\n", " 'nan', '1.1476e-17', '1.1476e-17', '1.1476e-17', '1.1476e-17',\n", - " '1.1476e-17', '1.1476e-17', '1.1476e-17'], dtype=object)
array(['1.0%', '1.0%', 'nan', 'nan', 'nan', 'nan', '1.0%', 'nan', 'nan', 'nan',\n", + " '1.1476e-17', '1.1476e-17', '1.1476e-17'], dtype=object)
array(['1.0%', '1.0%', 'nan', 'nan', 'nan', 'nan', '1.0%', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', '1.0%', '1.0%', '1.0%', '1.0%', '1.0%', '1.0%', '1.0%', '1.0%',\n", " '1.0%', '1.0%', 'nan', '1.0%', '1.0%', '1.0%', '1.0%', '1.0%', '1.0%',\n", @@ -12776,7 +12779,7 @@ " '1.0%', '1.0%', '1.0%', '1.0%', '1.0%', '1.0%', '1.0%', 'nan', '1.0%',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " '1.0%', '1.0%', '1.0%', 'nan', 'nan', 'nan', 'nan', '1.0%', '1.0%',\n", - " '1.0%', '1.0%', '1.0%', '1.0%', '1.0%'], dtype=object)
array(['1.0-3.0', '1.0-3.0', 'nan', 'nan', 'nan', 'nan', '1.0-3.0', 'nan',\n", + " '1.0%', '1.0%', '1.0%', '1.0%', '1.0%'], dtype=object)
array(['1.0-3.0', '1.0-3.0', 'nan', 'nan', 'nan', 'nan', '1.0-3.0', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', '1.0-3.0', '1.0-3.0', '1.0-3.0', '1.0-3.0',\n", " '1.0-3.0', '1.0-3.0', '1.0-3.0', '1.0-3.0', '1.0-3.0', '1.0-3.0', '0.5',\n", @@ -12796,7 +12799,7 @@ " '1.0-3.0', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', '1.0-3.0', '0.8', '1.0-3.0', 'nan', 'nan', 'nan', 'nan',\n", " '1.0-3.0', '1.0-3.0', '1.0-3.0', '1.0-3.0', '1.0-3.0', '1.0-3.0',\n", - " '1.0-3.0'], dtype=object)
array([1. , 1. , nan, nan, nan, nan, 0.5, nan, nan, nan, nan, nan, nan, nan,\n", + " '1.0-3.0'], dtype=object)
array([1. , 1. , nan, nan, nan, nan, 0.5, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5,\n", " 0.5, 1. , 0.5, 0.5, 0.4, 0.5, 0.4, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 1. ,\n", " 0.5, nan, nan, nan, nan, 1. , nan, nan, nan, nan, nan, nan, nan, nan,\n", @@ -12808,7 +12811,7 @@ " nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.5, 1. , 1. , 0.5, 0.5,\n", " 0.5, 0.5, nan, 0.5, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " 1. , 0.4, 1. , nan, nan, nan, nan, 1. , 0.5, 1. , 1. , 1. , 0.5, 0.5],\n", - " dtype=float32)
array([ nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", + " dtype=float32)
array([ nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, 0.001, nan, nan, nan, nan, nan, nan, nan, nan,\n", @@ -12824,7 +12827,7 @@ " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", - " nan, nan, nan, nan, nan, nan, nan, nan], dtype=float32)
array(['1.0', '1.0', 'nan', 'nan', 'nan', 'nan', '1.0', 'nan', 'nan', 'nan',\n", + " nan, nan, nan, nan, nan, nan, nan, nan], dtype=float32)
array(['1.0', '1.0', 'nan', 'nan', 'nan', 'nan', '1.0', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', '1.0', '1.0', '1.0', '1.0', '1.0', '1.0', '1.0', '1.0', '1.0',\n", " '1.0', '1.0/1.0%', '0.5%>=100.0', '1.0', '0.5%>=100.0', '1.0%', '1.0%',\n", @@ -12841,7 +12844,7 @@ " '1.0', '1.0', '1.0', '1.0', '1.0', '1.0', 'nan', '1.0', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', '1.0',\n", " '0.5%>=100.0', '1.0', 'nan', 'nan', 'nan', 'nan', '1.0', '1.0', '1.0',\n", - " '1.0', '1.0', '1.0', '1.0'], dtype=object)
array(['1.0%/month', '1.0%/month', 'nan', 'nan', 'nan', 'nan', '1.0%/month',\n", + " '1.0', '1.0', '1.0', '1.0'], dtype=object)
array(['1.0%/month', '1.0%/month', 'nan', 'nan', 'nan', 'nan', '1.0%/month',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', '1.0%/month', '1.0%/month', '1.0%/month',\n", " '1.0%/month', '1.0%/month', '1.0%/month', '1.0%/month', '1.0%/month',\n", @@ -12864,7 +12867,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', '1.0%/month',\n", " '1.0%/day', '1.0%/month', 'nan', 'nan', 'nan', 'nan', '1.0%/month',\n", " '1.0%/month', '1.0%/month', '1.0%/month', '1.0%/month', '1.0%/month',\n", - " '1.0%/month'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " '1.0%/month'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -12880,7 +12883,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array([200000., 200000., nan, nan, nan, nan, 200000., nan,\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array([200000., 200000., nan, nan, nan, nan, 200000., nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, 200000., 200000., 200000.,\n", " 200000., 200000., 200000., 200000., 200000., 200000., 200000., 20000.,\n", @@ -12901,7 +12904,7 @@ " nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, 200000., 10000., 200000., nan, nan, nan,\n", " nan, 200000., 200000., 200000., 200000., 200000., 200000., 200000.],\n", - " dtype=float32)
array(['1.0/day', '1.0/day', 'nan', 'nan', 'nan', 'nan', '1.0/day', 'nan',\n", + " dtype=float32)
array(['1.0/day', '1.0/day', 'nan', 'nan', 'nan', 'nan', '1.0/day', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', '1.0/day', '1.0/day', '1.0/day', '1.0/day',\n", " '1.0/day', '1.0/day', '1.0/day', '1.0/day', '1.0/day', '1.0/day',\n", @@ -12922,7 +12925,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " '1.0/day', '1.0/day', '1.0/day', 'nan', 'nan', 'nan', 'nan', '1.0/day',\n", " '1.0/day', '1.0/day', '1.0/day', '1.0/day', '1.0/day', '1.0/day'],\n", - " dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -12938,7 +12941,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['no manual or specifications available but confirmation it is uses ultraviolet photometry here:http://cdiac.ess-dive.lbl.gov/programs/narsto/compendium_combined.pdf',\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['no manual or specifications available but confirmation it is uses ultraviolet photometry here:http://cdiac.ess-dive.lbl.gov/programs/narsto/compendium_combined.pdf',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'no manual or specifications available but confirmation it is uses ultraviolet photometry here:http://cdiac.ess-dive.lbl.gov/programs/narsto/compendium_combined.pdf',\n", @@ -12979,7 +12982,7 @@ " 'no manual or specifications available but confirmation it is uses ultraviolet photometry here:http://cdiac.ess-dive.lbl.gov/programs/narsto/compendium_combined.pdf',\n", " 'no manual or specifications available but confirmation it is uses ultraviolet photometry here:http://cdiac.ess-dive.lbl.gov/programs/narsto/compendium_combined.pdf',\n", " 'no manual or specifications available but confirmation it is uses ultraviolet photometry here:http://cdiac.ess-dive.lbl.gov/programs/narsto/compendium_combined.pdf',\n", - " 'nan', 'nan'], dtype=object)
array(['inlet type: downward-facing tube;description: 5 m above ground on top of the shelter,2 m above the roof * 6.35 mm ptfe tubing - length=4 m up to the instrument;tube material: teflon;outer diameter: 6.35 mm;inner diameter: 6.0 mm;length: 4.0 m',\n", + " 'nan', 'nan'], dtype=object)
array(['inlet type: downward-facing tube;description: 5 m above ground on top of the shelter,2 m above the roof * 6.35 mm ptfe tubing - length=4 m up to the instrument;tube material: teflon;outer diameter: 6.35 mm;inner diameter: 6.0 mm;length: 4.0 m',\n", " 'inlet type: downward-facing tube;description: 7 m above ground on top of the station building,2 m above the roof * 19 mm pfa tubing - length=6 m up to the instrument - aditional pump to increase flow rate - residence time < 5 s',\n", " 'nan', 'nan', 'nan', 'nan',\n", " 'inlet type: hat or hood;tube material: stainless steel;inner diameter: 150.0 mm;length: 4.0 m',\n", @@ -13044,7 +13047,7 @@ " 'inlet type: hat or hood;description: downward facing,teflon inlet bell;tube material: teflon;outer diameter: 6.35 mm;inner diameter: 4.76 mm;length: 7.0 m',\n", " 'inlet type: hat or hood;description: inlet approx. 6 m above the building and 12 m above the ground;coarse mesh at the top of the inlet to protect against spiders etc.;47 mm teflon filter (5 micron) just upstream of the instrument inlet.;tube material: teflon;outer diameter: 6.35 mm;length: 15.0 m',\n", " 'inlet type: downward-facing tube;description: teflon tubing,covered with rain hat;tube material: teflon;outer diameter: 8.0 mm;inner diameter: 6.0 mm;length: 30.0 m'],\n", - " dtype=object)
array(['Thermo_49C_Manual.pdf', 'Thermo_49C_Manual.pdf', 'nan', 'nan', 'nan',\n", + " dtype=object)
array(['Thermo_49C_Manual.pdf', 'Thermo_49C_Manual.pdf', 'nan', 'nan', 'nan',\n", " 'nan', 'Thermo_49i_Manual.pdf,Thermo_49i_Specs.pdf', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'Thermo_49i_Manual.pdf,Thermo_49i_Specs.pdf',\n", @@ -13101,7 +13104,7 @@ " 'Thermo_49C_Manual.pdf', 'Thermo_49i_Manual.pdf,Thermo_49i_Specs.pdf',\n", " 'Thermo_49C_Manual.pdf', 'Thermo_49C_Manual.pdf',\n", " 'Thermo_49C_Manual.pdf', 'Thermo_49i_Manual.pdf,Thermo_49i_Specs.pdf',\n", - " 'Thermo_49i_Manual.pdf,Thermo_49i_Specs.pdf'], dtype=object)
array(['Thermo 49C', 'Thermo 49C', 'nan', 'nan', 'nan', 'nan', 'Thermo 49i',\n", + " 'Thermo_49i_Manual.pdf,Thermo_49i_Specs.pdf'], dtype=object)
array(['Thermo 49C', 'Thermo 49C', 'nan', 'nan', 'nan', 'nan', 'Thermo 49i',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'Thermo 49i', 'Thermo 49i', 'Thermo 49i',\n", " 'Thermo 49i', 'Thermo 49i', 'Thermo 49i', 'Thermo 49i', 'Thermo 49i',\n", @@ -13126,7 +13129,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'Thermo 49C', 'Teledyne T400',\n", " 'Thermo 49C', 'nan', 'nan', 'nan', 'nan', 'Thermo 49C', 'Thermo 49i',\n", " 'Thermo 49C', 'Thermo 49C', 'Thermo 49C', 'Thermo 49i', 'Thermo 49i'],\n", - " dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -13144,7 +13147,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'],\n", - " dtype=object)
array(['nan', '1.1476e-17', 'nan', 'nan', 'nan', 'nan', '1.1476e-17', 'nan',\n", + " dtype=object)
array(['nan', '1.1476e-17', 'nan', 'nan', 'nan', 'nan', '1.1476e-17', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', '1.1476e-17', '1.1476e-17', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', '1.1476e-17', '1.1476e-17', 'nan', 'nan',\n", @@ -13164,7 +13167,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " '1.1476e-17', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', '1.1476e-17',\n", " '1.1476e-17', '1.1476e-17', '1.1476e-17', '1.1476e-17', '1.1476e-17',\n", - " '1.1476e-17'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " '1.1476e-17'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -13180,7 +13183,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['1.5', '12.0', 'nan', 'nan', 'nan', 'nan', '1.0', 'nan', 'nan', 'nan',\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['1.5', '12.0', 'nan', 'nan', 'nan', 'nan', '1.0', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', '1.2', '1.1', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', '1.0',\n", " '1.4', 'nan', 'nan', '1.3', 'nan', '1.2', '1.2', '1.2', '1.2', '1.2',\n", @@ -13196,7 +13199,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', '1.4', '1.3', 'nan', 'nan',\n", " 'nan', '0.7', 'nan', '1.3', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', '0.6', '0.8', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', '1.1', '1.3', '1.2', '1.0', '1.3', '0.5', '1.0'], dtype=object)
array([1. , 1. , nan, nan, nan, nan, 1. ,\n", + " 'nan', '1.1', '1.3', '1.2', '1.0', '1.3', '0.5', '1.0'], dtype=object)
array([1. , 1. , nan, nan, nan, nan, 1. ,\n", " nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan,\n", " 1. , 1. , nan, nan, nan, nan, nan,\n", @@ -13220,7 +13223,7 @@ " nan, nan, nan, nan, nan, nan, nan,\n", " 0.5 , 0.6 , 0.5 , nan, nan, nan, nan,\n", " 1. , 1. , 1. , 1. , 1. , 1. , 1. ],\n", - " dtype=float32)
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", + " dtype=float32)
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", @@ -13232,7 +13235,7 @@ " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan],\n", - " dtype=float32)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " dtype=float32)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -13248,7 +13251,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -13264,7 +13267,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', '10.0', 'nan', 'nan', 'nan',\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', '10.0', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', '1.0', '1.0', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', '1.0',\n", " '3.0', 'nan', '1.7', 'nan', '1.7', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -13280,7 +13283,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', '1.0', '1.0', '1.0', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', '1.0', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', '1.0', '1.0', '1.0', '1.0', '1.0', '1.0', 'nan'], dtype=object)
array(['nmol mol-1', 'nmol mol-1', 'nmol mol-1', 'nmol mol-1', 'nmol mol-1',\n", + " 'nan', '1.0', '1.0', '1.0', '1.0', '1.0', '1.0', 'nan'], dtype=object)
array(['nmol mol-1', 'nmol mol-1', 'nmol mol-1', 'nmol mol-1', 'nmol mol-1',\n", " 'nmol mol-1', 'nmol mol-1', 'nmol mol-1', 'nmol mol-1', 'nmol mol-1',\n", " 'nmol mol-1', 'nmol mol-1', 'nmol mol-1', 'nmol mol-1', 'nmol mol-1',\n", " 'ug m-3', 'nmol mol-1', 'ug m-3', 'ug m-3', 'ug m-3', 'ug m-3',\n", @@ -13308,7 +13311,7 @@ " 'ug m-3', 'ug m-3', 'ug m-3', 'ug m-3', 'ug m-3', 'ug m-3',\n", " 'nmol mol-1', 'nmol mol-1', 'ug m-3', 'ug m-3', 'ug m-3', 'ug m-3',\n", " 'nmol mol-1', 'nmol mol-1', 'nmol mol-1', 'nmol mol-1', 'nmol mol-1',\n", - " 'nmol mol-1', 'nmol mol-1'], dtype=object)
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", + " 'nmol mol-1', 'nmol mol-1'], dtype=object)
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", @@ -13320,7 +13323,7 @@ " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan],\n", - " dtype=float32)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " dtype=float32)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -13336,7 +13339,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -13352,7 +13355,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['low volume continuous', 'low volume continuous',\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['low volume continuous', 'low volume continuous',\n", " 'low volume continuous', 'low volume continuous',\n", " 'low volume continuous', 'low volume continuous',\n", " 'low volume continuous', 'low volume continuous',\n", @@ -13435,7 +13438,7 @@ " 'low volume continuous', 'low volume continuous',\n", " 'low volume continuous', 'low volume continuous',\n", " 'low volume continuous', 'low volume continuous',\n", - " 'low volume continuous', 'low volume continuous'], dtype=object)
[120960 values with dtype=uint8]
[120960 values with dtype=uint8]
array(['EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS',\n", + " 'low volume continuous', 'low volume continuous'], dtype=object)
[120960 values with dtype=uint8]
[120960 values with dtype=uint8]
array(['EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS',\n", " 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS',\n", " 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS',\n", " 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS',\n", @@ -13453,7 +13456,7 @@ " 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS',\n", " 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS',\n", " 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS',\n", - " 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS'], dtype=object)
array(['maintenance description: inlet filter checked every 1 month.;humidity/temp. control: none',\n", + " 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS', 'EBAS'], dtype=object)
array(['maintenance description: inlet filter checked every 1 month.;humidity/temp. control: none',\n", " 'maintenance description: monthly leak test and uv lamp test,inlet filter checked every 1 months,manual zero and spam check every 3 months;zero/span check type: automatic;zero/span check interval: 1d',\n", " 'nan', 'nan', 'nan', 'nan',\n", " 'maintenance description: biweekly leak test,inlet filter checked every 2 months,ozone scrubber checked and replaced if needed once/year;zero/span check type: automatic;zero/span check interval: 23h;humidity/temp. control: none',\n", @@ -13517,7 +13520,7 @@ " 'humidity/temp. control description: automatic',\n", " 'maintenance description: inlet filter (47 mm teflon filter (5 micron)) changed every 2 months. coarse filter is visually inspected twice a year. zero and span checks are irregularly performed with an external zero air unit and the internal ozonator.;zero/span check type: manual;humidity/temp. control: none',\n", " 'maintenance description: monthly leak test,inlet filter checked every 2 months,ozone scrubber checked and replaced if needed once/year;zero/span check type: automatic;zero/span check interval: 1d;humidity/temp. control: none;humidity/temp. control description: instrument house in air conditioned room'],\n", - " dtype=object)
array(["data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.9953. detection limit converted from '1.0 nmol/mol' to '2.0 ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.9953. -- data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.501. detection limit converted from '2.0 ug/m3' at 293.15 k,1013.25 hpa to '1.0 nmol/mol',conversion factor 0.501.",\n", + " dtype=object)
array(["data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.9953. detection limit converted from '1.0 nmol/mol' to '2.0 ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.9953. -- data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.501. detection limit converted from '2.0 ug/m3' at 293.15 k,1013.25 hpa to '1.0 nmol/mol',conversion factor 0.501.",\n", " "data from september 24,2001 until november 17,2003,were flagged as erroneous due to problems with ozone loss in the air inlet. -data/det.limit converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.9953. -- data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.501. detection limit converted from '2.0 ug/m3' at 293.15 k,1013.25 hpa to '1.0 nmol/mol',conversion factor 0.501.",\n", " "data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.50.",\n", " "data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.50.",\n", @@ -13621,7 +13624,7 @@ " "data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.9953. -- data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.5012. measurement uncertainty converted from '1.995 ug/m3' at 293.15 k,1013.25 hpa to '1.0 nmol/mol',conversion factor 0.5012. detection limit converted from '1.995 ug/m3' at 293.15 k,1013.25 hpa to '1.0 nmol/mol',conversion factor 0.5012.",\n", " "prior to shipment to and deployment in vietnam,the instrument was calibrated at wcc-empa against a primary ozone standard (standard reference photometer (srp),no 15,in april 2012. -- data converted from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa. -- data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.5012. measurement uncertainty converted from '1.995 ug/m3' at 293.15 k,1013.25 hpa to '1.0 nmol/mol',conversion factor 0.5012. detection limit converted from '1.995 ug/m3' at 293.15 k,1013.25 hpa to '1.0 nmol/mol',conversion factor 0.5012.",\n", " "filtered data valid data -- data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.9953. detection limit converted from '1.0 nmol/mol' to '2.0 ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.9953. -- data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.501. detection limit converted from '2.0 ug/m3' at 293.15 k,1013.25 hpa to '1.0 nmol/mol',conversion factor 0.501."],\n", - " dtype=object)
array([1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25,\n", + " dtype=object)
array([1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25,\n", " 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25,\n", " 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25,\n", " 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25,\n", @@ -13641,7 +13644,7 @@ " 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25,\n", " 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25,\n", " 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25,\n", - " 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25])
array([293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15,\n", + " 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25, 1013.25])
array([293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15,\n", " 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15,\n", " 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15,\n", " 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15,\n", @@ -13659,7 +13662,7 @@ " 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15,\n", " 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15,\n", " 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15, 293.15,\n", - " 293.15, 293.15, 293.15, 293.15, 293.15, 293.15])
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " 293.15, 293.15, 293.15, 293.15, 293.15, 293.15])
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -13675,7 +13678,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -13691,7 +13694,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'measurement uncertainty explained: includes statistical uncertainty of individual sample and calibration uncertainty',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan',\n", @@ -13753,7 +13756,7 @@ " 'measurement uncertainty explained: includes statistical uncertainty of individual sample and calibration uncertainty;zero/negative values: zero and neg. values may appear due to statistical variations at very low concentrations',\n", " 'measurement uncertainty explained: includes statistical uncertainty of individual sample and calibration uncertainty;zero/negative values: zero and neg. values may appear due to statistical variations at very low concentrations',\n", " 'measurement uncertainty explained: includes statistical uncertainty of individual sample and calibration uncertainty',\n", - " 'nan'], dtype=object)
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", + " 'nan'], dtype=object)
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", @@ -13765,7 +13768,7 @@ " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan],\n", - " dtype=float32)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " dtype=float32)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -13781,7 +13784,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -13797,7 +13800,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -13813,7 +13816,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -13829,7 +13832,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -13845,7 +13848,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -13861,7 +13864,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -13877,7 +13880,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['barlasina@smn.gov.ar', 'mcupeiro@smn.gov.ar', 'nan', 'nan', 'nan',\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['barlasina@smn.gov.ar', 'mcupeiro@smn.gov.ar', 'nan', 'nan', 'nan',\n", " 'nan', 'iris.buxbaum@umweltbundesamt.at', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'e.adriaenssens@vmm.be',\n", " 'e.adriaenssens@vmm.be', 'e.adriaenssens@vmm.be', 'nan',\n", @@ -13910,7 +13913,7 @@ " 'nan', 'nan', 'nan', 'Audra.mcclure@noaa.gov', 'Audra.mcclure@noaa.gov',\n", " 'Audra.mcclure@noaa.gov', 'Audra.mcclure@noaa.gov',\n", " 'Audra.mcclure@noaa.gov', 'anhnnhn@gmail.com',\n", - " 'thumeka.mkololo@weathersa.co.za'], dtype=object)
array(['Servicio Meteorológico Nacional', 'Servicio Meteorologico Nacional',\n", + " 'thumeka.mkololo@weathersa.co.za'], dtype=object)
array(['Servicio Meteorológico Nacional', 'Servicio Meteorologico Nacional',\n", " 'nan', 'nan', 'nan', 'nan', 'Umweltbundesamt Wien', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'Flanders Environment Agency', 'Flanders Environment Agency',\n", @@ -13968,7 +13971,7 @@ " 'National Oceanic and Atmospheric Administration/Earth System Research Laboratory/Global Monitoring Division',\n", " 'National Oceanic and Atmospheric Administration/Earth System Research Laboratory/Global Monitoring Division',\n", " 'Hydro-Meteorological and Environmental Station Network Center',\n", - " 'South African Weather Service'], dtype=object)
array(['Maria Elena Barlasina', 'Manuel Cupeiro', 'Marina Froelich',\n", + " 'South African Weather Service'], dtype=object)
array(['Maria Elena Barlasina', 'Manuel Cupeiro', 'Marina Froelich',\n", " 'Marina Froelich', 'Wolfgang Spangl', 'Wolfgang Spangl', 'Iris Buxbaum',\n", " 'Wolfgang Spangl', 'Wolfgang Spangl', 'Wolfgang Spangl',\n", " 'Wolfgang Spangl', 'Wolfgang Spangl', 'Wolfgang Spangl',\n", @@ -14016,7 +14019,7 @@ " 'Marta Mitosinkova', 'Marta Mitosinkova', 'Marta Mitosinkova',\n", " 'Audra Mcclure-Begley', 'Audra Mcclure-Begley', 'Audra Mcclure-Begley',\n", " 'Audra Mcclure-Begley', 'Audra Mcclure-Begley', 'Nhat Anh Nguyen',\n", - " 'Thumeka Mkololo'], dtype=object)
array(['Measurement Altitude assumed to be Altitude + Sampling Height. ',\n", + " 'Thumeka Mkololo'], dtype=object)
array(['Measurement Altitude assumed to be Altitude + Sampling Height. ',\n", " 'Measurement Altitude assumed to be Altitude + Sampling Height. ', '',\n", " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Station Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. ',\n", " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Station Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. ',\n", @@ -14180,7 +14183,7 @@ " 'Measurement Altitude assumed to be Altitude + Sampling Height. ',\n", " 'Measurement Altitude assumed to be Altitude + Sampling Height. ',\n", " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Station Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. Measurement Altitude assumed to be Altitude + Sampling Height. '],\n", - " dtype=object)
array(['GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", + " dtype=object)
array(['GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", @@ -14213,7 +14216,7 @@ " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC'], dtype=object)
[120960 values with dtype=float32]
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", + " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC'], dtype=object)
[120960 values with dtype=float32]
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", @@ -14225,7 +14228,7 @@ " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan],\n", - " dtype=float32)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " dtype=float32)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -14241,7 +14244,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -14257,7 +14260,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -14273,7 +14276,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -14289,7 +14292,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array([ 5. , 7. , 0. , 0. , 0. , 0. ,\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array([ 5. , 7. , 0. , 0. , 0. , 0. ,\n", " 10. , 0. , 0. , 0. , 0. , 0. ,\n", " 0. , 0. , 0. , 0. , 0. , 0. ,\n", " 0. , 0. , 0. , 30. , 0. , 0. ,\n", @@ -14317,7 +14320,7 @@ " 0. , 0. , 0. , 0. , 5. , 3. ,\n", " 10. , 0. , 0. , 0. , 0. , 10. ,\n", " 6. , 10. , 10. , 10. , 12. , 4. ],\n", - " dtype=float32)
[120960 values with dtype=float32]
[120960 values with dtype=uint8]
array(['background', 'point_source-industrial', 'background', 'background',\n", + " dtype=float32)
[120960 values with dtype=float32]
[120960 values with dtype=uint8]
array(['background', 'point_source-industrial', 'background', 'background',\n", " 'background', 'background', 'background', 'background', 'nan', 'nan',\n", " 'background', 'nan', 'nan', 'nan', 'background', 'background', 'nan',\n", " 'nan', 'nan', 'nan', 'background', 'background', 'background',\n", @@ -14348,7 +14351,7 @@ " 'background', 'background', 'nan', 'nan', 'background', 'background',\n", " 'nan', 'background', 'background', 'background', 'background',\n", " 'background', 'background', 'background', 'background', 'background'],\n", - " dtype=object)
array(['Marambio', 'Ushuaia', 'Illmitz', 'Vorhegg', 'Pillersdorf Bei Retz',\n", + " dtype=object)
array(['Marambio', 'Ushuaia', 'Illmitz', 'Vorhegg', 'Pillersdorf Bei Retz',\n", " 'Sulzberg', 'Sonnblick', 'Masenberg', 'Haunsberg', 'Heidenreichstein',\n", " 'Forsthof', 'Dunkelsteinerwald', 'Gänserndorf', 'Stixneusiedl',\n", " 'Zoebelboden', 'Grebenzen Bei St. Lamprecht', 'Graz Lustbuehel',\n", @@ -14384,7 +14387,7 @@ " 'Norunda Stenen', 'Norra-Kvill', 'Vindeln', 'Grimsö', 'Iskrba',\n", " 'Zarodnje', 'Krvavec', 'Chopok', 'Stará Lesná', 'Starina', 'Topolniky',\n", " 'Barrow', 'Boulder Table Mountain', 'Mauna Loa', 'South Pole',\n", - " 'Trinidad Head', 'Pha Din', 'Cape Point'], dtype=object)
array(['AR0001R_UVP', 'AR0002G_UVP', 'AT0002R_UVP', 'AT0005R_UVP',\n", + " 'Trinidad Head', 'Pha Din', 'Cape Point'], dtype=object)
array(['AR0001R_UVP', 'AR0002G_UVP', 'AT0002R_UVP', 'AT0005R_UVP',\n", " 'AT0030R_UVP', 'AT0032R_UVP', 'AT0034G_UVP', 'AT0040R_UVP',\n", " 'AT0041R_UVP', 'AT0042R_UVP', 'AT0043R_UVP', 'AT0045R_UVP',\n", " 'AT0046R_UVP', 'AT0047R_UVP', 'AT0048R_UVP', 'AT0049R_UVP',\n", @@ -14426,7 +14429,7 @@ " 'SI0032R_UVP', 'SK0002R_UVP', 'SK0004R_UVP', 'SK0006R_UVP',\n", " 'SK0007R_UVP', 'US0008R_UVP', 'US0901R_UVP', 'US1200R_UVP',\n", " 'US6004G_UVP', 'US6005G_UVP', 'VN0001R_UVP', 'ZA0001G_UVP'],\n", - " dtype=object)
array(['America/Argentina/Ushuaia', 'America/Argentina/Ushuaia',\n", + " dtype=object)
array(['America/Argentina/Ushuaia', 'America/Argentina/Ushuaia',\n", " 'Europe/Vienna', 'Europe/Vienna', 'Europe/Vienna', 'Europe/Vienna',\n", " 'Europe/Vienna', 'Europe/Vienna', 'Europe/Vienna', 'Europe/Vienna',\n", " 'Europe/Vienna', 'Europe/Vienna', 'Europe/Vienna', 'Europe/Vienna',\n", @@ -14472,7 +14475,7 @@ " 'Europe/Bratislava', 'Europe/Bratislava', 'Europe/Bratislava',\n", " 'America/Anchorage', 'America/Denver', 'Pacific/Honolulu',\n", " 'Antarctica/McMurdo', 'America/Los_Angeles', 'Asia/Bangkok',\n", - " 'Africa/Johannesburg'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", + " 'Africa/Johannesburg'], dtype=object)
array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", @@ -14488,7 +14491,7 @@ " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", + " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object)
array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", @@ -14500,7 +14503,7 @@ " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan],\n", - " dtype=float32)
array(['nan', 'coastal', 'nan', 'nan', 'nan', 'nan', 'mountain', 'nan',\n", + " dtype=float32)
array(['nan', 'coastal', 'nan', 'nan', 'nan', 'nan', 'mountain', 'nan',\n", " 'complex', 'complex', 'nan', 'complex', 'complex', 'complex', 'nan',\n", " 'mountain', 'complex', 'complex', 'complex', 'complex', 'mountain',\n", " 'coastal', 'nan', 'mountain', 'complex', 'complex', 'nan', 'nan', 'nan',\n", @@ -14522,7 +14525,7 @@ " 'coastal', 'nan', 'nan', 'coastal', 'complex', 'nan', 'coastal', 'nan',\n", " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'complex', 'complex',\n", " 'mountain', 'mountain', 'complex', 'nan', 'nan', 'coastal', 'nan',\n", - " 'mountain', 'nan', 'coastal', 'mountain', 'coastal'], dtype=object)
array(['TIDAL - MEAN SEA LEVEL', 'TIDAL - MEAN SEA LEVEL',\n", + " 'mountain', 'nan', 'coastal', 'mountain', 'coastal'], dtype=object)
array(['TIDAL - MEAN SEA LEVEL', 'TIDAL - MEAN SEA LEVEL',\n", " 'TIDAL - MEAN SEA LEVEL', 'TIDAL - MEAN SEA LEVEL',\n", " 'TIDAL - MEAN SEA LEVEL', 'TIDAL - MEAN SEA LEVEL',\n", " 'TIDAL - MEAN SEA LEVEL', 'TIDAL - MEAN SEA LEVEL',\n", @@ -14605,7 +14608,7 @@ " 'TIDAL - MEAN SEA LEVEL', 'TIDAL - MEAN SEA LEVEL',\n", " 'TIDAL - MEAN SEA LEVEL', 'TIDAL - MEAN SEA LEVEL',\n", " 'TIDAL - MEAN SEA LEVEL', 'TIDAL - MEAN SEA LEVEL',\n", - " 'TIDAL - MEAN SEA LEVEL', 'TIDAL - MEAN SEA LEVEL'], dtype=object)
[120960 values with dtype=uint8]
[22498560 values with dtype=int64]
[9313920 values with dtype=int64]
[120960 values with dtype=uint8]
[22498560 values with dtype=int64]
[9313920 values with dtype=int64]
array(['2018-04-01T00:00:00.000000000', '2018-04-01T01:00:00.000000000',\n", + " NCO: 4.7.2
array(['2018-04-01T00:00:00.000000000', '2018-04-01T01:00:00.000000000',\n", " '2018-04-01T02:00:00.000000000', ..., '2018-04-30T21:00:00.000000000',\n", " '2018-04-30T22:00:00.000000000', '2018-04-30T23:00:00.000000000'],\n", - " dtype='datetime64[ns]')
array([29.9 , 30.1 , 30.299999, ..., 29.9 , 29.9 , 29.9 ])
array([-25.1 , -25.1 , -25.1 , ..., -24.700001, -24.9 ,\n", - " -25.1 ])
array([-64.24006 , -54.848465, -22.103333, -31.668611, 47.766666, 46.677778,\n", + " dtype='datetime64[ns]')
array([29.9 , 30.1 , 30.299999, ..., 29.9 , 29.9 , 29.9 ])
array([-25.1 , -25.1 , -25.1 , ..., -24.700001, -24.9 ,\n", + " -25.1 ])
array([-64.24006 , -54.848465, -22.103333, -31.668611, 47.766666, 46.677778,\n", " 48.721111, 47.529167, 47.05407 , 46.693611, 47.348056, 47.973056,\n", " 48.878611, 48.106111, 48.371111, 48.334722, 48.050833, 47.838611,\n", " 47.040277, 47.066944, 49.877778, 50.629421, 50.503333, 41.695833,\n", @@ -15099,7 +15104,7 @@ " 56.0429 , 60.0858 , 57.816667, 64.25 , 59.728 , 45.566667,\n", " 46.428611, 46.299444, 48.933333, 49.15 , 49.05 , 47.96 ,\n", " 71.323013, 40.12498 , 19.53623 , -89.996948, 41.0541 , 21.5731 ,\n", - " -34.35348 ])
array([-5.662478e+01, -6.831069e+01, -6.560083e+01, -6.388194e+01,\n", + " -34.35348 ])
array([-5.662478e+01, -6.831069e+01, -6.560083e+01, -6.388194e+01,\n", " 1.676667e+01, 1.297222e+01, 1.594222e+01, 9.926667e+00,\n", " 1.295794e+01, 1.391500e+01, 1.588222e+01, 1.301611e+01,\n", " 1.504667e+01, 1.591944e+01, 1.554667e+01, 1.673056e+01,\n", @@ -15142,13 +15147,13 @@ " 1.547200e+01, 1.486667e+01, 1.500333e+01, 1.453861e+01,\n", " 1.958333e+01, 2.028333e+01, 2.226667e+01, 1.786056e+01,\n", " -1.566115e+02, -1.052368e+02, -1.555762e+02, -2.480000e+01,\n", - " -1.241510e+02, 1.035157e+02, 1.848968e+01])
array([[30. , 30. , 30. , ..., 30. , 30. , 30. ],\n", + " -1.241510e+02, 1.035157e+02, 1.848968e+01])
array([[30. , 30. , 30. , ..., 30. , 30. , 30. ],\n", " [30.200001, 30.200001, 30.200001, ..., 30.200001, 30.200001, 30.200001],\n", " [30.4 , 30.4 , 30.4 , ..., 30.4 , 30.4 , 30.4 ],\n", " ...,\n", " [71.599998, 71.599998, 71.599998, ..., 71.599998, 71.599998, 71.599998],\n", " [71.800003, 71.800003, 71.800003, ..., 71.800003, 71.800003, 71.800003],\n", - " [72. , 72. , 72. , ..., 72. , 72. , 72. ]])
array([[-25. , -24.799999, -24.6 , ..., 44.599998, 44.799999,\n", + " [72. , 72. , 72. , ..., 72. , 72. , 72. ]])
array([[-25. , -24.799999, -24.6 , ..., 44.599998, 44.799999,\n", " 45. ],\n", " [-25. , -24.799999, -24.6 , ..., 44.599998, 44.799999,\n", " 45. ],\n", @@ -15160,7 +15165,7 @@ " [-25. , -24.799999, -24.6 , ..., 44.599998, 44.799999,\n", " 45. ],\n", " [-25. , -24.799999, -24.6 , ..., 44.599998, 44.799999,\n", - " 45. ]])
[126000 values with dtype=float32]
array(['AR0001R_UVP', 'AR0002G_UVP', 'AR0004R_UVP', 'AR0005R_UVP',\n", + " 45. ]])
[126000 values with dtype=float32]
array(['AR0001R_UVP', 'AR0002G_UVP', 'AR0004R_UVP', 'AR0005R_UVP',\n", " 'AT0002R_UVP', 'AT0005R_UVP', 'AT0030R_UVP', 'AT0032R_UVP',\n", " 'AT0034G_UVP', 'AT0038R_UVP', 'AT0040R_UVP', 'AT0041R_UVP',\n", " 'AT0042R_UVP', 'AT0043R_UVP', 'AT0045R_UVP', 'AT0046R_UVP',\n", @@ -15203,7 +15208,7 @@ " 'SE0039R_UVP', 'SI0008R_UVP', 'SI0031R_UVP', 'SI0032R_UVP',\n", " 'SK0002R_UVP', 'SK0004R_UVP', 'SK0006R_UVP', 'SK0007R_UVP',\n", " 'US0008R_UVP', 'US0901R_UVP', 'US1200R_UVP', 'US6004G_UVP',\n", - " 'US6005G_UVP', 'VN0001R_UVP', 'ZA0001G_UVP'], dtype=object)
array(['2018-04-01T00:00:00.000000000', '2018-04-01T01:00:00.000000000',\n", + " Conventions: CF-1.7
array(['2018-04-01T00:00:00.000000000', '2018-04-01T01:00:00.000000000',\n", " '2018-04-01T02:00:00.000000000', ..., '2018-04-30T21:00:00.000000000',\n", " '2018-04-30T22:00:00.000000000', '2018-04-30T23:00:00.000000000'],\n", - " dtype='datetime64[ns]')
array([ 0., 1., 2., 3., 4., 5., 6., 7., 8., 9., 10., 11.,\n", + " dtype='datetime64[ns]')
array([ 0., 1., 2., 3., 4., 5., 6., 7., 8., 9., 10., 11.,\n", " 12., 13., 14., 15., 16., 17., 18., 19., 20., 21., 22., 23.,\n", " 24., 25., 26., 27., 28., 29., 30., 31., 32., 33., 34., 35.,\n", " 36., 37., 38., 39., 40., 41., 42., 43., 44., 45., 46., 47.,\n", @@ -16662,7 +16667,7 @@ " 132., 133., 134., 135., 136., 137., 138., 139., 140., 141., 142., 143.,\n", " 144., 145., 146., 147., 148., 149., 150., 151., 152., 153., 154., 155.,\n", " 156., 157., 158., 159., 160., 161., 162., 163., 164., 165., 166., 167.,\n", - " 168., 169., 170., 171., 172., 173., 174.])
array([-64.24006 , -54.848465, -22.103333, -31.668611, 47.766666, 46.677778,\n", + " 168., 169., 170., 171., 172., 173., 174.])
array([-64.24006 , -54.848465, -22.103333, -31.668611, 47.766666, 46.677778,\n", " 48.721111, 47.529167, 47.05407 , 46.693611, 47.348056, 47.973056,\n", " 48.878611, 48.106111, 48.371111, 48.334722, 48.050833, 47.838611,\n", " 47.040277, 47.066944, 49.877778, 50.629421, 50.503333, 41.695833,\n", @@ -16691,7 +16696,7 @@ " 56.0429 , 60.0858 , 57.816667, 64.25 , 59.728 , 45.566667,\n", " 46.428611, 46.299444, 48.933333, 49.15 , 49.05 , 47.96 ,\n", " 71.323013, 40.12498 , 19.53623 , -89.996948, 41.0541 , 21.5731 ,\n", - " -34.35348 ])
array([-5.662478e+01, -6.831069e+01, -6.560083e+01, -6.388194e+01,\n", + " -34.35348 ])
array([-5.662478e+01, -6.831069e+01, -6.560083e+01, -6.388194e+01,\n", " 1.676667e+01, 1.297222e+01, 1.594222e+01, 9.926667e+00,\n", " 1.295794e+01, 1.391500e+01, 1.588222e+01, 1.301611e+01,\n", " 1.504667e+01, 1.591944e+01, 1.554667e+01, 1.673056e+01,\n", @@ -16734,7 +16739,7 @@ " 1.547200e+01, 1.486667e+01, 1.500333e+01, 1.453861e+01,\n", " 1.958333e+01, 2.028333e+01, 2.226667e+01, 1.786056e+01,\n", " -1.566115e+02, -1.052368e+02, -1.555762e+02, -2.480000e+01,\n", - " -1.241510e+02, 1.035157e+02, 1.848968e+01])
array([[-25. , -24.799999, -24.6 , ..., 44.599998, 44.799999,\n", + " -1.241510e+02, 1.035157e+02, 1.848968e+01])
array([[-25. , -24.799999, -24.6 , ..., 44.599998, 44.799999,\n", " 45. ],\n", " [-25. , -24.799999, -24.6 , ..., 44.599998, 44.799999,\n", " 45. ],\n", @@ -16746,14 +16751,14 @@ " [-25. , -24.799999, -24.6 , ..., 44.599998, 44.799999,\n", " 45. ],\n", " [-25. , -24.799999, -24.6 , ..., 44.599998, 44.799999,\n", - " 45. ]])
array([[30. , 30. , 30. , ..., 30. , 30. , 30. ],\n", + " 45. ]])
array([[30. , 30. , 30. , ..., 30. , 30. , 30. ],\n", " [30.200001, 30.200001, 30.200001, ..., 30.200001, 30.200001, 30.200001],\n", " [30.4 , 30.4 , 30.4 , ..., 30.4 , 30.4 , 30.4 ],\n", " ...,\n", " [71.599998, 71.599998, 71.599998, ..., 71.599998, 71.599998, 71.599998],\n", " [71.800003, 71.800003, 71.800003, ..., 71.800003, 71.800003, 71.800003],\n", - " [72. , 72. , 72. , ..., 72. , 72. , 72. ]])
array([-25.1 , -25.1 , -25.1 , ..., -24.700001, -24.9 ,\n", - " -25.1 ])
array([29.9 , 30.1 , 30.299999, ..., 29.9 , 29.9 , 29.9 ])
[126000 values with dtype=float32]
array(['AR0001R_UVP', 'AR0002G_UVP', 'AR0004R_UVP', 'AR0005R_UVP',\n", + " [72. , 72. , 72. , ..., 72. , 72. , 72. ]])
array([-25.1 , -25.1 , -25.1 , ..., -24.700001, -24.9 ,\n", + " -25.1 ])
array([29.9 , 30.1 , 30.299999, ..., 29.9 , 29.9 , 29.9 ])
[126000 values with dtype=float32]
array(['AR0001R_UVP', 'AR0002G_UVP', 'AR0004R_UVP', 'AR0005R_UVP',\n", " 'AT0002R_UVP', 'AT0005R_UVP', 'AT0030R_UVP', 'AT0032R_UVP',\n", " 'AT0034G_UVP', 'AT0038R_UVP', 'AT0040R_UVP', 'AT0041R_UVP',\n", " 'AT0042R_UVP', 'AT0043R_UVP', 'AT0045R_UVP', 'AT0046R_UVP',\n", @@ -16796,7 +16801,7 @@ " 'SE0039R_UVP', 'SI0008R_UVP', 'SI0031R_UVP', 'SI0032R_UVP',\n", " 'SK0002R_UVP', 'SK0004R_UVP', 'SK0006R_UVP', 'SK0007R_UVP',\n", " 'US0008R_UVP', 'US0901R_UVP', 'US1200R_UVP', 'US6004G_UVP',\n", - " 'US6005G_UVP', 'VN0001R_UVP', 'ZA0001G_UVP'], dtype=object)
array(['2017-01-01T00:00:00.000000000', '2017-01-01T01:00:00.000000000',\n", + " Conventions: CF-1.7
array(['2017-01-01T00:00:00.000000000', '2017-01-01T01:00:00.000000000',\n", " '2017-01-01T02:00:00.000000000', ..., '2021-12-31T15:00:00.000000000',\n", " '2021-12-31T16:00:00.000000000', '2021-12-31T17:00:00.000000000'],\n", - " dtype='datetime64[ns]')
array([0., 1.])
array([41.373777, 41.317277])
array([2.184514, 2.134501])
array([['N', 'O', '2', '-', 'U', 'M', '', '', '', '', '', '', '', '', '', '',\n", + " dtype='datetime64[ns]')
array([0., 1.])
array([41.373777, 41.317277])
array([2.184514, 2.134501])
array([['N', 'O', '2', '-', 'U', 'M', '', '', '', '', '', '', '', '', '', '',\n", " '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '',\n", " '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '',\n", " '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '',\n", @@ -818,13 +818,13 @@ " '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '',\n", " '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '',\n", " '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '',\n", - " '', '', '', '', '', '', '', '', '', '']], dtype=object)
array([[64.64, 49.08],\n", + " '', '', '', '', '', '', '', '', '', '']], dtype=object)
array([[64.64, 49.08],\n", " [68.16, 53. ],\n", " [68.29, 46.75],\n", " ...,\n", " [29.1 , 25.79],\n", " [ 9.24, 29.82],\n", - " [12.76, 28.66]])
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array([nan, nan])
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array([2.184514, 2.134501])
array(['NO2-UM', 'NO2-ZAL Prat'], dtype=object)
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array([[13.33, nan],\n", " [13.42, nan],\n", " [ 0.74, nan],\n", " ...,\n", " [29.1 , 25.79],\n", " [ 9.24, 29.82],\n", - " [12.76, 28.66]])
array([41.373777, 41.317277])
array([2.184514, 2.134501])
array(['2019-01-01T00:00:00.000000000', '2019-02-01T00:00:00.000000000',\n", + " Conventions: CF-1.7
array(['2019-01-01T00:00:00.000000000', '2019-02-01T00:00:00.000000000',\n", " '2019-03-01T00:00:00.000000000', '2019-04-01T00:00:00.000000000',\n", " '2019-05-01T00:00:00.000000000', '2019-06-01T00:00:00.000000000',\n", " '2019-07-01T00:00:00.000000000', '2019-08-01T00:00:00.000000000',\n", " '2019-09-01T00:00:00.000000000', '2019-10-01T00:00:00.000000000',\n", " '2019-11-01T00:00:00.000000000', '2019-12-01T00:00:00.000000000'],\n", - " dtype='datetime64[ns]')
array([0., 1.])
array([41.3875, 41.3987])
array([2.1151, 2.1534])
array([['t', 'r', 'a', 'f', 'f', 'i', 'c', '_', 's', 'i', 't', 'e', '', '',\n", + " dtype='datetime64[ns]')
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array([41.3875, 41.3987])
array([2.1151, 2.1534])
array([['t', 'r', 'a', 'f', 'f', 'i', 'c', '_', 's', 'i', 't', 'e', '', '',\n", " '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '',\n", " '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '',\n", " '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '',\n", @@ -781,7 +781,7 @@ " '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '',\n", " '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '',\n", " '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '',\n", - " '', '', '', '', '', '', '', '', '']], dtype=object)
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array([[4.988988, 2.553235],\n", " [3.422535, 1.556226],\n", " [2.675065, 1.686355],\n", " [3.425522, 1.975486],\n", @@ -792,7 +792,7 @@ " [0. , 3.727355],\n", " [0. , 1.535056],\n", " [0. , 2.511152],\n", - " [0. , 0. ]])
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array([nan, nan])
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array(['2019-01-01T00:00:00.000000000'], dtype='datetime64[ns]')
array([0., 1.])
array([41.3875, 41.3987])
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array(['traffic_site', 'urban_site'], dtype=object)
array([nan, nan])
array([[4.988988, 2.553235]])
array(['2019-01-01T00:00:00.000000000'], dtype='datetime64[ns]')
array([0., 1.])
array([41.3875, 41.3987])
array([2.1151, 2.1534])
array(['traffic_site', 'urban_site'], dtype=object)
array([nan, nan])
array([[4.988988, 2.553235]])
\n", + " | geometry | \n", + "
---|---|
FID | \n", + "\n", + " |
0 | \n", + "POLYGON ((-22.21497 16.22040, -22.05071 16.303... | \n", + "
1 | \n", + "POLYGON ((-22.05071 16.30307, -21.88618 16.385... | \n", + "
2 | \n", + "POLYGON ((-21.88618 16.38536, -21.72137 16.467... | \n", + "
3 | \n", + "POLYGON ((-21.72137 16.46727, -21.55629 16.548... | \n", + "
4 | \n", + "POLYGON ((-21.55629 16.54881, -21.39094 16.629... | \n", + "
... | \n", + "... | \n", + "
95116 | \n", + "POLYGON ((87.25127 59.16191, 87.43401 59.01025... | \n", + "
95117 | \n", + "POLYGON ((87.43401 59.01025, 87.61561 58.85850... | \n", + "
95118 | \n", + "POLYGON ((87.61561 58.85850, 87.79608 58.70663... | \n", + "
95119 | \n", + "POLYGON ((87.79608 58.70663, 87.97545 58.55466... | \n", + "
95120 | \n", + "POLYGON ((87.97545 58.55466, 88.15372 58.40259... | \n", + "
95121 rows × 1 columns
\n", + "\n", - " | geometry | \n", - "tzid | \n", - "
---|---|---|
FID | \n", - "\n", - " | \n", - " |
0 | \n", - "POLYGON ((1.80000 41.10000, 2.00000 41.10000, ... | \n", - "Europe/Madrid | \n", - "
1 | \n", - "POLYGON ((2.00000 41.10000, 2.20000 41.10000, ... | \n", - "Europe/Madrid | \n", - "
2 | \n", - "POLYGON ((2.20000 41.10000, 2.40000 41.10000, ... | \n", - "Europe/Madrid | \n", - "
3 | \n", - "POLYGON ((2.40000 41.10000, 2.60000 41.10000, ... | \n", - "NaN | \n", - "
4 | \n", - "POLYGON ((2.60000 41.10000, 2.80000 41.10000, ... | \n", - "NaN | \n", - "
... | \n", - "... | \n", - "... | \n", - "
95 | \n", - "POLYGON ((2.80000 42.90000, 3.00000 42.90000, ... | \n", - "Europe/Paris | \n", - "
96 | \n", - "POLYGON ((3.00000 42.90000, 3.20000 42.90000, ... | \n", - "Europe/Paris | \n", - "
97 | \n", - "POLYGON ((3.20000 42.90000, 3.40000 42.90000, ... | \n", - "Europe/Paris | \n", - "
98 | \n", - "POLYGON ((3.40000 42.90000, 3.60000 42.90000, ... | \n", - "NaN | \n", - "
99 | \n", - "POLYGON ((3.60000 42.90000, 3.80000 42.90000, ... | \n", - "NaN | \n", - "
100 rows × 2 columns
\n", - "100 rows × 3 columns
\n", + "95121 rows × 2 columns
\n", "" ], "text/plain": [ - " geometry tzid \\\n", - "FID \n", - "0 POLYGON ((1.80000 41.10000, 2.00000 41.10000, ... Europe/Madrid \n", - "1 POLYGON ((2.00000 41.10000, 2.20000 41.10000, ... Europe/Madrid \n", - "2 POLYGON ((2.20000 41.10000, 2.40000 41.10000, ... Europe/Madrid \n", - "3 POLYGON ((2.40000 41.10000, 2.60000 41.10000, ... Europe/Madrid \n", - "4 POLYGON ((2.60000 41.10000, 2.80000 41.10000, ... Europe/Madrid \n", - ".. ... ... \n", - "95 POLYGON ((2.80000 42.90000, 3.00000 42.90000, ... Europe/Paris \n", - "96 POLYGON ((3.00000 42.90000, 3.20000 42.90000, ... Europe/Paris \n", - "97 POLYGON ((3.20000 42.90000, 3.40000 42.90000, ... Europe/Paris \n", - "98 POLYGON ((3.40000 42.90000, 3.60000 42.90000, ... Europe/Paris \n", - "99 POLYGON ((3.60000 42.90000, 3.80000 42.90000, ... Europe/Paris \n", - "\n", - " distance \n", - "FID \n", - "0 0.000000 \n", - "1 0.000000 \n", - "2 0.000000 \n", - "3 0.064566 \n", - "4 0.169196 \n", - ".. ... \n", - "95 0.000000 \n", - "96 0.000000 \n", - "97 0.000000 \n", - "98 0.062909 \n", - "99 0.106836 \n", + " geometry tzid\n", + "FID \n", + "0 POLYGON ((-22.21497 16.22040, -22.05072 16.303... NaN\n", + "1 POLYGON ((-22.05072 16.30307, -21.88617 16.385... NaN\n", + "2 POLYGON ((-21.88617 16.38537, -21.72137 16.467... NaN\n", + "3 POLYGON ((-21.72137 16.46728, -21.55630 16.548... NaN\n", + "4 POLYGON ((-21.55630 16.54881, -21.39093 16.629... NaN\n", + "... ... ...\n", + "95116 POLYGON ((87.25128 59.16191, 87.43402 59.01026... Asia/Tomsk\n", + "95117 POLYGON ((87.43402 59.01025, 87.61560 58.85850... Asia/Tomsk\n", + "95118 POLYGON ((87.61560 58.85850, 87.79608 58.70663... Asia/Tomsk\n", + "95119 POLYGON ((87.79608 58.70663, 87.97543 58.55466... Asia/Tomsk\n", + "95120 POLYGON ((87.97543 58.55466, 88.15372 58.40260... Asia/Krasnoyarsk\n", "\n", - "[100 rows x 3 columns]" + "[95121 rows x 2 columns]" ] }, - "execution_count": 8, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "coordinates.shapefile" + "nessy.shapefile" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. With new grid" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ - "coordinates.shapefile.to_file('spatial_join_method_2')" + "projection = 'regular'\n", + "lat_orig = 41.1\n", + "lon_orig = 1.8\n", + "inc_lat = 0.2\n", + "inc_lon = 0.2\n", + "n_lat = 10\n", + "n_lon = 10" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Method 3: Areas intersection" + "### Spatial join" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 13, "metadata": {}, "outputs": [ { - "name": "stdout", + "name": "stderr", "output_type": "stream", "text": [ - "Rank 000: 92 intersected areas found\n" + "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:2658: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "\n", + " aux_grid.geometry = aux_grid.centroid\n" ] } ], "source": [ - "coordinates = from_shapefile(path, method='intersection', projection=projection, \n", + "# Method can be centroid, nearest and intersection\n", + "coordinates = from_shapefile(shapefile_path, method='centroid', projection=projection, \n", " lat_orig=lat_orig, lon_orig=lon_orig, \n", " inc_lat=inc_lat, inc_lon=inc_lon, \n", " n_lat=n_lat, n_lon=n_lon)" @@ -433,7 +281,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -485,7 +333,7 @@ "array(['2020-06-01T00:00:00.000000000', '2020-06-01T01:00:00.000000000',\n", + " comment: Generated on marenostrum4
array(['2020-06-01T00:00:00.000000000', '2020-06-01T01:00:00.000000000',\n", " '2020-06-01T02:00:00.000012999', '2020-06-01T03:00:00.000000000',\n", " '2020-06-01T04:00:00.000000000', '2020-06-01T05:00:00.000013000',\n", " '2020-06-01T06:00:00.000000000', '2020-06-01T07:00:00.000000000',\n", @@ -435,7 +437,7 @@ " '2020-06-01T18:00:00.000000000', '2020-06-01T19:00:00.000000000',\n", " '2020-06-01T20:00:00.000013000', '2020-06-01T21:00:00.000000000',\n", " '2020-06-01T22:00:00.000000000', '2020-06-01T23:00:00.000013000',\n", - " '2020-06-02T00:00:00.000000000'], dtype='datetime64[ns]')
array([0.])
array([-90., -89., -88., -87., -86., -85., -84., -83., -82., -81., -80., -79.,\n", + " '2020-06-02T00:00:00.000000000'], dtype='datetime64[ns]')
array([0.])
array([-90., -89., -88., -87., -86., -85., -84., -83., -82., -81., -80., -79.,\n", " -78., -77., -76., -75., -74., -73., -72., -71., -70., -69., -68., -67.,\n", " -66., -65., -64., -63., -62., -61., -60., -59., -58., -57., -56., -55.,\n", " -54., -53., -52., -51., -50., -49., -48., -47., -46., -45., -44., -43.,\n", @@ -450,8 +452,8 @@ " 54., 55., 56., 57., 58., 59., 60., 61., 62., 63., 64., 65.,\n", " 66., 67., 68., 69., 70., 71., 72., 73., 74., 75., 76., 77.,\n", " 78., 79., 80., 81., 82., 83., 84., 85., 86., 87., 88., 89.,\n", - " 90.])
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array([4.236494e-12, 0.000000e+00, 0.000000e+00, ..., 0.000000e+00,\n", - " 0.000000e+00, 7.338124e-12], dtype=float32)
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array(['high altitude plains', 'water', 'nan', ..., 'very low plateaus',\n", - " 'mid altitude plains', 'lowlands'], dtype=object)
array(['medium steep - coarse texture - low convexity', 'water', 'water', ...,\n", + " 'medium gentle - fine texture - high convexity'], dtype=object)
array(['high altitude plains', 'water', 'nan', ..., 'very low plateaus',\n", + " 'mid altitude plains', 'lowlands'], dtype=object)
array(['medium steep - coarse texture - low convexity', 'water', 'water', ...,\n", " 'medium steep - fine texture - high convexity',\n", " 'medium gentle - fine texture - high convexity',\n", - " 'medium steep - fine texture - high convexity'], dtype=object)
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array(['mid altitude plateaus', 'water', 'nan', ..., 'very low plateaus',\n", - " 'mid altitude plains', 'plains'], dtype=object)
array(['high altitude plains', 'water', 'nan', ..., 'very low plateaus',\n", - " 'mid altitude plains', 'plains'], dtype=object)
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array(['very low density rural', 'water', 'water', ...,\n", + " 'medium steep - fine texture - high convexity'], dtype=object)
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array(['very low density rural', 'water', 'water', ...,\n", " 'very low density rural', 'very low density rural',\n", - " 'very low density rural'], dtype=object)
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array([-718., 0., -1., ..., -162., -950., -606.], dtype=float32)
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array(['grasslands', 'grasslands', 'permanent wetlands', ...,\n", " 'urban and built-up lands', 'grasslands', 'woody savannas'],\n", - " dtype=object)
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array(['grasslands', 'water bodies', 'water bodies', ..., 'croplands',\n", - " 'grasslands', 'mixed forests'], dtype=object)
array(['grasslands', 'water bodies', 'water bodies', ...,\n", - " 'urban and built-up lands', 'grasslands', 'mixed forests'], dtype=object)
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array(['grasslands', 'water bodies', 'water bodies', ...,\n", - " 'urban and built-up lands', 'grasslands', 'savannas'], dtype=object)
array(['grasslands', 'water bodies', 'water bodies', ..., 'croplands',\n", - " 'grasslands', 'mixed forests'], dtype=object)
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array([ 6., 0., 17., ..., 24., 1., 33.], dtype=float32)
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array([63., 16., 63., ..., 63., 56., 61.], dtype=float32)
array([26., 16., 60., ..., 63., 56., 56.], dtype=float32)
array([ 5., 11., 54., ..., 63., 9., 28.], dtype=float32)
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array([6.354764e+15, 3.141651e+15, 3.933728e+15, ..., 4.377470e+15,\n", - " 2.837691e+15, 7.143090e+15], dtype=float32)
array([3.723849e+15, 4.691550e+14, 3.824027e+14, ..., 1.833370e+15,\n", - " 6.993819e+14, 7.325085e+15], dtype=float32)
array([3.713093e+15, 5.222752e+14, 5.292174e+14, ..., 1.688689e+15,\n", - " 7.069353e+14, 4.294799e+15], dtype=float32)
array(['residential rangelands', 'water', 'wild treeless and barren lands',\n", - " ..., 'urban', 'urban', 'pastoral villages'], dtype=object)
array(['residential rangelands', 'water', 'water', ..., 'populated croplands',\n", - " 'residential rainfed croplands', 'residential rangelands'], dtype=object)
array(['residential rangelands', 'water', 'wild treeless and barren lands',\n", - " ..., 'urban', 'urban', 'pastoral villages'], dtype=object)
array(['Asia', 'Europe', 'North America, Central America And The Caribbean',\n", - " ..., 'Europe', 'Africa', 'Europe'], dtype=object)
array(['palearctic', 'palearctic', 'nearctic', ..., 'palearctic',\n", - " 'afrotropics', 'palearctic'], dtype=object)
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