diff --git a/nes/nc_projections/default_nes.py b/nes/nc_projections/default_nes.py index 5520c91372ca08a38c33163bb7b16ec1f5a8e890..1aa946a4ffc0db61f093020c97832df0f841dfcc 100644 --- a/nes/nc_projections/default_nes.py +++ b/nes/nc_projections/default_nes.py @@ -3099,10 +3099,8 @@ class Nes(object): """ grid_area = cell_measures.calculate_grid_area(self) - self.cell_measures['cell_area'] = {'data': grid_area.reshape([self.lon_bnds['data'].shape[0], - self.lon_bnds['data'].shape[1]])} - return None + return grid_area @staticmethod def calculate_geometry_area(geometry_list, earth_radius_minor_axis=6356752.3142, diff --git a/nes/nc_projections/latlon_nes.py b/nes/nc_projections/latlon_nes.py index 02ac978a372ca74f068f530eee88ee668c1077dc..2dfd51310f4bd56d7f14d9d12f46c2130e15aced 100644 --- a/nes/nc_projections/latlon_nes.py +++ b/nes/nc_projections/latlon_nes.py @@ -270,3 +270,19 @@ class LatLonNes(Nes): """ return super(LatLonNes, self).to_grib2(path, grib_keys, grib_template_path, lat_flip=lat_flip, info=info) + + def calculate_grid_area(self): + """ + Get coordinate bounds and call function to calculate the area of each cell of a grid. + + Parameters + ---------- + self : nes.Nes + Source projection Nes Object. + """ + + grid_area = super(LatLonNes, self).calculate_grid_area() + self.cell_measures['cell_area'] = {'data': grid_area.reshape([self.lon_bnds['data'].shape[0], + self.lon_bnds['data'].shape[0]])} + + return None diff --git a/nes/nc_projections/lcc_nes.py b/nes/nc_projections/lcc_nes.py index ad4f1abe39261db518ab787d09b97ab6c4211df4..ae471d8bb2cdf192ea92ab696e31e549b4041a8c 100644 --- a/nes/nc_projections/lcc_nes.py +++ b/nes/nc_projections/lcc_nes.py @@ -523,3 +523,19 @@ class LCCNes(Nes): crs="EPSG:4326") return centroids_gdf + + def calculate_grid_area(self): + """ + Get coordinate bounds and call function to calculate the area of each cell of a grid. + + Parameters + ---------- + self : nes.Nes + Source projection Nes Object. + """ + + grid_area = super(LCCNes, self).calculate_grid_area() + self.cell_measures['cell_area'] = {'data': grid_area.reshape([self.lon_bnds['data'].shape[0], + self.lon_bnds['data'].shape[1]])} + + return None diff --git a/nes/nc_projections/mercator_nes.py b/nes/nc_projections/mercator_nes.py index 433a52888b2470acb545691fc4b3707fc5e8053b..eec3fb0af780c3b7cc6883d68742ae11c1010f80 100644 --- a/nes/nc_projections/mercator_nes.py +++ b/nes/nc_projections/mercator_nes.py @@ -499,3 +499,19 @@ class MercatorNes(Nes): crs="EPSG:4326") return centroids_gdf + + def calculate_grid_area(self): + """ + Get coordinate bounds and call function to calculate the area of each cell of a grid. + + Parameters + ---------- + self : nes.Nes + Source projection Nes Object. + """ + + grid_area = super(MercatorNes, self).calculate_grid_area() + self.cell_measures['cell_area'] = {'data': grid_area.reshape([self.lon_bnds['data'].shape[0], + self.lon_bnds['data'].shape[1]])} + + return None diff --git a/nes/nc_projections/points_nes.py b/nes/nc_projections/points_nes.py index 55d9a171111e75b654ea986d18b6ca004e63825c..9c3d859b48ad1c157095d42b570e9977ddd1f0e0 100644 --- a/nes/nc_projections/points_nes.py +++ b/nes/nc_projections/points_nes.py @@ -377,8 +377,9 @@ class PointsNes(Nes): if 'strlen' not in var_dims: var_dims += ('strlen',) var_dict['data'] = stringtochar(np.array([v.encode('ascii', 'ignore') - for v in var_dict['data']]).astype('S' + str(self.strlen))) - var_dtype = 'S' + str(self.strlen) + for v in var_dict['data']]).astype('S' + + str(self.strlen))) + var_dtype = 'S1' except: pass diff --git a/nes/nc_projections/points_nes_ghost.py b/nes/nc_projections/points_nes_ghost.py index 7d2d4b23c7d7cdcffb2b82af58de7de5fa342d58..1d95fa18baa925d5b930d411cea97d1737e7c5dd 100644 --- a/nes/nc_projections/points_nes_ghost.py +++ b/nes/nc_projections/points_nes_ghost.py @@ -361,6 +361,7 @@ class PointsNesGHOST(PointsNes): var_dict['data'] = stringtochar(np.array([v.encode('ascii', 'ignore') for v in var_dict['data']]).astype('S' + str(self.strlen))) + var_dtype = 'S1' except: pass @@ -585,11 +586,12 @@ class PointsNesGHOST(PointsNes): Indicates if you want a chunked netCDF output. Only available with non serial writes. Default: False. """ - if not serial: + if (not serial) and (self.size > 1): msg = 'WARNING!!! ' msg += 'GHOST datasets cannot be written in parallel yet. ' msg += 'Changing to serial mode.' warnings.warn(msg) + super(PointsNesGHOST, self).to_netcdf(path, compression_level=compression_level, serial=True, info=info, chunking=chunking) diff --git a/nes/nc_projections/points_nes_providentia.py b/nes/nc_projections/points_nes_providentia.py index e3441aee50228ad06e2d180eb5b68906ba426e41..737392f31da97abc6ca00aa3075127dc36305b51 100644 --- a/nes/nc_projections/points_nes_providentia.py +++ b/nes/nc_projections/points_nes_providentia.py @@ -397,6 +397,7 @@ class PointsNesProvidentia(PointsNes): var_dict['data'] = stringtochar(np.array([v.encode('ascii', 'ignore') for v in var_dict['data']]).astype('S' + str(self.strlen))) + var_dtype = 'S1' except: pass @@ -587,7 +588,7 @@ class PointsNesProvidentia(PointsNes): Indicates if you want a chunked netCDF output. Only available with non serial writes. Default: False. """ - if not serial: + if (not serial) and (self.size > 1): msg = 'WARNING!!! ' msg += 'Providentia datasets cannot be written in parallel yet. ' msg += 'Changing to serial mode.' diff --git a/nes/nc_projections/rotated_nes.py b/nes/nc_projections/rotated_nes.py index 36b1ddd499dcb1cd6cbc3352d3645b33a0835eb3..5e7cd32aa5c7976bd26577a4d8895590226aeb74 100644 --- a/nes/nc_projections/rotated_nes.py +++ b/nes/nc_projections/rotated_nes.py @@ -549,3 +549,19 @@ class RotatedNes(Nes): crs="EPSG:4326") return centroids_gdf + + def calculate_grid_area(self): + """ + Get coordinate bounds and call function to calculate the area of each cell of a grid. + + Parameters + ---------- + self : nes.Nes + Source projection Nes Object. + """ + + grid_area = super(RotatedNes, self).calculate_grid_area() + self.cell_measures['cell_area'] = {'data': grid_area.reshape([self.lon_bnds['data'].shape[0], + self.lon_bnds['data'].shape[1]])} + + return None diff --git a/tests/1.1-test_read_write_projection.py b/tests/1.1-test_read_write_projection.py index d77053dd80169b988a8cca85b298c1c9f8556782..37fd9cd6d57cc6ebea829a624f809ee2e3fcac26 100644 --- a/tests/1.1-test_read_write_projection.py +++ b/tests/1.1-test_read_write_projection.py @@ -6,131 +6,211 @@ import pandas as pd from mpi4py import MPI from nes import * -paths = {'regular_file': {'path': '/gpfs/scratch/bsc32/bsc32538/mr_multiplyby/original_file/MONARCH_d01_2008123100.nc', - 'projection': 'regular', - 'variables': ['O3'], - 'parallel_methods': ['X', 'Y', 'T']}, - 'rotated_file': {'path': '/gpfs/scratch/bsc32/bsc32538/mr_multiplyby/OUT/stats_bnds/monarch/a45g/regional/daily_max/O3_all/O3_all-000_2021080300.nc', - 'projection': 'rotated', - 'variables': ['O3_all'], - 'parallel_methods': ['X', 'Y', 'T']}, - 'points_file': {'path': '/esarchive/obs/eea/eionet/hourly/pm10/pm10_202107.nc', - 'projection': 'points', - 'variables': [], # all - 'parallel_methods': ['X', 'T']}, - 'points_ghost_file': {'path': '/gpfs/projects/bsc32/AC_cache/obs/ghost/EANET/1.4/daily/sconcso4/sconcso4_201911.nc', - 'projection': 'points_ghost', - 'variables': [], # all - 'parallel_methods': ['X', 'T']}, - 'lcc_file': {'path': '/esarchive/exp/wrf-hermes-cmaq/b075/eu/hourly/pm10/pm10_2022062600.nc', - 'projection': 'lcc', - 'variables': [], # all - 'parallel_methods': ['X', 'Y', 'T']}, - 'mercator_file': {'path': '/esarchive/scratch/avilanova/software/NES/tutorials/data/mercator_grid_example.nc', - 'projection': 'mercator', - 'variables': [], # all - 'parallel_methods': ['X', 'Y', 'T']} - } - -results = [] - comm = MPI.COMM_WORLD rank = comm.Get_rank() size = comm.Get_size() -for name, dict in paths.items(): - - path = dict['path'] - projection = dict['projection'] - variables = dict['variables'] - parallel_methods = dict['parallel_methods'] - - for parallel_method in parallel_methods: - - if rank == 0: - print('TEST TO USE {0} GRID IN {1} FOR {2} USING {3} NODES'.format( - projection.upper(), parallel_method, path, size)) - sys.stdout.flush() - - try: - - # Read - start_time = timeit.default_timer() - nessy_1 = open_netcdf(path=path, comm=comm, info=True, parallel_method=parallel_method) - open_time = timeit.default_timer() - start_time - - # Select variables and load - start_time = timeit.default_timer() - if len(variables) > 0: - nessy_1.keep_vars(variables) - nessy_1.load() - load_time = timeit.default_timer() - start_time - comm.Barrier() - - # Write in serial - if rank == 0: - print('WRITE IN SERIAL') - sys.stdout.flush() - start_time = timeit.default_timer() - nessy_1.to_netcdf('/tmp/{0}_{1}_file_{2}_serial.nc'.format(size, projection, parallel_method), - info=True, serial=True) - serial_time = timeit.default_timer() - start_time - comm.Barrier() - - # Write in parallel - if rank == 0: - print('WRITE IN PARALLEL') - sys.stdout.flush() - start_time = timeit.default_timer() - nessy_1.to_netcdf('/tmp/{0}_{1}_file_{2}_parallel.nc'.format(size, projection, parallel_method), - info=True) - parallel_time = timeit.default_timer() - start_time - comm.Barrier() - - # Write in chunks - if rank == 0: - print('WRITE IN CHUNKS') - sys.stdout.flush() - start_time = timeit.default_timer() - nessy_1.to_netcdf('/tmp/{0}_{1}_file_{2}_chunking.nc'.format(size, projection, parallel_method), - info=True, chunking=True) - chunking_time = timeit.default_timer() - start_time - comm.Barrier() - - # Close everything - del nessy_1 - - if rank == 0: - print('Test was successful for {0} projection in {1}'.format(projection, parallel_method)) - sys.stdout.flush() - - # End timer and save results - results.append({'Projection': projection, - 'Method': parallel_method, - 'Open': '{min:02d}:{sec:02.3f}'.format( - min=int(open_time // 60), sec=open_time - (int(open_time // 60) * 60)), - 'Load': '{min:02d}:{sec:02.3f}'.format( - min=int(load_time // 60), sec=load_time - (int(load_time // 60) * 60)), - 'Serial': '{min:02d}:{sec:02.3f}'.format( - min=int(serial_time // 60), sec=serial_time - (int(serial_time // 60) * 60)), - 'Chunking': '{min:02d}:{sec:02.3f}'.format( - min=int(chunking_time // 60), sec=chunking_time - (int(chunking_time // 60) * 60)), - 'Parallel': '{min:02d}:{sec:02.3f}'.format( - min=int(parallel_time // 60), sec=parallel_time - (int(parallel_time // 60) * 60)) - }) - - comm.Barrier() - - except Exception as e: - print(e) - - sys.stdout.flush() +parallel_method = 'Y' + +result_path = "Times_test_1.1_read_write_projection_{0}_{1:03d}.csv".format(parallel_method, size) +result = pd.DataFrame(index=['read', 'write'], + columns=['1.1.1.Regular', '1.1.2.Rotated', '1.1.3.Points', '1.1.4.Points_GHOST', + '1.1.5.LCC', '1.1.6.Mercator']) + +# ====================================================================================================================== +# ============================================= REGULAR ======================================================== +# ====================================================================================================================== + +test_name = '1.1.1.Regular' +if rank == 0: + print(test_name) + +# Original path: /gpfs/scratch/bsc32/bsc32538/original_files/franco_interp.nc +# Regular lat-lon grid from MONARCH +path = '/gpfs/projects/bsc32/models/NES_tutorial_data/franco_interp.nc' +# READ +st_time = timeit.default_timer() +nessy = open_netcdf(path=path, comm=comm, info=True, parallel_method=parallel_method) comm.Barrier() +result.loc['read', test_name] = timeit.default_timer() - st_time + +# LOAD VARIABLES +variables = ['O3'] +nessy.keep_vars(variables) +nessy.load() + +# WRITE +st_time = timeit.default_timer() +nessy.to_netcdf(test_name.replace(' ', '_') + "_{0:03d}.nc".format(size), info=True) +comm.Barrier() +result.loc['write', test_name] = timeit.default_timer() - st_time + +comm.Barrier() +if rank == 0: + print(result.loc[:, test_name]) +sys.stdout.flush() + +# ====================================================================================================================== +# ============================================= ROTATED ======================================================== +# ====================================================================================================================== + +test_name = '1.1.2.Rotated' +if rank == 0: + print(test_name) + +# Original path: /gpfs/scratch/bsc32/bsc32538/mr_multiplyby/OUT/stats_bnds/monarch/a45g/regional/daily_max/O3_all/O3_all-000_2021080300.nc +# Rotated grid from MONARCH +path = '/gpfs/projects/bsc32/models/NES_tutorial_data/O3_all-000_2021080300.nc' + +# READ +st_time = timeit.default_timer() +nessy = open_netcdf(path=path, comm=comm, info=True, parallel_method=parallel_method) +comm.Barrier() +result.loc['read', test_name] = timeit.default_timer() - st_time + +# LOAD VARIABLES +variables = ['O3_all'] +nessy.keep_vars(variables) +nessy.load() + +# WRITE +st_time = timeit.default_timer() +nessy.to_netcdf(test_name.replace(' ', '_') + "_{0:03d}.nc".format(size), info=True) +comm.Barrier() +result.loc['write', test_name] = timeit.default_timer() - st_time + +comm.Barrier() +if rank == 0: + print(result.loc[:, test_name]) +sys.stdout.flush() + + +# ====================================================================================================================== +# ============================================= LCC ============================================================ +# ====================================================================================================================== + +test_name = '1.1.5.LCC' +if rank == 0: + print(test_name) + +# Original path: /esarchive/exp/snes/a5g1/ip/daily_max/sconco3/sconco3_2022111500.nc +# LCC grid with a coverage over the Iberian Peninsula (4x4km) +path = '/gpfs/projects/bsc32/models/NES_tutorial_data/sconco3_2022111500.nc' + +# READ +st_time = timeit.default_timer() +nessy = open_netcdf(path=path, comm=comm, info=True, parallel_method=parallel_method) +comm.Barrier() +result.loc['read', test_name] = timeit.default_timer() - st_time + +# LOAD VARIABLES +nessy.load() + +# WRITE +st_time = timeit.default_timer() +nessy.to_netcdf(test_name.replace(' ', '_') + "_{0:03d}.nc".format(size), info=True) +comm.Barrier() +result.loc['write', test_name] = timeit.default_timer() - st_time + +comm.Barrier() +if rank == 0: + print(result.loc[:, test_name]) +sys.stdout.flush() +# ====================================================================================================================== +# ============================================= MERCATOR ======================================================== +# ====================================================================================================================== + +test_name = '1.1.6.Mercator' +if rank == 0: + print(test_name) + +# Original path: None (generated with NES) +# Mercator grid +path = '/gpfs/projects/bsc32/models/NES_tutorial_data/mercator_grid.nc' + +# READ +st_time = timeit.default_timer() +nessy = open_netcdf(path=path, comm=comm, info=True, parallel_method=parallel_method) +comm.Barrier() +result.loc['read', test_name] = timeit.default_timer() - st_time + +# LOAD VARIABLES +nessy.load() + +# WRITE +st_time = timeit.default_timer() +nessy.to_netcdf(test_name.replace(' ', '_') + "_{0:03d}.nc".format(size), info=True) +comm.Barrier() +result.loc['write', test_name] = timeit.default_timer() - st_time + +comm.Barrier() +if rank == 0: + print(result.loc[:, test_name]) +sys.stdout.flush() + +if rank == 0: + result.to_csv(result_path) + +# ====================================================================================================================== +# ============================================= POINTS ========================================================= +# ====================================================================================================================== + +test_name = '1.1.3.Points' +if rank == 0: + print(test_name) + +# Original path: /esarchive/obs/nilu/ebas/daily/pm10/pm10_201507.nc +# Points grid from EBAS network +path = '/gpfs/projects/bsc32/models/NES_tutorial_data/pm10_201507.nc' + +# READ +st_time = timeit.default_timer() +nessy = open_netcdf(path=path, comm=comm, info=True, parallel_method=parallel_method) +comm.Barrier() +result.loc['read', test_name] = timeit.default_timer() - st_time + +# LOAD VARIABLES +nessy.load() + +# WRITE +st_time = timeit.default_timer() +nessy.to_netcdf(test_name.replace(' ', '_') + "_{0:03d}.nc".format(size), info=True) +comm.Barrier() +result.loc['write', test_name] = timeit.default_timer() - st_time + +comm.Barrier() +if rank == 0: + print(result.loc[:, test_name]) +sys.stdout.flush() + +# ====================================================================================================================== +# ============================================= POINTS GHOST =================================================== +# ====================================================================================================================== + +test_name = '1.1.4.Points_GHOST' +if rank == 0: + print(test_name) + +path = '/gpfs/projects/bsc32/AC_cache/obs/ghost/EBAS/1.4/hourly/sconco3/sconco3_201906.nc' + +# READ +st_time = timeit.default_timer() +nessy = open_netcdf(path=path, comm=comm, info=True, parallel_method=parallel_method) +comm.Barrier() +result.loc['read', test_name] = timeit.default_timer() - st_time + +# LOAD VARIABLES +nessy.load() + +# WRITE +st_time = timeit.default_timer() +nessy.to_netcdf(test_name.replace(' ', '_') + "_{0:03d}.nc".format(size), info=True) +comm.Barrier() +result.loc['write', test_name] = timeit.default_timer() - st_time + +comm.Barrier() if rank == 0: - table = pd.DataFrame(results) - print('RESULTS TABLE') - print(table) - table.to_csv('{0}_results.csv'.format(size)) - sys.stdout.flush() + print(result.loc[:, test_name]) +sys.stdout.flush() diff --git a/tests/1.2-test_create_projection.py b/tests/1.2-test_create_projection.py index 5b26ce0135fae9c0d8eea7611c07664480a3b4a4..f6e41254bcd23035df7ea9333687f311e569f142 100644 --- a/tests/1.2-test_create_projection.py +++ b/tests/1.2-test_create_projection.py @@ -10,19 +10,12 @@ comm = MPI.COMM_WORLD rank = comm.Get_rank() size = comm.Get_size() -# Original path: /esarchive/exp/monarch/a4dd/original_files/000/2022111512/MONARCH_d01_2022111512.nc -# Rotated grid from MONARCH -original_path = '/gpfs/projects/bsc32/models/NES_tutorial_data/MONARCH_d01_2022111512.nc' - parallel_method = 'Y' result_path = "Times_test_1.2_create_projection_{0}_{1:03d}.csv".format(parallel_method, size) -result = pd.DataFrame(index=['read', 'calculate', 'write'], +result = pd.DataFrame(index=['create', 'write'], columns=['1.2.1.Regular', '1.2.2.Rotated', '1.2.3.LCC', '1.2.4.Mercator', '1.2.5.Global']) -# ===== PATH TO MASK ===== # -shapefile_path = '/gpfs/projects/bsc32/models/NES_tutorial_data/timezones_2021c/timezones_2021c.shp' - # ====================================================================================================================== # ============================================= REGULAR ======================================================== # ====================================================================================================================== @@ -30,9 +23,9 @@ shapefile_path = '/gpfs/projects/bsc32/models/NES_tutorial_data/timezones_2021c/ test_name = '1.2.1.Regular' if rank == 0: print(test_name) -# READ -st_time = timeit.default_timer() +# CREATE GRID +st_time = timeit.default_timer() lat_orig = 41.1 lon_orig = 1.8 inc_lat = 0.01 @@ -43,10 +36,10 @@ nessy = create_nes(projection='regular', parallel_method=parallel_method, lat_orig=lat_orig, lon_orig=lon_orig, inc_lat=inc_lat, inc_lon=inc_lon, n_lat=n_lat, n_lon=n_lon) comm.Barrier() -result.loc['read', test_name] = timeit.default_timer() - st_time +result.loc['create', test_name] = timeit.default_timer() - st_time +# WRITE st_time = timeit.default_timer() -# Method can be centroid, nearest and intersection nessy.to_netcdf(test_name.replace(' ', '_') + "_{0:03d}.nc".format(size)) comm.Barrier() result.loc['write', test_name] = timeit.default_timer() - st_time @@ -63,9 +56,9 @@ sys.stdout.flush() test_name = '1.2.2.Rotated' if rank == 0: print(test_name) -# READ -st_time = timeit.default_timer() +# CREATE GRID +st_time = timeit.default_timer() centre_lat = 51 centre_lon = 10 west_boundary = -35 @@ -78,10 +71,10 @@ nessy = create_nes(projection='rotated', parallel_method=parallel_method, inc_rlat=inc_rlat, inc_rlon=inc_rlon) comm.Barrier() -result.loc['read', test_name] = timeit.default_timer() - st_time +result.loc['create', test_name] = timeit.default_timer() - st_time +# WRITE st_time = timeit.default_timer() -# Method can be centroid, nearest and intersection nessy.to_netcdf(test_name.replace(' ', '_') + "_{0:03d}.nc".format(size)) comm.Barrier() result.loc['write', test_name] = timeit.default_timer() - st_time @@ -98,9 +91,9 @@ sys.stdout.flush() test_name = '1.2.3.LCC' if rank == 0: print(test_name) -# READ -st_time = timeit.default_timer() +# CREATE GRID +st_time = timeit.default_timer() lat_1 = 37 lat_2 = 43 lon_0 = -3 @@ -116,10 +109,10 @@ nessy = create_nes(projection='lcc', parallel_method=parallel_method, nx=nx, ny=ny, inc_x=inc_x, inc_y=inc_y, x_0=x_0, y_0=y_0) comm.Barrier() -result.loc['read', test_name] = timeit.default_timer() - st_time +result.loc['create', test_name] = timeit.default_timer() - st_time +# WRITE st_time = timeit.default_timer() -# Method can be centroid, nearest and intersection nessy.to_netcdf(test_name.replace(' ', '_') + "_{0:03d}.nc".format(size)) comm.Barrier() result.loc['write', test_name] = timeit.default_timer() - st_time @@ -136,9 +129,9 @@ sys.stdout.flush() test_name = '1.2.4.Mercator' if rank == 0: print(test_name) -# READ -st_time = timeit.default_timer() +# CREATE GRID +st_time = timeit.default_timer() lat_ts = -1.5 lon_0 = -18.0 nx = 210 @@ -151,10 +144,10 @@ nessy = create_nes(projection='mercator', parallel_method=parallel_method, lat_ts=lat_ts, lon_0=lon_0, nx=nx, ny=ny, inc_x=inc_x, inc_y=inc_y, x_0=x_0, y_0=y_0) comm.Barrier() -result.loc['read', test_name] = timeit.default_timer() - st_time +result.loc['create', test_name] = timeit.default_timer() - st_time +# WRITE st_time = timeit.default_timer() -# Method can be centroid, nearest and intersection nessy.to_netcdf(test_name.replace(' ', '_') + "_{0:03d}.nc".format(size)) comm.Barrier() result.loc['write', test_name] = timeit.default_timer() - st_time @@ -171,18 +164,18 @@ sys.stdout.flush() test_name = '1.2.5.Global' if rank == 0: print(test_name) -# READ -st_time = timeit.default_timer() +# CREATE GRID +st_time = timeit.default_timer() inc_lat = 0.1 inc_lon = 0.1 nessy = create_nes(projection='global', parallel_method=parallel_method, inc_lat=inc_lat, inc_lon=inc_lon) comm.Barrier() -result.loc['read', test_name] = timeit.default_timer() - st_time +result.loc['create', test_name] = timeit.default_timer() - st_time +# WRITE st_time = timeit.default_timer() -# Method can be centroid, nearest and intersection nessy.to_netcdf(test_name.replace(' ', '_') + "_{0:03d}.nc".format(size)) comm.Barrier() result.loc['write', test_name] = timeit.default_timer() - st_time diff --git a/tests/2.1-test_spatial_join.py b/tests/2.1-test_spatial_join.py index 2df1e0726604e5ea3bbb7b3b52823429d963262b..8aedaba3c58dda1b7daa9da3de868f0f8621ad59 100644 --- a/tests/2.1-test_spatial_join.py +++ b/tests/2.1-test_spatial_join.py @@ -10,10 +10,6 @@ comm = MPI.COMM_WORLD rank = comm.Get_rank() size = comm.Get_size() -# Original path: /esarchive/exp/monarch/a4dd/original_files/000/2022111512/MONARCH_d01_2022111512.nc -# Rotated grid from MONARCH -original_path = '/gpfs/projects/bsc32/models/NES_tutorial_data/MONARCH_d01_2022111512.nc' - parallel_method = 'Y' result_path = "Times_test_2.1_spatial_join_{0}_{1:03d}.csv".format(parallel_method, size) @@ -25,6 +21,10 @@ result = pd.DataFrame(index=['read', 'calculate', 'write'], # ===== PATH TO MASK ===== # shapefile_path = '/gpfs/projects/bsc32/models/NES_tutorial_data/timezones_2021c/timezones_2021c.shp' +# Original path: /gpfs/scratch/bsc32/bsc32538/original_files/franco_interp.nc +# Regular lat-lon grid from MONARCH +original_path = '/gpfs/projects/bsc32/models/NES_tutorial_data/franco_interp.nc' + # ====================================================================================================================== # =================================== CENTROID EXISTING FILE =================================================== # ====================================================================================================================== @@ -32,16 +32,16 @@ shapefile_path = '/gpfs/projects/bsc32/models/NES_tutorial_data/timezones_2021c/ test_name = '2.1.1.Existing_file_centroid' if rank == 0: print(test_name) + # READ st_time = timeit.default_timer() nessy = open_netcdf(original_path, parallel_method=parallel_method) - comm.Barrier() result.loc['read', test_name] = timeit.default_timer() - st_time # SPATIAL JOIN -st_time = timeit.default_timer() # Method can be centroid, nearest and intersection +st_time = timeit.default_timer() nessy.spatial_join(shapefile_path, method='centroid') comm.Barrier() result.loc['calculate', test_name] = timeit.default_timer() - st_time @@ -59,9 +59,9 @@ sys.stdout.flush() test_name = '2.1.2.New_file_centroid' if rank == 0: print(test_name) -# CREATE + +# DEFINE PROJECTION st_time = timeit.default_timer() -# Define projection projection = 'regular' lat_orig = 41.1 lon_orig = 1.8 @@ -93,16 +93,16 @@ sys.stdout.flush() test_name = '2.1.3.Existing_file_nearest' if rank == 0: print(test_name) + # READ st_time = timeit.default_timer() nessy = open_netcdf(original_path, parallel_method=parallel_method) - comm.Barrier() result.loc['read', test_name] = timeit.default_timer() - st_time # SPATIAL JOIN -st_time = timeit.default_timer() # Method can be centroid, nearest and intersection +st_time = timeit.default_timer() nessy.spatial_join(shapefile_path, method='nearest') comm.Barrier() result.loc['calculate', test_name] = timeit.default_timer() - st_time @@ -120,9 +120,9 @@ sys.stdout.flush() test_name = '2.1.4.New_file_nearest' if rank == 0: print(test_name) -# CREATE + +# DEFINE PROJECTION st_time = timeit.default_timer() -# Define projection projection = 'regular' lat_orig = 41.1 lon_orig = 1.8 @@ -155,16 +155,16 @@ sys.stdout.flush() test_name = '2.1.5.Existing_file_intersection' if rank == 0: print(test_name) + # READ st_time = timeit.default_timer() nessy = open_netcdf(original_path, parallel_method=parallel_method) - comm.Barrier() result.loc['read', test_name] = timeit.default_timer() - st_time # SPATIAL JOIN -st_time = timeit.default_timer() # Method can be centroid, nearest and intersection +st_time = timeit.default_timer() nessy.spatial_join(shapefile_path, method='intersection') comm.Barrier() result.loc['calculate', test_name] = timeit.default_timer() - st_time diff --git a/tests/2.2-test_create_shapefile.py b/tests/2.2-test_create_shapefile.py new file mode 100644 index 0000000000000000000000000000000000000000..75331cd0814c2c1611f545416a028738a3eb6786 --- /dev/null +++ b/tests/2.2-test_create_shapefile.py @@ -0,0 +1,200 @@ +#!/usr/bin/env python + +import sys +import timeit +import pandas as pd +from mpi4py import MPI +from nes import * +import datetime + +comm = MPI.COMM_WORLD +rank = comm.Get_rank() +size = comm.Get_size() + +parallel_method = 'Y' + +result_path = "Times_test_2.2_read_write_projection_{0}_{1:03d}.csv".format(parallel_method, size) +result = pd.DataFrame(index=['read', 'calculate'], + columns=['2.2.1.Existing', '2.2.2.New_Regular', + '2.2.3.New_Rotated', '2.2.4.New_LCC', '2.2.5.New_Mercator']) + +# ====================================================================================================================== +# ===================================== CREATE SHAPEFILE FROM EXISTING GRID ========================================== +# ====================================================================================================================== + +test_name = '2-2.1.Existing' +if rank == 0: + print(test_name) + +# Original path: /gpfs/scratch/bsc32/bsc32538/original_files/franco_interp.nc +# Regular lat-lon grid from MONARCH +path = '/gpfs/projects/bsc32/models/NES_tutorial_data/franco_interp.nc' + +# READ +st_time = timeit.default_timer() +nessy = open_netcdf(path=path, info=True, parallel_method=parallel_method) +comm.Barrier() +result.loc['read', test_name] = timeit.default_timer() - st_time + +# LOAD VARIABLES +nessy.load() + +# CREATE SHAPEFILE +st_time = timeit.default_timer() +nessy.to_shapefile(path='regular_shp', + time=datetime.datetime(2019, 1, 1, 10, 0), + lev=0, var_list=['sconcno2']) +comm.Barrier() +result.loc['calculate', test_name] = timeit.default_timer() - st_time +print('FROM EXISTING GRID - Rank {0:03d} - Shapefile: \n{1}'.format(rank, nessy.shapefile)) + +comm.Barrier() +if rank == 0: + print(result.loc[:, test_name]) +sys.stdout.flush() + +# ====================================================================================================================== +# ===================================== CREATE SHAPEFILE FROM NEW REGULAR GRID ======================================= +# ====================================================================================================================== + +test_name = '2-2.2.New_Regular' +if rank == 0: + print(test_name) + +# CREATE GRID +st_time = timeit.default_timer() +lat_orig = 41.1 +lon_orig = 1.8 +inc_lat = 0.1 +inc_lon = 0.1 +n_lat = 50 +n_lon = 100 +nessy = create_nes(comm=None, info=False, projection='regular', + lat_orig=lat_orig, lon_orig=lon_orig, inc_lat=inc_lat, inc_lon=inc_lon, + n_lat=n_lat, n_lon=n_lon) +comm.Barrier() +result.loc['read', test_name] = timeit.default_timer() - st_time + +# CREATE SHAPEFILE +st_time = timeit.default_timer() +nessy.create_shapefile() +comm.Barrier() +result.loc['calculate', test_name] = timeit.default_timer() - st_time +print('FROM NEW REGULAR GRID - Rank {0:03d} - Shapefile: \n{1}'.format(rank, nessy.shapefile)) + +comm.Barrier() +if rank == 0: + print(result.loc[:, test_name]) +sys.stdout.flush() + +# ====================================================================================================================== +# ===================================== CREATE SHAPEFILE FROM NEW ROTATED GRID ======================================= +# ====================================================================================================================== + +test_name = '2-2.3.New_Rotated' +if rank == 0: + print(test_name) + +# CREATE GRID +st_time = timeit.default_timer() +centre_lat = 51 +centre_lon = 10 +west_boundary = -35 +south_boundary = -27 +inc_rlat = 0.2 +inc_rlon = 0.2 +nessy = create_nes(comm=None, info=False, projection='rotated', + centre_lat=centre_lat, centre_lon=centre_lon, + west_boundary=west_boundary, south_boundary=south_boundary, + inc_rlat=inc_rlat, inc_rlon=inc_rlon) +comm.Barrier() +result.loc['read', test_name] = timeit.default_timer() - st_time + +# CREATE SHAPEFILE +st_time = timeit.default_timer() +nessy.create_shapefile() +comm.Barrier() +result.loc['calculate', test_name] = timeit.default_timer() - st_time +print('FROM NEW ROTATED GRID - Rank {0:03d} - Shapefile: \n{1}'.format(rank, nessy.shapefile)) + +comm.Barrier() +if rank == 0: + print(result.loc[:, test_name]) +sys.stdout.flush() + +# ====================================================================================================================== +# ===================================== CREATE SHAPEFILE FROM NEW LCC GRID =========================================== +# ====================================================================================================================== + +test_name = '2-2.4.New_LCC' +if rank == 0: + print(test_name) + +# CREATE GRID +st_time = timeit.default_timer() +lat_1 = 37 +lat_2 = 43 +lon_0 = -3 +lat_0 = 40 +nx = 100 +ny = 200 +inc_x = 4000 +inc_y = 4000 +x_0 = -807847.688 +y_0 = -797137.125 +nessy = create_nes(comm=None, info=False, projection='lcc', + lat_1=lat_1, lat_2=lat_2, lon_0=lon_0, lat_0=lat_0, + nx=nx, ny=ny, inc_x=inc_x, inc_y=inc_y, x_0=x_0, y_0=y_0) +comm.Barrier() +result.loc['read', test_name] = timeit.default_timer() - st_time + +# CREATE SHAPEFILE +st_time = timeit.default_timer() +nessy.create_shapefile() +comm.Barrier() +result.loc['calculate', test_name] = timeit.default_timer() - st_time +print('FROM NEW LCC GRID - Rank {0:03d} - Shapefile: \n{1}'.format(rank, nessy.shapefile)) + +comm.Barrier() +if rank == 0: + print(result.loc[:, test_name]) +sys.stdout.flush() + +# ====================================================================================================================== +# ===================================== CREATE SHAPEFILE FROM NEW MERCATOR GRID ====================================== +# ====================================================================================================================== + +test_name = '2-2.5.New_Mercator' +if rank == 0: + print(test_name) + +# CREATE GRID +st_time = timeit.default_timer() +lat_ts = -1.5 +lon_0 = -18.0 +nx = 100 +ny = 50 +inc_x = 50000 +inc_y = 50000 +x_0 = -126017.5 +y_0 = -5407460.0 +nessy = create_nes(comm=None, info=False, projection='mercator', + lat_ts=lat_ts, lon_0=lon_0, nx=nx, ny=ny, + inc_x=inc_x, inc_y=inc_y, x_0=x_0, y_0=y_0) +comm.Barrier() +result.loc['read', test_name] = timeit.default_timer() - st_time + +# CREATE SHAPEFILE +st_time = timeit.default_timer() +nessy.create_shapefile() +comm.Barrier() +result.loc['calculate', test_name] = timeit.default_timer() - st_time +print('FROM NEW MERCATOR GRID - Rank {0:03d} - Shapefile: \n{1}'.format(rank, nessy.shapefile)) + +comm.Barrier() +if rank == 0: + print(result.loc[:, test_name]) +sys.stdout.flush() + +if rank == 0: + result.to_csv(result_path) diff --git a/tests/2.3-test_bounds.py b/tests/2.3-test_bounds.py index b2cf78c1f7792dee7110ab8efbeb7019e1a1485d..b1e33d7baa221c95fd004a78903f9771e978075c 100644 --- a/tests/2.3-test_bounds.py +++ b/tests/2.3-test_bounds.py @@ -14,14 +14,15 @@ parallel_method = 'Y' result_path = "Times_test_2-3_bounds_{0}_{1:03d}.csv".format(parallel_method, size) result = pd.DataFrame(index=['read', 'calculate', 'write'], - columns=['2-3.1.With_bounds', '2-3.2.Without_bounds', "2-3.3.Create_new"]) + columns=['2.3.1.With_bounds', '2.3.2.Without_bounds', "2.3.3.Create_new"]) # ====================================================================================================================== # ===================================== FILE WITH EXISTING BOUNDS ==================================================== # ====================================================================================================================== test_name = "2-3.1.With_bounds" -print(test_name) +if rank == 0: + print(test_name) # READ st_time = timeit.default_timer() @@ -42,12 +43,12 @@ result.loc['calculate', test_name] = timeit.default_timer() - st_time # WRITE st_time = timeit.default_timer() -nessy_1.to_netcdf('/tmp/bounds_file_1.nc', info=True) +nessy_1.to_netcdf(test_name.replace(' ', '_') + "_{0:03d}.nc".format(size), info=True) comm.Barrier() result.loc['write', test_name] = timeit.default_timer() - st_time # REOPEN -nessy_2 = open_netcdf('/tmp/bounds_file_1.nc', info=True) +nessy_2 = open_netcdf(test_name.replace(' ', '_') + "_{0:03d}.nc".format(size), info=True) # LOAD DATA AND EXPLORE BOUNDS print('FILE WITH EXISTING BOUNDS AFTER WRITE - Rank', rank, '-', 'Lat bounds', nessy_2.lat_bnds) @@ -63,7 +64,8 @@ sys.stdout.flush() # ====================================================================================================================== test_name = '2-3.2.Without_bounds' -print(test_name) +if rank == 0: + print(test_name) # Original path: /gpfs/scratch/bsc32/bsc32538/mr_multiplyby/OUT/stats_bnds/monarch/a45g/regional/daily_max/O3_all/O3_all-000_2021080300.nc # Rotated grid from MONARCH @@ -106,7 +108,8 @@ sys.stdout.flush() # ====================================================================================================================== test_name = "2-3.3.Create_new" -print(test_name) +if rank == 0: + print(test_name) # CREATE GRID st_time = timeit.default_timer() @@ -135,14 +138,14 @@ print('FROM NEW GRID - Rank', rank, '-', 'Lon bounds', nessy_5.lon_bnds) # WRITE st_time = timeit.default_timer() -nessy_5.to_netcdf('/tmp/bounds_file_3.nc', info=True) +nessy_5.to_netcdf(test_name.replace(' ', '_') + "_{0:03d}.nc".format(size), info=True) comm.Barrier() result.loc['write', test_name] = timeit.default_timer() - st_time # REOPENcomm.Barrier() result.loc['write', test_name] = timeit.default_timer() - st_time -nessy_6 = open_netcdf('/tmp/bounds_file_3.nc', info=True) +nessy_6 = open_netcdf(test_name.replace(' ', '_') + "_{0:03d}.nc".format(size), info=True) # LOAD DATA AND EXPLORE BOUNDS print('FROM NEW GRID AFTER WRITE - Rank', rank, '-', 'Lat bounds', nessy_6.lat_bnds) diff --git a/tests/2.4-test_cell_area.py b/tests/2.4-test_cell_area.py index 1fe5b9f52c8c5253289314686993cec5525d029d..238b95ff0fbb7c057fc4eabc234d877e2bb1e69b 100644 --- a/tests/2.4-test_cell_area.py +++ b/tests/2.4-test_cell_area.py @@ -14,15 +14,16 @@ parallel_method = 'Y' result_path = "Times_test_2.4_cell_area_{0}_{1:03d}.csv".format(parallel_method, size) result = pd.DataFrame(index=['read', 'calculate', 'write'], - columns=['2-4.1.New_file_grid_area', '2-4.2.New_file_geometry_area', - '2-4.3.Existing_file_grid_area', '2-4.4.Existing_file_geometry_area']) + columns=['2.4.1.New_file_grid_area', '2.4.2.New_file_geometry_area', + '2.4.3.Existing_file_grid_area', '2.4.4.Existing_file_geometry_area']) # ====================================================================================================================== # ===================================== CALCULATE CELLS AREA FROM NEW GRID =========================================== # ====================================================================================================================== -test_name = "2-4.1.Grid_area" -print(test_name) +test_name = "2-4.1.New_file_grid_area" +if rank == 0: + print(test_name) # CREATE GRID st_time = timeit.default_timer() @@ -53,12 +54,12 @@ print('Rank {0:03d}: Calculate grid cell area: {1}'.format(rank, nessy.cell_meas # WRITE st_time = timeit.default_timer() -nessy.to_netcdf('nessy_1_nes_area.nc') +nessy.to_netcdf(test_name.replace(' ', '_') + "_{0:03d}.nc".format(size)) comm.Barrier() result.loc['write', test_name] = timeit.default_timer() - st_time # REOPEN -# nessy = open_netcdf('nessy_1_nes_area.nc') +# nessy = open_netcdf(test_name.replace(' ', '_') + "_{0:03d}.nc".format(size)) # EXPLORE GRID AREA print('Rank {0:03d}: Write grid cell area: {1}'.format(rank, nessy.cell_measures['cell_area'])) @@ -74,8 +75,9 @@ del nessy # ===================================== CALCULATE CELLS AREA FROM GEOMETRIES ========================================= # ====================================================================================================================== -test_name = "2-4.1.Geometry_area" -print(test_name) +test_name = "2-4.2.New_file_geometry_area" +if rank == 0: + print(test_name) # CREATE GRID st_time = timeit.default_timer() @@ -116,7 +118,8 @@ sys.stdout.flush() # ====================================================================================================================== test_name = '2-4.3.Existing_file_grid_area' -print(test_name) +if rank == 0: + print(test_name) # Original path: /esarchive/exp/monarch/a4dd/original_files/000/2022111512/MONARCH_d01_2022111512.nc # Rotated grid from MONARCH @@ -139,12 +142,12 @@ print('Rank {0:03d}: Calculate grid cell area: {1}'.format(rank, nessy.cell_meas # WRITE st_time = timeit.default_timer() -nessy.to_netcdf('nessy_2_nes_area.nc') +nessy.to_netcdf(test_name.replace(' ', '_') + "_{0:03d}.nc".format(size)) comm.Barrier() result.loc['write', test_name] = timeit.default_timer() - st_time # REOPEN -# nessy = open_netcdf('nessy_2_nes_area.nc') +# nessy = open_netcdf(test_name.replace(' ', '_') + "_{0:03d}.nc".format(size)) comm.Barrier() if rank == 0: @@ -157,7 +160,8 @@ del nessy # ====================================================================================================================== test_name = '2-4.4.Existing_file_geometry_area' -print(test_name) +if rank == 0: + print(test_name) # Original path: /esarchive/exp/monarch/a4dd/original_files/000/2022111512/MONARCH_d01_2022111512.nc # Rotated grid from MONARCH diff --git a/tests/3.1-test_vertical_interp.py b/tests/3.1-test_vertical_interp.py new file mode 100644 index 0000000000000000000000000000000000000000..494fa04e78c4874b8e2ca634e4e752345ab912c7 --- /dev/null +++ b/tests/3.1-test_vertical_interp.py @@ -0,0 +1,65 @@ +#!/usr/bin/env python +import sys +import timeit +import pandas as pd +from mpi4py import MPI +from nes import * +import os, sys +from datetime import datetime + +comm = MPI.COMM_WORLD +rank = comm.Get_rank() +size = comm.Get_size() + +parallel_method = 'T' + +result_path = "Times_test_3.1_vertical_interp_{0}_{1:03d}.csv".format(parallel_method, size) +result = pd.DataFrame(index=['read', 'calculate'], + columns=['3.1.1.Interp']) + +# ====================================================================================================================== +# =============================================== VERTICAL INTERPOLATION ============================================= +# ====================================================================================================================== + +test_name = '3.1.1.Interp' +if rank == 0: + print(test_name) + +# READ +st_time = timeit.default_timer() + +# Original path: /esarchive/exp/monarch/a4dd/original_files/000/2022111512/MONARCH_d01_2022111512.nc +# Rotated grid from MONARCH +source_path = '/gpfs/projects/bsc32/models/NES_tutorial_data/MONARCH_d01_2022111512.nc' + +# Read source data +source_data = open_netcdf(path=source_path, info=True) + +# Select time and load variables +source_data.keep_vars(['O3', 'mid_layer_height_agl']) +source_data.load() + +comm.Barrier() +result.loc['read', test_name] = timeit.default_timer() - st_time + +# INTERPOLATE +st_time = timeit.default_timer() +source_data.vertical_var_name = 'mid_layer_height_agl' +level_list = [0.,50.,100.,250.,500.,750.,1000.,2000.,3000.,5000.] +interp_nes = source_data.interpolate_vertical(level_list, info=True, kind='linear', extrapolate=None) +comm.Barrier() +result.loc['calculate', test_name] = timeit.default_timer() - st_time + +# WRITE +st_time = timeit.default_timer() +interp_nes.to_netcdf(test_name.replace(' ', '_') + "_{0:03d}.nc".format(size)) +comm.Barrier() +result.loc['write', test_name] = timeit.default_timer() - st_time + +comm.Barrier() +if rank == 0: + print(result.loc[:, test_name]) +sys.stdout.flush() + +if rank == 0: + result.to_csv(result_path) diff --git a/tests/3.2-test_horiz_interp_bilinear.py b/tests/3.2-test_horiz_interp_bilinear.py index 77bddadbf1daa3fb7655a080068627f534353c3b..097085a7b85704be793ec60831419c652453dd56 100644 --- a/tests/3.2-test_horiz_interp_bilinear.py +++ b/tests/3.2-test_horiz_interp_bilinear.py @@ -13,7 +13,7 @@ size = comm.Get_size() parallel_method = 'T' result_path = "Times_test_3.2_horiz_interp_bilinear_{0}_{1:03d}.csv".format(parallel_method, size) -result = pd.DataFrame(index=['read', 'calcul', 'write'], +result = pd.DataFrame(index=['read', 'calculate', 'write'], columns=['3.2.1.Only interp', '3.2.2.Create_WM', "3.2.3.Use_WM", "3.2.4.Read_WM"]) # NAMEE @@ -56,7 +56,7 @@ st_time = timeit.default_timer() interp_nes = src_nes.interpolate_horizontal(dst_grid=dst_nes, kind='NN') comm.Barrier() -result.loc['calcul', test_name] = timeit.default_timer() - st_time +result.loc['calculate', test_name] = timeit.default_timer() - st_time st_time = timeit.default_timer() interp_nes.to_netcdf(test_name.replace(' ', '_') + "{0:03d}.nc".format(size)) @@ -75,10 +75,10 @@ test_name = '3.2.2.NN_Create_WM' if rank == 0: print(test_name) -# READING +# READ st_time = timeit.default_timer() -# Source data +# Read source data src_nes = open_netcdf(src_path, parallel_method=parallel_method) src_nes.keep_vars(var_list) src_nes.load() @@ -110,8 +110,7 @@ st_time = timeit.default_timer() wm_nes = src_nes.interpolate_horizontal(dst_grid=dst_nes, kind='NN', info=True, weight_matrix_path="NN_WM_NAMEE_to_IP.nc", only_create_wm=True) comm.Barrier() -result.loc['calcul', test_name] = timeit.default_timer() - st_time - +result.loc['calculate', test_name] = timeit.default_timer() - st_time comm.Barrier() if rank == 0: @@ -155,7 +154,7 @@ st_time = timeit.default_timer() interp_nes = src_nes.interpolate_horizontal(dst_grid=dst_nes, kind='NN', wm=wm_nes) comm.Barrier() -result.loc['calcul', test_name] = timeit.default_timer() - st_time +result.loc['calculate', test_name] = timeit.default_timer() - st_time st_time = timeit.default_timer() interp_nes.to_netcdf(test_name.replace(' ', '_') + "_{0:03d}.nc".format(size)) @@ -205,7 +204,7 @@ st_time = timeit.default_timer() interp_nes = src_nes.interpolate_horizontal(dst_grid=dst_nes, kind='NN', weight_matrix_path="NN_WM_NAMEE_to_IP.nc") comm.Barrier() -result.loc['calcul', test_name] = timeit.default_timer() - st_time +result.loc['calculate', test_name] = timeit.default_timer() - st_time st_time = timeit.default_timer() interp_nes.to_netcdf(test_name.replace(' ', '_') + "_{0:03d}.nc".format(size)) diff --git a/tests/3.3-test_horiz_interp_conservative.py b/tests/3.3-test_horiz_interp_conservative.py index fa7a4930aef63473f6174363901436fd46a76fb3..51981244a7e9a54a3cbc38defe32f4fe9f000f44 100644 --- a/tests/3.3-test_horiz_interp_conservative.py +++ b/tests/3.3-test_horiz_interp_conservative.py @@ -13,7 +13,7 @@ size = comm.Get_size() parallel_method = 'Y' result_path = "Times_test_3.3_horiz_interp_conservative.py_{0}_{1:03d}.csv".format(parallel_method, size) -result = pd.DataFrame(index=['read', 'calcul', 'write'], +result = pd.DataFrame(index=['read', 'calculate', 'write'], columns=['3.3.1.Only interp', '3.3.2.Create_WM', "3.3.3.Use_WM", "3.3.4.Read_WM"]) # NAMEE @@ -23,20 +23,22 @@ var_list = ['O3'] # ====================================================================================================================== # ====================================== Only interp ===================================================== # ====================================================================================================================== + test_name = '3.3.1.Only interp' if rank == 0: print(test_name) -# READING final_dst.variables[var_name]['data'][time, lev] = np.sum(weights * src_aux, axis=1) +# READ +# final_dst.variables[var_name]['data'][time, lev] = np.sum(weights * src_aux, axis=1) st_time = timeit.default_timer() -# Source data +# Read source data src_nes = open_netcdf(src_path, parallel_method=parallel_method) src_nes.keep_vars(var_list) src_nes.load() -# Destination Grid +# Create destination grid lat_1 = 37 lat_2 = 43 lon_0 = -3 @@ -55,12 +57,13 @@ result.loc['read', test_name] = timeit.default_timer() - st_time st_time = timeit.default_timer() +# INTERPOLATE interp_nes = src_nes.interpolate_horizontal(dst_grid=dst_nes, kind='Conservative') # interp_nes = src_nes.interpolate_horizontal(dst_grid=dst_nes, kind='Conservative', weight_matrix_path='T_WM.nc') - comm.Barrier() -result.loc['calcul', test_name] = timeit.default_timer() - st_time +result.loc['calculate', test_name] = timeit.default_timer() - st_time +# WRITE st_time = timeit.default_timer() interp_nes.to_netcdf(test_name.replace(' ', '_') + "{0:03d}.nc".format(size), serial=True) comm.Barrier() @@ -74,6 +77,7 @@ sys.stdout.flush() # ====================================================================================================================== # ====================================== Create_WM ===================================================== # ====================================================================================================================== + test_name = '3.3.2.Create_WM' if rank == 0: print(test_name) @@ -81,12 +85,12 @@ if rank == 0: # READING st_time = timeit.default_timer() -# Source data +# Read source data src_nes = open_netcdf(src_path, parallel_method=parallel_method) src_nes.keep_vars(var_list) src_nes.load() -# Destination Grid +# Create destination grid lat_1 = 37 lat_2 = 43 lon_0 = -3 @@ -108,13 +112,14 @@ if os.path.exists("CONS_WM_NAMEE_to_IP.nc") and rank == 0: os.remove("CONS_WM_NAMEE_to_IP.nc") comm.Barrier() +# INTERPOLATE st_time = timeit.default_timer() - wm_nes = src_nes.interpolate_horizontal(dst_grid=dst_nes, kind='Conservative', info=True, weight_matrix_path="CONS_WM_NAMEE_to_IP.nc", only_create_wm=True) comm.Barrier() -result.loc['calcul', test_name] = timeit.default_timer() - st_time +result.loc['calculate', test_name] = timeit.default_timer() - st_time +# WRITE # st_time = timeit.default_timer() # interp_nes.to_netcdf(test_name.replace(' ', '_') + ".nc") # comm.Barrier() @@ -128,19 +133,20 @@ sys.stdout.flush() # ====================================================================================================================== # ====================================== Use_WM ===================================================== # ====================================================================================================================== + test_name = "3.3.3.Use_WM" if rank == 0: print(test_name) -# READING +# READ st_time = timeit.default_timer() -# Source data +# Read source data src_nes = open_netcdf(src_path, parallel_method=parallel_method) src_nes.keep_vars(var_list) src_nes.load() -# Destination Grid +# Create destination grid lat_1 = 37 lat_2 = 43 lon_0 = -3 @@ -151,19 +157,19 @@ inc_x = 4000 inc_y = 4000 x_0 = -807847.688 y_0 = -797137.125 - dst_nes = create_nes(comm=None, info=False, projection='lcc', lat_1=lat_1, lat_2=lat_2, lon_0=lon_0, lat_0=lat_0, nx=nx, ny=ny, inc_x=inc_x, inc_y=inc_y, x_0=x_0, y_0=y_0, parallel_method=parallel_method, times=src_nes.get_full_times()) comm.Barrier() result.loc['read', test_name] = timeit.default_timer() - st_time +# INTERPOLATE st_time = timeit.default_timer() - interp_nes = src_nes.interpolate_horizontal(dst_grid=dst_nes, kind='Conservative', wm=wm_nes) comm.Barrier() -result.loc['calcul', test_name] = timeit.default_timer() - st_time +result.loc['calculate', test_name] = timeit.default_timer() - st_time +# WRITE st_time = timeit.default_timer() interp_nes.to_netcdf(test_name.replace(' ', '_') + "{0:03d}.nc".format(size)) comm.Barrier() @@ -177,19 +183,20 @@ sys.stdout.flush() # ====================================================================================================================== # ====================================== Read_WM ===================================================== # ====================================================================================================================== + test_name = "3.3.4.Read_WM" if rank == 0: print(test_name) -# READING +# READ st_time = timeit.default_timer() -# Source data +# Read source data src_nes = open_netcdf(src_path, parallel_method=parallel_method) src_nes.keep_vars(var_list) src_nes.load() -# Destination Grid +# Create destination grid lat_1 = 37 lat_2 = 43 lon_0 = -3 @@ -200,19 +207,19 @@ inc_x = 4000 inc_y = 4000 x_0 = -807847.688 y_0 = -797137.125 - dst_nes = create_nes(comm=None, info=False, projection='lcc', lat_1=lat_1, lat_2=lat_2, lon_0=lon_0, lat_0=lat_0, nx=nx, ny=ny, inc_x=inc_x, inc_y=inc_y, x_0=x_0, y_0=y_0, parallel_method=parallel_method, times=src_nes.get_full_times()) comm.Barrier() result.loc['read', test_name] = timeit.default_timer() - st_time +# INTERPOLATE st_time = timeit.default_timer() - interp_nes = src_nes.interpolate_horizontal(dst_grid=dst_nes, kind='Conservative', weight_matrix_path="CONS_WM_NAMEE_to_IP.nc") comm.Barrier() -result.loc['calcul', test_name] = timeit.default_timer() - st_time +result.loc['calculate', test_name] = timeit.default_timer() - st_time +# WRITE st_time = timeit.default_timer() interp_nes.to_netcdf(test_name.replace(' ', '_') + "{0:03d}.nc".format(size)) comm.Barrier() diff --git a/tests/4.1-test_daily_stats.py b/tests/4.1-test_daily_stats.py new file mode 100644 index 0000000000000000000000000000000000000000..fa384f556855ce526ca6a63dc5cb99d59b41eb82 --- /dev/null +++ b/tests/4.1-test_daily_stats.py @@ -0,0 +1,60 @@ +#!/usr/bin/env python + +import sys +import timeit +import pandas as pd +from mpi4py import MPI +from nes import * + +comm = MPI.COMM_WORLD +rank = comm.Get_rank() +size = comm.Get_size() + +parallel_method = 'Y' + +result_path = "Times_test_4.1_daily_stats_{0}_{1:03d}.csv".format(parallel_method, size) +result = pd.DataFrame(index=['read', 'calculate', 'write'], + columns=['4.1.1.Mean']) + +# ====================================================================================================================== +# ================================================== CALCULATE MEAN ================================================== +# ====================================================================================================================== + +test_name = '4-1.1.Mean' +if rank == 0: + print(test_name) + +# Original path: /esarchive/exp/monarch/a4dd/original_files/000/2022111512/MONARCH_d01_2022111512.nc +# Rotated grid from MONARCH +cams_file = '/gpfs/projects/bsc32/models/NES_tutorial_data/MONARCH_d01_2022111512.nc' + +# READ +st_time = timeit.default_timer() +nessy = open_netcdf(path=cams_file, info=True, parallel_method=parallel_method) +comm.Barrier() +result.loc['read', test_name] = timeit.default_timer() - st_time + +# LOAD VARIABLES +nessy.keep_vars('O3') +nessy.load() + +# CALCULATE MEAN +st_time = timeit.default_timer() +nessy.daily_statistic(op="mean") +print(nessy.variables['O3']['cell_methods']) +comm.Barrier() +result.loc['calculate', test_name] = timeit.default_timer() - st_time + +# WRITE +st_time = timeit.default_timer() +nessy.to_netcdf(test_name.replace(' ', '_') + "_{0:03d}.nc".format(size)) +comm.Barrier() +result.loc['write', test_name] = timeit.default_timer() - st_time + +comm.Barrier() +if rank == 0: + print(result.loc[:, test_name]) +sys.stdout.flush() + +if rank == 0: + result.to_csv(result_path) diff --git a/tests/run_scalability_tests_nord3v2.sh b/tests/run_scalability_tests_nord3v2.sh index 07909de48a00ff9e626b9718c2828ec67dc46df8..bece03097051b1c2993a2865da42b8a8db36f411 100644 --- a/tests/run_scalability_tests_nord3v2.sh +++ b/tests/run_scalability_tests_nord3v2.sh @@ -3,11 +3,6 @@ EXPORTPATH="/gpfs/projects/bsc32/models/NES_master" SRCPATH="/gpfs/projects/bsc32/models/NES_master/tests" -#EXE="1.1-test_read_write_projection.py" -#EXE="2.1-test_spatial_join.py" -#EXE="2.3-test_bounds.py" -EXE="2.4-test_cell_area.py" - module purge module load Python/3.7.4-GCCcore-8.3.0 module load netcdf4-python/1.5.3-foss-2019b-Python-3.7.4 @@ -21,7 +16,26 @@ module load eccodes-python/0.9.5-foss-2019b-Python-3.7.4 module load geopandas/0.10.2-foss-2019b-Python-3.7.4 module load Shapely/1.7.1-foss-2019b-Python-3.7.4 -for nprocs in 1 2 4 8 16 -do - JOB_ID=`sbatch --ntasks=${nprocs} --qos=debug --exclusive --job-name=NES_${EXE}_${nprocs} --output=./log_NES-${EXE}_nord3v2_${nprocs}_%J.out --error=./log_NES-${EXE}_nord3v2_${nprocs}_%J.err -D . --time=02:00:00 --wrap="export PYTHONPATH=${EXPORTPATH}:${PYTHONPATH}; cd ${SRCPATH}; mpirun --mca mpi_warn_on_fork 0 -np ${nprocs} python ${SRCPATH}/${EXE}"` -done \ No newline at end of file +#EXE="1.1-test_read_write_projection.py" +#EXE="1.2-test_create_projection.py" +#EXE="2.1-test_spatial_join.py" +#EXE="2.2-test_create_shapefile.py" +#EXE="2.3-test_bounds.py" +#EXE="2.4-test_cell_area.py" +#EXE="3.1-test_vertical_interp.py" +#EXE="3.2-test_horiz_interp_bilinear.py" +#EXE="3.3-test_horiz_interp_conservative.py" +#EXE="4.1-test_daily_stats.py" + +# for nprocs in 1 2 4 8 16 +# do +# JOB_ID=`sbatch --ntasks=${nprocs} --qos=debug --exclusive --job-name=NES_${EXE}_${nprocs} --output=./log_NES-${EXE}_nord3v2_${nprocs}_%J.out --error=./log_NES-${EXE}_nord3v2_${nprocs}_%J.err -D . --time=02:00:00 --wrap="export PYTHONPATH=${EXPORTPATH}:${PYTHONPATH}; cd ${SRCPATH}; mpirun --mca mpi_warn_on_fork 0 -np ${nprocs} python ${SRCPATH}/${EXE}"` +# done + +for EXE in "1.1-test_read_write_projection.py" "1.2-test_create_projection.py" "2.1-test_spatial_join.py" "2.2-test_create_shapefile.py" "2.3-test_bounds.py" "2.4-test_cell_area.py" "3.1-test_vertical_interp.py" "3.2-test_horiz_interp_bilinear.py" "3.3-test_horiz_interp_conservative.py" "4.1-test_daily_stats.py" + do + for nprocs in 1 2 4 8 16 + do + JOB_ID=`sbatch --ntasks=${nprocs} --qos=debug --exclusive --job-name=NES_${EXE}_${nprocs} --output=./log_NES-${EXE}_nord3v2_${nprocs}_%J.out --error=./log_NES-${EXE}_nord3v2_${nprocs}_%J.err -D . --time=02:00:00 --wrap="export PYTHONPATH=${EXPORTPATH}:${PYTHONPATH}; cd ${SRCPATH}; mpirun --mca mpi_warn_on_fork 0 -np ${nprocs} python ${SRCPATH}/${EXE}"` + done + done diff --git a/tutorials/1.Introduction/1.1.Read_Write_Regular.ipynb b/tutorials/1.Introduction/1.1.Read_Write_Regular.ipynb index 21eed90fa654a8c635d7de1ac741140ad847f712..06542ff4bd7c67656035b23c128e50d3a662da03 100644 --- a/tutorials/1.Introduction/1.1.Read_Write_Regular.ipynb +++ b/tutorials/1.Introduction/1.1.Read_Write_Regular.ipynb @@ -13,8 +13,6 @@ "metadata": {}, "outputs": [], "source": [ - "import xarray as xr\n", - "from netCDF4 import Dataset\n", "from nes import *" ] }, @@ -36,484 +34,6 @@ "## 1. Read dataset" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Open with xarray" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
<xarray.Dataset>\n", - "Dimensions: (time: 25, lev: 1, lat: 115, lon: 165)\n", - "Coordinates:\n", - " * time (time) datetime64[ns] 2019-01-01 ... 2019-01-02\n", - " * lev (lev) float64 0.0\n", - " * lat (lat) float64 33.9 34.0 34.1 34.2 34.3 ... 45.0 45.1 45.2 45.3\n", - " * lon (lon) float64 -11.8 -11.7 -11.6 -11.5 -11.4 ... 4.3 4.4 4.5 4.6\n", - "Data variables:\n", - " sconcno2 (time, lev, lat, lon) float32 ...\n", - " crs |S1 b''\n", - "Attributes:\n", - " Domain: Regional\n", - " Conventions: CF-1.7\n", - " history: MONARCHv1.0 netcdf file.\n", - " comment: Generated on marenostrum4
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<xarray.Dataset>\n", - "Dimensions: (station: 84, time: 31)\n", - "Coordinates:\n", - " * time (time) datetime64[ns] 2015-07-01 ... 2015-0...\n", - "Dimensions without coordinates: station\n", - "Data variables: (12/19)\n", - " station_start_date (station) |S75 b'1980-01-01' ... b'nan'\n", - " station_zone (station) |S75 b'nan' b'nan' ... b'nan' b'nan'\n", - " street_type (station) |S75 b'nan' b'nan' ... b'nan' b'nan'\n", - " country_code (station) |S75 b'CH' b'CH' ... b'NL' b'IT'\n", - " ccaa (station) |S75 b'nan' b'nan' ... b'nan' b'nan'\n", - " station_name (station) |S75 b'payerne' ... b'lamezia terme'\n", - " ... ...\n", - " station_code (station) |S75 b'CH0002R' ... b'IT0016R'\n", - " longitude (station) float32 6.944 8.905 ... 6.277 16.23\n", - " station_end_date (station) |S75 b'nan' b'nan' ... b'nan' b'nan'\n", - " station_rural_back (station) |S75 b'nan' b'nan' ... b'nan' b'nan'\n", - " latitude (station) float32 46.81 47.48 ... 53.33 38.88\n", - " station_ozone_classification (station) |S75 b'rural' b'rural' ... b'nan'
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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", - " b'1997-07-01', b'1999-03-03', b'1997-06-11', b'2000-08-01',\n", - " b'2000-11-01', b'2001-01-31', b'2007-10-03', b'1976-06-22',\n", - " b'2006-01-01', b'1980-01-01', b'2001-01-01', b'1900-01-01',\n", - " b'1985-11-01', b'2009-01-01', b'1971-12-01', b'1978-02-01',\n", - " b'1997-01-01', b'1967-09-15', b'1981-01-01', b'1995-01-01',\n", - " b'1984-12-01', b'2011-01-01', b'1979-01-09', b'1984-01-09',\n", - " b'1990-01-01', b'2002-01-01', b'1996-05-01', b'1997-01-01',\n", - " b'1997-01-01', 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", - " 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", - " 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", - " 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', 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", - " 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", - " 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'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", - " b'SE', b'SE', b'SI', b'SK', b'SK', b'NO', b'DE', b'NL', b'PL', b'EG',\n", - " 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'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", - " b'castilla y leon', b'cataluna', b'galicia', b'andalucia', 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", - " 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'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", - " b'peausende', b'els torms', b'o saviao', b'doana', b'harwell',\n", - " b'auchencorth moss', b'k-puszta', b'valentia', b'irafoss', b'ispra',\n", - " b'birkenes ii', b'tustervatn', b'krvatn', b'hurdal', b'lbjarczew',\n", - " b'dssniezka', b'pm08lebaiemepa', b'wmpuszcz_ios_borecka',\n", - " b'kamenicki vis', b'bredklen', b'vavihill', b'aspvreten', b'r',\n", - " b'iskrba', b'chopok - emep/o3', b'starina - vodna nadr. emep/o3',\n", - " b'zeppelin mountain (ny-lesund)', b'waldhof', b'eibergen', b'zielonka',\n", - " b'hurghada', b'vredepeel', b'zoebelboden', b'amberd', b'illmitz',\n", - " b'cabauw wielsekade', b'kosetice (noak)', b'zingst', b'rucava', b'ut',\n", - " b'lecce (eco)', b'svratouch', b'danki', b'bilthoven', b'zabljak',\n", - " b'finokalia', b'preila', b'schauinsland', b'neuglobsow',\n", - " 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'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'suburban', 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'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", - " 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", - " b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan', b'nan',\n", - " b'jarczew', b'nan', b'leba', 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", - " 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", - " [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", - " 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", - " b'yes', b'yes', b'yes', b'yes', b'no', b'yes', b'yes', b'yes', b'yes',\n", - " 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'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", - " 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", - " b'background', b'background', b'background', b'background',\n", - " b'background', b'background', b'background', b'background',\n", - " b'background', 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", - " 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", - " b'united kingdom', b'united kingdom', b'hungary', b'ireland',\n", - " b'iceland', b'italy', b'norway', b'norway', b'norway', b'norway',\n", - " b'poland', b'poland', b'poland', b'poland', b'serbia', b'sweden',\n", - " b'sweden', b'sweden', b'sweden', b'slovenia',\n", - " b'slovakia (slovak republic)', b'slovakia (slovak republic)', b'Norway',\n", - " b'Germany', b'Netherlands', b'Poland', b'Egypt', b'Netherlands',\n", - " b'Austria', b'Armenia', b'Austria', b'Netherlands', b'Czech Republic',\n", - " b'Germany', b'Latvia', b'Finland', b'Italy', b'Czech Republic',\n", - " b'Russian Federation', b'Netherlands', b'Montenegro', b'Greece',\n", - " 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", - " 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", - " 2.600e+02, 1.250e+02, 1.000e+01, 6.600e+01, 2.090e+02, 2.190e+02,\n", - " 4.390e+02, 2.100e+02, 3.000e+02, 1.800e+02, 1.603e+03, 4.000e+00,\n", - " 1.570e+02, 8.060e+02, 3.800e+02, 1.630e+02, 2.500e+01, 1.000e+01,\n", - " 5.400e+02, 2.008e+03, 3.450e+02, 4.740e+02, 7.400e+01, 2.000e+01,\n", - " 1.210e+02, 7.000e+00, 2.800e+01, 8.990e+02, 2.080e+03, 1.170e+02,\n", - " 1.000e+00, 5.350e+02, 1.000e+00, 1.800e+01, 7.000e+00, 3.600e+01,\n", - " 7.370e+02, 1.500e+02, 5.000e+00, 1.450e+03, 2.500e+02, 5.000e+00,\n", - " 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", - " 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", - " b'GB0048R', b'HU0002R', b'IE0001R', b'IS0002R', b'IT0004R', b'NO0002R',\n", - " b'NO0015R', b'NO0039R', b'NO0056R', b'PL0002R', b'PL0003R', b'PL0004R',\n", - " b'PL0005R', b'RS0005R', b'SE0005R', b'SE0011R', b'SE0012R', b'SE0014R',\n", - " b'SI0008R', b'SK0002R', b'SK0006R', b'NO0042G', b'DE0002R', b'NL0007R',\n", - " b'PL0009R', b'EG0002U', b'NL0010R', b'AT0048R', b'AM0001R', b'AT0002R',\n", - " b'NL0644R', b'CZ0003R', b'DE0009R', b'LV0010R', b'FI0009R', b'IT0015U',\n", - " b'CZ0001R', b'RU0018R', b'NL0008R', b'ME0008R', b'GR0002R', b'LT0015R',\n", - " 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')
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<xarray.Dataset>\n", - "Dimensions: (time: 30, station: 3, N_flag_codes: 190, N_qa_codes: 77)\n", - "Coordinates:\n", - " * time (time) datetime64[ns] ...\n", - " * station (station) float64 ...\n", - "Dimensions without coordinates: N_flag_codes, N_qa_codes\n", - "Data variables: (12/177)\n", - " latitude (station) float64 ...\n", - " longitude (station) float64 ...\n", - " ASTER_v3_altitude (station) float32 ...\n", - " EDGAR_v4.3.2_annual_average_BC_emissions (station) float32 ...\n", - " EDGAR_v4.3.2_annual_average_CO_emissions (station) float32 ...\n", - " EDGAR_v4.3.2_annual_average_NH3_emissions (station) float32 ...\n", - " ... ...\n", - " terrain (station) object ...\n", - " vertical_datum (station) object ...\n", - " weekday_weekend_code (station, time) uint8 ...\n", - " sconcso4_prefiltered_defaultqa (station, time) float32 ...\n", - " flag (station, time, N_flag_codes) int64 ...\n", - " qa (station, time, N_qa_codes) int64 ...\n", - "Attributes:\n", - " title: Surface sulphate data in the EANET network in 2019-11.\n", - " institution: Barcelona Supercomputing Center\n", - " source: Surface observations\n", - " creator_name: Dene R. Bowdalo\n", - " creator_email: dene.bowdalo@bsc.es\n", - " version: 1.4\n", - " Conventions: CF-1.7
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array(['water bodies', 'water bodies', 'deciduous broadleaf forests'],\n", - " dtype=object)
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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(['nan', 'nan', 'nan'], dtype=object)
array(['Seogeom-Ri', 'Gaigeturi', 'Imsil'], dtype=object)
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array(['nan', 'nan', 'nan'], dtype=object)
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array(['nan', 'nan', 'nan'], dtype=object)
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array(['nan', 'nan', 'nan'], dtype=object)
array(['nan', 'nan', 'nan'], dtype=object)
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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)
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array(['TIDAL - MEAN SEA LEVEL', 'TIDAL - MEAN SEA LEVEL',\n", - " 'TIDAL - MEAN SEA LEVEL'], dtype=object)
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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", - " 'temperate conifer forests', 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests', 'temperate conifer forests',\n", - " 'temperate conifer forests', 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests', 'water', 'tundra',\n", - " 'temperate conifer forests', 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'mediterranean forests, woodlands and scrub', 'water',\n", - " 'mediterranean forests, woodlands and scrub',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests', 'temperate conifer forests',\n", - " 'water', 'water', 'tundra', 'temperate broadleaf and mixed forests',\n", - " 'water', 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests', 'water',\n", - " 'mediterranean forests, woodlands and scrub',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'mediterranean forests, woodlands and scrub',\n", - " 'mediterranean forests, woodlands and scrub',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'mediterranean forests, woodlands and scrub', 'water',\n", - " 'mediterranean forests, woodlands and scrub',\n", - " 'mediterranean forests, woodlands and scrub',\n", - " 'mediterranean forests, woodlands and scrub',\n", - " 'mediterranean forests, woodlands and scrub',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'mediterranean forests, woodlands and scrub',\n", - " 'mediterranean forests, woodlands and scrub', 'water',\n", - " 'boreal forests/taiga', 'boreal forests/taiga', 'boreal forests/taiga',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " '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',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'mediterranean forests, woodlands and scrub',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " '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',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'mediterranean forests, woodlands and scrub',\n", - " 'mediterranean forests, woodlands and scrub',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'tropical and subtropical moist broadleaf forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests', 'temperate conifer forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'mediterranean forests, woodlands and scrub',\n", - " 'mediterranean forests, woodlands and scrub', 'water',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'tropical and subtropical moist broadleaf forests', 'water', 'water',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'mediterranean forests, woodlands and scrub',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests', 'tundra', 'tundra', 'tundra',\n", - " 'temperate broadleaf and mixed forests', 'boreal forests/taiga',\n", - " 'temperate conifer forests', 'boreal forests/taiga', 'tundra',\n", - " 'boreal forests/taiga', 'temperate broadleaf and mixed forests',\n", - " 'water', 'temperate grasslands, savannas and shrublands',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests', 'tundra',\n", - " 'boreal forests/taiga', 'boreal forests/taiga',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests', 'boreal forests/taiga',\n", - " 'boreal forests/taiga', 'temperate broadleaf and mixed forests',\n", - " 'temperate conifer forests', 'temperate conifer forests',\n", - " 'temperate conifer forests', 'temperate conifer forests',\n", - " 'temperate conifer forests', 'temperate broadleaf and mixed forests',\n", - " '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", - " '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", - " 'western european broadleaf forests',\n", - " 'western european broadleaf forests', 'pannonian mixed forests',\n", - " 'central european mixed forests', 'pannonian mixed forests',\n", - " 'pannonian mixed forests', 'alps conifer and mixed forests',\n", - " 'alps conifer and mixed forests', 'pannonian mixed forests',\n", - " 'western european broadleaf forests', 'atlantic mixed forests',\n", - " 'atlantic mixed forests', 'rodope montane mixed forests', 'water',\n", - " 'high arctic tundra', 'alps conifer and mixed forests',\n", - " 'western european broadleaf forests',\n", - " 'western european broadleaf forests',\n", - " 'western european broadleaf forests',\n", - " 'western european broadleaf forests',\n", - " 'western european broadleaf forests', 'chilean matorral', 'water',\n", - " 'cyprus mediterranean forests', 'western european broadleaf forests',\n", - " 'western european broadleaf forests',\n", - " 'western european broadleaf forests', 'atlantic mixed forests',\n", - " 'atlantic mixed forests', 'western european broadleaf forests',\n", - " 'baltic mixed forests', 'western european broadleaf forests',\n", - " 'baltic mixed forests', 'western european broadleaf forests',\n", - " 'alps conifer and mixed forests', 'water', 'water',\n", - " 'kalaallit nunaat high arctic tundra', 'baltic mixed forests',\n", - " 'rock and ice', 'atlantic mixed forests', 'sarmatic mixed forests',\n", - " 'water', 'northwest iberian montane forests',\n", - " 'cantabrian mixed forests',\n", - " 'northeastern spain and southern france mediterranean forests',\n", - " 'iberian sclerophyllous and semi-deciduous forests',\n", - " 'cantabrian mixed forests', 'iberian conifer forests', 'water',\n", - " 'iberian sclerophyllous and semi-deciduous forests',\n", - " 'iberian sclerophyllous and semi-deciduous forests',\n", - " 'iberian sclerophyllous and semi-deciduous forests',\n", - " 'iberian sclerophyllous and semi-deciduous forests',\n", - " 'cantabrian mixed forests',\n", - " 'southwest iberian mediterranean sclerophyllous and mixed forests',\n", - " 'canary islands dry woodlands and forests', 'water',\n", - " 'scandinavian and russian taiga', 'scandinavian and russian taiga',\n", - " 'scandinavian and russian taiga', 'western european broadleaf forests',\n", - " 'western european broadleaf forests',\n", - " 'western european broadleaf forests', 'atlantic mixed forests',\n", - " 'western european broadleaf forests', 'atlantic mixed forests',\n", - " 'alps conifer and mixed forests', 'western european broadleaf forests',\n", - " 'atlantic mixed forests', 'pyrenees conifer and mixed forests',\n", - " 'northeastern spain and southern france mediterranean forests',\n", - " 'western european broadleaf forests',\n", - " 'western european broadleaf forests', 'celtic broadleaf forests',\n", - " 'north atlantic moist mixed forests', 'celtic broadleaf forests',\n", - " 'celtic broadleaf forests', 'caledon conifer forests',\n", - " 'celtic broadleaf forests', 'celtic broadleaf forests',\n", - " 'celtic broadleaf forests', 'english lowlands beech forests',\n", - " 'english lowlands beech forests', 'celtic broadleaf forests',\n", - " 'celtic broadleaf forests', 'celtic broadleaf forests',\n", - " 'celtic broadleaf forests', 'english lowlands beech forests',\n", - " 'north atlantic moist mixed forests', 'english lowlands beech forests',\n", - " 'aegean and western turkey sclerophyllous and mixed forests',\n", - " 'crete mediterranean forests', 'pannonian mixed forests',\n", - " 'pannonian mixed forests', 'sumatran montane rain forests',\n", - " 'celtic broadleaf forests', 'celtic broadleaf forests',\n", - " 'alps conifer and mixed forests', 'appenine deciduous montane forests',\n", - " 'tyrrhenian-adriatic sclerophyllous and mixed forests',\n", - " 'italian sclerophyllous and semi-deciduous forests', 'water',\n", - " 'taiheiyo evergreen forests', 'ogasawara subtropical moist forests',\n", - " 'water', 'water', 'southern korea evergreen forests',\n", - " 'central european mixed forests', 'sarmatic mixed forests',\n", - " 'sarmatic mixed forests',\n", - " 'tyrrhenian-adriatic sclerophyllous and mixed forests',\n", - " 'atlantic mixed forests', 'atlantic mixed forests',\n", - " 'atlantic mixed forests', 'atlantic mixed forests',\n", - " 'atlantic mixed forests', 'sarmatic mixed forests',\n", - " 'scandinavian montane birch forest and grasslands',\n", - " 'scandinavian montane birch forest and grasslands', 'arctic desert',\n", - " 'sarmatic mixed forests', 'scandinavian and russian taiga',\n", - " 'scandinavian coastal conifer forests',\n", - " 'scandinavian and russian taiga', 'maudlandia antarctic desert',\n", - " 'scandinavian and russian taiga', 'north island temperate forests',\n", - " 'water', 'cantebury-otago tussock grasslands',\n", - " 'central european mixed forests', 'western european broadleaf forests',\n", - " 'baltic mixed forests', 'central european mixed forests',\n", - " 'balkan mixed forests', 'taimyr-central siberian tundra',\n", - " 'scandinavian and russian taiga', 'scandinavian and russian taiga',\n", - " 'sarmatic mixed forests', 'sarmatic mixed forests',\n", - " 'sarmatic mixed forests', 'baltic mixed forests',\n", - " 'sarmatic mixed forests', 'sarmatic mixed forests',\n", - " 'scandinavian and russian taiga', 'scandinavian and russian taiga',\n", - " 'pannonian mixed forests', 'alps conifer and mixed forests',\n", - " 'alps conifer and mixed forests', 'carpathian montane forests',\n", - " 'carpathian montane forests', 'carpathian montane forests',\n", - " '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", - " 'Vorarlberg', 'Carinthia', 'Styria', 'Salzburg', 'Lower Austria',\n", - " 'Lower Austria', 'Lower Austria', 'Lower Austria', 'Lower Austria',\n", - " 'Upper Austria', 'Styria', 'Styria', 'Wallonia', 'Wallonia', 'Wallonia',\n", - " 'Smolyan', 'Hamilton City', 'nan', 'Bern', 'Vaud', 'Thurgau',\n", - " 'Neuchatel', 'Schwyz', 'Lucerne', 'nan', 'nan', 'Lefkosia', 'Vysocina',\n", - " 'Central Bohemia', 'Jihocesky', 'Schleswig-Holstein', 'Lower Saxony',\n", - " 'Baden-Wuerttemberg', 'nan', 'Thuringia', 'Mecklenburg-Vorpommern',\n", - " 'Bavaria', 'Tyrol', 'nan', 'nan', 'nan', 'Zealand', 'nan', 'nan', 'nan',\n", - " 'nan', 'Castille-La Mancha', 'Galicia', 'Balearic Islands', 'Andalusia',\n", - " 'Asturias', 'Castille-La Mancha', 'Catalonia', 'Extremadura',\n", - " 'Valencia', 'Castille And Leon', 'Catalonia', 'Galicia', 'nan',\n", - " 'Canary Islands', 'nan', 'Kymenlaakso', 'nan', 'nan', 'Alsace',\n", - " 'Champagne-Ardenne', 'nan', 'Midi-Pyrenees', 'Franche-Comte',\n", - " 'Pays De La Loire', "Provence-Alpes-Cote D'Azur", 'Limousin',\n", - " 'Lower Normandy', 'Midi-Pyrenees', 'nan', 'Centre', 'Auvergne', 'nan',\n", - " 'nan', 'England', 'England', 'nan', 'England', 'Scotland', 'England',\n", - " 'England', 'England', 'Wales', 'England', 'Scotland', 'England',\n", - " 'England', 'Scotland', 'England', 'Central Greece', 'Crete',\n", - " 'Bacs-Kiskun', 'Vas', 'West Sumatra', 'Munster', 'nan', 'Lombardy',\n", - " 'Tuscany', 'Sicily', 'Umbria', 'nan', 'nan', 'nan', 'Okinawa', 'nan',\n", - " 'nan', 'nan', 'Rucavas', 'Vecpiebalga', 'L-Gharb', 'Gelderland',\n", - " 'Groningen', 'North Brabant', 'South Holland', 'Utrecht', 'Aust-Agder',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'Rogaland', 'Akershus', 'nan',\n", - " 'Telemark', 'nan', 'nan', 'nan', 'Masovian Voivodeship',\n", - " 'Lower Silesian Voivodeship', 'Pomeranian Voivodeship',\n", - " 'Warmian-Masurian Voivodeship', 'Central Serbia', 'nan', 'nan', 'nan',\n", - " '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", - " 'Politischer Bezirk Spittal An Der Drau',\n", - " 'Politischer Bezirk Hollabrunn', 'Politischer Bezirk Bregenz',\n", - " 'Politischer Bezirk Spittal An Der Drau',\n", - " 'Politischer Bezirk Hartberg-Fuerstenfeld',\n", - " 'Politischer Bezirk Salzburg-Umgebung', 'Politischer Bezirk Gmund',\n", - " 'Politischer Bezirk Sankt Polten', 'Politischer Bezirk Krems',\n", - " 'Politischer Bezirk Ganserndorf',\n", - " 'Politischer Bezirk Bruck An Der Leitha',\n", - " 'Politischer Bezirk Steyr-Land', 'Politischer Bezirk Murau',\n", - " 'Politischer Bezirk Graz-Umgebung', 'Province Du Luxembourg',\n", - " 'Province De Liege', 'Province De Namur', 'Obshtina Chepelare', 'nan',\n", - " 'nan', 'Interlaken-Oberhasli District', 'Broye-Vully District',\n", - " 'Muenchwilen District', 'Val-De-Ruz District', 'Bezirk Kuessnacht',\n", - " 'Sursee District', 'nan', 'nan', 'nan', "Okres Zd'Ar Nad Sazavou",\n", - " 'nan', 'Okres Prachatice', 'nan', 'nan', 'Freiburg Region', 'nan',\n", - " 'nan', 'nan', 'Upper Bavaria', 'Politischer Bezirk Reutte', 'nan',\n", - " 'nan', 'nan', 'Roskilde Kommune', 'nan', 'nan', 'nan', 'nan',\n", - " 'Provincia De Ciudad Real', 'Provincia Da Coruna', 'Illes Balears',\n", - " 'Provincia De Granada', 'Province Of Asturias',\n", - " 'Provincia De Guadalajara', 'Provincia De Girona',\n", - " 'Provincia De Badajoz', 'Provincia De Valencia',\n", - " 'Provincia De Salamanca', 'Provincia De Lleida', 'Provincia De Lugo',\n", - " 'nan', 'Provincia De Santa Cruz De Tenerife', 'nan', 'Kotka-Hamina',\n", - " 'nan', 'nan', 'Departement Du Bas-Rhin', 'Departement Des Ardennes',\n", - " 'nan', 'Departement Du Gers', 'Departement Du Doubs',\n", - " 'Departement De La Vendee', 'Departement Des Hautes-Alpes',\n", - " 'Departement De La Creuse', "Departement De L'Orne",\n", - " 'Departement Des Hautes-Pyrenees', 'nan', 'Departement Du Cher',\n", - " 'Departement Du Puy-De-Dome', 'nan', 'nan', 'Devon', 'North Yorkshire',\n", - " 'nan', 'Shropshire', 'Midlothian', 'Derbyshire', 'East Sussex',\n", - " 'Suffolk', 'Pembrokeshire', 'Cambridgeshire', 'Midlothian', 'Norfolk',\n", - " 'Essex', 'Shetland Islands', 'Hampshire', 'Nomos Voiotias',\n", - " 'Nomos Lasithiou', 'nan', 'nan', 'nan', 'Ciarrai', 'nan',\n", - " 'Provincia Di Varese', 'Provincia Di Pistoia', 'Trapani',\n", - " 'Provincia Di Perugia', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'Berkelland', 'Gemeente De Marne',\n", - " 'Gemeente Sint Anthonis', 'Gemeente Noordwijkerhout', 'Gemeente Lopik',\n", - " 'Birkenes', 'nan', 'nan', 'nan', 'nan', 'nan', 'Karmoy', 'Hurdal',\n", - " 'nan', 'Skien', 'nan', 'nan', 'nan', 'Powiat Garwolinski',\n", - " 'Powiat Jeleniogorski', 'Powiat Leborski', 'Powiat Goldapski',\n", - " 'Nisavski Okrug', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " '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)
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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", - " 'Hart Bei Graz', 'Bertrix', 'Baelen', 'Noville-Les-Bois', 'Chepelare',\n", - " 'Hamilton', 'nan', 'Lauterbrunnen', 'Payerne', 'Aadorf',\n", - " 'Grand-Savagnier', 'Kussnacht', 'Gunzwil', 'nan', 'nan', 'Peristerona',\n", - " 'Svratka', 'Cechtice', 'Stachy', 'Westerland', 'Soltendieck',\n", - " 'Oberried', 'nan', 'Gehlberg', 'Zingst', 'Hohenpeissenberg', 'Ehrwald',\n", - " 'nan', 'nan', 'nan', 'Roskilde', 'nan', 'nan', 'nan', 'nan',\n", - " 'Retuerta De Bullaque', 'Boiro', 'Es Castell', 'Viznar', 'Llanes',\n", - " 'Campisabalos', 'Cadaques', 'Higuera De Vargas', 'Zarra', 'Santiz',\n", - " 'Juncosa', 'Chantada', 'nan', 'Guimar', 'nan', 'Virolahti', 'nan',\n", - " 'nan', 'Schirmeck', 'Revin', 'nan', 'Marciac', 'Saint-Hippolyte',\n", - " 'La Chataigneraie', 'Le Monetier-Les-Bains', 'Banize',\n", - " 'La Ferriere-Aux-Etangs', 'Campan', 'nan', 'Dun-Sur-Auron', 'Orcines',\n", - " 'nan', 'nan', 'Bovey Tracey', 'Pickering', 'nan', "Bishop'S Castle",\n", - " 'Penicuik', 'Hope Valley', 'Seaford', 'Cookley', 'Templeton', 'Soham',\n", - " 'Penicuik', 'Sheringham', 'Saint Osyth', 'Lerwick', 'Andover',\n", - " 'Aliartos', 'Elounda', 'Lajosmizse', 'Szentgotthard', 'Matur',\n", - " 'Cahersiveen', 'nan', 'Cadrezzate', 'Abetone', 'Tre Fontane',\n", - " "Giano Dell'Umbria", 'nan', 'nan', 'nan', 'Yonakuni', 'nan', 'nan',\n", - " 'Neringa', 'Rucava', 'Vecpiebalga', 'Gharb', 'Borculo', 'Ulrum',\n", - " 'Sint Anthonis', 'Noordwijkerhout', 'Lopik', 'Birkeland', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'Akrehamn', 'Hurdal', 'nan', 'Skien', 'nan',\n", - " 'Mcmurdo Station', 'nan', 'Zelechow', 'Karpacz', 'Leba',\n", - " 'Banie Mazurskie', 'Nis', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " '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', '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", - " '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", - " '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", - " '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', 'nan', 'nan',\n", - " 'nan', 'nan', 'e.adriaenssens@vmm.be', 'e.adriaenssens@vmm.be',\n", - " 'e.adriaenssens@vmm.be', 'nan', 'Audra.mcclure@noaa.gov',\n", - " 'sara.crepinsek@noaa.gov', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'martin.steinbacher@empa.ch', 'katie.read@ncas.ac.uk', 'nan', 'nan',\n", - " 'dvorska.a@czechglobe.cz', 'nan', 'anke.penzlin@uba.de',\n", - " 'anke.penzlin@uba.de', 'anke.penzlin@uba.de', 'anke.penzlin@uba.de',\n", - " 'anke.penzlin@uba.de', 'anke.penzlin@uba.de', 'Robert.Holla@dwd.de',\n", - " 'cedric.couret@uba.de', 'nan', 'nan', 'nan', 'nan',\n", - " 'Audra.mcclure@noaa.gov', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'ctorresg@aemet.es', 'kaisa.korpi@fmi.fi', 'mika.vestenius@fmi.fi',\n", - " 'kaisa.korpi@fmi.fi', 'mika.vestenius@fmi.fi', 'nan',\n", - " 'therese.salameh@mines-douai.fr', 'nan',\n", - " 'therese.salameh@mines-douai.fr', 'nan',\n", - " 'therese.salameh@mines-douai.fr', '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', 'labancz.k@met.hu', 'labancz.k@met.hu',\n", - " 'martin.steinbacher@empa.ch', 'nan', 'nan', 'jean.putaud@ec.europa.eu',\n", - " 'p.cristofanelli@isac.cnr.it', 'p.cristofanelli@isac.cnr.it',\n", - " 'm.angelucci@arpa.umbria.it', 'antarctic@met.kishou.go.jp',\n", - " 'ghg_obs@met.kishou.go.jp', 'ghg_obs@met.kishou.go.jp',\n", - " 'ghg_obs@met.kishou.go.jp', 'sulla@korea.kr', 'sulla@korea.kr', 'nan',\n", - " 'nan', 'nan', 'marvic.grima@um.edu.mt', 'rob.zwartjes@rivm.nl',\n", - " 'rob.zwartjes@rivm.nl', 'rob.zwartjes@rivm.nl', 'rob.zwartjes@rivm.nl',\n", - " 'rob.zwartjes@rivm.nl', 'agh@nilu.no', 'waa@nilu.no', 'agh@nilu.no',\n", - " 'agh@nilu.no', 'agh@nilu.no', 'kt@nilu.no', 'agh@nilu.no',\n", - " 'waa@nilu.no', 'agh@nilu.no', 'agh@nilu.no', 'sylvia.nichol@niwa.co.nz',\n", - " 'Audra.mcclure@noaa.gov', 'Audra.mcclure@noaa.gov', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'sara.crepinsek@noaa.gov', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'roman.kocuvan@eimv.si', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " '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", - " '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", - " 'National Oceanic and Atmospheric Administration/Earth System Research Laboratory/Global Monitoring Division',\n", - " 'National Oceanic and Atmospheric Administration/Earth System Research Laboratory/Physical Sciences Division',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'Swiss Federal Laboratories for Materials Science and Technology',\n", - " 'National centre for Atmospheric Science', 'nan', 'nan',\n", - " 'Global Change Research Centre AS CR v. v. i.', 'nan',\n", - " 'Umweltbundesamt Langen', 'Umweltbundesamt Langen',\n", - " 'Umweltbundesamt Langen', 'Umweltbundesamt Langen',\n", - " 'Umweltbundesamt Langen', 'Umweltbundesamt Langen',\n", - " 'Meteorological Observatory Hohenpeissenberg',\n", - " 'German Environment Agency', 'nan', 'nan', 'nan', 'nan',\n", - " 'National Oceanic and Atmospheric Administration/Earth System Research Laboratory/Global Monitoring Division',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'Agencia Estatal de Meteorologia', 'nan',\n", - " 'Finnish Meteorological Institute', 'nan',\n", - " 'Finnish Meteorological Institute', 'nan', 'Ecole des Mines de Douai',\n", - " 'nan', 'Ecole des Mines de Douai', 'nan', 'Ecole des Mines de Douai',\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',\n", - " 'Hungarian Meteorological Service', 'Hungarian Meteorological Service',\n", - " 'Swiss Federal Laboratories for Materials Science and Technology',\n", - " 'nan', 'nan', 'EC Joint Research Centre',\n", - " 'National Research Council of Italy',\n", - " 'National Research Council of Italy',\n", - " 'Arpa Umbria - Umbria Regional Agency for Environmental Protection',\n", - " 'Japan Meteorological Agency', 'Japan Meteorological Agency',\n", - " 'Japan Meteorological Agency', 'Japan Meteorological Agency',\n", - " 'National Institute of Meteorological Sciences',\n", - " 'National Institute of Meteorological Sciences', 'nan', 'nan', 'nan',\n", - " 'University of Malta', 'Rijks instituut voor volgezondsheid en milieu',\n", - " 'Rijks instituut voor volgezondsheid en milieu',\n", - " 'Rijks instituut voor volgezondsheid en milieu',\n", - " 'Rijks instituut voor volgezondsheid en milieu',\n", - " 'Rijks instituut voor volgezondsheid en milieu',\n", - " 'Norwegian Institute for Air Research',\n", - " 'Norwegian Institute for Air Research',\n", - " 'Norwegian Institute for Air Research',\n", - " 'Norwegian Institute for Air Research',\n", - " 'Norwegian Institute for Air Research',\n", - " 'Norwegian Institute for Air Research',\n", - " 'Norwegian Institute for Air Research',\n", - " 'Norwegian Institute for Air Research',\n", - " 'Norwegian Institute for Air Research',\n", - " 'Norwegian Institute for Air Research',\n", - " 'National Institute of Water and Atmospheric Research',\n", - " '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", - " 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'National Oceanic and Atmospheric Administration/Earth System Research Laboratory/Physical Sciences Division',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'Milan Vidmar Electric Power Research Institute', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan',\n", - " '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", - " '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", - " '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", - " 'Marina Froelich', 'Wolfgang Spangl', 'Wolfgang Spangl',\n", - " 'Wolfgang Spangl', 'Wolfgang Spangl', 'Wolfgang Spangl',\n", - " 'Wolfgang Spangl', 'Wolfgang Spangl', 'Wolfgang Spangl',\n", - " 'Wolfgang Spangl', 'Wolfgang Spangl', 'Marina Froelich',\n", - " 'Wolfgang Spangl', 'Marina Froelich', 'Elke Adriaenssens',\n", - " 'Elke Adriaenssens', 'Elke Adriaenssens', 'Emiliya Stoyneva',\n", - " 'Audra Mcclure-Begley', 'Sara Crepinsek', 'Robert Gehrig',\n", - " 'Robert Gehrig', 'Robert Gehrig', 'Robert Gehrig', 'Robert Gehrig',\n", - " 'Thomas Seitz', 'Martin Steinbacher', 'Katie Read',\n", - " 'Christos Papadopoulos', 'Jaroslav Pekarek', 'Jaroslav Pekarek',\n", - " 'Jaroslav Pekarek', 'Anke Penzlin', 'Anke Penzlin', 'Anke Penzlin',\n", - " 'Anke Penzlin', 'Anke Penzlin', 'Anke Penzlin', 'Robert Holla',\n", - " 'Cedric Couret', 'Rolf Weller', 'Rune Keller', 'Rune Keller',\n", - " 'Rune Keller', 'Audra Mcclure-Begley', 'Rune Keller', 'Truuts Toivo',\n", - " 'Truuts Toivo', 'Juan Martinez', 'Juan Martinez', 'Alberto Gonzalez',\n", - " 'Alberto Gonzalez', 'Alberto Gonzalez', 'Alberto Gonzalez',\n", - " 'Alberto Gonzalez', 'Alberto Gonzalez', 'Abellan Maj Britt Larka',\n", - " 'Alberto Gonzalez', 'Alberto Gonzalez', 'Alberto Gonzalez',\n", - " 'Alberto Gonzalez', 'Carlos Torres', 'Timo Salmi', 'Mika Vestenius',\n", - " 'Timo Salmi', 'Mika Vestenius', 'Patrice Coddeville',\n", - " 'Patrice Coddeville', 'Patrice Coddeville', 'Patrice Coddeville',\n", - " 'Patrice Coddeville', 'Patrice Coddeville', 'Patrice Coddeville',\n", - " 'Patrice Coddeville', 'Patrice Coddeville', 'Patrice Coddeville',\n", - " 'Stephane Sauvage', 'Stephane Sauvage', 'Patrice Coddeville',\n", - " 'Geoff Broughton', 'Geoff Broughton', 'Geoff Broughton',\n", - " 'Geoff Broughton', 'Geoff Broughton', 'Geoff Broughton',\n", - " 'Geoff Broughton', 'Geoff Broughton', 'Geoff Broughton',\n", - " 'Geoff Broughton', 'Geoff Broughton', 'Geoff Broughton',\n", - " 'Geoff Broughton', 'Geoff Broughton', 'Geoff Broughton',\n", - " 'Geoff Broughton', 'Keith Vincent', 'A Adamopoulos',\n", - " 'Nikos Mihalopoulos', 'Krisztina Labancz', 'Krisztina Labancz',\n", - " 'Joerg Klausen', 'Barbara Oleary', 'Geoff Broughton', 'Jp Putaud',\n", - " 'Paolo Cristofanelli', 'Paolo Cristofanelli', 'Monica Angelucci',\n", - " 'Yoki Mori', 'Susumu Hashimoto', 'Susumu Hashimoto', 'Susumu Hashimoto',\n", - " 'Sumin Kim', 'Sumin Kim', 'Dalia Sopauskiene', 'Frolova Marina',\n", - " 'Frolova Marina', 'Marvic Grima', 'Jacobus P.J. Berkhout',\n", - " 'Jacobus P.J. Berkhout', 'Jacobus P.J. Berkhout',\n", - " 'Jacobus P.J. Berkhout', 'Ronald Spoor', 'Anne Hjellbrekke',\n", - " 'Wenche Aas', 'Anne Hjellbrekke', 'Anne Hjellbrekke',\n", - " 'Anne Hjellbrekke', 'Kjetil Tørseth', 'Anne Hjellbrekke', 'Wenche Aas',\n", - " 'Anne Hjellbrekke', 'Anne Hjellbrekke', 'Sylvia Nichol',\n", - " 'Audra Mcclure-Begley', 'Audra Mcclure-Begley', 'Magdalena Bogucka',\n", - " 'Magdalena Bogucka', 'Magdalena Bogucka', 'Anna Degorska',\n", - " 'Jasmina Knezevic', 'Sara Crepinsek', 'Karin Sjoberg', 'Karin Sjoberg',\n", - " 'Karin Sjoberg', 'Karin Sjøberg', 'Karin Sjøberg', 'Karin Sjöberg',\n", - " 'Karin Sjöberg', 'Karin Sjoberg', 'Karin Sjoberg', 'Karin Sjoberg',\n", - " 'Murovec Marijana', 'Marijana Murovec', 'Marijana Murovec',\n", - " '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", - " 'Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria',\n", - " 'Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Belgium',\n", - " 'Belgium', 'Belgium', 'Bulgaria', 'Bermuda', 'Canada', 'Switzerland',\n", - " 'Switzerland', 'Switzerland', 'Switzerland', 'Switzerland',\n", - " 'Switzerland', 'Chile', 'Cape Verde', 'Cyprus', 'Czech Republic',\n", - " 'Czech Republic', 'Czech Republic', 'Germany', 'Germany', 'Germany',\n", - " 'Germany', 'Germany', 'Germany', 'Germany', 'Germany', 'Germany',\n", - " 'Denmark', 'Denmark', 'Denmark', 'Denmark', 'Denmark', 'Estonia',\n", - " 'Estonia', 'Spain', 'Spain', 'Spain', 'Spain', 'Spain', 'Spain',\n", - " 'Spain', 'Spain', 'Spain', 'Spain', 'Spain', 'Spain', 'Spain', 'Spain',\n", - " 'Finland', 'Finland', 'Finland', 'Finland', 'France', 'France',\n", - " 'France', 'France', 'France', 'France', 'France', 'France', 'France',\n", - " 'France', 'France', 'France', 'France', 'United Kingdom',\n", - " 'United Kingdom', 'United Kingdom', 'United Kingdom', 'United Kingdom',\n", - " 'United Kingdom', 'United Kingdom', 'United Kingdom', 'United Kingdom',\n", - " 'United Kingdom', 'United Kingdom', 'United Kingdom', 'United Kingdom',\n", - " 'United Kingdom', 'United Kingdom', 'United Kingdom', 'United Kingdom',\n", - " 'Greece', 'Greece', 'Hungary', 'Hungary', 'Indonesia', 'Ireland',\n", - " 'Ireland', 'Italy', 'Italy', 'Italy', 'Italy', 'Japan', 'Japan',\n", - " 'Japan', 'Japan', 'South Korea', 'South Korea', 'Lithuania', 'Latvia',\n", - " 'Latvia', 'Malta', 'Netherlands', 'Netherlands', 'Netherlands',\n", - " 'Netherlands', 'Netherlands', 'Norway', 'Norway', 'Norway', 'Norway',\n", - " 'Norway', 'Norway', 'Norway', 'Norway', 'Norway', 'Norway',\n", - " 'New Zealand', 'New Zealand', 'New Zealand', 'Poland', 'Poland',\n", - " 'Poland', 'Poland', 'Serbia', 'Russia', 'Sweden', 'Sweden', 'Sweden',\n", - " 'Sweden', 'Sweden', 'Sweden', 'Sweden', 'Sweden', 'Sweden', 'Sweden',\n", - " '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)
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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", - " '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", - " '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", - " '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", - " '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", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " '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", - " '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", - " '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", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'no manual or specifications available but confirmation it is uses ultraviolet photometry here:https://books.google.es/books?id=suisdwaaqbaj&pg=pa48&lpg=pa48&dq=dasibi+1108&source=bl&ots=tnxwozqtbt&sig=acfu3u0ba3efwduqenfd2g2zk-rqp7cqfg&hl=en&sa=x&ved=2ahukewjrk8bx2f7fahud4oakhsr1a5wq6aewdhoecaaqaq#v=onepage&q=dasibi%201108&f=false',\n", - " 'nan', 'nan',\n", - " 'specifications online:https://translate.google.com/translate?hl=en&sl=ja&u=http://www.dylec.co.jp/01ozone/m1100.html&prev=search',\n", - " 'no manual or specifications available but confirmation it is uses ultraviolet photometry here: http://www.data.jma.go.jp/gmd/env/ghg_obs/en/station/station_minamitorishima.html',\n", - " 'no manual or specifications available but confirmation it is uses ultraviolet photometry here: http://www.data.jma.go.jp/gmd/env/ghg_obs/en/station/station_minamitorishima.html',\n", - " 'no manual or specifications available but confirmation it is uses ultraviolet photometry here: http://www.data.jma.go.jp/gmd/env/ghg_obs/en/station/station_minamitorishima.html',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'no manual or specifications available but confirmation it is uses ultraviolet photometry here:https://www.rivm.nl/en/documents_and_publications/scientific/reports/1993/juni/acceptance_procedure_and_testresults_of_the_ozone_analyzers_model_49w_made_by_thermo_environmental_instruments_on_behalf_of_the_dutch_national_air_quality_monitoring_network',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " '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", - " '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", - " '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',\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', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " '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", - " '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", - " '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)
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" 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'inlet type: hat or hood;description: inlet approx. 2 m above the building and 5 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: 10.0 m',\n", - " 'inlet type: hat or hood;description: 13m heated glass sampling inlet (40mm diameter) (residence time 4 secs),then 2m of 1/4inch teflon tubing at a flow rate of 1.5 l/min,then through a particulate filter (1-2micron) before it enters the instrument.',\n", - " 'nan', 'description: downward facing with hood',\n", - " 'inlet type: downward-facing tube',\n", - " 'inlet type: hat or hood;description: downward facing with hood',\n", - " 'inlet type: hat or hood', 'inlet type: hat or hood',\n", - " 'inlet type: hat or hood', 'inlet type: hat or hood',\n", - " 'inlet type: hat or hood', 'inlet type: hat or hood',\n", - " 'inlet type: hat or hood;description: upward;tube material: teflon;outer diameter: 12.8 mm;inner diameter: 8.7 mm;length: 6.0 m',\n", - 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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", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan',\n", - " 'humidity/temp. control description: automatic',\n", - " 'humidity/temp. control description: automatic', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan',\n", - " 'maintenance description: regular replacements of the inlet filters and check of all instrument parameters.;zero/span check type: manual;humidity/temp. control: none',\n", - " 'humidity/temp. control: none', 'nan',\n", - " 'humidity/temp. control description: unknown',\n", - " 'humidity/temp. control: other (see metadata)',\n", - " 'humidity/temp. control: none;humidity/temp. control description: unknown',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'maintenance description: inlet filter changed every 2 weeks,ozone scrubber checked and replaced if needed once/year,5 calibrations in 2018;zero/span check type: manual;zero/span check interval: 3mo;humidity/temp. control: temperature controlled;humidity/temp. control description: temperature controlled at 4°c above ambient air',\n", - " 'nan', 'humidity/temp. control: none', 'nan', 'nan', 'nan',\n", - " 'humidity/temp. control description: automatic', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'humidity/temp. control: none', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan',\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: manual;zero/span check interval: 3mo;humidity/temp. control: temperature conditioning at 20 deg. c;humidity/temp. control description: none',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'humidity/temp. control: none',\n", - " 'maintenance description: monthly leak test,inlet filter and ozone scrubber checked and replaced if needed;zero/span check type: automatic;zero/span check interval: 1d;humidity/temp. control: none',\n", - " 'maintenance description: monthly leak test,inlet filter and ozone scrubber checked and replaced if needed;zero/span check type: automatic;zero/span check interval: 1d;humidity/temp. control: none',\n", - " 'maintenance description: inlet filter (47 mm teflon filter (5 micron)) changed every year;humidity/temp. control: other (see metadata);humidity/temp. control description: a cold trap (5 deg c) is used to reduce the humidity in the sample and to avoid downstream condensation. lab temp is set to 25 degc.',\n", - " 'nan', 'nan',\n", - " 'maintenance description: full cleaning twice a year;zero/span check type: automatic;zero/span check interval: 23h;humidity/temp. control: nafion dryer;humidity/temp. control description: 180cm',\n", - " 'zero/span check type: automatic;zero/span check interval: 1d;humidity/temp. control: none',\n", - " 'zero/span check type: automatic;zero/span check interval: 1d;humidity/temp. control: none',\n", - " 'nan',\n", - " 'zero/span check type: manual;zero/span check interval: 1y;humidity/temp. control: none',\n", - " 'humidity/temp. control: other (see metadata);humidity/temp. control description: the air is dried with an electronic cooler unit at a dew-point temperature about 5 degrees centigrade.',\n", - " 'humidity/temp. control: other (see metadata);humidity/temp. control description: the air is dried with an electronic cooler unit at a dew-point temperature about 5 degrees centigrade.',\n", - " 'humidity/temp. control: other (see metadata);humidity/temp. control description: the air is dried with an electronic cooler unit at a dew-point temperature about 5 degrees centigrade.',\n", - " 'maintenance description: inlet filter checked every 1 month,ozone scrubber checked and replaced if needed once/year,calibration every 6 months;zero/span check type: manual;zero/span check interval: 1mo;humidity/temp. control description: humidity control using silica gel',\n", - " 'maintenance description: inlet filter checked every 1 month,ozone scrubber checked and replaced if needed once/year,calibration every 6 months;zero/span check type: manual;zero/span check interval: 1mo;humidity/temp. control description: humidity control using silica gel',\n", - " 'nan', 'nan', 'nan',\n", - " 'maintenance description: zero and three points span check calibration with a primary standard every six months,leak test every six months,inlet filter replaced every 2 weeks,ozone scrubber replaced every two years;zero/span check type: automatic;zero/span check interval: 1d;humidity/temp. control: nafion dryer',\n", - " 'blank correction: not blank corrected',\n", - " 'blank correction: not blank corrected',\n", - " 'blank correction: not blank corrected',\n", - " 'blank correction: not blank corrected',\n", - " 'blank correction: not blank corrected', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'humidity/temp. control description: automatic',\n", - " 'humidity/temp. control description: automatic', 'nan', 'nan', 'nan',\n", - " 'humidity/temp. control: none', 'nan',\n", - " 'humidity/temp. control description: automatic', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'maintenance description: flow check every 3 month,inlet filter replaced 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: temperature conditioning at 20 deg. c;humidity/temp. control description: <airconditioning of room>',\n", - " 'zero/span check type: automatic;zero/span check interval: 1d;humidity/temp. control: none;humidity/temp. control description: implemented air conditioner is removing heat from a station,thus cooling the air,and removing humidity',\n", - " 'humidity/temp. control: temperature conditioning at 20 deg. c;humidity/temp. control description: airconditioning of room with instrument.',\n", - " 'nan', 'nan', 'nan', 'nan',\n", - " 'humidity/temp. control description: automatic',\n", - " 'humidity/temp. control description: automatic',\n", - " 'humidity/temp. control description: automatic',\n", - " 'humidity/temp. control description: automatic',\n", - " '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", - " "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", - " "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", - " "data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.995343. -- data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.50117. measurement uncertainty converted from '19.9534 ug/m3' at 293.15 k,1013.25 hpa to '10.0 nmol/mol',conversion factor 0.50117. detection limit converted from '1.9953 ug/m3' at 293.15 k,1013.25 hpa to '1.0 nmol/mol',conversion factor 0.50117.",\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", - " "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", - " "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", - " "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", - " 'nan',\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", - " 'nan', 'nan', 'nan', 'nan',\n", - " "data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.99534. -- 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", - " "data converted on import into ebas from 'ppb' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.99534. -- 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", - " "data converted on export from ebas from 'ug/m3' at 265.15 k,653.0 hpa to 'nmol/mol',conversion factor 0.703.",\n", - " "data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to '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 0.501.",\n", - " "data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to '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 0.501.",\n", - " 'nan',\n", - " "prior to shipment to and deployment in chile,the instrument was calibrated at wcc-empa against a primary ozone standard (standard reference photometer (srp),no 15,in 2010. -- data converted from 'nmol/mol' to 'ug/m3',conversion factor 1.99534. -- 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", - " "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 '0.1 ug/m3' at 293.15 k,1013.25 hpa to '0.1 nmol/mol',conversion factor 0.501.",\n", - " 'nan',\n", - " "no water vapor,temperature and ozone correction -- data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.99534. -- 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 '3.392 ug/m3' at 293.15 k,1013.25 hpa to '1.7 nmol/mol',conversion factor 0.5012. detection limit converted from '3.981 ug/m3' at 293.15 k,1013.25 hpa to '2.0 nmol/mol',conversion factor 0.5012.",\n", - " "data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.501.",\n", - " "no water vapor,temperature and ozone correction -- data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.99534. -- 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 '3.392 ug/m3' at 293.15 k,1013.25 hpa to '1.7 nmol/mol',conversion factor 0.5012. detection limit converted from '3.981 ug/m3' at 293.15 k,1013.25 hpa to '2.0 nmol/mol',conversion factor 0.5012.",\n", - " "hourly avarages of half-hourly values -- 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", - " "hourly avarages of half-hourly values -- data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.50. detection limit converted from '2.0 ug/m3' at 293.15 k,1013.25 hpa to '1.0 nmol/mol',conversion factor 0.50.",\n", - " "hourly avarages of half-hourly values -- 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", - " "hourly avarages of half-hourly values -- data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.50. detection limit converted from '2.0 ug/m3' at 293.15 k,1013.25 hpa to '1.0 nmol/mol',conversion factor 0.50.",\n", - " "hourly avarages of half-hourly values -- data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.50. detection limit converted from '2.0 ug/m3' at 293.15 k,1013.25 hpa to '1.0 nmol/mol',conversion factor 0.50.",\n", - " "hourly avarages of half-hourly values -- data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.50. detection limit converted from '2.0 ug/m3' at 293.15 k,1013.25 hpa to '1.0 nmol/mol',conversion factor 0.50.",\n", - " "detection limit is 3 sigma scattering during zero air measurements referring to 1 min integration -- data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.995342748. -- data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.50116703. detection limit converted from '1.1972056 ug/m3' at 293.15 k,1013.25 hpa to '0.6 nmol/mol',conversion factor 0.50116703.",\n", - " "detection limit is 3 standard deviation during zero air measurements. -- data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.995343. -- data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.50117. detection limit converted from '1.1573 ug/m3' at 293.15 k,1013.25 hpa to '0.58 nmol/mol',conversion factor 0.50117.",\n", - " "these data assumes an absorption cross section of 1.1476 x 10-17 cm2 molecule-1 (demore et al.,jpl,pasadena,calif.,1994) -- 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 0.501. measurement uncertainty converted from '19.95 ug/m3' at 293.15 k,1013.25 hpa to '10.0 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", - " 'nan', 'nan', 'nan',\n", - " "data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.99534. -- 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", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " "data processed according to standard method -- data and detection 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", - " 'nan', 'nan', 'nan',\n", - " "data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.501167.",\n", - " 'nan',\n", - " "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 0.501.",\n", - " 'nan',\n", - " "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 0.501.",\n", - " 'nan',\n", - " "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 0.501.",\n", - " 'nan', 'nan', 'nan', 'nan',\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", - " "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", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\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 import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.995343. detection limit converted from '0.5 nmol/mol' to '0.9977 ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.995343. -- data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.50117. detection limit converted from '0.9977 ug/m3' at 293.15 k,1013.25 hpa to '0.5 nmol/mol',conversion factor 0.50117.",\n", - " "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 '1.0 ug/m3' at 293.15 k,1013.25 hpa to '0.5 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 0.501. detection limit converted from '1.0 ug/m3' at 293.15 k,1013.25 hpa to '0.5 nmol/mol',conversion factor 0.501.",\n", - " "data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.9953. measurement uncertainty 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. measurement uncertainty converted from '2.0 ug/m3' at 293.15 k,1013.25 hpa to '1.0 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", - " 'nan', 'nan',\n", - " "data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.99534. -- 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 '0.998 ug/m3' at 293.15 k,1013.25 hpa to '0.5 nmol/mol',conversion factor 0.5012. detection limit converted from '1.397 ug/m3' at 293.15 k,1013.25 hpa to '0.7 nmol/mol',conversion factor 0.5012.",\n", - " "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 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", - " "nothing -- data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.995343. detection limit converted from '0.601 nmol/mol' to '1.1992 ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.995343. -- data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.50117. detection limit converted from '1.1992 ug/m3' at 293.15 k,1013.25 hpa to '0.601 nmol/mol',conversion factor 0.50117.",\n", - " "these data assumes an absorption cross section of 1.1476 x 10-17 cm2 molecule-1 (hearn,1961). -- 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 0.501. measurement uncertainty converted from '2.0 ug/m3' at 293.15 k,1013.25 hpa to '1.0 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", - " "these data assumes an absorption cross section of 1.1476 x 10-17 cm2 molecule-1 (hearn,1961). -- data,measurement uncertainty,detection 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. measurement uncertainty converted from '2.0 ug/m3' at 293.15 k,1013.25 hpa to '1.0 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", - " "these data assumes an absorption cross section of 1.1476 x 10-17 cm2 molecule-1 (hearn,1961). -- data,measurement uncertainty,detection 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. measurement uncertainty converted from '2.0 ug/m3' at 293.15 k,1013.25 hpa to '1.0 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", - " "these data assumes an absorption cross section of 1.1476 x 10-17 cm2 molecule-1 (hearn,1961). -- data,measurement uncertainty,detection 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. measurement uncertainty converted from '2.0 ug/m3' at 293.15 k,1013.25 hpa to '1.0 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 import into ebas from 'ppb' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.9953. detection limit converted from '0.5 ppb' to '1.0 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 '1.0 ug/m3' at 293.15 k,1013.25 hpa to '0.5 nmol/mol',conversion factor 0.501.",\n", - " "data converted on import into ebas from 'ppb' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.9953. detection limit converted from '0.5 ppb' to '1.0 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 '1.0 ug/m3' at 293.15 k,1013.25 hpa to '0.5 nmol/mol',conversion factor 0.501.",\n", - " 'nan', 'nan', 'nan',\n", - " "data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.99534. detection limit converted from '4.0 nmol/mol' to '7.981 ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.99534. -- data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.5012. detection limit converted from '7.981 ug/m3' at 293.15 k,1013.25 hpa to '4.0 nmol/mol',conversion factor 0.5012.",\n", - " 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " "data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,no conversion factor (no nonzero,valid values). -- data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.501.",\n", - " 'nan', 'nan',\n", - " "data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,no conversion factor (no nonzero,valid values). -- data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.501.",\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " "data converted on import into ebas from 'nmol/mol' to 'ug/m3' at standard conditions (293.15 k,1013.25 hpa),conversion factor 1.9953. variable metadata uncertainty converted. -- data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.501. measurement uncertainty 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 import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.99534. -- 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", - " "data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.99534. -- 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", - " "data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 2.00. -- data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.501.",\n", - " "data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 2.00. -- 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 import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 2.00. -- 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", - " 'nan',\n", - " "data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.99534. -- 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", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " "on site calibration performet every four months,in acredited laboratory once a year. -- 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 0.501. detection limit converted from '1.0 ug/m3' at 293.15 k,1013.25 hpa to '0.5 nmol/mol',conversion factor 0.501.",\n", - " "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 '0.6 nmol/mol' to '1.2 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 '1.2 ug/m3' at 293.15 k,1013.25 hpa to '0.6 nmol/mol',conversion factor 0.501.",\n", - " "on site callibration of instrument 3 times a year and once a year calibration in acredited laboratory. -- 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 0.501. detection limit converted from '1.0 ug/m3' at 293.15 k,1013.25 hpa to '0.5 nmol/mol',conversion factor 0.501.",\n", - " 'nan', 'nan', 'nan', 'nan',\n", - " "data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.99534. -- 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", - " "data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.99534. -- 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", - " "data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.99534. -- 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", - " "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", - " "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", - " 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", - " 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", - " 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", - " 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", - " 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", - " 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", - " 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", - " 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", - " 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", - " 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", - " '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", - " '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", - " '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", - " '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', '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", - " '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", - " '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", - " '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", - " '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", - " '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", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'measurement uncertainty explained: includes statistical uncertainty of individual sample and calibration uncertainty',\n", - " 'nan',\n", - " 'zero/negative values: zero and neg. values higher than -lod are measured at low concentrations',\n", - 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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", - " '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", - " '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", - " '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", - " '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", - " 'Audra.mcclure@noaa.gov', 'sara.crepinsek@noaa.gov', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'katie.read@ncas.ac.uk', 'nan',\n", - " 'jan.komarek@chmi.cz', 'kominkova.k@czechglobe.cz', 'hadinger@chmi.cz',\n", - " 'bryan.hellack@uba.de', 'bryan.hellack@uba.de', 'bryan.hellack@uba.de',\n", - " 'bryan.hellack@uba.de', 'bryan.hellack@uba.de', 'bryan.hellack@uba.de',\n", - " 'Dagmar.Kubistin@dwd.de', 'cedric.couret@uba.de', 'nan', 'nan', 'nan',\n", - " 'nan', 'Audra.mcclure@noaa.gov', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'ctorresg@aemet.es', 'heidi.hellen@fmi.fi',\n", - " 'heidi.hellen@fmi.fi', 'heidi.hellen@fmi.fi', 'mika.vestenius@fmi.fi',\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", - " 'nan', 'nan', 'ferenczi.z@met.hu', 'ferenczi.z@met.hu',\n", - " 'reza_elka@yahoo.com', 'nan', 'nan', 'nan',\n", - " 'p.cristofanelli@isac.cnr.it', 'p.cristofanelli@isac.cnr.it',\n", - " 'm.angelucci@arpa.umbria.it', 'antarctic@met.kishou.go.jp',\n", - " 'ghg_obs@met.kishou.go.jp', 'ghg_obs@met.kishou.go.jp',\n", - " 'ghg_obs@met.kishou.go.jp', 'sulla@korea.kr', 'sulla@korea.kr', 'nan',\n", - " 'nan', 'nan', 'ray.ellul@um.edu.mt', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'waa@nilu.no', 'nan', 'waa@nilu.no', 'waa@nilu.no', 'waa@nilu.no',\n", - " 'kt@nilu.no', 'waa@nilu.no', 'nan', 'waa@nilu.no', 'waa@nilu.no',\n", - " 'sylvia.nichol@niwa.co.nz', 'Audra.mcclure@noaa.gov',\n", - " 'Audra.mcclure@noaa.gov', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'sara.crepinsek@noaa.gov', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'rudi.voncina@eimv.si', 'nan', 'nan',\n", - " '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", - " '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", - " 'Flanders Environment Agency', 'nan',\n", - " 'National Oceanic and Atmospheric Administration/Earth System Research Laboratory/Global Monitoring Division',\n", - " 'National Oceanic and Atmospheric Administration/Earth System Research Laboratory/Physical Sciences Division',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'National centre for Atmospheric Science', 'nan',\n", - " 'Czech Hydrometeorological Instute',\n", - " 'Global Change Research Centre AS CR v. v. i.',\n", - " 'Czech Hydrometeorological Instute', 'Umweltbundesamt Langen',\n", - " 'Umweltbundesamt Langen', 'Umweltbundesamt Langen',\n", - " 'Umweltbundesamt Langen', 'Umweltbundesamt Langen',\n", - " 'Umweltbundesamt Langen', 'Meteorological Observatory Hohenpeissenberg',\n", - " 'German Environment Agency', 'nan', 'nan', 'nan', 'nan',\n", - " 'National Oceanic and Atmospheric Administration/Earth System Research Laboratory/Global Monitoring Division',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'Agencia Estatal de Meteorologia', 'nan', 'nan', 'nan',\n", - " 'Finnish Meteorological Institute', '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',\n", - " 'Hungarian Meteorological Service', 'Hungarian Meteorological Service',\n", - " 'Badan Meteorologi Klimatologi dan Geofisika', 'nan', 'nan', 'nan',\n", - " 'National Research Council of Italy',\n", - " 'National Research Council of Italy',\n", - " 'Arpa Umbria - Umbria Regional Agency for Environmental Protection',\n", - " 'Japan Meteorological Agency', 'Japan Meteorological Agency',\n", - " 'Japan Meteorological Agency', 'Japan Meteorological Agency',\n", - " 'National Institute of Meteorological Sciences',\n", - " 'National Institute of Meteorological Sciences', 'nan', 'nan', 'nan',\n", - " 'University of Malta', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'Norwegian Institute for Air Research',\n", - " 'Norwegian Institute for Air Research',\n", - " 'Norwegian Institute for Air Research',\n", - " 'Norwegian Institute for Air Research',\n", - " 'Norwegian Institute for Air Research',\n", - " 'Norwegian Institute for Air Research',\n", - " 'Norwegian Institute for Air Research',\n", - " 'Norwegian Institute for Air Research',\n", - " 'Norwegian Institute for Air Research',\n", - " 'Norwegian Institute for Air Research',\n", - " 'National Institute of Water and Atmospheric Research',\n", - " '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", - " 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'National Oceanic and Atmospheric Administration/Earth System Research Laboratory/Physical Sciences Division',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'Milan Vidmar Electric Power Research Institute', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan',\n", - " '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", - " '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", - " '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", - " 'Marina Froelich', 'Wolfgang Spangl', 'Wolfgang Spangl', 'Iris Buxbaum',\n", - " 'Wolfgang Spangl', 'Wolfgang Spangl', 'Wolfgang Spangl',\n", - " 'Wolfgang Spangl', 'Wolfgang Spangl', 'Wolfgang Spangl',\n", - " 'Wolfgang Spangl', 'Marina Froelich', 'Wolfgang Spangl',\n", - " 'Marina Froelich', 'Elke Adriaenssens', 'Elke Adriaenssens',\n", - " 'Elke Adriaenssens', 'Emiliya Stoyneva', 'Audra Mcclure-Begley',\n", - " 'Sara Crepinsek', 'Robert Gehrig', 'Robert Gehrig', 'Robert Gehrig',\n", - " 'Robert Gehrig', 'Robert Gehrig', 'Christoph Hueglin', 'Gaston Torres',\n", - " 'Katie Read', 'Chrysanthos Savvides', 'Milan Vana', 'Jaroslav Pekarek',\n", - " 'Milan Vana', 'Markus Wallasch', 'Markus Wallasch', 'Markus Wallasch',\n", - " 'Markus Wallasch', 'Markus Wallasch', 'Markus Wallasch',\n", - " 'Dagmar Kubistin', 'Cedric Couret', 'Rolf Weller', 'Rune Keller',\n", - " 'Rune Keller', 'Rune Keller', 'Audra Mcclure-Begley', 'Rune Keller',\n", - " 'Truuts Toivo', 'Usin Eve', 'Juan Martinez', 'Juan Martinez',\n", - " 'Fermin Elizaga', 'Fermin Elizaga', 'Maj-Britt Larka', 'Fermin Elizaga',\n", - " 'Fermin Elizaga', 'Fermin Elizaga', 'Bartolome Maria Lopez',\n", - " 'Fermin Elizaga', 'Fermin Elizaga', 'Fermin Elizaga', 'Fermin Elizaga',\n", - " 'Carlos Torres', 'Hannele Hakola', 'Hannele Hakola', 'Hannele Hakola',\n", - " 'Mika Vestenius', 'Patrice Coddeville', 'Stephane Sauvage',\n", - " 'Stephane Sauvage', 'Stephane Sauvage', 'Stephane Sauvage',\n", - " 'Stephane Sauvage', 'Stephane Sauvage', 'Stephane Sauvage',\n", - " 'Patrice Coddeville', 'Stephane Sauvage', 'Stephane Sauvage',\n", - " 'Stephane Sauvage', 'Stephane Sauvage', 'Keith Vincent',\n", - " 'Keith Vincent', 'Keith Vincent', 'Keith Vincent', 'Keith Vincent',\n", - " 'Keith Vincent', 'Keith Vincent', 'Keith Vincent', 'Keith Vincent',\n", - " 'Keith Vincent', 'Keith Vincent', 'Keith Vincent', 'Keith Vincent',\n", - " 'Keith Vincent', 'Keith Vincent', 'Keith Vincent', 'Willis Paul',\n", - " 'A Adamopoulos', 'Nikos Mihalopoulos', 'Zita Ferenczi', 'Zita Ferenczi',\n", - " 'Joerg Klausen', 'Barbara Oleary', 'Keith Vincent', 'F Lagler',\n", - " 'Paolo Cristofanelli', 'Paolo Cristofanelli', 'Monica Angelucci',\n", - " 'Yoshinobu Tanaka', 'Atsushi Takizawa', 'Atsushi Takizawa',\n", - " 'Atsushi Takizawa', 'Sumin Kim', 'Sumin Kim', 'Rasa Girgzdiene',\n", - " 'Dubakova Iveta', 'Dubakova Iveta', 'Raymond Ellul',\n", - " 'Jacobus P.J. Berkhout', 'Housz Floris C Ingen',\n", - " 'Jacobus P.J. Berkhout', 'Jacobus P.J. Berkhout', 'Hans Berkhout',\n", - " 'Wenche Aas', 'Erik Andresen', 'Wenche Aas', 'Wenche Aas', 'Wenche Aas',\n", - " 'Kjetil Tørseth', 'Wenche Aas', 'Erik Andresen', 'Wenche Aas',\n", - " 'Wenche Aas', 'Sylvia Nichol', 'Audra Mcclure-Begley',\n", - " 'Audra Mcclure-Begley', 'Magdalena Bogucka', 'Magdalena Bogucka',\n", - " 'Magdalena Bogucka', 'Zdzislaw Przadka', 'Jasmina Knezevic',\n", - " 'Sara Crepinsek', 'Karin Sjoberg', 'Karin Sjoberg', 'Karin Sjoberg',\n", - " 'Karin Sjøberg', 'Karin Sjøberg', 'Karin Sjöberg', 'Karin Sjöberg',\n", - " 'Karin Sjoberg', 'Karin Sjoberg', 'Karin Sjoberg', 'Mateja Gjerek',\n", - " 'Rudi Voncina', 'Mateja Gjerek', 'Marta Mitosinkova',\n", - " '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", - " '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", - " '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", - " 'Original altitude value within a certain tolerance (11.0) of other value/s. Set altitude to be the modal value in the group. Original sampling_height value within a certain tolerance (11.0) of other value/s. Set sampling_height to be the modal value in the group. Original sampling_height value is sub-string of other value/s. Set sampling_height to be the most detailed value in the group. 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 Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain 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", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain 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", - " '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. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain 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. No Terrain Metadata - Used Manually Compiled Metadata. ',\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. No Measuring Instrument Name Metadata - Took Most Applicable Next Value. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. No Measuring Instrument Name Metadata - Took Most Applicable Next Value. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. No Measuring Instrument Name Metadata - Took Most Applicable Next Value. ',\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 Measuring Instrument Name Metadata - Took Most Applicable Next Value. ',\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 Measuring Instrument Name Metadata - Took Most Applicable Next Value. ',\n", - " '', 'Measurement Altitude assumed to be Altitude + Sampling Height. ',\n", - " 'Measurement Altitude assumed to be Altitude + Sampling Height. ',\n", - " 'No Terrain Metadata - Used Manually Compiled Metadata. Original altitude value within a certain tolerance (11.0) of other value/s. Set altitude to be the modal value in the group. Original altitude value is sub-string of other value/s. Set altitude to be the most detailed value in the group. Original sampling_height value within a certain tolerance (11.0) of other value/s. Set sampling_height to be the modal value in the group. Original sampling_height value is sub-string of other value/s. Set sampling_height to be the most detailed value in the group. Measurement Altitude assumed to be Altitude + Sampling Height. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. No Measurement Altitude Metadata - Took Most Applicable Next Value. Sampling Height assumed to be Measurement Altitude - Altitude. No Measuring Instrument Name Metadata - Took Most Applicable Next Value. ',\n", - " 'No Measurement Altitude Metadata - Took Most Applicable Next Value. Sampling Height assumed to be Measurement Altitude - Altitude. No Area Classification Metadata - Took Most Applicable Next Value. No Station Classification Metadata - Took Most Applicable Next Value. No Land Use Metadata - Took Most Applicable Next Value. No Measuring Instrument Name Metadata - Took Most Applicable Next Value. ',\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 Measurement Altitude Metadata - Took Most Applicable Next Value. Sampling Height assumed to be Measurement Altitude - Altitude. No Measuring Instrument Name Metadata - Took Most Applicable Next Value. ',\n", - " 'Original sampling_height value within a certain tolerance (11.0) of other value/s. Set sampling_height to be the modal value in the group. Original sampling_height value is sub-string of other value/s. Set sampling_height to be the most detailed value in the group. 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. Original sampling_height value within a certain tolerance (11.0) of other value/s. Set sampling_height to be the modal value in the group. Original sampling_height value is sub-string of other value/s. Set sampling_height to be the most detailed value in the group. Measurement Altitude assumed to be Altitude + Sampling Height. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. Original sampling_height value within a certain tolerance (11.0) of other value/s. Set sampling_height to be the modal value in the group. Original sampling_height value is sub-string of other value/s. Set sampling_height to be the most detailed value in the group. Measurement Altitude assumed to be Altitude + Sampling Height. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. Original sampling_height value within a certain tolerance (11.0) of other value/s. Set sampling_height to be the modal value in the group. Original sampling_height value is sub-string of other value/s. Set sampling_height to be the most detailed value in the group. 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. Original sampling_height value within a certain tolerance (11.0) of other value/s. Set sampling_height to be the modal value in the group. Original sampling_height value is sub-string of other value/s. Set sampling_height to be the most detailed value in the group. Measurement Altitude assumed to be Altitude + Sampling Height. ',\n", - " 'Original sampling_height value within a certain tolerance (11.0) of other value/s. Set sampling_height to be the modal value in the group. Original sampling_height value is sub-string of other value/s. Set sampling_height to be the most detailed value in the group. Measurement Altitude assumed to be Altitude + Sampling Height. ',\n", - " 'Original altitude value within a certain tolerance (11.0) of other value/s. Set altitude to be the modal value in the group. Original sampling_height value within a certain tolerance (11.0) of other value/s. Set sampling_height to be the modal value in the group. Original sampling_height value is sub-string of other value/s. Set sampling_height to be the most detailed value in the group. 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. ',\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 Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. ',\n", - " 'No Terrain Metadata - Used Manually Compiled Metadata. 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", - " '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. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain 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", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain 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", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain 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", - " '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. ',\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", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain 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", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain 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", - " '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", - " '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. No Measurement Altitude Metadata - Took Most Applicable Next Value. Sampling Height assumed to be Measurement Altitude - Altitude. No Measuring Instrument Name Metadata - Took Most Applicable Next Value. ',\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. No Measurement Altitude Metadata - Took Most Applicable Next Value. Sampling Height assumed to be Measurement Altitude - Altitude. No Measuring Instrument Name Metadata - Took Most Applicable Next Value. ',\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 Measurement Altitude Metadata - Took Most Applicable Next Value. Sampling Height assumed to be Measurement Altitude - Altitude. No Measuring Instrument Name Metadata - Took Most Applicable Next Value. ',\n", - " 'No Measurement Altitude Metadata - Took Most Applicable Next Value. Sampling Height assumed to be Measurement Altitude - Altitude. No Measuring Instrument Name Metadata - Took Most Applicable Next Value. ',\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 Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. No Measurement Altitude Metadata - Took Most Applicable Next Value. Sampling Height assumed to be Measurement Altitude - Altitude. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain 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. No Measurement Altitude Metadata - Took Most Applicable Next Value. Sampling Height assumed to be Measurement Altitude - Altitude. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. No Measurement Altitude Metadata - Took Most Applicable Next Value. Sampling Height assumed to be Measurement Altitude - Altitude. ',\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. ',\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 Land Use Metadata - Used Manually Compiled Metadata. No Terrain 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. No Terrain 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", - " '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 Measurement Altitude Metadata - Took Most Applicable Next Value. Sampling Height assumed to be Measurement Altitude - Altitude. No Measuring Instrument Name Metadata - Took Most Applicable Next Value. ',\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", - " '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", - " '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", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain 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", - " '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", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain 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", - " '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. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain 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. No Terrain 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", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain 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. No Terrain Metadata - Used Manually Compiled Metadata. No Measurement Altitude Metadata - Took Most Applicable Next Value. Sampling Height assumed to be Measurement Altitude - Altitude. No Measuring Instrument Name Metadata - Took Most Applicable Next Value. ',\n", - " 'No Terrain Metadata - Used Manually Compiled Metadata. Original altitude value within a certain tolerance (11.0) of other value/s. Set altitude to be the modal value in the group. Original sampling_height value within a certain tolerance (11.0) of other value/s. Set sampling_height to be the modal value in the group. Original sampling_height value is sub-string of other value/s. Set sampling_height to be the most detailed value in the group. Measurement Altitude assumed to be Altitude + Sampling Height. ',\n", - " 'Measurement Altitude assumed to be Altitude + Sampling Height. ',\n", - " 'No Measuring Instrument Name Metadata - Took Most Applicable Next Value. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. ',\n", - " '',\n", - " 'No Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. Original altitude value within a certain tolerance (11.0) of other value/s. Set altitude to be the modal value in the group. Original sampling_height value within a certain tolerance (11.0) of other value/s. Set sampling_height to be the modal value in the group. Original sampling_height value is sub-string of other value/s. Set sampling_height to be the most detailed value in the group. 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", - " 'Original sampling_height value within a certain tolerance (11.0) of other value/s. Set sampling_height to be the modal value in the group. Measurement Altitude assumed to be Altitude + Sampling Height. ',\n", - " '',\n", - " 'Original altitude value within a certain tolerance (11.0) of other value/s. Set altitude to be the modal value in the group. Original sampling_height value within a certain tolerance (11.0) of other value/s. Set sampling_height to be the modal value in the group. Measurement Altitude assumed to be Altitude + Sampling Height. ',\n", - " 'Original altitude value within a certain tolerance (11.0) of other value/s. Set altitude to be the modal value in the group. Original altitude value is sub-string of other value/s. Set altitude to be the most detailed value in the group. Original sampling_height value within a certain tolerance (11.0) of other value/s. Set sampling_height to be the modal value in the group. Measurement Altitude assumed to be Altitude + Sampling Height. ',\n", - " 'Original sampling_height value within a certain tolerance (11.0) of other value/s. Set sampling_height to be the modal value in the group. 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", - " '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. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain 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", - " 'Original altitude value within a certain tolerance (11.0) of other value/s. Set altitude to be the modal value in the group. Original altitude value is sub-string of other value/s. Set altitude to be the most detailed value in the group. Original sampling_height value within a certain tolerance (11.0) of other value/s. Set sampling_height to be the modal value in the group. Original sampling_height value is sub-string of other value/s. Set sampling_height to be the most detailed value in the group. Measurement Altitude assumed to be Altitude + Sampling Height. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. Original altitude value within a certain tolerance (11.0) of other value/s. Set altitude to be the modal value in the group. No Measurement Altitude Metadata - Took Most Applicable Next Value. Sampling Height assumed to be Measurement Altitude - Altitude. No Measuring Instrument Name Metadata - Took Most Applicable Next Value. ',\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 Measurement Altitude Metadata - Took Most Applicable Next Value. Sampling Height assumed to be Measurement Altitude - Altitude. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. No Measurement Altitude Metadata - Took Most Applicable Next Value. Sampling Height assumed to be Measurement Altitude - Altitude. ',\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. No Measurement Altitude Metadata - Took Most Applicable Next Value. Sampling Height assumed to be Measurement Altitude - Altitude. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. Original altitude value within a certain tolerance (11.0) of other value/s. Set altitude to be the modal value in the group. Original altitude value is sub-string of other value/s. Set altitude to be the most detailed value in the group. No Measurement Altitude Metadata - Took Most Applicable Next Value. Sampling Height assumed to be Measurement Altitude - Altitude. ',\n", - " '',\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", - " 'No Terrain 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", - " '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 Land Use Metadata - Used Manually Compiled Metadata. No Terrain 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", - " '',\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", - " '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", - " 'No Terrain Metadata - Used Manually Compiled Metadata. No Measurement Altitude Metadata - Took Most Applicable Recent Value. Sampling Height assumed to be Measurement Altitude - Altitude. ',\n", - " 'No Measurement Altitude Metadata - Took Most Applicable Next Value. Sampling Height assumed to be Measurement Altitude - Altitude. ',\n", - " 'No Measurement Altitude Metadata - Took Most Applicable Next Value. Sampling Height assumed to be Measurement Altitude - Altitude. ',\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. Original altitude value within a certain tolerance (11.0) of other value/s. Set altitude to be the modal value in the group. Original sampling_height value within a certain tolerance (11.0) of other value/s. Set sampling_height to be the modal value in the group. Original sampling_height value is sub-string of other value/s. Set sampling_height to be the most detailed value in the group. 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", - " 'Measurement Altitude assumed to be Altitude + Sampling Height. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain 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", - " '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. ',\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", - " '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", - " '',\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", - " '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 Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. Original altitude value within a certain tolerance (11.0) of other value/s. Set altitude to be the modal value in the group. No Measurement Altitude Metadata - Took Most Applicable Next Value. Sampling Height assumed to be Measurement Altitude - Altitude. No Measuring Instrument Name Metadata - Took Most Applicable Next Value. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. Original altitude value within a certain tolerance (11.0) of other value/s. Set altitude to be the modal value in the group. Original sampling_height value within a certain tolerance (11.0) of other value/s. Set sampling_height to be the modal value in the group. Original sampling_height value is sub-string of other value/s. Set sampling_height to be the most detailed value in the group. 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. Original altitude value within a certain tolerance (11.0) of other value/s. Set altitude to be the modal value in the group. Original altitude value is sub-string of other value/s. Set altitude to be the most detailed value in the group. Original sampling_height value within a certain tolerance (11.0) of other value/s. Set sampling_height to be the modal value in the group. Original sampling_height value is sub-string of other value/s. Set sampling_height to be the most detailed value in the group. 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. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain 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", - " '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 Terrain Metadata - Used Manually Compiled Metadata. 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. 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", - " '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", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC'], dtype=object)
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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", - " 'Offagne', 'Eupen', 'Vezin', 'Rojen Peak', 'Tudor Hill (Bermuda)',\n", - " 'Eureka', 'Jungfraujoch', 'Payerne', 'Tänikon', 'Chaumont', 'Rigi',\n", - " 'Beromünster', 'El Tololo', 'Cape Verde Atmospheric Observatory',\n", - " 'Agia Marina Xyliatou / Cyprus Atmospheric Observatory', 'Svratouch',\n", - " 'Kosetice (Noak)', 'Churanov', 'Westerland', 'Waldhof', 'Schauinsland',\n", - " 'Neuglobsow', 'Schmücke', 'Zingst', 'Hohenpeissenberg',\n", - " 'Zugspitze-Schneefernerhaus', 'Neumayer', 'Keldsnor',\n", - " 'Villum Research Station,Station Nord', 'Risoe', 'Summit', 'Ulborg',\n", - " 'Lahemaa', 'Vilsandi', 'San Pablo De Los Montes', 'Noia', 'Mahón',\n", - " 'Víznar', 'Niembro', 'Campisabalos', 'Cabo De Creus', 'Barcarrota',\n", - " 'Zarra', 'Penausende', 'Els Torms', 'O Saviñao', 'Doñana', 'Izana',\n", - " 'Utö', 'Virolahti Iii', 'Oulanka', 'Pallas (Sammaltunturi)', 'Donon',\n", - " 'Revin', 'Morvan', 'Peyrusse Vieille', 'Montandon', 'La Tardière',\n", - " 'Le Casset', 'Montfranc', 'La Coulonche', 'Pic Du Midi',\n", - " 'Saint-Nazaire-Le-Désert', 'Verneuil', 'Puy De Dôme', 'Eskdalemuir',\n", - " 'Lough Navar', 'Yarner Wood', 'High Muffles', 'Strath Vaich Dam',\n", - " 'Aston Hill', 'Bush', 'Ladybower Res.', 'Lullington Heath', 'Sibton',\n", - " 'Narberth', 'Wicken Fen', 'Auchencorth Moss', 'Weybourne', 'St. Osyth',\n", - " 'Lerwick', 'Chilbolton Observatory', 'Aliartos', 'Finokalia',\n", - " 'K-Puszta', 'Farkasfa', 'Bukit Kototabang', 'Valentia Observatory',\n", - " 'Mace Head', 'Ispra', 'Mt Cimone', 'Capo Granitola', 'Monte Martano',\n", - " 'Syowa', 'Ryori', 'Minamitorishima', 'Yonaguni', 'Anmyeon-Do', 'Gosan',\n", - " 'Preila', 'Rucava', 'Zoseni', 'Giordan Lighthouse', 'Eibergen',\n", - " 'Kollumerwaard', 'Vredepeel', 'De Zilk', 'Cabauw Wielsekade',\n", - " 'Birkenes Ii', 'Tustervatn', 'Kårvatn',\n", - " 'Zeppelin Mountain (Ny-Ålesund)', 'Prestebakke', 'Svanvik', 'Sandve',\n", - " 'Hurdal', 'Trollhaugen', 'Haukenes', 'Baring Head', 'Arrival Heights',\n", - " 'Lauder', 'Jarczew', 'Sniezka', 'Leba', 'Diabla Gora', 'Kamenicki Vis',\n", - " 'Tiksi', 'Bredkälen', 'Esrange', 'Råö', 'Asa', 'Östad', 'Hallahus',\n", - " '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", - " '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", - " 'AT0050R_UVP', 'BE0001R_UVP', 'BE0032R_UVP', 'BE0035R_UVP',\n", - " 'BG0053R_UVP', 'BM0001R_UVP', 'CA0103R_UVP', 'CH0001G_UVP',\n", - " 'CH0002R_UVP', 'CH0003R_UVP', 'CH0004R_UVP', 'CH0005R_UVP',\n", - " 'CH0053R_UVP', 'CL0001R_UVP', 'CV0001G_UVP', 'CY0002R_UVP',\n", - " 'CZ0001R_UVP', 'CZ0003R_UVP', 'CZ0005R_UVP', 'DE0001R_UVP',\n", - " 'DE0002R_UVP', 'DE0003R_UVP', 'DE0007R_UVP', 'DE0008R_UVP',\n", - " 'DE0009R_UVP', 'DE0043G_UVP', 'DE0054R_UVP', 'DE0060G_UVP',\n", - " 'DK0005R_UVP', 'DK0010G_UVP', 'DK0012R_UVP', 'DK0025G_UVP',\n", - " 'DK0031R_UVP', 'EE0009R_UVP', 'EE0011R_UVP', 'ES0001R_UVP',\n", - " 'ES0005R_UVP', 'ES0006R_UVP', 'ES0007R_UVP', 'ES0008R_UVP',\n", - " 'ES0009R_UVP', 'ES0010R_UVP', 'ES0011R_UVP', 'ES0012R_UVP',\n", - " 'ES0013R_UVP', 'ES0014R_UVP', 'ES0016R_UVP', 'ES0017R_UVP',\n", - " 'ES0018G_UVP', 'FI0009R_UVP', 'FI0018R_UVP', 'FI0022R_UVP',\n", - " 'FI0096G_UVP', 'FR0008R_UVP', 'FR0009R_UVP', 'FR0010R_UVP',\n", - " 'FR0013R_UVP', 'FR0014R_UVP', 'FR0015R_UVP', 'FR0016R_UVP',\n", - " 'FR0017R_UVP', 'FR0018R_UVP', 'FR0019R_UVP', 'FR0023R_UVP',\n", - " 'FR0025R_UVP', 'FR0030R_UVP', 'GB0002R_UVP', 'GB0006R_UVP',\n", - " 'GB0013R_UVP', 'GB0014R_UVP', 'GB0015R_UVP', 'GB0031R_UVP',\n", - " 'GB0033R_UVP', 'GB0037R_UVP', 'GB0038R_UVP', 'GB0039R_UVP',\n", - " 'GB0043R_UVP', 'GB0045R_UVP', 'GB0048R_UVP', 'GB0049R_UVP',\n", - " 'GB0050R_UVP', 'GB0052R_UVP', 'GB1055R_UVP', 'GR0001R_UVP',\n", - " 'GR0002R_UVP', 'HU0002R_UVP', 'HU0003R_UVP', 'ID1013R_UVP',\n", - " 'IE0001R_UVP', 'IE0031R_UVP', 'IT0004R_UVP', 'IT0009R_UVP',\n", - " 'IT0014R_UVP', 'IT0019R_UVP', 'JP0002G_UVP', 'JP1020R_UVP--S1',\n", - " 'JP1028G_UVP', 'JP1029R_UVP', 'KR0100R_UVP', 'KR0101R_UVP',\n", - " 'LT0015R_UVP', 'LV0010R_UVP', 'LV0016R_UVP', 'MT0001R_UVP',\n", - " 'NL0007R_UVP', 'NL0009R_UVP', 'NL0010R_UVP', 'NL0091R_UVP',\n", - " 'NL0644R_UVP', 'NO0002R_UVP', 'NO0015R_UVP', 'NO0039R_UVP',\n", - " 'NO0042G_UVP', 'NO0043R_UVP', 'NO0047R_UVP', 'NO0052R_UVP',\n", - " 'NO0056R_UVP', 'NO0059G_UVP', 'NO0489R_UVP', 'NZ0001R_UVP',\n", - " 'NZ0002R_UVP', 'NZ0003G_UVP', 'PL0002R_UVP', 'PL0003R_UVP',\n", - " 'PL0004R_UVP', 'PL0005R_UVP', 'RS0005R_UVP', 'RU0100R_UVP',\n", - " 'SE0005R_UVP', 'SE0013R_UVP', 'SE0014R_UVP', 'SE0018R_UVP',\n", - " 'SE0019R_UVP', 'SE0020R_UVP', 'SE0022R_UVP', 'SE0032R_UVP',\n", - " 'SE0035R_UVP', 'SE0039R_UVP', 'SI0008R_UVP', 'SI0031R_UVP',\n", - " '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)
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<xarray.Dataset>\n", - "Dimensions: (time: 720, station: 168, N_flag_codes: 186, N_qa_codes: 77)\n", - "Coordinates:\n", - " * time (time) datetime64[ns] ...\n", - " * station (station) float64 ...\n", - "Dimensions without coordinates: N_flag_codes, N_qa_codes\n", - "Data variables: (12/179)\n", - " latitude (station) float64 ...\n", - " longitude (station) float64 ...\n", - " ASTER_v3_altitude (station) float32 ...\n", - " EDGAR_v4.3.2_annual_average_BC_emissions (station) float32 ...\n", - " EDGAR_v4.3.2_annual_average_CO_emissions (station) float32 ...\n", - " EDGAR_v4.3.2_annual_average_NH3_emissions (station) float32 ...\n", - " ... ...\n", - " street_width (station) float32 ...\n", - " terrain (station) object ...\n", - " vertical_datum (station) object ...\n", - " weekday_weekend_code (station, time) uint8 ...\n", - " flag (station, time, N_flag_codes) int64 ...\n", - " qa (station, time, N_qa_codes) int64 ...\n", - "Attributes:\n", - " title: Surface ozone data in the EBAS network in 2018...\n", - " institution: Barcelona Supercomputing Center\n", - " source: Surface observations\n", - " creator_name: Dene R. Bowdalo\n", - " creator_email: dene.bowdalo@bsc.es\n", - " conventions: CF-1.7\n", - " data_version: 1.3.3\n", - " history: Tue Mar 30 12:38:43 2021: ncks -O --fix_rec_dm...\n", - " NCO: 4.7.2\n", - " nco_openmp_thread_number: 1\n", - " Conventions: CF-1.7
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" 'medium gentle - fine texture - high convexity',\n", - " 'gentle - coarse texture - low convexity',\n", - " 'medium gentle - fine texture - high convexity',\n", - " 'gentle - fine texture - high convexity', 'water',\n", - " 'steep - fine texture - low convexity',\n", - " 'steep - fine texture - low convexity', 'water',\n", - " 'steep - fine texture - high convexity', 'water',\n", - " 'steep - fine texture - high convexity', 'water',\n", - " 'medium steep - fine texture - high convexity',\n", - " 'steep - fine texture - high convexity',\n", - " 'medium steep - fine texture - high convexity',\n", - " 'medium steep - fine texture - high convexity',\n", - " 'steep - fine texture - high convexity', 'water',\n", - " 'steep - coarse texture - high convexity', 'water', 'water',\n", - " 'medium steep - fine texture - high convexity',\n", - " 'medium steep - fine texture - low convexity',\n", - " 'steep - fine texture - high convexity',\n", - " 'medium steep - fine texture - high convexity',\n", - 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" 'medium gentle - fine texture - high convexity',\n", - " 'medium steep - fine texture - high convexity',\n", - " 'gentle - fine texture - low convexity',\n", - " 'steep - fine texture - high convexity', 'water', 'water', 'water',\n", - " 'medium steep - fine texture - high convexity',\n", - " 'steep - fine texture - low convexity', 'water',\n", - " 'gentle - coarse texture - low convexity',\n", - " 'medium steep - fine texture - high convexity',\n", - " 'steep - fine texture - high convexity', 'water', 'water',\n", - " 'steep - fine texture - low convexity',\n", - " 'steep - fine texture - high convexity', 'water',\n", - " 'steep - fine texture - high convexity', 'nan', 'water', 'water',\n", - " 'water', 'water', 'water', 'water', 'water',\n", - " 'medium gentle - fine texture - high convexity', 'water',\n", - " 'gentle - coarse texture - low convexity',\n", - " 'gentle - coarse texture - low convexity',\n", - " 'gentle - coarse texture - low convexity', 'water',\n", - " 'gentle - coarse texture - 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" 'steep - coarse texture - high convexity',\n", - " 'steep - fine texture - high convexity',\n", - " 'steep - fine texture - low convexity',\n", - " 'steep - fine texture - high convexity',\n", - " 'steep - coarse texture - low convexity',\n", - " 'steep - coarse texture - low convexity',\n", - " 'steep - coarse texture - high convexity',\n", - " 'steep - fine texture - high convexity', 'water',\n", - " 'steep - fine texture - high convexity',\n", - " 'medium steep - fine texture - high convexity',\n", - " 'medium steep - fine texture - high convexity',\n", - " 'steep - fine texture - high convexity', 'water',\n", - " 'medium gentle - fine texture - high convexity',\n", - " 'steep - fine texture - high convexity',\n", - " 'medium steep - fine texture - high convexity',\n", - " 'steep - fine texture - high convexity', 'water',\n", - " 'steep - fine texture - high convexity',\n", - " 'steep - fine texture - low convexity', 'nan', 'water',\n", - " 'gentle - coarse texture - low convexity', 'water',\n", - " 'gentle - coarse texture - low convexity',\n", - " 'medium gentle - fine texture - high convexity',\n", - " 'gentle - fine texture - high convexity', 'water',\n", - " 'steep - fine texture - low convexity',\n", - " 'steep - fine texture - low convexity', 'water',\n", - " 'steep - fine texture - high convexity', 'water',\n", - " 'steep - fine texture - high convexity', 'water',\n", - " 'medium steep - fine texture - high convexity',\n", - " 'steep - fine texture - low convexity',\n", - " 'medium steep - fine texture - high convexity',\n", - " 'medium steep - fine texture - high convexity',\n", - " 'steep - fine texture - high convexity',\n", - " 'gentle - coarse texture - high convexity',\n", - " 'steep - coarse texture - high convexity', 'water',\n", - " 'medium gentle - fine texture - low convexity',\n", - " 'medium steep - fine texture - high convexity',\n", - " 'steep - coarse texture - low convexity',\n", - " 'steep - fine texture - high convexity',\n", - " 'steep - fine texture - 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" 'medium steep - fine texture - low convexity',\n", - " 'medium gentle - fine texture - high convexity',\n", - " 'medium steep - fine texture - high convexity',\n", - " 'gentle - fine texture - low convexity',\n", - " 'medium steep - fine texture - high convexity', 'water', 'water',\n", - " 'water', 'medium steep - fine texture - high convexity',\n", - " 'steep - coarse texture - low convexity',\n", - " 'steep - fine texture - low convexity',\n", - " 'gentle - coarse texture - low convexity',\n", - " 'medium steep - fine texture - high convexity',\n", - " 'steep - fine texture - high convexity',\n", - " 'steep - fine texture - low convexity', 'water',\n", - " 'medium steep - fine texture - low convexity',\n", - " 'steep - fine texture - high convexity', 'water',\n", - " 'steep - fine texture - high convexity', 'nan', 'water', 'water',\n", - " 'water', 'water', 'water', 'water',\n", - " 'gentle - fine texture - high convexity',\n", - " 'medium steep - fine texture - high convexity', 'water',\n", - " 'gentle - coarse texture - low convexity',\n", - " 'gentle - coarse texture - low convexity',\n", - " 'gentle - coarse texture - low convexity', 'water',\n", - " 'gentle - coarse texture - low convexity',\n", - " 'medium steep - fine texture - high convexity',\n", - " 'steep - coarse texture - low convexity',\n", - " 'steep - fine texture - high convexity',\n", - " 'steep - fine texture - low convexity',\n", - " 'medium steep - fine texture - high convexity',\n", - " 'medium steep - fine texture - low convexity', 'water',\n", - " 'steep - coarse texture - low convexity', 'nan',\n", - " 'steep - fine texture - low convexity', 'water', 'nan',\n", - " 'medium steep - fine texture - low convexity',\n", - " 'medium gentle - fine texture - high convexity',\n", - " 'steep - fine texture - low convexity', 'water',\n", - " 'medium steep - fine texture - high convexity',\n", - " 'steep - fine texture - low convexity',\n", - " 'medium steep - fine texture - low convexity',\n", - " 'medium steep - 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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", - " 'low altitude mountains', 'mid altitude mountains', 'very low plateaus',\n", - " 'very low plateaus', 'very low plateaus', 'plains',\n", - " 'mid altitude mountains', 'water', 'nan', 'high altitude mountains',\n", - " 'low plateaus', 'low plateaus', 'low altitude mountains',\n", - " 'low altitude mountains', 'low plateaus', 'mid altitude mountains',\n", - " 'water', 'low altitude mountains', 'low plateaus', 'low plateaus',\n", - " 'low plateaus', 'water', 'plains', 'low altitude mountains', 'plains',\n", - " 'very low plateaus', 'water', 'low plateaus', 'mid altitude mountains',\n", - " 'nan', 'water', 'nan', 'plains', 'nan', 'plains', 'plains', 'water',\n", - " 'low plateaus', 'water', 'water', 'mid altitude mountains', 'water',\n", - " 'mid altitude plateaus', 'water', 'very low plateaus', 'low plateaus',\n", - " 'high altitude plains', 'very low plateaus', 'low plateaus', 'plains',\n", - " 'water', 'water', 'water', 'nan', 'nan', 'low altitude mountains',\n", - " 'very low plateaus', 'very low plateaus', 'lowlands',\n", - " 'low altitude mountains', 'plains', 'high altitude mountains',\n", - " 'low plateaus', 'very low plateaus', 'mid altitude mountains',\n", - " 'low altitude mountains', 'plains', 'low plateaus', 'very low plateaus',\n", - " 'lowlands', 'lowlands', 'lowlands', 'hills', 'very low plateaus',\n", - " 'very low plateaus', 'very low plateaus', 'water', 'plains', 'lowlands',\n", - " 'plains', 'very low plateaus', 'water', 'water', 'water', 'lowlands',\n", - " 'hills', 'water', 'plains', 'very low plateaus',\n", - " 'low altitude mountains', 'water', 'water', 'very low plateaus',\n", - " 'low altitude mountains', 'water', 'very low plateaus', 'nan', 'water',\n", - " 'water', 'water', 'water', 'water', 'water', 'plains', 'plains',\n", - " 'water', 'plains', 'plains', 'plains', 'plains', 'plains',\n", - " 'very low plateaus', 'nan', 'nan', 'nan', 'lowlands', 'nan', 'water',\n", - " 'water', 'nan', 'lowlands', 'water', 'nan', 'low altitude mountains',\n", - " 'plains', 'low altitude mountains', 'water', 'plains',\n", - " 'low altitude mountains', 'nan', 'nan', 'nan', 'water',\n", - " 'mid altitude plains', 'lowlands', 'plains', 'plains', 'lowlands',\n", - " 'nan', 'plains', 'low altitude mountains', 'low altitude mountains',\n", - " '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)
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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", - " 9.727322e+01, 1.580782e+03, 2.069240e-05, 1.407145e+03, 3.958634e+03,\n", - " 4.454292e+03, 4.435365e+03, 3.825571e+03, 2.990599e+03, 1.299165e+02,\n", - " 3.957805e+02, 2.023634e+03, 5.896717e+02, 3.052775e+02, 2.376391e+02,\n", - " 2.457559e+02, 2.404993e+02, 1.705172e+03, 1.447625e+02, 4.138253e+02,\n", - " 1.378877e+03, 5.954080e+02, 3.425591e+02, 0.000000e+00, 1.155959e+03,\n", - " 0.000000e+00, 7.223920e+03, 0.000000e+00, 2.850471e+03, 8.838765e+02,\n", - " 1.353755e+02, 6.711597e+01, 8.639467e+02, 7.393783e+02, 5.347466e+03,\n", - " 7.367470e+01, 1.805890e+01, 2.303136e+03, 3.123501e+02, 4.939915e+01,\n", - " 1.186029e+02, 6.988399e+02, 9.666424e+01, 1.213562e+03, 3.737029e+03,\n", - " 1.959151e+01, 5.019508e+01, 3.050450e+00, 1.307162e+00, 7.499749e+02,\n", - " 1.456541e+03, 6.132180e+02, 2.941577e+02, 1.925251e+03, 4.256683e+02,\n", - " 1.595856e+03, 1.874457e+02, 6.907155e+02, 1.101565e+03, 3.409009e+02,\n", - " 5.188201e+02, 4.473265e+03, 2.796940e+03, 2.248724e+03, 9.835548e+03,\n", - " 4.619351e+03, 2.458400e+03, 2.901922e+03, 1.710923e+04, 1.318641e+04,\n", - " 1.943179e+04, 4.608442e+03, 4.449922e+03, 9.243162e+03, 1.710923e+04,\n", - " 4.496920e+03, 6.915309e+03, 3.480686e+03, 8.319948e+03, 1.605188e+02,\n", - " 6.346664e+02, 3.353836e+02, 3.970044e+02, 1.997083e+03, 9.257162e+02,\n", - " 1.441793e+03, 8.466245e+03, 4.270815e+03, 1.068325e+04, 8.250134e+03,\n", - " 0.000000e+00, 2.176671e+02, 4.553756e+01, 5.645988e+01, 2.169255e+02,\n", - " 2.955543e+02, 4.439969e+01, 1.672228e+02, 1.130873e+02, 2.998557e+03,\n", - " 1.310236e+03, 2.375627e+03, 2.493601e+03, 6.149771e+03, 4.327395e+03,\n", - " 3.059219e+02, 8.158216e+00, 8.981381e+00, 1.098970e-01, 1.712690e+02,\n", - " 4.330686e+00, 4.002065e+02, 1.417241e+02, 0.000000e+00, 2.002448e+02,\n", - " 9.201427e+03, 0.000000e+00, 2.152332e+01, 8.081088e+02, 1.121058e+03,\n", - " 2.818542e+02, 2.788280e+03, 1.012623e+04, 5.401184e-02, 2.291489e+00,\n", - " 2.764339e+00, 1.592660e+03, 9.561663e+02, 1.536779e+03, 3.355430e+03,\n", - " 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)
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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", - " 'temperate conifer forests', 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests', 'temperate conifer forests',\n", - " 'temperate conifer forests', 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests', 'water', 'tundra',\n", - " 'temperate conifer forests', 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - 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" 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'mediterranean forests, woodlands and scrub',\n", - " 'mediterranean forests, woodlands and scrub',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'tropical and subtropical moist broadleaf forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests', 'temperate conifer forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'mediterranean forests, woodlands and scrub',\n", - " 'mediterranean forests, woodlands and scrub', 'water',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'tropical and subtropical moist broadleaf forests', 'water', 'water',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'mediterranean forests, woodlands and scrub',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests', 'tundra', 'tundra', 'tundra',\n", - " 'temperate broadleaf and mixed forests', 'boreal forests/taiga',\n", - " 'temperate conifer forests', 'boreal forests/taiga', 'tundra',\n", - " 'boreal forests/taiga', 'temperate broadleaf and mixed forests',\n", - " 'water', 'temperate grasslands, savannas and shrublands',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests', 'tundra',\n", - " 'boreal forests/taiga', 'boreal forests/taiga',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests',\n", - " 'temperate broadleaf and mixed forests', 'boreal forests/taiga',\n", - " 'boreal forests/taiga', 'temperate broadleaf and mixed forests',\n", - " 'temperate conifer forests', 'temperate conifer forests',\n", - " 'temperate conifer forests', 'temperate conifer forests',\n", - " 'temperate conifer forests', 'temperate broadleaf and mixed forests',\n", - " '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", - " '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", - " 'western european broadleaf forests',\n", - " 'western european broadleaf forests', 'pannonian mixed forests',\n", - " 'central european mixed forests', 'pannonian mixed forests',\n", - " 'pannonian mixed forests', 'alps conifer and mixed forests',\n", - " 'alps conifer and mixed forests', 'pannonian mixed forests',\n", - " 'western european broadleaf forests', 'atlantic mixed forests',\n", - " 'atlantic mixed forests', 'rodope montane mixed forests', 'water',\n", - " 'high arctic tundra', 'alps conifer and mixed forests',\n", - " 'western european broadleaf forests',\n", - " 'western european broadleaf forests',\n", - " 'western european broadleaf forests',\n", - " 'western european broadleaf forests',\n", - " 'western european broadleaf forests', 'chilean matorral', 'water',\n", - " 'cyprus mediterranean forests', 'western european broadleaf forests',\n", - " 'western european broadleaf forests',\n", - " 'western european broadleaf forests', 'atlantic mixed forests',\n", - " 'atlantic mixed forests', 'western european broadleaf forests',\n", - " 'baltic mixed forests', 'western european broadleaf forests',\n", - " 'baltic mixed forests', 'western european broadleaf forests',\n", - " 'alps conifer and mixed forests', 'water', 'water',\n", - " 'kalaallit nunaat high arctic tundra', 'baltic mixed forests',\n", - " 'rock and ice', 'atlantic mixed forests', 'sarmatic mixed forests',\n", - " 'water', 'northwest iberian montane forests',\n", - " 'cantabrian mixed forests',\n", - " 'northeastern spain and southern france mediterranean forests',\n", - " 'iberian sclerophyllous and semi-deciduous forests',\n", - " 'cantabrian mixed forests', 'iberian conifer forests', 'water',\n", - " 'iberian sclerophyllous and semi-deciduous forests',\n", - " 'iberian sclerophyllous and semi-deciduous forests',\n", - " 'iberian sclerophyllous and semi-deciduous forests',\n", - " 'iberian sclerophyllous and semi-deciduous forests',\n", - " 'cantabrian mixed forests',\n", - " 'southwest iberian mediterranean sclerophyllous and mixed forests',\n", - " 'canary islands dry woodlands and forests', 'water',\n", - " 'scandinavian and russian taiga', 'scandinavian and russian taiga',\n", - " 'scandinavian and russian taiga', 'western european broadleaf forests',\n", - " 'western european broadleaf forests',\n", - " 'western european broadleaf forests', 'atlantic mixed forests',\n", - " 'western european broadleaf forests', 'atlantic mixed forests',\n", - " 'alps conifer and mixed forests', 'western european broadleaf forests',\n", - " 'atlantic mixed forests', 'pyrenees conifer and mixed forests',\n", - " 'northeastern spain and southern france mediterranean forests',\n", - " 'western european broadleaf forests',\n", - " 'western european broadleaf forests', 'celtic broadleaf forests',\n", - " 'north atlantic moist mixed forests', 'celtic broadleaf forests',\n", - " 'celtic broadleaf forests', 'caledon conifer forests',\n", - " 'celtic broadleaf forests', 'celtic broadleaf forests',\n", - " 'celtic broadleaf forests', 'english lowlands beech forests',\n", - " 'english lowlands beech forests', 'celtic broadleaf forests',\n", - " 'celtic broadleaf forests', 'celtic broadleaf forests',\n", - " 'celtic broadleaf forests', 'english lowlands beech forests',\n", - " 'north atlantic moist mixed forests', 'english lowlands beech forests',\n", - " 'aegean and western turkey sclerophyllous and mixed forests',\n", - " 'crete mediterranean forests', 'pannonian mixed forests',\n", - " 'pannonian mixed forests', 'sumatran montane rain forests',\n", - " 'celtic broadleaf forests', 'celtic broadleaf forests',\n", - " 'alps conifer and mixed forests', 'appenine deciduous montane forests',\n", - " 'tyrrhenian-adriatic sclerophyllous and mixed forests',\n", - " 'italian sclerophyllous and semi-deciduous forests', 'water',\n", - " 'taiheiyo evergreen forests', 'ogasawara subtropical moist forests',\n", - " 'water', 'water', 'southern korea evergreen forests',\n", - " 'central european mixed forests', 'sarmatic mixed forests',\n", - " 'sarmatic mixed forests',\n", - " 'tyrrhenian-adriatic sclerophyllous and mixed forests',\n", - " 'atlantic mixed forests', 'atlantic mixed forests',\n", - " 'atlantic mixed forests', 'atlantic mixed forests',\n", - " 'atlantic mixed forests', 'sarmatic mixed forests',\n", - " 'scandinavian montane birch forest and grasslands',\n", - " 'scandinavian montane birch forest and grasslands', 'arctic desert',\n", - " 'sarmatic mixed forests', 'scandinavian and russian taiga',\n", - " 'scandinavian coastal conifer forests',\n", - " 'scandinavian and russian taiga', 'maudlandia antarctic desert',\n", - " 'scandinavian and russian taiga', 'north island temperate forests',\n", - " 'water', 'cantebury-otago tussock grasslands',\n", - " 'central european mixed forests', 'western european broadleaf forests',\n", - " 'baltic mixed forests', 'central european mixed forests',\n", - " 'balkan mixed forests', 'taimyr-central siberian tundra',\n", - " 'scandinavian and russian taiga', 'scandinavian and russian taiga',\n", - " 'sarmatic mixed forests', 'sarmatic mixed forests',\n", - " 'sarmatic mixed forests', 'baltic mixed forests',\n", - " 'sarmatic mixed forests', 'sarmatic mixed forests',\n", - " 'scandinavian and russian taiga', 'scandinavian and russian taiga',\n", - " 'pannonian mixed forests', 'alps conifer and mixed forests',\n", - " 'alps conifer and mixed forests', 'carpathian montane forests',\n", - " 'carpathian montane forests', 'carpathian montane forests',\n", - " '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", - " 'Vorarlberg', 'Carinthia', 'Styria', 'Salzburg', 'Lower Austria',\n", - " 'Lower Austria', 'Lower Austria', 'Lower Austria', 'Lower Austria',\n", - " 'Upper Austria', 'Styria', 'Styria', 'Wallonia', 'Wallonia', 'Wallonia',\n", - " 'Smolyan', 'Hamilton City', 'nan', 'Bern', 'Vaud', 'Thurgau',\n", - " 'Neuchatel', 'Schwyz', 'Lucerne', 'nan', 'nan', 'Lefkosia', 'Vysocina',\n", - " 'Central Bohemia', 'Jihocesky', 'Schleswig-Holstein', 'Lower Saxony',\n", - " 'Baden-Wuerttemberg', 'nan', 'Thuringia', 'Mecklenburg-Vorpommern',\n", - " 'Bavaria', 'Tyrol', 'nan', 'nan', 'nan', 'Zealand', 'nan', 'nan', 'nan',\n", - " 'nan', 'Castille-La Mancha', 'Galicia', 'Balearic Islands', 'Andalusia',\n", - " 'Asturias', 'Castille-La Mancha', 'Catalonia', 'Extremadura',\n", - " 'Valencia', 'Castille And Leon', 'Catalonia', 'Galicia', 'nan',\n", - " 'Canary Islands', 'nan', 'Kymenlaakso', 'nan', 'nan', 'Alsace',\n", - " 'Champagne-Ardenne', 'nan', 'Midi-Pyrenees', 'Franche-Comte',\n", - " 'Pays De La Loire', "Provence-Alpes-Cote D'Azur", 'Limousin',\n", - " 'Lower Normandy', 'Midi-Pyrenees', 'nan', 'Centre', 'Auvergne', 'nan',\n", - " 'nan', 'England', 'England', 'nan', 'England', 'Scotland', 'England',\n", - " 'England', 'England', 'Wales', 'England', 'Scotland', 'England',\n", - " 'England', 'Scotland', 'England', 'Central Greece', 'Crete',\n", - " 'Bacs-Kiskun', 'Vas', 'West Sumatra', 'Munster', 'nan', 'Lombardy',\n", - " 'Tuscany', 'Sicily', 'Umbria', 'nan', 'nan', 'nan', 'Okinawa', 'nan',\n", - " 'nan', 'nan', 'Rucavas', 'Vecpiebalga', 'L-Gharb', 'Gelderland',\n", - " 'Groningen', 'North Brabant', 'South Holland', 'Utrecht', 'Aust-Agder',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'Rogaland', 'Akershus', 'nan',\n", - " 'Telemark', 'nan', 'nan', 'nan', 'Masovian Voivodeship',\n", - " 'Lower Silesian Voivodeship', 'Pomeranian Voivodeship',\n", - " 'Warmian-Masurian Voivodeship', 'Central Serbia', 'nan', 'nan', 'nan',\n", - " '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", - " 'Politischer Bezirk Spittal An Der Drau',\n", - " 'Politischer Bezirk Hollabrunn', 'Politischer Bezirk Bregenz',\n", - " 'Politischer Bezirk Spittal An Der Drau',\n", - " 'Politischer Bezirk Hartberg-Fuerstenfeld',\n", - " 'Politischer Bezirk Salzburg-Umgebung', 'Politischer Bezirk Gmund',\n", - " 'Politischer Bezirk Sankt Polten', 'Politischer Bezirk Krems',\n", - " 'Politischer Bezirk Ganserndorf',\n", - " 'Politischer Bezirk Bruck An Der Leitha',\n", - " 'Politischer Bezirk Steyr-Land', 'Politischer Bezirk Murau',\n", - " 'Politischer Bezirk Graz-Umgebung', 'Province Du Luxembourg',\n", - " 'Province De Liege', 'Province De Namur', 'Obshtina Chepelare', 'nan',\n", - " 'nan', 'Interlaken-Oberhasli District', 'Broye-Vully District',\n", - " 'Muenchwilen District', 'Val-De-Ruz District', 'Bezirk Kuessnacht',\n", - " 'Sursee District', 'nan', 'nan', 'nan', "Okres Zd'Ar Nad Sazavou",\n", - " 'nan', 'Okres Prachatice', 'nan', 'nan', 'Freiburg Region', 'nan',\n", - " 'nan', 'nan', 'Upper Bavaria', 'Politischer Bezirk Reutte', 'nan',\n", - " 'nan', 'nan', 'Roskilde Kommune', 'nan', 'nan', 'nan', 'nan',\n", - " 'Provincia De Ciudad Real', 'Provincia Da Coruna', 'Illes Balears',\n", - " 'Provincia De Granada', 'Province Of Asturias',\n", - " 'Provincia De Guadalajara', 'Provincia De Girona',\n", - " 'Provincia De Badajoz', 'Provincia De Valencia',\n", - " 'Provincia De Salamanca', 'Provincia De Lleida', 'Provincia De Lugo',\n", - " 'nan', 'Provincia De Santa Cruz De Tenerife', 'nan', 'Kotka-Hamina',\n", - " 'nan', 'nan', 'Departement Du Bas-Rhin', 'Departement Des Ardennes',\n", - " 'nan', 'Departement Du Gers', 'Departement Du Doubs',\n", - " 'Departement De La Vendee', 'Departement Des Hautes-Alpes',\n", - " 'Departement De La Creuse', "Departement De L'Orne",\n", - " 'Departement Des Hautes-Pyrenees', 'nan', 'Departement Du Cher',\n", - " 'Departement Du Puy-De-Dome', 'nan', 'nan', 'Devon', 'North Yorkshire',\n", - " 'nan', 'Shropshire', 'Midlothian', 'Derbyshire', 'East Sussex',\n", - " 'Suffolk', 'Pembrokeshire', 'Cambridgeshire', 'Midlothian', 'Norfolk',\n", - " 'Essex', 'Shetland Islands', 'Hampshire', 'Nomos Voiotias',\n", - " 'Nomos Lasithiou', 'nan', 'nan', 'nan', 'Ciarrai', 'nan',\n", - " 'Provincia Di Varese', 'Provincia Di Pistoia', 'Trapani',\n", - " 'Provincia Di Perugia', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'Berkelland', 'Gemeente De Marne',\n", - " 'Gemeente Sint Anthonis', 'Gemeente Noordwijkerhout', 'Gemeente Lopik',\n", - " 'Birkenes', 'nan', 'nan', 'nan', 'nan', 'nan', 'Karmoy', 'Hurdal',\n", - " 'nan', 'Skien', 'nan', 'nan', 'nan', 'Powiat Garwolinski',\n", - " 'Powiat Jeleniogorski', 'Powiat Leborski', 'Powiat Goldapski',\n", - " 'Nisavski Okrug', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " '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)
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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", - " 'National Oceanic and Atmospheric Administration/Earth System Research Laboratory/Global Monitoring Division',\n", - " 'National Oceanic and Atmospheric Administration/Earth System Research Laboratory/Physical Sciences Division',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'Swiss Federal Laboratories for Materials Science and Technology',\n", - " 'National centre for Atmospheric Science', 'nan', 'nan',\n", - " 'Global Change Research Centre AS CR v. v. i.', 'nan',\n", - " 'Umweltbundesamt Langen', 'Umweltbundesamt Langen',\n", - " 'Umweltbundesamt Langen', 'Umweltbundesamt Langen',\n", - " 'Umweltbundesamt Langen', 'Umweltbundesamt Langen',\n", - " 'Meteorological Observatory Hohenpeissenberg',\n", - " 'German Environment Agency', 'nan', 'nan', 'nan', 'nan',\n", - " 'National Oceanic and Atmospheric Administration/Earth System Research Laboratory/Global Monitoring Division',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'Agencia Estatal de Meteorologia', 'nan',\n", - " 'Finnish Meteorological Institute', 'nan',\n", - " 'Finnish Meteorological Institute', 'nan', 'Ecole des Mines de Douai',\n", - " 'nan', 'Ecole des Mines de Douai', 'nan', 'Ecole des Mines de Douai',\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',\n", - " 'Hungarian Meteorological Service', 'Hungarian Meteorological Service',\n", - " 'Swiss Federal Laboratories for Materials Science and Technology',\n", - " 'nan', 'nan', 'EC Joint Research Centre',\n", - " 'National Research Council of Italy',\n", - " 'National Research Council of Italy',\n", - " 'Arpa Umbria - Umbria Regional Agency for Environmental Protection',\n", - " 'Japan Meteorological Agency', 'Japan Meteorological Agency',\n", - " 'Japan Meteorological Agency', 'Japan Meteorological Agency',\n", - " 'National Institute of Meteorological Sciences',\n", - " 'National Institute of Meteorological Sciences', 'nan', 'nan', 'nan',\n", - " 'University of Malta', 'Rijks instituut voor volgezondsheid en milieu',\n", - " 'Rijks instituut voor volgezondsheid en milieu',\n", - " 'Rijks instituut voor volgezondsheid en milieu',\n", - " 'Rijks instituut voor volgezondsheid en milieu',\n", - " 'Rijks instituut voor volgezondsheid en milieu',\n", - " 'Norwegian Institute for Air Research',\n", - " 'Norwegian Institute for Air Research',\n", - " 'Norwegian Institute for Air Research',\n", - " 'Norwegian Institute for Air Research',\n", - " 'Norwegian Institute for Air Research',\n", - " 'Norwegian Institute for Air Research',\n", - " 'Norwegian Institute for Air Research',\n", - " 'Norwegian Institute for Air Research',\n", - " 'Norwegian Institute for Air Research',\n", - " 'Norwegian Institute for Air Research',\n", - " 'National Institute of Water and Atmospheric Research',\n", - " '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", - " 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'National Oceanic and Atmospheric Administration/Earth System Research Laboratory/Physical Sciences Division',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'Milan Vidmar Electric Power Research Institute', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan',\n", - " '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", - " '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", - " '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", - " 'Marina Froelich', 'Wolfgang Spangl', 'Wolfgang Spangl',\n", - " 'Wolfgang Spangl', 'Wolfgang Spangl', 'Wolfgang Spangl',\n", - " 'Wolfgang Spangl', 'Wolfgang Spangl', 'Wolfgang Spangl',\n", - " 'Wolfgang Spangl', 'Wolfgang Spangl', 'Marina Froelich',\n", - " 'Wolfgang Spangl', 'Marina Froelich', 'Elke Adriaenssens',\n", - " 'Elke Adriaenssens', 'Elke Adriaenssens', 'Emiliya Stoyneva',\n", - " 'Audra Mcclure-Begley', 'Sara Crepinsek', 'Robert Gehrig',\n", - " 'Robert Gehrig', 'Robert Gehrig', 'Robert Gehrig', 'Robert Gehrig',\n", - " 'Thomas Seitz', 'Martin Steinbacher', 'Katie Read',\n", - " 'Christos Papadopoulos', 'Jaroslav Pekarek', 'Jaroslav Pekarek',\n", - " 'Jaroslav Pekarek', 'Anke Penzlin', 'Anke Penzlin', 'Anke Penzlin',\n", - " 'Anke Penzlin', 'Anke Penzlin', 'Anke Penzlin', 'Robert Holla',\n", - " 'Cedric Couret', 'Rolf Weller', 'Rune Keller', 'Rune Keller',\n", - " 'Rune Keller', 'Audra Mcclure-Begley', 'Rune Keller', 'Truuts Toivo',\n", - " 'Truuts Toivo', 'Juan Martinez', 'Juan Martinez', 'Alberto Gonzalez',\n", - " 'Alberto Gonzalez', 'Alberto Gonzalez', 'Alberto Gonzalez',\n", - " 'Alberto Gonzalez', 'Alberto Gonzalez', 'Abellan Maj Britt Larka',\n", - " 'Alberto Gonzalez', 'Alberto Gonzalez', 'Alberto Gonzalez',\n", - " 'Alberto Gonzalez', 'Carlos Torres', 'Timo Salmi', 'Mika Vestenius',\n", - " 'Timo Salmi', 'Mika Vestenius', 'Patrice Coddeville',\n", - " 'Patrice Coddeville', 'Patrice Coddeville', 'Patrice Coddeville',\n", - " 'Patrice Coddeville', 'Patrice Coddeville', 'Patrice Coddeville',\n", - " 'Patrice Coddeville', 'Patrice Coddeville', 'Patrice Coddeville',\n", - " 'Stephane Sauvage', 'Stephane Sauvage', 'Patrice Coddeville',\n", - " 'Geoff Broughton', 'Geoff Broughton', 'Geoff Broughton',\n", - " 'Geoff Broughton', 'Geoff Broughton', 'Geoff Broughton',\n", - " 'Geoff Broughton', 'Geoff Broughton', 'Geoff Broughton',\n", - " 'Geoff Broughton', 'Geoff Broughton', 'Geoff Broughton',\n", - " 'Geoff Broughton', 'Geoff Broughton', 'Geoff Broughton',\n", - " 'Geoff Broughton', 'Keith Vincent', 'A Adamopoulos',\n", - " 'Nikos Mihalopoulos', 'Krisztina Labancz', 'Krisztina Labancz',\n", - " 'Joerg Klausen', 'Barbara Oleary', 'Geoff Broughton', 'Jp Putaud',\n", - " 'Paolo Cristofanelli', 'Paolo Cristofanelli', 'Monica Angelucci',\n", - " 'Yoki Mori', 'Susumu Hashimoto', 'Susumu Hashimoto', 'Susumu Hashimoto',\n", - " 'Sumin Kim', 'Sumin Kim', 'Dalia Sopauskiene', 'Frolova Marina',\n", - " 'Frolova Marina', 'Marvic Grima', 'Jacobus P.J. Berkhout',\n", - " 'Jacobus P.J. Berkhout', 'Jacobus P.J. Berkhout',\n", - " 'Jacobus P.J. Berkhout', 'Ronald Spoor', 'Anne Hjellbrekke',\n", - " 'Wenche Aas', 'Anne Hjellbrekke', 'Anne Hjellbrekke',\n", - " 'Anne Hjellbrekke', 'Kjetil Tørseth', 'Anne Hjellbrekke', 'Wenche Aas',\n", - " 'Anne Hjellbrekke', 'Anne Hjellbrekke', 'Sylvia Nichol',\n", - " 'Audra Mcclure-Begley', 'Audra Mcclure-Begley', 'Magdalena Bogucka',\n", - " 'Magdalena Bogucka', 'Magdalena Bogucka', 'Anna Degorska',\n", - " 'Jasmina Knezevic', 'Sara Crepinsek', 'Karin Sjoberg', 'Karin Sjoberg',\n", - " 'Karin Sjoberg', 'Karin Sjøberg', 'Karin Sjøberg', 'Karin Sjöberg',\n", - " 'Karin Sjöberg', 'Karin Sjoberg', 'Karin Sjoberg', 'Karin Sjoberg',\n", - " 'Murovec Marijana', 'Marijana Murovec', 'Marijana Murovec',\n", - " '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", - " 'Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria',\n", - " 'Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Belgium',\n", - " 'Belgium', 'Belgium', 'Bulgaria', 'Bermuda', 'Canada', 'Switzerland',\n", - " 'Switzerland', 'Switzerland', 'Switzerland', 'Switzerland',\n", - " 'Switzerland', 'Chile', 'Cape Verde', 'Cyprus', 'Czech Republic',\n", - " 'Czech Republic', 'Czech Republic', 'Germany', 'Germany', 'Germany',\n", - " 'Germany', 'Germany', 'Germany', 'Germany', 'Germany', 'Germany',\n", - " 'Denmark', 'Denmark', 'Denmark', 'Denmark', 'Denmark', 'Estonia',\n", - " 'Estonia', 'Spain', 'Spain', 'Spain', 'Spain', 'Spain', 'Spain',\n", - " 'Spain', 'Spain', 'Spain', 'Spain', 'Spain', 'Spain', 'Spain', 'Spain',\n", - " 'Finland', 'Finland', 'Finland', 'Finland', 'France', 'France',\n", - " 'France', 'France', 'France', 'France', 'France', 'France', 'France',\n", - " 'France', 'France', 'France', 'France', 'United Kingdom',\n", - " 'United Kingdom', 'United Kingdom', 'United Kingdom', 'United Kingdom',\n", - " 'United Kingdom', 'United Kingdom', 'United Kingdom', 'United Kingdom',\n", - " 'United Kingdom', 'United Kingdom', 'United Kingdom', 'United Kingdom',\n", - " 'United Kingdom', 'United Kingdom', 'United Kingdom', 'United Kingdom',\n", - " 'Greece', 'Greece', 'Hungary', 'Hungary', 'Indonesia', 'Ireland',\n", - " 'Ireland', 'Italy', 'Italy', 'Italy', 'Italy', 'Japan', 'Japan',\n", - " 'Japan', 'Japan', 'South Korea', 'South Korea', 'Lithuania', 'Latvia',\n", - " 'Latvia', 'Malta', 'Netherlands', 'Netherlands', 'Netherlands',\n", - " 'Netherlands', 'Netherlands', 'Norway', 'Norway', 'Norway', 'Norway',\n", - " 'Norway', 'Norway', 'Norway', 'Norway', 'Norway', 'Norway',\n", - " 'New Zealand', 'New Zealand', 'New Zealand', 'Poland', 'Poland',\n", - " 'Poland', 'Poland', 'Serbia', 'Russia', 'Sweden', 'Sweden', 'Sweden',\n", - " 'Sweden', 'Sweden', 'Sweden', 'Sweden', 'Sweden', 'Sweden', 'Sweden',\n", - " '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)
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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", - " '1.0/day', '1.0/day', '1.0/day', '1.0/day', '0.5/day', '0.5/day',\n", - " '0.5/day', '0.5/day', '0.5/day', '0.5/day', '1.0/day', '1.0/day', 'nan',\n", - " 'nan', 'nan', 'nan', '1.0/day', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', '1.0/day', '1.0/day', '1.0/day', '1.0/day', '1.0/day', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', '1.0/day', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', '1.0/day', '1.0/day', '0.5/day', '1.0/day', 'nan', 'nan',\n", - " '1.0/day', '1.0/day', '1.0/day', '1.0/day', '5.0/month', '1.0/day',\n", - " '1.0/day', '1.0/day', '1.0/day', '1.0/day', 'nan', 'nan', 'nan',\n", - " '1.0/day', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', '1.0/day', '1.0/day',\n", - " '1.0/day', '1.0/day', '1.0/day', '1.0/day', '1.0/day', 'nan', '1.0/day',\n", - " '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", - " '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", - " '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", - " '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", - " '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', '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", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " '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", - " '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", - " '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", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'no manual or specifications available but confirmation it is uses ultraviolet photometry here:https://books.google.es/books?id=suisdwaaqbaj&pg=pa48&lpg=pa48&dq=dasibi+1108&source=bl&ots=tnxwozqtbt&sig=acfu3u0ba3efwduqenfd2g2zk-rqp7cqfg&hl=en&sa=x&ved=2ahukewjrk8bx2f7fahud4oakhsr1a5wq6aewdhoecaaqaq#v=onepage&q=dasibi%201108&f=false',\n", - " 'nan', 'nan',\n", - " 'specifications online:https://translate.google.com/translate?hl=en&sl=ja&u=http://www.dylec.co.jp/01ozone/m1100.html&prev=search',\n", - " 'no manual or specifications available but confirmation it is uses ultraviolet photometry here: http://www.data.jma.go.jp/gmd/env/ghg_obs/en/station/station_minamitorishima.html',\n", - " 'no manual or specifications available but confirmation it is uses ultraviolet photometry here: http://www.data.jma.go.jp/gmd/env/ghg_obs/en/station/station_minamitorishima.html',\n", - " 'no manual or specifications available but confirmation it is uses ultraviolet photometry here: http://www.data.jma.go.jp/gmd/env/ghg_obs/en/station/station_minamitorishima.html',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'no manual or specifications available but confirmation it is uses ultraviolet photometry here:https://www.rivm.nl/en/documents_and_publications/scientific/reports/1993/juni/acceptance_procedure_and_testresults_of_the_ozone_analyzers_model_49w_made_by_thermo_environmental_instruments_on_behalf_of_the_dutch_national_air_quality_monitoring_network',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " '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", - " '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", - " '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',\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', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " '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", - " '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", - " '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", - " '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", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan',\n", - " '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: downward facing,teflon inlet bell',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'inlet type: hat or hood;description: inlet approx. 2 m above the building and 5 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: 10.0 m',\n", - " 'inlet type: hat or hood;description: 13m heated glass sampling inlet (40mm diameter) (residence time 4 secs),then 2m of 1/4inch teflon tubing at a flow rate of 1.5 l/min,then through a particulate filter (1-2micron) before it enters the instrument.',\n", - " 'nan', 'description: downward facing with hood',\n", - " 'inlet type: downward-facing tube',\n", - " 'inlet type: hat or hood;description: downward facing with hood',\n", - " 'inlet type: hat or hood', 'inlet type: hat or hood',\n", - " 'inlet type: hat or hood', 'inlet type: hat or hood',\n", - " 'inlet type: hat or hood', 'inlet type: hat or hood',\n", - " 'inlet type: hat or hood;description: upward;tube material: teflon;outer diameter: 12.8 mm;inner diameter: 8.7 mm;length: 6.0 m',\n", - " 'nan',\n", - " 'inlet type: hat or hood;description: monthly leak test,inlet filter checked every 6 months,ozone scrubber checked and replaced if needed once/year',\n", - " 'nan', 'nan', 'nan',\n", - " '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", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'inlet type: stainless steel',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'inlet type: hat or hood;description: upstream from manifold,tube length=6.5m,flow rate=17l/min;tube material: teflon;outer diameter: 41.5 mm;inner diameter: 28.0 mm;length: 1.5 m',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'inlet type: hat or hood;tube material: teflon;outer diameter: 6.35 mm;length: 4.0 m',\n", - " 'inlet type: hat or hood;tube material: teflon;outer diameter: 6.35 mm;inner diameter: 3.95 mm;length: 4.5 m',\n", - " 'inlet type: hat or hood;tube material: teflon;outer diameter: 6.35 mm;inner diameter: 3.95 mm;length: 3.5 m',\n", - " 'inlet type: hat or hood;description: inlet approx. 2.5 m above the station and 10 m above the ground;tube material: teflon',\n", - " 'nan', 'nan',\n", - " 'inlet type: hat or hood;description: pvc_home_made;tube material: teflon;outer diameter: 60.0 mm;inner diameter: 27.0 mm;length: 4.0 m',\n", - " 'inlet type: hat or hood;description: the air intake is composed by an external (outside building) steel pipe (internally covered by teflon) and the internal (inside building) pyrex pipe;tube material: teflon;outer diameter: 6.35 mm;length: 1.5 m',\n", - " 'inlet type: hat or hood;description: the air intake is composed by an external (outside building) steel pipe (internally covered by teflon) and the internal (inside building) pyrex pipe;tube material: teflon;outer diameter: 6.35 mm;length: 1.5 m',\n", - " 'nan',\n", - " 'inlet type: stainless steel;description: covered with hat;tube material: teflon;outer diameter: 8.0 mm;inner diameter: 6.0 mm;length: 6.0 m',\n", - " 'inlet type: hat or hood;description: inlet filter checked every 2 months,leak test every 3 months,ozone scrubber checked and replaced if needed once/year',\n", - " 'inlet type: hat or hood;description: inlet filter checked every 2 months,leak test every 3 months,ozone scrubber checked and replaced if needed once/year',\n", - " 'inlet type: hat or hood;description: inlet filter checked every 2 months,leak test every 3 months,ozone scrubber checked and replaced if needed once/year',\n", - " 'inlet type: hat or hood;description: hat is made of pfa teflon. there is still mesh filter under the hat bottom to prevente bugs. inlet is connected to a glass manifold,from where o3 analyzer is connected by 1/4inch tubing.;outer diameter: 13.0 mm;inner diameter: 10.0 mm;length: 9.0 m',\n", - " 'inlet type: hat or hood;description: hat is made of pfa teflon. there is still mesh filter under the hat bottom to prevente bugs. inlet is connected to a glass manifold,from where o3 analyzer is connected by 1/4inch tubing.;outer diameter: 13.0 mm;inner diameter: 10.0 mm;length: 9.5 m',\n", - " 'nan', 'nan', 'nan',\n", - " 'inlet type: downward-facing tube;description: downward-facing tube;tube material: teflon;outer diameter: 38.0 mm;length: 4.5 m',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " '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: downward facing,teflon inlet bell;tube material: teflon;outer diameter: 6.35 mm;inner diameter: 4.76 mm;length: 7.0 m',\n", - " 'description: downward facing', 'description: downward facing',\n", - " 'description: downward facing', 'inlet type: hat or hood', 'nan',\n", - " '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", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - 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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", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan',\n", - " 'humidity/temp. control description: automatic',\n", - " 'humidity/temp. control description: automatic', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan',\n", - " 'maintenance description: regular replacements of the inlet filters and check of all instrument parameters.;zero/span check type: manual;humidity/temp. control: none',\n", - " 'humidity/temp. control: none', 'nan',\n", - " 'humidity/temp. control description: unknown',\n", - " 'humidity/temp. control: other (see metadata)',\n", - " 'humidity/temp. control: none;humidity/temp. control description: unknown',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'maintenance description: inlet filter changed every 2 weeks,ozone scrubber checked and replaced if needed once/year,5 calibrations in 2018;zero/span check type: manual;zero/span check interval: 3mo;humidity/temp. control: temperature controlled;humidity/temp. control description: temperature controlled at 4°c above ambient air',\n", - " 'nan', 'humidity/temp. control: none', 'nan', 'nan', 'nan',\n", - " 'humidity/temp. control description: automatic', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'humidity/temp. control: none', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan',\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: manual;zero/span check interval: 3mo;humidity/temp. control: temperature conditioning at 20 deg. c;humidity/temp. control description: none',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'humidity/temp. control: none',\n", - " 'maintenance description: monthly leak test,inlet filter and ozone scrubber checked and replaced if needed;zero/span check type: automatic;zero/span check interval: 1d;humidity/temp. control: none',\n", - " 'maintenance description: monthly leak test,inlet filter and ozone scrubber checked and replaced if needed;zero/span check type: automatic;zero/span check interval: 1d;humidity/temp. control: none',\n", - " 'maintenance description: inlet filter (47 mm teflon filter (5 micron)) changed every year;humidity/temp. control: other (see metadata);humidity/temp. control description: a cold trap (5 deg c) is used to reduce the humidity in the sample and to avoid downstream condensation. lab temp is set to 25 degc.',\n", - " 'nan', 'nan',\n", - " 'maintenance description: full cleaning twice a year;zero/span check type: automatic;zero/span check interval: 23h;humidity/temp. control: nafion dryer;humidity/temp. control description: 180cm',\n", - " 'zero/span check type: automatic;zero/span check interval: 1d;humidity/temp. control: none',\n", - " 'zero/span check type: automatic;zero/span check interval: 1d;humidity/temp. control: none',\n", - " 'nan',\n", - " 'zero/span check type: manual;zero/span check interval: 1y;humidity/temp. control: none',\n", - " 'humidity/temp. control: other (see metadata);humidity/temp. control description: the air is dried with an electronic cooler unit at a dew-point temperature about 5 degrees centigrade.',\n", - " 'humidity/temp. control: other (see metadata);humidity/temp. control description: the air is dried with an electronic cooler unit at a dew-point temperature about 5 degrees centigrade.',\n", - " 'humidity/temp. control: other (see metadata);humidity/temp. control description: the air is dried with an electronic cooler unit at a dew-point temperature about 5 degrees centigrade.',\n", - " 'maintenance description: inlet filter checked every 1 month,ozone scrubber checked and replaced if needed once/year,calibration every 6 months;zero/span check type: manual;zero/span check interval: 1mo;humidity/temp. control description: humidity control using silica gel',\n", - " 'maintenance description: inlet filter checked every 1 month,ozone scrubber checked and replaced if needed once/year,calibration every 6 months;zero/span check type: manual;zero/span check interval: 1mo;humidity/temp. control description: humidity control using silica gel',\n", - " 'nan', 'nan', 'nan',\n", - " 'maintenance description: zero and three points span check calibration with a primary standard every six months,leak test every six months,inlet filter replaced every 2 weeks,ozone scrubber replaced every two years;zero/span check type: automatic;zero/span check interval: 1d;humidity/temp. control: nafion dryer',\n", - " 'blank correction: not blank corrected',\n", - " 'blank correction: not blank corrected',\n", - " 'blank correction: not blank corrected',\n", - " 'blank correction: not blank corrected',\n", - " 'blank correction: not blank corrected', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'humidity/temp. control description: automatic',\n", - " 'humidity/temp. control description: automatic', 'nan', 'nan', 'nan',\n", - " 'humidity/temp. control: none', 'nan',\n", - " 'humidity/temp. control description: automatic', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'maintenance description: flow check every 3 month,inlet filter replaced 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: temperature conditioning at 20 deg. c;humidity/temp. control description: <airconditioning of room>',\n", - " 'zero/span check type: automatic;zero/span check interval: 1d;humidity/temp. control: none;humidity/temp. control description: implemented air conditioner is removing heat from a station,thus cooling the air,and removing humidity',\n", - " 'humidity/temp. control: temperature conditioning at 20 deg. c;humidity/temp. control description: airconditioning of room with instrument.',\n", - " 'nan', 'nan', 'nan', 'nan',\n", - " 'humidity/temp. control description: automatic',\n", - " 'humidity/temp. control description: automatic',\n", - " 'humidity/temp. control description: automatic',\n", - " 'humidity/temp. control description: automatic',\n", - " '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", - " "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", - " "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", - " "data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.995343. -- data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.50117. measurement uncertainty converted from '19.9534 ug/m3' at 293.15 k,1013.25 hpa to '10.0 nmol/mol',conversion factor 0.50117. detection limit converted from '1.9953 ug/m3' at 293.15 k,1013.25 hpa to '1.0 nmol/mol',conversion factor 0.50117.",\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", - " "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", - " "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", - " "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", - " 'nan',\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", - " 'nan', 'nan', 'nan', 'nan',\n", - " "data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.99534. -- 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", - " "data converted on import into ebas from 'ppb' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.99534. -- 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", - " "data converted on export from ebas from 'ug/m3' at 265.15 k,653.0 hpa to 'nmol/mol',conversion factor 0.703.",\n", - " "data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to '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 0.501.",\n", - " "data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to '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 0.501.",\n", - " 'nan',\n", - " "prior to shipment to and deployment in chile,the instrument was calibrated at wcc-empa against a primary ozone standard (standard reference photometer (srp),no 15,in 2010. -- data converted from 'nmol/mol' to 'ug/m3',conversion factor 1.99534. -- 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", - " "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 '0.1 ug/m3' at 293.15 k,1013.25 hpa to '0.1 nmol/mol',conversion factor 0.501.",\n", - " 'nan',\n", - " "no water vapor,temperature and ozone correction -- data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.99534. -- 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 '3.392 ug/m3' at 293.15 k,1013.25 hpa to '1.7 nmol/mol',conversion factor 0.5012. detection limit converted from '3.981 ug/m3' at 293.15 k,1013.25 hpa to '2.0 nmol/mol',conversion factor 0.5012.",\n", - " "data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.501.",\n", - " "no water vapor,temperature and ozone correction -- data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.99534. -- 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 '3.392 ug/m3' at 293.15 k,1013.25 hpa to '1.7 nmol/mol',conversion factor 0.5012. detection limit converted from '3.981 ug/m3' at 293.15 k,1013.25 hpa to '2.0 nmol/mol',conversion factor 0.5012.",\n", - " "hourly avarages of half-hourly values -- 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", - " "hourly avarages of half-hourly values -- data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.50. detection limit converted from '2.0 ug/m3' at 293.15 k,1013.25 hpa to '1.0 nmol/mol',conversion factor 0.50.",\n", - " "hourly avarages of half-hourly values -- 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", - " "hourly avarages of half-hourly values -- data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.50. detection limit converted from '2.0 ug/m3' at 293.15 k,1013.25 hpa to '1.0 nmol/mol',conversion factor 0.50.",\n", - " "hourly avarages of half-hourly values -- data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.50. detection limit converted from '2.0 ug/m3' at 293.15 k,1013.25 hpa to '1.0 nmol/mol',conversion factor 0.50.",\n", - " "hourly avarages of half-hourly values -- data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.50. detection limit converted from '2.0 ug/m3' at 293.15 k,1013.25 hpa to '1.0 nmol/mol',conversion factor 0.50.",\n", - " "detection limit is 3 sigma scattering during zero air measurements referring to 1 min integration -- data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.995342748. -- data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.50116703. detection limit converted from '1.1972056 ug/m3' at 293.15 k,1013.25 hpa to '0.6 nmol/mol',conversion factor 0.50116703.",\n", - " "detection limit is 3 standard deviation during zero air measurements. -- data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.995343. -- data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.50117. detection limit converted from '1.1573 ug/m3' at 293.15 k,1013.25 hpa to '0.58 nmol/mol',conversion factor 0.50117.",\n", - " "these data assumes an absorption cross section of 1.1476 x 10-17 cm2 molecule-1 (demore et al.,jpl,pasadena,calif.,1994) -- 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 0.501. measurement uncertainty converted from '19.95 ug/m3' at 293.15 k,1013.25 hpa to '10.0 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", - " 'nan', 'nan', 'nan',\n", - " "data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.99534. -- 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", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " "data processed according to standard method -- data and detection 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", - " 'nan', 'nan', 'nan',\n", - " "data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.501167.",\n", - " 'nan',\n", - " "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 0.501.",\n", - " 'nan',\n", - " "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 0.501.",\n", - " 'nan',\n", - " "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 0.501.",\n", - " 'nan', 'nan', 'nan', 'nan',\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", - " "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", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\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 import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.995343. detection limit converted from '0.5 nmol/mol' to '0.9977 ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.995343. -- data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.50117. detection limit converted from '0.9977 ug/m3' at 293.15 k,1013.25 hpa to '0.5 nmol/mol',conversion factor 0.50117.",\n", - " "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 '1.0 ug/m3' at 293.15 k,1013.25 hpa to '0.5 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 0.501. detection limit converted from '1.0 ug/m3' at 293.15 k,1013.25 hpa to '0.5 nmol/mol',conversion factor 0.501.",\n", - " "data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.9953. measurement uncertainty 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. measurement uncertainty converted from '2.0 ug/m3' at 293.15 k,1013.25 hpa to '1.0 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", - " 'nan', 'nan',\n", - " "data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.99534. -- 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 '0.998 ug/m3' at 293.15 k,1013.25 hpa to '0.5 nmol/mol',conversion factor 0.5012. detection limit converted from '1.397 ug/m3' at 293.15 k,1013.25 hpa to '0.7 nmol/mol',conversion factor 0.5012.",\n", - " "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 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", - " "nothing -- data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.995343. detection limit converted from '0.601 nmol/mol' to '1.1992 ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.995343. -- data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.50117. detection limit converted from '1.1992 ug/m3' at 293.15 k,1013.25 hpa to '0.601 nmol/mol',conversion factor 0.50117.",\n", - " "these data assumes an absorption cross section of 1.1476 x 10-17 cm2 molecule-1 (hearn,1961). -- 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 0.501. measurement uncertainty converted from '2.0 ug/m3' at 293.15 k,1013.25 hpa to '1.0 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", - " "these data assumes an absorption cross section of 1.1476 x 10-17 cm2 molecule-1 (hearn,1961). -- data,measurement uncertainty,detection 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. measurement uncertainty converted from '2.0 ug/m3' at 293.15 k,1013.25 hpa to '1.0 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", - " "these data assumes an absorption cross section of 1.1476 x 10-17 cm2 molecule-1 (hearn,1961). -- data,measurement uncertainty,detection 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. measurement uncertainty converted from '2.0 ug/m3' at 293.15 k,1013.25 hpa to '1.0 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", - " "these data assumes an absorption cross section of 1.1476 x 10-17 cm2 molecule-1 (hearn,1961). -- data,measurement uncertainty,detection 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. measurement uncertainty converted from '2.0 ug/m3' at 293.15 k,1013.25 hpa to '1.0 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 import into ebas from 'ppb' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.9953. detection limit converted from '0.5 ppb' to '1.0 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 '1.0 ug/m3' at 293.15 k,1013.25 hpa to '0.5 nmol/mol',conversion factor 0.501.",\n", - " "data converted on import into ebas from 'ppb' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.9953. detection limit converted from '0.5 ppb' to '1.0 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 '1.0 ug/m3' at 293.15 k,1013.25 hpa to '0.5 nmol/mol',conversion factor 0.501.",\n", - " 'nan', 'nan', 'nan',\n", - " "data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.99534. detection limit converted from '4.0 nmol/mol' to '7.981 ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.99534. -- data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.5012. detection limit converted from '7.981 ug/m3' at 293.15 k,1013.25 hpa to '4.0 nmol/mol',conversion factor 0.5012.",\n", - " 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " "data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,no conversion factor (no nonzero,valid values). -- data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.501.",\n", - " 'nan', 'nan',\n", - " "data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,no conversion factor (no nonzero,valid values). -- data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.501.",\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " "data converted on import into ebas from 'nmol/mol' to 'ug/m3' at standard conditions (293.15 k,1013.25 hpa),conversion factor 1.9953. variable metadata uncertainty converted. -- data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.501. measurement uncertainty 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 import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.99534. -- 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", - " "data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.99534. -- 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", - " "data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 2.00. -- data converted on export from ebas from 'ug/m3' at 293.15 k,1013.25 hpa to 'nmol/mol',conversion factor 0.501.",\n", - " "data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 2.00. -- 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 import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 2.00. -- 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", - " 'nan',\n", - " "data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.99534. -- 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", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " "on site calibration performet every four months,in acredited laboratory once a year. -- 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 0.501. detection limit converted from '1.0 ug/m3' at 293.15 k,1013.25 hpa to '0.5 nmol/mol',conversion factor 0.501.",\n", - " "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 '0.6 nmol/mol' to '1.2 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 '1.2 ug/m3' at 293.15 k,1013.25 hpa to '0.6 nmol/mol',conversion factor 0.501.",\n", - " "on site callibration of instrument 3 times a year and once a year calibration in acredited laboratory. -- 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 0.501. detection limit converted from '1.0 ug/m3' at 293.15 k,1013.25 hpa to '0.5 nmol/mol',conversion factor 0.501.",\n", - " 'nan', 'nan', 'nan', 'nan',\n", - " "data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.99534. -- 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", - " "data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.99534. -- 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", - " "data converted on import into ebas from 'nmol/mol' to 'ug/m3' at 293.15 k,1013.25 hpa,conversion factor 1.99534. -- 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", - " "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", - " "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", - " 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", - " 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", - " 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", - " 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", - " 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", - " 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", - " 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", - " 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", - " 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", - " 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", - " '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", - " '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", - " '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", - " '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', '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", - " '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", - " '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", - " '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", - " '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", - " '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", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'measurement uncertainty explained: includes statistical uncertainty of individual sample and calibration uncertainty',\n", - " 'nan',\n", - " 'zero/negative values: zero and neg. values higher than -lod are measured at low concentrations',\n", - " 'measurement uncertainty explained: includes statistical uncertainty of individual sample and calibration uncertainty;detection limit explained: determined by instrument counting statistics,no detection limit flag used;zero/negative values: zero and neg. values may appear due to statistical variations at very low concentrations',\n", - " 'nan',\n", - " 'measurement uncertainty explained: includes statistical uncertainty of individual sample and calibration uncertainty;detection limit explained: determined by instrument counting statistics,no detection limit flag used;zero/negative values: zero and neg. values may appear due to statistical variations at very low concentrations',\n", - " 'detection limit explained: taken from instrument manual;zero/negative values: zero/negative values reported as measured if within detection limit,flagged with 780',\n", - " 'detection limit explained: taken from instrument manual;zero/negative values: zero/negative values reported as measured if within detection limit,flagged with 780',\n", - " 'detection limit explained: taken from instrument manual;zero/negative values: zero/negative values reported as measured if within detection limit,flagged with 780',\n", - " 'detection limit explained: taken from instrument manual;zero/negative values: zero/negative values reported as measured if within detection limit,flagged with 780',\n", - " 'detection limit explained: taken from instrument manual;zero/negative values: zero/negative values reported as measured if within detection limit,flagged with 780',\n", - " 'detection limit explained: taken from instrument manual;zero/negative values: zero/negative values reported as measured if within detection limit,flagged with 780',\n", - " 'nan', 'nan',\n", - " 'measurement uncertainty explained: includes statistical uncertainty of individual sample and calibration uncertainty',\n", - " 'nan', 'nan', 'nan',\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", - 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" 'measurement uncertainty explained: includes statistical uncertainty of individual sample and calibration uncertainty',\n", - " 'measurement uncertainty explained: includes statistical uncertainty of individual sample and calibration uncertainty',\n", - " 'measurement uncertainty explained: includes statistical uncertainty of individual sample and calibration uncertainty',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'zero/negative values: zero/negative values reported as measured if within detection limit,flagged with 780',\n", - " 'nan',\n", - " 'zero/negative values: zero/negative values reported as measured if within detection limit,flagged with 780',\n", - " 'zero/negative values: zero/negative values reported as measured if within detection limit,flagged with 780',\n", - " 'zero/negative values: zero/negative values reported as measured if within detection limit,flagged with 780',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'measurement uncertainty explained: includes statistical uncertainty of individual sample and calibration uncertainty',\n", - 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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", - " 'Audra.mcclure@noaa.gov', 'sara.crepinsek@noaa.gov', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'katie.read@ncas.ac.uk', 'nan',\n", - " 'jan.komarek@chmi.cz', 'kominkova.k@czechglobe.cz', 'hadinger@chmi.cz',\n", - " 'bryan.hellack@uba.de', 'bryan.hellack@uba.de', 'bryan.hellack@uba.de',\n", - " 'bryan.hellack@uba.de', 'bryan.hellack@uba.de', 'bryan.hellack@uba.de',\n", - " 'Dagmar.Kubistin@dwd.de', 'cedric.couret@uba.de', 'nan', 'nan', 'nan',\n", - " 'nan', 'Audra.mcclure@noaa.gov', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'ctorresg@aemet.es', 'heidi.hellen@fmi.fi',\n", - " 'heidi.hellen@fmi.fi', 'heidi.hellen@fmi.fi', 'mika.vestenius@fmi.fi',\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", - " 'nan', 'nan', 'ferenczi.z@met.hu', 'ferenczi.z@met.hu',\n", - " 'reza_elka@yahoo.com', 'nan', 'nan', 'nan',\n", - " 'p.cristofanelli@isac.cnr.it', 'p.cristofanelli@isac.cnr.it',\n", - " 'm.angelucci@arpa.umbria.it', 'antarctic@met.kishou.go.jp',\n", - " 'ghg_obs@met.kishou.go.jp', 'ghg_obs@met.kishou.go.jp',\n", - " 'ghg_obs@met.kishou.go.jp', 'sulla@korea.kr', 'sulla@korea.kr', 'nan',\n", - " 'nan', 'nan', 'ray.ellul@um.edu.mt', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'waa@nilu.no', 'nan', 'waa@nilu.no', 'waa@nilu.no', 'waa@nilu.no',\n", - " 'kt@nilu.no', 'waa@nilu.no', 'nan', 'waa@nilu.no', 'waa@nilu.no',\n", - " 'sylvia.nichol@niwa.co.nz', 'Audra.mcclure@noaa.gov',\n", - " 'Audra.mcclure@noaa.gov', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'sara.crepinsek@noaa.gov', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'rudi.voncina@eimv.si', 'nan', 'nan',\n", - " '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", - " '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", - " 'Flanders Environment Agency', 'nan',\n", - " 'National Oceanic and Atmospheric Administration/Earth System Research Laboratory/Global Monitoring Division',\n", - " 'National Oceanic and Atmospheric Administration/Earth System Research Laboratory/Physical Sciences Division',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'National centre for Atmospheric Science', 'nan',\n", - " 'Czech Hydrometeorological Instute',\n", - " 'Global Change Research Centre AS CR v. v. i.',\n", - " 'Czech Hydrometeorological Instute', 'Umweltbundesamt Langen',\n", - " 'Umweltbundesamt Langen', 'Umweltbundesamt Langen',\n", - " 'Umweltbundesamt Langen', 'Umweltbundesamt Langen',\n", - " 'Umweltbundesamt Langen', 'Meteorological Observatory Hohenpeissenberg',\n", - " 'German Environment Agency', 'nan', 'nan', 'nan', 'nan',\n", - " 'National Oceanic and Atmospheric Administration/Earth System Research Laboratory/Global Monitoring Division',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'Agencia Estatal de Meteorologia', 'nan', 'nan', 'nan',\n", - " 'Finnish Meteorological Institute', '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',\n", - " 'Hungarian Meteorological Service', 'Hungarian Meteorological Service',\n", - " 'Badan Meteorologi Klimatologi dan Geofisika', 'nan', 'nan', 'nan',\n", - " 'National Research Council of Italy',\n", - " 'National Research Council of Italy',\n", - " 'Arpa Umbria - Umbria Regional Agency for Environmental Protection',\n", - " 'Japan Meteorological Agency', 'Japan Meteorological Agency',\n", - " 'Japan Meteorological Agency', 'Japan Meteorological Agency',\n", - " 'National Institute of Meteorological Sciences',\n", - " 'National Institute of Meteorological Sciences', 'nan', 'nan', 'nan',\n", - " 'University of Malta', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'Norwegian Institute for Air Research',\n", - " 'Norwegian Institute for Air Research',\n", - " 'Norwegian Institute for Air Research',\n", - " 'Norwegian Institute for Air Research',\n", - " 'Norwegian Institute for Air Research',\n", - " 'Norwegian Institute for Air Research',\n", - " 'Norwegian Institute for Air Research',\n", - " 'Norwegian Institute for Air Research',\n", - " 'Norwegian Institute for Air Research',\n", - " 'Norwegian Institute for Air Research',\n", - " 'National Institute of Water and Atmospheric Research',\n", - " '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", - " 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'National Oceanic and Atmospheric Administration/Earth System Research Laboratory/Physical Sciences Division',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'Milan Vidmar Electric Power Research Institute', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan',\n", - " '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", - " '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", - " '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", - " 'Marina Froelich', 'Wolfgang Spangl', 'Wolfgang Spangl', 'Iris Buxbaum',\n", - " 'Wolfgang Spangl', 'Wolfgang Spangl', 'Wolfgang Spangl',\n", - " 'Wolfgang Spangl', 'Wolfgang Spangl', 'Wolfgang Spangl',\n", - " 'Wolfgang Spangl', 'Marina Froelich', 'Wolfgang Spangl',\n", - " 'Marina Froelich', 'Elke Adriaenssens', 'Elke Adriaenssens',\n", - " 'Elke Adriaenssens', 'Emiliya Stoyneva', 'Audra Mcclure-Begley',\n", - " 'Sara Crepinsek', 'Robert Gehrig', 'Robert Gehrig', 'Robert Gehrig',\n", - " 'Robert Gehrig', 'Robert Gehrig', 'Christoph Hueglin', 'Gaston Torres',\n", - " 'Katie Read', 'Chrysanthos Savvides', 'Milan Vana', 'Jaroslav Pekarek',\n", - " 'Milan Vana', 'Markus Wallasch', 'Markus Wallasch', 'Markus Wallasch',\n", - " 'Markus Wallasch', 'Markus Wallasch', 'Markus Wallasch',\n", - " 'Dagmar Kubistin', 'Cedric Couret', 'Rolf Weller', 'Rune Keller',\n", - " 'Rune Keller', 'Rune Keller', 'Audra Mcclure-Begley', 'Rune Keller',\n", - " 'Truuts Toivo', 'Usin Eve', 'Juan Martinez', 'Juan Martinez',\n", - " 'Fermin Elizaga', 'Fermin Elizaga', 'Maj-Britt Larka', 'Fermin Elizaga',\n", - " 'Fermin Elizaga', 'Fermin Elizaga', 'Bartolome Maria Lopez',\n", - " 'Fermin Elizaga', 'Fermin Elizaga', 'Fermin Elizaga', 'Fermin Elizaga',\n", - " 'Carlos Torres', 'Hannele Hakola', 'Hannele Hakola', 'Hannele Hakola',\n", - " 'Mika Vestenius', 'Patrice Coddeville', 'Stephane Sauvage',\n", - " 'Stephane Sauvage', 'Stephane Sauvage', 'Stephane Sauvage',\n", - " 'Stephane Sauvage', 'Stephane Sauvage', 'Stephane Sauvage',\n", - " 'Patrice Coddeville', 'Stephane Sauvage', 'Stephane Sauvage',\n", - " 'Stephane Sauvage', 'Stephane Sauvage', 'Keith Vincent',\n", - " 'Keith Vincent', 'Keith Vincent', 'Keith Vincent', 'Keith Vincent',\n", - " 'Keith Vincent', 'Keith Vincent', 'Keith Vincent', 'Keith Vincent',\n", - " 'Keith Vincent', 'Keith Vincent', 'Keith Vincent', 'Keith Vincent',\n", - " 'Keith Vincent', 'Keith Vincent', 'Keith Vincent', 'Willis Paul',\n", - " 'A Adamopoulos', 'Nikos Mihalopoulos', 'Zita Ferenczi', 'Zita Ferenczi',\n", - " 'Joerg Klausen', 'Barbara Oleary', 'Keith Vincent', 'F Lagler',\n", - " 'Paolo Cristofanelli', 'Paolo Cristofanelli', 'Monica Angelucci',\n", - " 'Yoshinobu Tanaka', 'Atsushi Takizawa', 'Atsushi Takizawa',\n", - " 'Atsushi Takizawa', 'Sumin Kim', 'Sumin Kim', 'Rasa Girgzdiene',\n", - " 'Dubakova Iveta', 'Dubakova Iveta', 'Raymond Ellul',\n", - " 'Jacobus P.J. Berkhout', 'Housz Floris C Ingen',\n", - " 'Jacobus P.J. Berkhout', 'Jacobus P.J. Berkhout', 'Hans Berkhout',\n", - " 'Wenche Aas', 'Erik Andresen', 'Wenche Aas', 'Wenche Aas', 'Wenche Aas',\n", - " 'Kjetil Tørseth', 'Wenche Aas', 'Erik Andresen', 'Wenche Aas',\n", - " 'Wenche Aas', 'Sylvia Nichol', 'Audra Mcclure-Begley',\n", - " 'Audra Mcclure-Begley', 'Magdalena Bogucka', 'Magdalena Bogucka',\n", - " 'Magdalena Bogucka', 'Zdzislaw Przadka', 'Jasmina Knezevic',\n", - " 'Sara Crepinsek', 'Karin Sjoberg', 'Karin Sjoberg', 'Karin Sjoberg',\n", - " 'Karin Sjøberg', 'Karin Sjøberg', 'Karin Sjöberg', 'Karin Sjöberg',\n", - " 'Karin Sjoberg', 'Karin Sjoberg', 'Karin Sjoberg', 'Mateja Gjerek',\n", - " 'Rudi Voncina', 'Mateja Gjerek', 'Marta Mitosinkova',\n", - " '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", - " '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", - " '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", - " 'Original altitude value within a certain tolerance (11.0) of other value/s. Set altitude to be the modal value in the group. Original sampling_height value within a certain tolerance (11.0) of other value/s. Set sampling_height to be the modal value in the group. Original sampling_height value is sub-string of other value/s. Set sampling_height to be the most detailed value in the group. 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 Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain 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", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain 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", - " '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. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain 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. No Terrain Metadata - Used Manually Compiled Metadata. ',\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. No Measuring Instrument Name Metadata - Took Most Applicable Next Value. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. No Measuring Instrument Name Metadata - Took Most Applicable Next Value. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. No Measuring Instrument Name Metadata - Took Most Applicable Next Value. ',\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 Measuring Instrument Name Metadata - Took Most Applicable Next Value. ',\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 Measuring Instrument Name Metadata - Took Most Applicable Next Value. ',\n", - " '', 'Measurement Altitude assumed to be Altitude + Sampling Height. ',\n", - " 'Measurement Altitude assumed to be Altitude + Sampling Height. ',\n", - " 'No Terrain Metadata - Used Manually Compiled Metadata. Original altitude value within a certain tolerance (11.0) of other value/s. Set altitude to be the modal value in the group. Original altitude value is sub-string of other value/s. Set altitude to be the most detailed value in the group. Original sampling_height value within a certain tolerance (11.0) of other value/s. Set sampling_height to be the modal value in the group. Original sampling_height value is sub-string of other value/s. Set sampling_height to be the most detailed value in the group. Measurement Altitude assumed to be Altitude + Sampling Height. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. No Measurement Altitude Metadata - Took Most Applicable Next Value. Sampling Height assumed to be Measurement Altitude - Altitude. No Measuring Instrument Name Metadata - Took Most Applicable Next Value. ',\n", - " 'No Measurement Altitude Metadata - Took Most Applicable Next Value. Sampling Height assumed to be Measurement Altitude - Altitude. No Area Classification Metadata - Took Most Applicable Next Value. No Station Classification Metadata - Took Most Applicable Next Value. No Land Use Metadata - Took Most Applicable Next Value. No Measuring Instrument Name Metadata - Took Most Applicable Next Value. ',\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 Measurement Altitude Metadata - Took Most Applicable Next Value. Sampling Height assumed to be Measurement Altitude - Altitude. No Measuring Instrument Name Metadata - Took Most Applicable Next Value. ',\n", - " 'Original sampling_height value within a certain tolerance (11.0) of other value/s. Set sampling_height to be the modal value in the group. Original sampling_height value is sub-string of other value/s. Set sampling_height to be the most detailed value in the group. 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. Original sampling_height value within a certain tolerance (11.0) of other value/s. Set sampling_height to be the modal value in the group. Original sampling_height value is sub-string of other value/s. Set sampling_height to be the most detailed value in the group. Measurement Altitude assumed to be Altitude + Sampling Height. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. Original sampling_height value within a certain tolerance (11.0) of other value/s. Set sampling_height to be the modal value in the group. Original sampling_height value is sub-string of other value/s. Set sampling_height to be the most detailed value in the group. Measurement Altitude assumed to be Altitude + Sampling Height. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. Original sampling_height value within a certain tolerance (11.0) of other value/s. Set sampling_height to be the modal value in the group. Original sampling_height value is sub-string of other value/s. Set sampling_height to be the most detailed value in the group. 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. Original sampling_height value within a certain tolerance (11.0) of other value/s. Set sampling_height to be the modal value in the group. Original sampling_height value is sub-string of other value/s. Set sampling_height to be the most detailed value in the group. Measurement Altitude assumed to be Altitude + Sampling Height. ',\n", - " 'Original sampling_height value within a certain tolerance (11.0) of other value/s. Set sampling_height to be the modal value in the group. Original sampling_height value is sub-string of other value/s. Set sampling_height to be the most detailed value in the group. Measurement Altitude assumed to be Altitude + Sampling Height. ',\n", - " 'Original altitude value within a certain tolerance (11.0) of other value/s. Set altitude to be the modal value in the group. Original sampling_height value within a certain tolerance (11.0) of other value/s. Set sampling_height to be the modal value in the group. Original sampling_height value is sub-string of other value/s. Set sampling_height to be the most detailed value in the group. 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. ',\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 Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. ',\n", - " 'No Terrain Metadata - Used Manually Compiled Metadata. 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", - " '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. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain 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", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain 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", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain 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", - " '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. ',\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", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain 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", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain 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", - " '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", - " '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. No Measurement Altitude Metadata - Took Most Applicable Next Value. Sampling Height assumed to be Measurement Altitude - Altitude. No Measuring Instrument Name Metadata - Took Most Applicable Next Value. ',\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. No Measurement Altitude Metadata - Took Most Applicable Next Value. Sampling Height assumed to be Measurement Altitude - Altitude. No Measuring Instrument Name Metadata - Took Most Applicable Next Value. ',\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 Measurement Altitude Metadata - Took Most Applicable Next Value. Sampling Height assumed to be Measurement Altitude - Altitude. No Measuring Instrument Name Metadata - Took Most Applicable Next Value. ',\n", - " 'No Measurement Altitude Metadata - Took Most Applicable Next Value. Sampling Height assumed to be Measurement Altitude - Altitude. No Measuring Instrument Name Metadata - Took Most Applicable Next Value. ',\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 Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. No Measurement Altitude Metadata - Took Most Applicable Next Value. Sampling Height assumed to be Measurement Altitude - Altitude. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain 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. No Measurement Altitude Metadata - Took Most Applicable Next Value. Sampling Height assumed to be Measurement Altitude - Altitude. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. No Measurement Altitude Metadata - Took Most Applicable Next Value. Sampling Height assumed to be Measurement Altitude - Altitude. ',\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. ',\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 Land Use Metadata - Used Manually Compiled Metadata. No Terrain 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. No Terrain 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", - " '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 Measurement Altitude Metadata - Took Most Applicable Next Value. Sampling Height assumed to be Measurement Altitude - Altitude. No Measuring Instrument Name Metadata - Took Most Applicable Next Value. ',\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", - " '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", - " '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", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain 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", - " '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", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain 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", - " '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. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain 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. No Terrain 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", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain 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. No Terrain Metadata - Used Manually Compiled Metadata. No Measurement Altitude Metadata - Took Most Applicable Next Value. Sampling Height assumed to be Measurement Altitude - Altitude. No Measuring Instrument Name Metadata - Took Most Applicable Next Value. ',\n", - " 'No Terrain Metadata - Used Manually Compiled Metadata. Original altitude value within a certain tolerance (11.0) of other value/s. Set altitude to be the modal value in the group. Original sampling_height value within a certain tolerance (11.0) of other value/s. Set sampling_height to be the modal value in the group. Original sampling_height value is sub-string of other value/s. Set sampling_height to be the most detailed value in the group. Measurement Altitude assumed to be Altitude + Sampling Height. ',\n", - " 'Measurement Altitude assumed to be Altitude + Sampling Height. ',\n", - " 'No Measuring Instrument Name Metadata - Took Most Applicable Next Value. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. ',\n", - " '',\n", - " 'No Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. Original altitude value within a certain tolerance (11.0) of other value/s. Set altitude to be the modal value in the group. Original sampling_height value within a certain tolerance (11.0) of other value/s. Set sampling_height to be the modal value in the group. Original sampling_height value is sub-string of other value/s. Set sampling_height to be the most detailed value in the group. 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", - " 'Original sampling_height value within a certain tolerance (11.0) of other value/s. Set sampling_height to be the modal value in the group. Measurement Altitude assumed to be Altitude + Sampling Height. ',\n", - " '',\n", - " 'Original altitude value within a certain tolerance (11.0) of other value/s. Set altitude to be the modal value in the group. Original sampling_height value within a certain tolerance (11.0) of other value/s. Set sampling_height to be the modal value in the group. Measurement Altitude assumed to be Altitude + Sampling Height. ',\n", - " 'Original altitude value within a certain tolerance (11.0) of other value/s. Set altitude to be the modal value in the group. Original altitude value is sub-string of other value/s. Set altitude to be the most detailed value in the group. Original sampling_height value within a certain tolerance (11.0) of other value/s. Set sampling_height to be the modal value in the group. Measurement Altitude assumed to be Altitude + Sampling Height. ',\n", - " 'Original sampling_height value within a certain tolerance (11.0) of other value/s. Set sampling_height to be the modal value in the group. 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", - " '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. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain 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", - " 'Original altitude value within a certain tolerance (11.0) of other value/s. Set altitude to be the modal value in the group. Original altitude value is sub-string of other value/s. Set altitude to be the most detailed value in the group. Original sampling_height value within a certain tolerance (11.0) of other value/s. Set sampling_height to be the modal value in the group. Original sampling_height value is sub-string of other value/s. Set sampling_height to be the most detailed value in the group. Measurement Altitude assumed to be Altitude + Sampling Height. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. Original altitude value within a certain tolerance (11.0) of other value/s. Set altitude to be the modal value in the group. No Measurement Altitude Metadata - Took Most Applicable Next Value. Sampling Height assumed to be Measurement Altitude - Altitude. No Measuring Instrument Name Metadata - Took Most Applicable Next Value. ',\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 Measurement Altitude Metadata - Took Most Applicable Next Value. Sampling Height assumed to be Measurement Altitude - Altitude. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. No Measurement Altitude Metadata - Took Most Applicable Next Value. Sampling Height assumed to be Measurement Altitude - Altitude. ',\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. No Measurement Altitude Metadata - Took Most Applicable Next Value. Sampling Height assumed to be Measurement Altitude - Altitude. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. Original altitude value within a certain tolerance (11.0) of other value/s. Set altitude to be the modal value in the group. Original altitude value is sub-string of other value/s. Set altitude to be the most detailed value in the group. No Measurement Altitude Metadata - Took Most Applicable Next Value. Sampling Height assumed to be Measurement Altitude - Altitude. ',\n", - " '',\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", - " 'No Terrain 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", - " '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 Land Use Metadata - Used Manually Compiled Metadata. No Terrain 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", - " '',\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", - " '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", - " 'No Terrain Metadata - Used Manually Compiled Metadata. No Measurement Altitude Metadata - Took Most Applicable Recent Value. Sampling Height assumed to be Measurement Altitude - Altitude. ',\n", - " 'No Measurement Altitude Metadata - Took Most Applicable Next Value. Sampling Height assumed to be Measurement Altitude - Altitude. ',\n", - " 'No Measurement Altitude Metadata - Took Most Applicable Next Value. Sampling Height assumed to be Measurement Altitude - Altitude. ',\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. Original altitude value within a certain tolerance (11.0) of other value/s. Set altitude to be the modal value in the group. Original sampling_height value within a certain tolerance (11.0) of other value/s. Set sampling_height to be the modal value in the group. Original sampling_height value is sub-string of other value/s. Set sampling_height to be the most detailed value in the group. 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", - " 'Measurement Altitude assumed to be Altitude + Sampling Height. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain 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", - " '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. ',\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", - " '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", - " '',\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", - " '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 Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. Original altitude value within a certain tolerance (11.0) of other value/s. Set altitude to be the modal value in the group. No Measurement Altitude Metadata - Took Most Applicable Next Value. Sampling Height assumed to be Measurement Altitude - Altitude. No Measuring Instrument Name Metadata - Took Most Applicable Next Value. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain Metadata - Used Manually Compiled Metadata. Original altitude value within a certain tolerance (11.0) of other value/s. Set altitude to be the modal value in the group. Original sampling_height value within a certain tolerance (11.0) of other value/s. Set sampling_height to be the modal value in the group. Original sampling_height value is sub-string of other value/s. Set sampling_height to be the most detailed value in the group. 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. Original altitude value within a certain tolerance (11.0) of other value/s. Set altitude to be the modal value in the group. Original altitude value is sub-string of other value/s. Set altitude to be the most detailed value in the group. Original sampling_height value within a certain tolerance (11.0) of other value/s. Set sampling_height to be the modal value in the group. Original sampling_height value is sub-string of other value/s. Set sampling_height to be the most detailed value in the group. 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. ',\n", - " 'No Area Classification Metadata - Used Manually Compiled Metadata. No Land Use Metadata - Used Manually Compiled Metadata. No Terrain 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", - " '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 Terrain Metadata - Used Manually Compiled Metadata. 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. 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", - " '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", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC',\n", - " 'GEOGRAPHIC', 'GEOGRAPHIC', 'GEOGRAPHIC'], dtype=object)
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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", - " 'Offagne', 'Eupen', 'Vezin', 'Rojen Peak', 'Tudor Hill (Bermuda)',\n", - " 'Eureka', 'Jungfraujoch', 'Payerne', 'Tänikon', 'Chaumont', 'Rigi',\n", - " 'Beromünster', 'El Tololo', 'Cape Verde Atmospheric Observatory',\n", - " 'Agia Marina Xyliatou / Cyprus Atmospheric Observatory', 'Svratouch',\n", - " 'Kosetice (Noak)', 'Churanov', 'Westerland', 'Waldhof', 'Schauinsland',\n", - " 'Neuglobsow', 'Schmücke', 'Zingst', 'Hohenpeissenberg',\n", - " 'Zugspitze-Schneefernerhaus', 'Neumayer', 'Keldsnor',\n", - " 'Villum Research Station,Station Nord', 'Risoe', 'Summit', 'Ulborg',\n", - " 'Lahemaa', 'Vilsandi', 'San Pablo De Los Montes', 'Noia', 'Mahón',\n", - " 'Víznar', 'Niembro', 'Campisabalos', 'Cabo De Creus', 'Barcarrota',\n", - " 'Zarra', 'Penausende', 'Els Torms', 'O Saviñao', 'Doñana', 'Izana',\n", - " 'Utö', 'Virolahti Iii', 'Oulanka', 'Pallas (Sammaltunturi)', 'Donon',\n", - " 'Revin', 'Morvan', 'Peyrusse Vieille', 'Montandon', 'La Tardière',\n", - " 'Le Casset', 'Montfranc', 'La Coulonche', 'Pic Du Midi',\n", - " 'Saint-Nazaire-Le-Désert', 'Verneuil', 'Puy De Dôme', 'Eskdalemuir',\n", - " 'Lough Navar', 'Yarner Wood', 'High Muffles', 'Strath Vaich Dam',\n", - " 'Aston Hill', 'Bush', 'Ladybower Res.', 'Lullington Heath', 'Sibton',\n", - " 'Narberth', 'Wicken Fen', 'Auchencorth Moss', 'Weybourne', 'St. Osyth',\n", - " 'Lerwick', 'Chilbolton Observatory', 'Aliartos', 'Finokalia',\n", - " 'K-Puszta', 'Farkasfa', 'Bukit Kototabang', 'Valentia Observatory',\n", - " 'Mace Head', 'Ispra', 'Mt Cimone', 'Capo Granitola', 'Monte Martano',\n", - " 'Syowa', 'Ryori', 'Minamitorishima', 'Yonaguni', 'Anmyeon-Do', 'Gosan',\n", - " 'Preila', 'Rucava', 'Zoseni', 'Giordan Lighthouse', 'Eibergen',\n", - " 'Kollumerwaard', 'Vredepeel', 'De Zilk', 'Cabauw Wielsekade',\n", - " 'Birkenes Ii', 'Tustervatn', 'Kårvatn',\n", - " 'Zeppelin Mountain (Ny-Ålesund)', 'Prestebakke', 'Svanvik', 'Sandve',\n", - " 'Hurdal', 'Trollhaugen', 'Haukenes', 'Baring Head', 'Arrival Heights',\n", - " 'Lauder', 'Jarczew', 'Sniezka', 'Leba', 'Diabla Gora', 'Kamenicki Vis',\n", - " 'Tiksi', 'Bredkälen', 'Esrange', 'Råö', 'Asa', 'Östad', 'Hallahus',\n", - " '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", - " '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", - " 'AT0050R_UVP', 'BE0001R_UVP', 'BE0032R_UVP', 'BE0035R_UVP',\n", - " 'BG0053R_UVP', 'BM0001R_UVP', 'CA0103R_UVP', 'CH0001G_UVP',\n", - " 'CH0002R_UVP', 'CH0003R_UVP', 'CH0004R_UVP', 'CH0005R_UVP',\n", - " 'CH0053R_UVP', 'CL0001R_UVP', 'CV0001G_UVP', 'CY0002R_UVP',\n", - " 'CZ0001R_UVP', 'CZ0003R_UVP', 'CZ0005R_UVP', 'DE0001R_UVP',\n", - " 'DE0002R_UVP', 'DE0003R_UVP', 'DE0007R_UVP', 'DE0008R_UVP',\n", - " 'DE0009R_UVP', 'DE0043G_UVP', 'DE0054R_UVP', 'DE0060G_UVP',\n", - " 'DK0005R_UVP', 'DK0010G_UVP', 'DK0012R_UVP', 'DK0025G_UVP',\n", - " 'DK0031R_UVP', 'EE0009R_UVP', 'EE0011R_UVP', 'ES0001R_UVP',\n", - " 'ES0005R_UVP', 'ES0006R_UVP', 'ES0007R_UVP', 'ES0008R_UVP',\n", - " 'ES0009R_UVP', 'ES0010R_UVP', 'ES0011R_UVP', 'ES0012R_UVP',\n", - " 'ES0013R_UVP', 'ES0014R_UVP', 'ES0016R_UVP', 'ES0017R_UVP',\n", - " 'ES0018G_UVP', 'FI0009R_UVP', 'FI0018R_UVP', 'FI0022R_UVP',\n", - " 'FI0096G_UVP', 'FR0008R_UVP', 'FR0009R_UVP', 'FR0010R_UVP',\n", - " 'FR0013R_UVP', 'FR0014R_UVP', 'FR0015R_UVP', 'FR0016R_UVP',\n", - " 'FR0017R_UVP', 'FR0018R_UVP', 'FR0019R_UVP', 'FR0023R_UVP',\n", - " 'FR0025R_UVP', 'FR0030R_UVP', 'GB0002R_UVP', 'GB0006R_UVP',\n", - " 'GB0013R_UVP', 'GB0014R_UVP', 'GB0015R_UVP', 'GB0031R_UVP',\n", - " 'GB0033R_UVP', 'GB0037R_UVP', 'GB0038R_UVP', 'GB0039R_UVP',\n", - " 'GB0043R_UVP', 'GB0045R_UVP', 'GB0048R_UVP', 'GB0049R_UVP',\n", - " 'GB0050R_UVP', 'GB0052R_UVP', 'GB1055R_UVP', 'GR0001R_UVP',\n", - " 'GR0002R_UVP', 'HU0002R_UVP', 'HU0003R_UVP', 'ID1013R_UVP',\n", - " 'IE0001R_UVP', 'IE0031R_UVP', 'IT0004R_UVP', 'IT0009R_UVP',\n", - " 'IT0014R_UVP', 'IT0019R_UVP', 'JP0002G_UVP', 'JP1020R_UVP--S1',\n", - " 'JP1028G_UVP', 'JP1029R_UVP', 'KR0100R_UVP', 'KR0101R_UVP',\n", - " 'LT0015R_UVP', 'LV0010R_UVP', 'LV0016R_UVP', 'MT0001R_UVP',\n", - " 'NL0007R_UVP', 'NL0009R_UVP', 'NL0010R_UVP', 'NL0091R_UVP',\n", - " 'NL0644R_UVP', 'NO0002R_UVP', 'NO0015R_UVP', 'NO0039R_UVP',\n", - " 'NO0042G_UVP', 'NO0043R_UVP', 'NO0047R_UVP', 'NO0052R_UVP',\n", - " 'NO0056R_UVP', 'NO0059G_UVP', 'NO0489R_UVP', 'NZ0001R_UVP',\n", - " 'NZ0002R_UVP', 'NZ0003G_UVP', 'PL0002R_UVP', 'PL0003R_UVP',\n", - " 'PL0004R_UVP', 'PL0005R_UVP', 'RS0005R_UVP', 'RU0100R_UVP',\n", - " 'SE0005R_UVP', 'SE0013R_UVP', 'SE0014R_UVP', 'SE0018R_UVP',\n", - " 'SE0019R_UVP', 'SE0020R_UVP', 'SE0022R_UVP', 'SE0032R_UVP',\n", - " 'SE0035R_UVP', 'SE0039R_UVP', 'SI0008R_UVP', 'SI0031R_UVP',\n", - " '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", - " '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", - " 'Europe/Vienna', 'Europe/Vienna', 'Europe/Vienna', 'Europe/Brussels',\n", - " 'Europe/Brussels', 'Europe/Brussels', 'Europe/Sofia',\n", - " 'Atlantic/Bermuda', 'America/Rankin_Inlet', 'Europe/Zurich',\n", - " 'Europe/Zurich', 'Europe/Zurich', 'Europe/Zurich', 'Europe/Zurich',\n", - " 'Europe/Zurich', 'America/Santiago', 'Atlantic/Cape_Verde',\n", - " 'Asia/Nicosia', 'Europe/Prague', 'Europe/Prague', 'Europe/Prague',\n", - " 'Europe/Berlin', 'Europe/Berlin', 'Europe/Berlin', 'Europe/Berlin',\n", - " 'Europe/Berlin', 'Europe/Berlin', 'Europe/Berlin', 'Europe/Berlin',\n", - " 'Etc/UTC', 'Europe/Copenhagen', 'America/Godthab', 'Europe/Copenhagen',\n", - " 'America/Godthab', 'Europe/Copenhagen', 'Europe/Tallinn',\n", - " 'Europe/Tallinn', 'Europe/Madrid', 'Europe/Madrid', 'Europe/Madrid',\n", - " 'Europe/Madrid', 'Europe/Madrid', 'Europe/Madrid', 'Europe/Madrid',\n", - " 'Europe/Madrid', 'Europe/Madrid', 'Europe/Madrid', 'Europe/Madrid',\n", - " 'Europe/Madrid', 'Europe/Madrid', 'Atlantic/Canary', 'Europe/Helsinki',\n", - " 'Europe/Helsinki', 'Europe/Helsinki', 'Europe/Helsinki', 'Europe/Paris',\n", - " 'Europe/Paris', 'Europe/Paris', 'Europe/Paris', 'Europe/Paris',\n", - " 'Europe/Paris', 'Europe/Paris', 'Europe/Paris', 'Europe/Paris',\n", - " 'Europe/Paris', 'Europe/Paris', 'Europe/Paris', 'Europe/Paris',\n", - " 'Europe/London', 'Europe/London', 'Europe/London', 'Europe/London',\n", - " 'Europe/London', 'Europe/London', 'Europe/London', 'Europe/London',\n", - " 'Europe/London', 'Europe/London', 'Europe/London', 'Europe/London',\n", - " 'Europe/London', 'Europe/London', 'Europe/London', 'Europe/London',\n", - " 'Europe/London', 'Europe/Athens', 'Europe/Athens', 'Europe/Budapest',\n", - " 'Europe/Budapest', 'Asia/Jakarta', 'Europe/Dublin', 'Europe/Dublin',\n", - " 'Europe/Rome', 'Europe/Rome', 'Europe/Rome', 'Europe/Rome',\n", - " 'Antarctica/Syowa', 'Asia/Tokyo', 'Asia/Tokyo', 'Asia/Tokyo',\n", - " 'Asia/Seoul', 'Asia/Seoul', 'Europe/Vilnius', 'Europe/Riga',\n", - " 'Europe/Riga', 'Europe/Malta', 'Europe/Amsterdam', 'Europe/Amsterdam',\n", - " 'Europe/Amsterdam', 'Europe/Amsterdam', 'Europe/Amsterdam',\n", - " 'Europe/Oslo', 'Europe/Oslo', 'Europe/Oslo', 'Arctic/Longyearbyen',\n", - " 'Europe/Oslo', 'Europe/Oslo', 'Europe/Oslo', 'Europe/Oslo',\n", - " 'Antarctica/Troll', 'Europe/Oslo', 'Pacific/Auckland',\n", - " 'Antarctica/McMurdo', 'Pacific/Auckland', 'Europe/Warsaw',\n", - " 'Europe/Warsaw', 'Europe/Warsaw', 'Europe/Warsaw', 'Europe/Belgrade',\n", - " 'Asia/Yakutsk', 'Europe/Stockholm', 'Europe/Stockholm',\n", - " 'Europe/Stockholm', 'Europe/Stockholm', 'Europe/Stockholm',\n", - " 'Europe/Stockholm', 'Europe/Stockholm', 'Europe/Stockholm',\n", - " 'Europe/Stockholm', 'Europe/Stockholm', 'Europe/Ljubljana',\n", - " 'Europe/Ljubljana', 'Europe/Ljubljana', 'Europe/Bratislava',\n", - " '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)
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[120960 values with dtype=uint8]
[22498560 values with dtype=int64]
[9313920 values with dtype=int64]
<xarray.Dataset>\n", - "Dimensions: (grid_edge: 1125, station: 175, model_latitude: 211, model_longitude: 351, time: 720)\n", - "Coordinates:\n", - " * time (time) datetime64[ns] 2018-04-01 ... 2018-04-30T2...\n", - "Dimensions without coordinates: grid_edge, station, model_latitude, model_longitude\n", - "Data variables:\n", - " grid_edge_latitude (grid_edge) float64 29.9 30.1 30.3 ... 29.9 29.9\n", - " grid_edge_longitude (grid_edge) float64 -25.1 -25.1 ... -24.9 -25.1\n", - " latitude (station) float64 -64.24 -54.85 ... 21.57 -34.35\n", - " longitude (station) float64 -56.62 -68.31 ... 103.5 18.49\n", - " model_centre_latitude (model_latitude, model_longitude) float64 30.0 .....\n", - " model_centre_longitude (model_latitude, model_longitude) float64 -25.0 ....\n", - " sconco3 (station, time) float32 ...\n", - " station_reference (station) object 'AR0001R_UVP' ... 'ZA0001G_UVP'\n", - "Attributes:\n", - " title: Inverse distance weighting (4 neighbours) interpolated ca...\n", - " institution: Barcelona Supercomputing Center\n", - " source: Experiment cams61_chimere_ph2\n", - " creator_name: Dene R. Bowdalo\n", - " creator_email: dene.bowdalo@bsc.es\n", - " conventions: CF-1.7\n", - " data_version: 1.0\n", - " history: Thu Feb 11 10:19:01 2021: ncks -O --dfl_lvl 1 /gpfs/proje...\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]')
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[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", - " 'AT0047R_UVP', 'AT0048R_UVP', 'AT0049R_UVP', 'AT0050R_UVP',\n", - " 'BE0001R_UVP', 'BE0032R_UVP', 'BE0035R_UVP', 'BG0053R_UVP',\n", - " 'BM0001R_UVP', 'CA0103R_UVP', 'CH0001G_UVP', 'CH0002R_UVP',\n", - " 'CH0003R_UVP', 'CH0004R_UVP', 'CH0005R_UVP', 'CH0053R_UVP',\n", - " 'CL0001R_UVP', 'CV0001G_UVP', 'CY0002R_UVP', 'CZ0001R_UVP',\n", - " 'CZ0003R_UVP', 'CZ0005R_UVP', 'DE0001R_UVP', 'DE0002R_UVP',\n", - " 'DE0003R_UVP', 'DE0007R_UVP', 'DE0008R_UVP', 'DE0009R_UVP',\n", - " 'DE0043G_UVP', 'DE0054R_UVP', 'DE0060G_UVP', 'DK0005R_UVP',\n", - " 'DK0010G_UVP', 'DK0012R_UVP', 'DK0025G_UVP', 'DK0031R_UVP',\n", - " 'EE0009R_UVP', 'EE0011R_UVP', 'ES0001R_UVP', 'ES0005R_UVP',\n", - " 'ES0006R_UVP', 'ES0007R_UVP', 'ES0008R_UVP', 'ES0009R_UVP',\n", - " 'ES0010R_UVP', 'ES0011R_UVP', 'ES0012R_UVP', 'ES0013R_UVP',\n", - " 'ES0014R_UVP', 'ES0016R_UVP', 'ES0017R_UVP', 'ES0018G_UVP',\n", - " 'FI0009R_UVP', 'FI0018R_UVP', 'FI0022R_UVP', 'FI0096G_UVP',\n", - " 'FR0008R_UVP', 'FR0009R_UVP', 'FR0010R_UVP', 'FR0013R_UVP',\n", - " 'FR0014R_UVP', 'FR0015R_UVP', 'FR0016R_UVP', 'FR0017R_UVP',\n", - " 'FR0018R_UVP', 'FR0019R_UVP', 'FR0020R_UVP', 'FR0023R_UVP',\n", - " 'FR0025R_UVP', 'FR0030R_UVP', 'GB0002R_UVP', 'GB0006R_UVP',\n", - " 'GB0013R_UVP', 'GB0014R_UVP', 'GB0015R_UVP', 'GB0031R_UVP',\n", - " 'GB0033R_UVP', 'GB0037R_UVP', 'GB0038R_UVP', 'GB0039R_UVP',\n", - " 'GB0043R_UVP', 'GB0045R_UVP', 'GB0048R_UVP', 'GB0049R_UVP',\n", - " 'GB0050R_UVP', 'GB0052R_UVP', 'GB0059G_UVP', 'GB1055R_UVP',\n", - " 'GR0001R_UVP', 'GR0002R_UVP', 'HU0002R_UVP', 'HU0003R_UVP',\n", - " 'ID1013R_UVP', 'IE0001R_UVP', 'IE0031R_UVP', 'IT0004R_UVP',\n", - " 'IT0009R_UVP', 'IT0014R_UVP', 'IT0018R_UVP', 'IT0019R_UVP',\n", - " 'JP0002G_UVP', 'JP1020R_UVP--S1', 'JP1028G_UVP', 'JP1029R_UVP',\n", - " 'KR0100R_UVP', 'KR0101R_UVP', 'LT0015R_UVP', 'LV0010R_UVP',\n", - " 'LV0016R_UVP', 'MK0007R_UVP', 'MT0001R_UVP', 'NL0007R_UVP',\n", - " 'NL0009R_UVP', 'NL0010R_UVP', 'NL0091R_UVP', 'NL0644R_UVP',\n", - " 'NO0002R_UVP', 'NO0015R_UVP', 'NO0039R_UVP', 'NO0042G_UVP',\n", - " 'NO0043R_UVP', 'NO0047R_UVP', 'NO0052R_UVP', 'NO0056R_UVP',\n", - " 'NO0059G_UVP', 'NO0489R_UVP', 'NZ0001R_UVP', 'NZ0002R_UVP',\n", - " 'NZ0003G_UVP', 'PL0002R_UVP', 'PL0003R_UVP', 'PL0004R_UVP',\n", - " 'PL0005R_UVP', 'RS0005R_UVP', 'RU0100R_UVP', 'SE0005R_UVP',\n", - " 'SE0013R_UVP', 'SE0014R_UVP', 'SE0018R_UVP', 'SE0019R_UVP',\n", - " 'SE0020R_UVP', 'SE0022R_UVP', 'SE0032R_UVP', 'SE0035R_UVP',\n", - " '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)
<xarray.Dataset>\n", - "Dimensions: (time: 720, station: 175, model_latitude: 211, model_longitude: 351, grid_edge: 1125)\n", - "Coordinates:\n", - " * time (time) datetime64[ns] 2018-04-01 ... 2018-04-30T2...\n", - " * station (station) float64 0.0 1.0 2.0 ... 172.0 173.0 174.0\n", - "Dimensions without coordinates: model_latitude, model_longitude, grid_edge\n", - "Data variables:\n", - " lat (station) float64 -64.24 -54.85 ... 21.57 -34.35\n", - " lon (station) float64 -56.62 -68.31 ... 103.5 18.49\n", - " model_centre_longitude (model_latitude, model_longitude) float64 -25.0 ....\n", - " model_centre_latitude (model_latitude, model_longitude) float64 30.0 .....\n", - " grid_edge_longitude (grid_edge) float64 -25.1 -25.1 ... -24.9 -25.1\n", - " grid_edge_latitude (grid_edge) float64 29.9 30.1 30.3 ... 29.9 29.9\n", - " sconco3 (station, time) float32 ...\n", - " station_reference (station) object 'AR0001R_UVP' ... 'ZA0001G_UVP'\n", - "Attributes:\n", - " title: Inverse distance weighting (4 neighbours) interpolated ca...\n", - " institution: Barcelona Supercomputing Center\n", - " source: Experiment cams61_chimere_ph2\n", - " creator_name: Dene R. Bowdalo\n", - " creator_email: dene.bowdalo@bsc.es\n", - " conventions: CF-1.7\n", - " data_version: 1.0\n", - " history: Thu Feb 11 10:19:01 2021: ncks -O --dfl_lvl 1 /gpfs/proje...\n", - " NCO: 4.7.2\n", - " Conventions: CF-1.7
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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", - " 'AT0047R_UVP', 'AT0048R_UVP', 'AT0049R_UVP', 'AT0050R_UVP',\n", - " 'BE0001R_UVP', 'BE0032R_UVP', 'BE0035R_UVP', 'BG0053R_UVP',\n", - " 'BM0001R_UVP', 'CA0103R_UVP', 'CH0001G_UVP', 'CH0002R_UVP',\n", - " 'CH0003R_UVP', 'CH0004R_UVP', 'CH0005R_UVP', 'CH0053R_UVP',\n", - " 'CL0001R_UVP', 'CV0001G_UVP', 'CY0002R_UVP', 'CZ0001R_UVP',\n", - " 'CZ0003R_UVP', 'CZ0005R_UVP', 'DE0001R_UVP', 'DE0002R_UVP',\n", - " 'DE0003R_UVP', 'DE0007R_UVP', 'DE0008R_UVP', 'DE0009R_UVP',\n", - " 'DE0043G_UVP', 'DE0054R_UVP', 'DE0060G_UVP', 'DK0005R_UVP',\n", - " 'DK0010G_UVP', 'DK0012R_UVP', 'DK0025G_UVP', 'DK0031R_UVP',\n", - " 'EE0009R_UVP', 'EE0011R_UVP', 'ES0001R_UVP', 'ES0005R_UVP',\n", - " 'ES0006R_UVP', 'ES0007R_UVP', 'ES0008R_UVP', 'ES0009R_UVP',\n", - " 'ES0010R_UVP', 'ES0011R_UVP', 'ES0012R_UVP', 'ES0013R_UVP',\n", - " 'ES0014R_UVP', 'ES0016R_UVP', 'ES0017R_UVP', 'ES0018G_UVP',\n", - " 'FI0009R_UVP', 'FI0018R_UVP', 'FI0022R_UVP', 'FI0096G_UVP',\n", - " 'FR0008R_UVP', 'FR0009R_UVP', 'FR0010R_UVP', 'FR0013R_UVP',\n", - " 'FR0014R_UVP', 'FR0015R_UVP', 'FR0016R_UVP', 'FR0017R_UVP',\n", - " 'FR0018R_UVP', 'FR0019R_UVP', 'FR0020R_UVP', 'FR0023R_UVP',\n", - " 'FR0025R_UVP', 'FR0030R_UVP', 'GB0002R_UVP', 'GB0006R_UVP',\n", - " 'GB0013R_UVP', 'GB0014R_UVP', 'GB0015R_UVP', 'GB0031R_UVP',\n", - " 'GB0033R_UVP', 'GB0037R_UVP', 'GB0038R_UVP', 'GB0039R_UVP',\n", - " 'GB0043R_UVP', 'GB0045R_UVP', 'GB0048R_UVP', 'GB0049R_UVP',\n", - " 'GB0050R_UVP', 'GB0052R_UVP', 'GB0059G_UVP', 'GB1055R_UVP',\n", - " 'GR0001R_UVP', 'GR0002R_UVP', 'HU0002R_UVP', 'HU0003R_UVP',\n", - " 'ID1013R_UVP', 'IE0001R_UVP', 'IE0031R_UVP', 'IT0004R_UVP',\n", - " 'IT0009R_UVP', 'IT0014R_UVP', 'IT0018R_UVP', 'IT0019R_UVP',\n", - " 'JP0002G_UVP', 'JP1020R_UVP--S1', 'JP1028G_UVP', 'JP1029R_UVP',\n", - " 'KR0100R_UVP', 'KR0101R_UVP', 'LT0015R_UVP', 'LV0010R_UVP',\n", - " 'LV0016R_UVP', 'MK0007R_UVP', 'MT0001R_UVP', 'NL0007R_UVP',\n", - " 'NL0009R_UVP', 'NL0010R_UVP', 'NL0091R_UVP', 'NL0644R_UVP',\n", - " 'NO0002R_UVP', 'NO0015R_UVP', 'NO0039R_UVP', 'NO0042G_UVP',\n", - " 'NO0043R_UVP', 'NO0047R_UVP', 'NO0052R_UVP', 'NO0056R_UVP',\n", - " 'NO0059G_UVP', 'NO0489R_UVP', 'NZ0001R_UVP', 'NZ0002R_UVP',\n", - " 'NZ0003G_UVP', 'PL0002R_UVP', 'PL0003R_UVP', 'PL0004R_UVP',\n", - " 'PL0005R_UVP', 'RS0005R_UVP', 'RU0100R_UVP', 'SE0005R_UVP',\n", - " 'SE0013R_UVP', 'SE0014R_UVP', 'SE0018R_UVP', 'SE0019R_UVP',\n", - " 'SE0020R_UVP', 'SE0022R_UVP', 'SE0032R_UVP', 'SE0035R_UVP',\n", - " '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)
<xarray.Dataset>\n", - "Dimensions: (time: 1, lev: 1, lat: 10, lon: 10)\n", - "Coordinates:\n", - " * time (time) datetime64[ns] 1996-12-31\n", - " * lev (lev) float64 0.0\n", - " * lat (lat) float64 41.15 41.25 41.35 41.45 ... 41.75 41.85 41.95 42.05\n", - " * lon (lon) float64 1.85 1.95 2.05 2.15 2.25 2.35 2.45 2.55 2.65 2.75\n", - "Data variables:\n", - " crs |S1 b''\n", - "Attributes:\n", - " Conventions: CF-1.7
array(['1996-12-31T00:00:00.000000000'], dtype='datetime64[ns]')
array([0.])
array([41.15, 41.25, 41.35, 41.45, 41.55, 41.65, 41.75, 41.85, 41.95, 42.05])
array([1.85, 1.95, 2.05, 2.15, 2.25, 2.35, 2.45, 2.55, 2.65, 2.75])
array(b'', dtype='|S1')
<xarray.Dataset>\n", - "Dimensions: (time: 1, lev: 1, rlat: 271, rlon: 351)\n", - "Coordinates:\n", - " * time (time) datetime64[ns] 1996-12-31\n", - " * lev (lev) float64 0.0\n", - " * rlat (rlat) float64 -27.0 -26.8 -26.6 -26.4 ... 26.4 26.6 26.8 27.0\n", - " * rlon (rlon) float64 -35.0 -34.8 -34.6 -34.4 ... 34.4 34.6 34.8 35.0\n", - "Data variables:\n", - " lat (rlat, rlon) float64 16.35 16.43 16.52 ... 58.83 58.68 58.53\n", - " lon (rlat, rlon) float64 -22.18 -22.02 -21.85 ... 88.05 88.23\n", - " rotated_pole |S1 b''\n", - "Attributes:\n", - " Conventions: CF-1.7
array(['1996-12-31T00:00:00.000000000'], dtype='datetime64[ns]')
array([0.])
array([-27. , -26.8, -26.6, ..., 26.6, 26.8, 27. ])
array([-35. , -34.8, -34.6, ..., 34.6, 34.8, 35. ])
array([[16.350341, 16.432934, 16.515147, ..., 16.515147, 16.432934, 16.350341],\n", - " [16.527429, 16.610244, 16.692679, ..., 16.692679, 16.610244, 16.527429],\n", - " [16.704473, 16.78751 , 16.870167, ..., 16.870167, 16.78751 , 16.704473],\n", - " ...,\n", - " [58.320945, 58.472682, 58.624312, ..., 58.624312, 58.472682, 58.320945],\n", - " [58.426281, 58.578207, 58.730029, ..., 58.730029, 58.578207, 58.426281],\n", - " [58.530794, 58.682904, 58.834914, ..., 58.834914, 58.682904, 58.530794]])
array([[-22.181266, -22.01667 , -21.851799, ..., 41.851799, 42.01667 ,\n", - " 42.181266],\n", - " [-22.278178, -22.113181, -21.947906, ..., 41.947906, 42.113181,\n", - " 42.278178],\n", - " [-22.375267, -22.20987 , -22.044192, ..., 42.044192, 42.20987 ,\n", - " 42.375267],\n", - " ...,\n", - " [-67.577665, -67.397071, -67.215366, ..., 87.215366, 87.397071,\n", - " 87.577665],\n", - " [-67.901883, -67.722467, -67.541948, ..., 87.541948, 87.722467,\n", - " 87.901883],\n", - " [-68.22804 , -68.049824, -67.870513, ..., 87.870513, 88.049824,\n", - " 88.22804 ]])
array(b'', dtype='|S1')
<xarray.Dataset>\n", - "Dimensions: (time: 1, station: 134)\n", - "Coordinates:\n", - " * time (time) datetime64[ns] 1996-12-31\n", - " * station (station) float64 0.0 1.0 2.0 3.0 ... 131.0 132.0 133.0\n", - " lat (station) float64 41.38 41.73 41.57 ... 41.24 42.36\n", - " lon (station) float64 2.086 1.839 2.015 ... 1.857 1.459\n", - "Data variables:\n", - " station_code (station) object 'ES0266A' 'ES0392A' ... 'ES9994A'\n", - " area_classification (station) object 'urban-centre' ... 'nan'\n", - "Attributes:\n", - " Conventions: CF-1.7
array(['1996-12-31T00:00:00.000000000'], dtype='datetime64[ns]')
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\n", + "22500 rows × 2 columns
\n", "" ], "text/plain": [ - " geometry tzid\n", - "FID \n", - "0 POLYGON ((-11.00000 35.00000, -10.80000 35.000... NaN\n", - "1 POLYGON ((-10.80000 35.00000, -10.60000 35.000... NaN\n", - "2 POLYGON ((-10.60000 35.00000, -10.40000 35.000... NaN\n", - "3 POLYGON ((-10.40000 35.00000, -10.20000 35.000... NaN\n", - "4 POLYGON ((-10.20000 35.00000, -10.00000 35.000... NaN\n", - "... ... ...\n", - "14995 POLYGON ((18.00000 54.80000, 18.20000 54.80000... Europe/Warsaw\n", - "14996 POLYGON ((18.20000 54.80000, 18.40000 54.80000... Europe/Warsaw\n", - "14997 POLYGON ((18.40000 54.80000, 18.60000 54.80000... Europe/Warsaw\n", - "14998 POLYGON ((18.60000 54.80000, 18.80000 54.80000... Europe/Warsaw\n", - "14999 POLYGON ((18.80000 54.80000, 19.00000 54.80000... NaN\n", + " geometry tzid\n", + "FID \n", + "0 POLYGON ((-11.00000 35.00000, -10.80000 35.000... NaN\n", + "1 POLYGON ((-10.80000 35.00000, -10.60000 35.000... NaN\n", + "2 POLYGON ((-10.60000 35.00000, -10.40000 35.000... NaN\n", + "3 POLYGON ((-10.40000 35.00000, -10.20000 35.000... NaN\n", + "4 POLYGON ((-10.20000 35.00000, -10.00000 35.000... NaN\n", + "... ... ...\n", + "22495 POLYGON ((18.00000 64.80000, 18.20000 64.80000... Europe/Stockholm\n", + "22496 POLYGON ((18.20000 64.80000, 18.40000 64.80000... Europe/Stockholm\n", + "22497 POLYGON ((18.40000 64.80000, 18.60000 64.80000... Europe/Stockholm\n", + "22498 POLYGON ((18.60000 64.80000, 18.80000 64.80000... Europe/Stockholm\n", + "22499 POLYGON ((18.80000 64.80000, 19.00000 64.80000... Europe/Stockholm\n", "\n", - "[15000 rows x 2 columns]" + "[22500 rows x 2 columns]" ] }, - "execution_count": 26, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -692,12 +679,12 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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\n", "text/plain": [ "\n", + " | geometry | \n", + "
---|---|
FID | \n", + "\n", + " |
0 | \n", + "POLYGON ((-12.00844 33.41901, -11.88982 33.428... | \n", + "
1 | \n", + "POLYGON ((-11.88982 33.42830, -11.77116 33.437... | \n", + "
2 | \n", + "POLYGON ((-11.77116 33.43746, -11.65248 33.446... | \n", + "
3 | \n", + "POLYGON ((-11.65248 33.44650, -11.53377 33.455... | \n", + "
4 | \n", + "POLYGON ((-11.53377 33.45539, -11.41505 33.464... | \n", + "
... | \n", + "... | \n", + "
17056 | \n", + "POLYGON ((5.70038 45.40981, 5.84126 45.39939, ... | \n", + "
17057 | \n", + "POLYGON ((5.84126 45.39939, 5.98210 45.38881, ... | \n", + "
17058 | \n", + "POLYGON ((5.98210 45.38881, 6.12288 45.37808, ... | \n", + "
17059 | \n", + "POLYGON ((6.12288 45.37808, 6.26361 45.36719, ... | \n", + "
17060 | \n", + "POLYGON ((6.26361 45.36719, 6.40430 45.35615, ... | \n", + "
17061 rows × 1 columns
\n", + "\n", + " | geometry | \n", + "sconcno2 | \n", + "
---|---|---|
FID | \n", + "\n", + " | \n", + " |
0 | \n", + "POLYGON ((-12.00844 33.41901, -11.88982 33.428... | \n", + "0.000896 | \n", + "
1 | \n", + "POLYGON ((-11.88982 33.42830, -11.77116 33.437... | \n", + "0.000930 | \n", + "
2 | \n", + "POLYGON ((-11.77116 33.43746, -11.65248 33.446... | \n", + "0.000961 | \n", + "
3 | \n", + "POLYGON ((-11.65248 33.44650, -11.53377 33.455... | \n", + "0.000989 | \n", + "
4 | \n", + "POLYGON ((-11.53377 33.45539, -11.41505 33.464... | \n", + "0.001015 | \n", + "
... | \n", + "... | \n", + "... | \n", + "
17056 | \n", + "POLYGON ((5.70038 45.40981, 5.84126 45.39939, ... | \n", + "0.009605 | \n", + "
17057 | \n", + "POLYGON ((5.84126 45.39939, 5.98210 45.38881, ... | \n", + "0.008114 | \n", + "
17058 | \n", + "POLYGON ((5.98210 45.38881, 6.12288 45.37808, ... | \n", + "0.006802 | \n", + "
17059 | \n", + "POLYGON ((6.12288 45.37808, 6.26361 45.36719, ... | \n", + "0.008189 | \n", + "
17060 | \n", + "POLYGON ((6.26361 45.36719, 6.40430 45.35615, ... | \n", + "0.009688 | \n", + "
17061 rows × 2 columns
\n", + "