In [ ]:
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# Install package locally
%pip install git+https://github.com/cioos-siooc/ocean-data-parser.git
# Install package locally
%pip install git+https://github.com/cioos-siooc/ocean-data-parser.git
Parse Amundsen INT to NetCDF¶
In [2]:
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from ocean_data_parser.parsers import amundsen
import os
import requests
import folium
import matplotlib.pyplot as plt
from ocean_data_parser.parsers import amundsen
import os
import requests
import folium
import matplotlib.pyplot as plt
In [3]:
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def download_file_from_github(raw_url):
"""Download a github raw file localy"""
odf_file_path = os.path.basename(raw_url)
response = requests.get(raw_url)
with open(odf_file_path, "w") as f:
f.write(response.text)
return odf_file_path
def download_file_from_github(raw_url):
"""Download a github raw file localy"""
odf_file_path = os.path.basename(raw_url)
response = requests.get(raw_url)
with open(odf_file_path, "w") as f:
f.write(response.text)
return odf_file_path
CTD Rosette INT file¶
In [4]:
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# Download file locally
odf_file_path = download_file_from_github(
"https://raw.githubusercontent.com/cioos-siooc/ocean-data-parser/development/tests/parsers_test_files/amundsen/12713_Rosette/2018_Amundsen_CTD_v1%202/1801_int/1801_001.int"
)
# Download file locally
odf_file_path = download_file_from_github(
"https://raw.githubusercontent.com/cioos-siooc/ocean-data-parser/development/tests/parsers_test_files/amundsen/12713_Rosette/2018_Amundsen_CTD_v1%202/1801_int/1801_001.int"
)
In [5]:
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# Parse file
ds_profile = amundsen.int_format(odf_file_path)
ds_profile
# Parse file
ds_profile = amundsen.int_format(odf_file_path)
ds_profile
Out[5]:
<xarray.Dataset>
Dimensions: (index: 381)
Coordinates:
* index (index) int64 0 1 2 3 4 5 6 ... 375 376 377 378 379 380
Data variables: (12/22)
Pres (index) float64 2.0 3.0 4.0 5.0 ... 380.0 381.0 382.0
Temp (index) float64 -1.28 -1.43 -1.419 ... 2.159 2.162 2.156
Trans (index) float64 98.09 98.13 98.18 ... 98.09 98.12 98.01
Fluo (index) float64 0.093 0.143 0.139 ... 0.047 0.04 0.039
Sal (index) float64 32.5 32.48 32.46 ... 34.16 34.16 34.16
Dens (index) float64 26.14 26.14 26.13 ... 29.07 29.07 29.07
... ...
SPar (index) float64 1.254e+03 1.252e+03 ... 1.26e+03 1.046e+03
ASAL (index) float64 32.65 32.63 32.62 ... 34.32 34.32 34.32
Cont (index) float64 -1.273 -1.423 -1.412 ... 2.141 2.144 2.138
D_ct (index) float64 26.15 26.14 26.13 ... 29.07 29.07 29.08
D0ct (index) float64 26.14 26.13 26.11 ... 27.29 27.29 27.29
instrument_depth (index) float64 1.981 2.972 3.962 ... 376.0 377.0 378.0
Attributes:
cruise_name: BaySys-ArcticNet 2018
cruise_number: 2018001
original_filename: CTD_2018001_001_1_DN.ODF
station: N01 (356)
history: 2023-08-16T11:30:08-0400 WARNING No Vocabulary av...
cast_number: 1
initial_latitude_deg: 60.8307
initial_longitude_deg: -64.6823
max_depth_m: 378.02
min_depth_m: 2.18
sounding_m: 386
start_date_time_utc: 2018-05-31T18:07:39xarray.Dataset
- index: 381
- index(index)int640 1 2 3 4 5 ... 376 377 378 379 380
- actual_range :
- [ 0 380]
array([ 0, 1, 2, ..., 378, 379, 380])
- Pres(index)float642.0 3.0 4.0 ... 380.0 381.0 382.0
- long_name :
- Sea Pressure (Sea Surface - 0)
- units :
- decibars
- standard_name :
- sea_water_pressure_due_to_sea_water
- actual_range :
- [ 2. 382.]
array([ 2., 3., 4., 5., 6., 7., 8., 9., 10., 11., 12., 13., 14., 15., 16., 17., 18., 19., 20., 21., 22., 23., 24., 25., 26., 27., 28., 29., 30., 31., 32., 33., 34., 35., 36., 37., 38., 39., 40., 41., 42., 43., 44., 45., 46., 47., 48., 49., 50., 51., 52., 53., 54., 55., 56., 57., 58., 59., 60., 61., 62., 63., 64., 65., 66., 67., 68., 69., 70., 71., 72., 73., 74., 75., 76., 77., 78., 79., 80., 81., 82., 83., 84., 85., 86., 87., 88., 89., 90., 91., 92., 93., 94., 95., 96., 97., 98., 99., 100., 101., 102., 103., 104., 105., 106., 107., 108., 109., 110., 111., 112., 113., 114., 115., 116., 117., 118., 119., 120., 121., 122., 123., 124., 125., 126., 127., 128., 129., 130., 131., 132., 133., 134., 135., 136., 137., 138., 139., 140., 141., 142., 143., 144., 145., 146., 147., 148., 149., 150., 151., 152., 153., 154., 155., 156., 157., 158., 159., 160., 161., 162., 163., 164., 165., 166., 167., 168., 169., 170., 171., 172., 173., 174., 175., 176., 177., 178., 179., 180., 181., 182., 183., 184., 185., 186., 187., 188., 189., 190., 191., 192., 193., 194., 195., 196., 197., 198., 199., 200., 201., 202., 203., 204., 205., 206., 207., 208., 209., 210., 211., 212., 213., 214., 215., 216., 217., 218., 219., 220., 221., 222., 223., 224., 225., 226., 227., 228., 229., 230., 231., 232., 233., 234., 235., 236., 237., 238., 239., 240., 241., 242., 243., 244., 245., 246., 247., 248., 249., 250., 251., 252., 253., 254., 255., 256., 257., 258., 259., 260., 261., 262., 263., 264., 265., 266., 267., 268., 269., 270., 271., 272., 273., 274., 275., 276., 277., 278., 279., 280., 281., 282., 283., 284., 285., 286., 287., 288., 289., 290., 291., 292., 293., 294., 295., 296., 297., 298., 299., 300., 301., 302., 303., 304., 305., 306., 307., 308., 309., 310., 311., 312., 313., 314., 315., 316., 317., 318., 319., 320., 321., 322., 323., 324., 325., 326., 327., 328., 329., 330., 331., 332., 333., 334., 335., 336., 337., 338., 339., 340., 341., 342., 343., 344., 345., 346., 347., 348., 349., 350., 351., 352., 353., 354., 355., 356., 357., 358., 359., 360., 361., 362., 363., 364., 365., 366., 367., 368., 369., 370., 371., 372., 373., 374., 375., 376., 377., 378., 379., 380., 381., 382.]) - Temp(index)float64-1.28 -1.43 -1.419 ... 2.162 2.156
- long_name :
- Temperature (ITS-90)
- units :
- degC
- standard_name :
- sea_water_temperature
- actual_range :
- [-1.526 2.18 ]
array([-1.28 , -1.43 , -1.419, -1.332, -1.443, -1.444, -1.442, -1.415, -1.482, -1.526, -1.509, -1.487, -1.404, -1.428, -1.363, -1.219, -1.14 , -1.093, -1.095, -1.089, -1.086, -1.063, -1.086, -1.097, -1.098, -1.042, -0.966, -0.943, -0.943, -0.941, -0.927, -0.914, -0.896, -0.882, -0.881, -0.878, -0.868, -0.861, -0.848, -0.839, -0.828, -0.808, -0.784, -0.771, -0.765, -0.763, -0.76 , -0.741, -0.725, -0.717, -0.709, -0.704, -0.699, -0.697, -0.696, -0.691, -0.688, -0.684, -0.685, -0.684, -0.684, -0.677, -0.674, -0.659, -0.652, -0.65 , -0.641, -0.632, -0.623, -0.608, -0.602, -0.601, -0.6 , -0.599, -0.594, -0.591, -0.587, -0.586, -0.585, -0.583, -0.576, -0.574, -0.572, -0.572, -0.571, -0.571, -0.573, -0.572, -0.569, -0.564, -0.562, -0.562, -0.561, -0.569, -0.597, -0.622, -0.661, -0.739, -0.742, -0.725, -0.72 , -0.71 , -0.703, -0.7 , -0.712, -0.725, -0.725, -0.72 , -0.734, -0.755, -0.782, -0.813, -0.811, -0.814, -0.815, -0.819, -0.822, -0.827, -0.819, -0.819, -0.814, -0.824, -0.856, -0.884, -0.898, -0.898, -0.903, -0.889, -0.891, -0.896, -0.898, -0.91 , -0.913, -0.892, -0.895, -0.91 , -0.909, -0.91 , -0.911, -0.907, -0.907, -0.887, -0.88 , -0.879, -0.878, -0.882, -0.863, -0.847, -0.846, -0.817, -0.807, -0.768, -0.739, -0.775, -0.801, -0.767, -0.767, -0.779, -0.729, -0.691, ... 1.474, 1.483, 1.481, 1.492, 1.53 , 1.533, 1.533, 1.536, 1.539, 1.543, 1.544, 1.545, 1.549, 1.55 , 1.554, 1.57 , 1.584, 1.584, 1.586, 1.623, 1.63 , 1.63 , 1.644, 1.666, 1.668, 1.668, 1.674, 1.674, 1.675, 1.687, 1.686, 1.69 , 1.69 , 1.688, 1.691, 1.706, 1.712, 1.719, 1.715, 1.715, 1.717, 1.718, 1.724, 1.727, 1.73 , 1.738, 1.757, 1.759, 1.75 , 1.751, 1.752, 1.747, 1.782, 1.851, 1.889, 1.933, 1.972, 1.963, 1.971, 1.976, 1.968, 1.986, 1.99 , 1.995, 1.979, 2.006, 2.003, 2.025, 2.025, 2.053, 2.058, 2.048, 2.049, 2.055, 2.05 , 2.05 , 2.054, 2.045, 2.049, 2.052, 2.058, 2.058, 2.053, 2.07 , 2.053, 2.04 , 2.052, 2.051, 2.046, 2.051, 2.055, 2.1 , 2.095, 2.054, 2.076, 2.076, 2.098, 2.11 , 2.112, 2.114, 2.114, 2.116, 2.118, 2.118, 2.119, 2.118, 2.11 , 2.112, 2.124, 2.137, 2.156, 2.15 , 2.148, 2.144, 2.153, 2.165, 2.164, 2.169, 2.14 , 2.134, 2.118, 2.136, 2.171, 2.171, 2.164, 2.163, 2.163, 2.172, 2.171, 2.165, 2.163, 2.166, 2.165, 2.175, 2.172, 2.164, 2.153, 2.159, 2.166, 2.164, 2.171, 2.18 , 2.174, 2.174, 2.175, 2.176, 2.162, 2.153, 2.145, 2.148, 2.149, 2.15 , 2.147, 2.152, 2.159, 2.162, 2.156]) - Trans(index)float6498.09 98.13 98.18 ... 98.12 98.01
- long_name :
- Light Transmission
- units :
- %
- actual_range :
- [97.346 99.052]
array([98.09 , 98.134, 98.182, 98.16 , 98.066, 98.22 , 98.268, 98.186, 98.15 , 98.2 , 98.2 , 98.194, 98.246, 98.304, 98.224, 98.174, 98.136, 98.072, 98.088, 98.124, 98.11 , 98.07 , 98.058, 97.978, 98.112, 98.15 , 98.112, 98.048, 97.982, 97.97 , 98.056, 97.872, 97.97 , 97.97 , 97.894, 97.846, 97.912, 97.87 , 97.886, 97.848, 97.834, 97.794, 97.774, 97.744, 97.662, 97.742, 97.732, 97.67 , 97.558, 97.618, 97.696, 97.644, 97.636, 97.5 , 97.594, 97.564, 97.71 , 97.536, 97.56 , 97.532, 97.432, 97.534, 97.592, 97.554, 97.542, 97.606, 97.55 , 97.54 , 97.576, 97.64 , 97.494, 97.534, 97.592, 97.58 , 97.458, 97.536, 97.56 , 97.52 , 97.47 , 97.588, 97.346, 97.566, 97.514, 97.44 , 97.52 , 97.6 , 97.558, 97.488, 97.596, 97.52 , 97.55 , 97.516, 97.472, 97.554, 97.526, 97.488, 97.548, 97.626, 97.678, 97.666, 97.634, 97.824, 97.858, 97.906, 97.866, 97.974, 97.908, 97.918, 97.996, 97.886, 98. , 98.02 , 98.062, 97.742, 98.066, 98.116, 98.238, 98.158, 98.196, 98.224, 98.236, 98.236, 98.254, 98.274, 98.306, 98.298, 98.346, 98.42 , 98.354, 98.378, 98.436, 98.444, 98.386, 98.35 , 98.444, 98.458, 98.538, 98.522, 98.524, 98.452, 98.448, 98.566, 98.582, 98.562, 98.582, 98.634, 98.682, 98.658, 98.672, 98.722, 98.7 , 98.724, 98.706, 98.718, 98.77 , 98.776, 98.658, 98.766, 98.798, 98.74 , ... 98.296, 98.342, 98.288, 98.32 , 98.28 , 98.298, 98.32 , 98.278, 98.276, 98.272, 98.276, 98.324, 98.298, 98.302, 98.306, 98.308, 98.27 , 98.29 , 98.294, 98.274, 98.232, 98.298, 98.268, 98.278, 98.238, 98.178, 98.214, 98.236, 98.272, 98.214, 98.236, 98.238, 98.202, 98.22 , 98.202, 98.286, 98.234, 98.214, 98.134, 98.25 , 98.23 , 98.214, 98.224, 98.256, 98.166, 98.194, 98.198, 98.208, 98.246, 98.204, 98.172, 98.212, 98.232, 98.208, 98.164, 98.164, 98.156, 98.118, 98.126, 98.128, 98.172, 98.174, 98.174, 98.102, 98.116, 98.116, 98.158, 98.14 , 98.14 , 98.05 , 98.104, 98.124, 98.082, 98.136, 98.106, 98.086, 98.096, 98.052, 98.132, 98.15 , 98.116, 98.122, 98.148, 97.898, 98.118, 98.142, 98.088, 98.076, 98.102, 98.126, 98.112, 98.126, 98.058, 98.112, 98.056, 98.068, 98.044, 98.074, 98.124, 98.102, 98.072, 98.1 , 98.058, 98.076, 98.056, 98.012, 98.076, 98.08 , 98.036, 98.08 , 98.09 , 98.052, 98.08 , 98.08 , 98.054, 98.102, 98.048, 98.106, 98.07 , 98.168, 98.13 , 98.08 , 98.1 , 98.08 , 98.072, 98.084, 98.05 , 98.016, 98.042, 98.104, 98.1 , 98.118, 98.082, 98.044, 98.096, 98.062, 98.066, 98.03 , 98.072, 98.04 , 98.074, 98.026, 98.086, 98.128, 98.066, 98.058, 98.002, 98.11 , 98.116, 98.134, 98.118, 98.138, 98.104, 98.118, 98.093, 98.12 , 98.01 ]) - Fluo(index)float640.093 0.143 0.139 ... 0.04 0.039
- long_name :
- Fluorescence
- units :
- ug/L
- standard_name :
- mass_concentration_of_chlorophyll_in_sea_water
- actual_range :
- [0.038 0.214]
array([0.093, 0.143, 0.139, 0.153, 0.142, 0.155, 0.163, 0.21 , 0.155, 0.169, 0.189, 0.202, 0.174, 0.204, 0.214, 0.166, 0.145, 0.141, 0.152, 0.176, 0.157, 0.149, 0.17 , 0.184, 0.166, 0.168, 0.136, 0.149, 0.133, 0.16 , 0.147, 0.155, 0.148, 0.147, 0.156, 0.143, 0.168, 0.146, 0.144, 0.163, 0.157, 0.159, 0.128, 0.168, 0.134, 0.133, 0.127, 0.139, 0.144, 0.138, 0.145, 0.132, 0.127, 0.139, 0.135, 0.139, 0.126, 0.124, 0.127, 0.126, 0.175, 0.126, 0.142, 0.168, 0.132, 0.152, 0.121, 0.131, 0.127, 0.136, 0.132, 0.188, 0.136, 0.133, 0.137, 0.127, 0.121, 0.155, 0.125, 0.114, 0.129, 0.122, 0.128, 0.12 , 0.122, 0.129, 0.12 , 0.129, 0.123, 0.12 , 0.116, 0.121, 0.108, 0.113, 0.136, 0.138, 0.121, 0.133, 0.134, 0.137, 0.131, 0.132, 0.129, 0.133, 0.124, 0.184, 0.134, 0.138, 0.135, 0.139, 0.138, 0.141, 0.155, 0.146, 0.154, 0.152, 0.162, 0.147, 0.148, 0.143, 0.138, 0.139, 0.166, 0.156, 0.161, 0.162, 0.153, 0.148, 0.156, 0.148, 0.174, 0.151, 0.16 , 0.16 , 0.156, 0.166, 0.156, 0.162, 0.176, 0.16 , 0.166, 0.153, 0.159, 0.151, 0.151, 0.163, 0.171, 0.163, 0.169, 0.158, 0.15 , 0.138, 0.147, 0.152, 0.141, 0.147, 0.14 , 0.14 , 0.143, 0.138, 0.133, 0.129, 0.135, 0.127, 0.13 , 0.122, 0.122, 0.134, 0.124, 0.125, 0.124, 0.125, 0.117, 0.108, 0.109, 0.104, 0.108, 0.114, 0.112, 0.102, ... 0.065, 0.061, 0.056, 0.058, 0.059, 0.06 , 0.056, 0.055, 0.058, 0.062, 0.058, 0.057, 0.057, 0.056, 0.055, 0.056, 0.061, 0.054, 0.054, 0.058, 0.055, 0.055, 0.054, 0.051, 0.055, 0.055, 0.055, 0.053, 0.058, 0.056, 0.053, 0.053, 0.057, 0.06 , 0.053, 0.052, 0.061, 0.052, 0.052, 0.047, 0.048, 0.051, 0.048, 0.051, 0.049, 0.05 , 0.052, 0.063, 0.053, 0.057, 0.067, 0.055, 0.049, 0.05 , 0.048, 0.05 , 0.055, 0.05 , 0.05 , 0.056, 0.05 , 0.053, 0.05 , 0.051, 0.049, 0.048, 0.054, 0.049, 0.052, 0.051, 0.047, 0.045, 0.048, 0.042, 0.047, 0.042, 0.044, 0.042, 0.046, 0.05 , 0.046, 0.046, 0.047, 0.042, 0.043, 0.06 , 0.054, 0.046, 0.055, 0.045, 0.044, 0.042, 0.04 , 0.043, 0.044, 0.04 , 0.043, 0.043, 0.054, 0.044, 0.047, 0.043, 0.043, 0.043, 0.042, 0.041, 0.046, 0.048, 0.045, 0.042, 0.043, 0.043, 0.044, 0.039, 0.041, 0.04 , 0.039, 0.042, 0.043, 0.045, 0.042, 0.042, 0.046, 0.041, 0.043, 0.044, 0.078, 0.044, 0.042, 0.043, 0.041, 0.042, 0.042, 0.038, 0.04 , 0.041, 0.04 , 0.045, 0.043, 0.042, 0.044, 0.042, 0.041, 0.039, 0.042, 0.04 , 0.046, 0.046, 0.053, 0.043, 0.041, 0.046, 0.041, 0.042, 0.041, 0.041, 0.047, 0.04 , 0.041, 0.041, 0.039, 0.042, 0.061, 0.047, 0.04 , 0.039, 0.044, 0.044, 0.045, 0.043, 0.043, 0.047, 0.04 , 0.039]) - Sal(index)float6432.5 32.48 32.46 ... 34.16 34.16
- long_name :
- Practical Salinity (PSS-78)
- units :
- 1e-3
- standard_name :
- sea_water_practical_salinity
- actual_range :
- [32.441 34.163]
array([32.499, 32.481, 32.464, 32.473, 32.453, 32.458, 32.455, 32.456, 32.441, 32.442, 32.443, 32.449, 32.463, 32.473, 32.497, 32.579, 32.612, 32.62 , 32.622, 32.621, 32.627, 32.627, 32.622, 32.623, 32.624, 32.641, 32.666, 32.673, 32.672, 32.674, 32.678, 32.683, 32.686, 32.692, 32.692, 32.692, 32.694, 32.698, 32.702, 32.704, 32.708, 32.715, 32.725, 32.73 , 32.733, 32.734, 32.736, 32.746, 32.754, 32.76 , 32.764, 32.767, 32.769, 32.77 , 32.771, 32.774, 32.776, 32.778, 32.778, 32.778, 32.779, 32.783, 32.786, 32.794, 32.798, 32.798, 32.803, 32.809, 32.815, 32.824, 32.827, 32.828, 32.829, 32.829, 32.832, 32.835, 32.84 , 32.841, 32.842, 32.843, 32.847, 32.848, 32.85 , 32.851, 32.851, 32.856, 32.857, 32.857, 32.857, 32.858, 32.86 , 32.86 , 32.861, 32.862, 32.867, 32.871, 32.87 , 32.877, 32.878, 32.877, 32.875, 32.878, 32.875, 32.875, 32.875, 32.876, 32.877, 32.876, 32.878, 32.876, 32.879, 32.882, 32.883, 32.882, 32.882, 32.883, 32.883, 32.883, 32.883, 32.883, 32.883, 32.885, 32.887, 32.889, 32.89 , 32.891, 32.891, 32.891, 32.891, 32.891, 32.89 , 32.893, 32.894, 32.892, 32.893, 32.896, 32.901, 32.903, 32.903, 32.911, 32.916, 32.929, 32.931, 32.938, 32.943, 32.937, 32.946, 32.955, 32.955, 32.975, 32.982, 32.998, 32.995, 32.992, 32.997, 33.002, 33. , 32.996, 33.016, 33.031, ... 33.914, 33.918, 33.917, 33.919, 33.934, 33.936, 33.938, 33.938, 33.938, 33.94 , 33.941, 33.942, 33.942, 33.942, 33.944, 33.949, 33.953, 33.955, 33.956, 33.968, 33.972, 33.972, 33.978, 33.985, 33.987, 33.986, 33.988, 33.988, 33.989, 33.993, 33.992, 33.994, 33.994, 33.993, 33.994, 33.998, 34.001, 34.004, 34.003, 34.003, 34.004, 34.004, 34.007, 34.008, 34.009, 34.01 , 34.017, 34.018, 34.016, 34.016, 34.017, 34.015, 34.032, 34.054, 34.062, 34.073, 34.096, 34.09 , 34.093, 34.095, 34.091, 34.098, 34.098, 34.1 , 34.096, 34.104, 34.1 , 34.111, 34.11 , 34.121, 34.123, 34.119, 34.117, 34.119, 34.12 , 34.119, 34.12 , 34.118, 34.12 , 34.119, 34.122, 34.122, 34.12 , 34.127, 34.12 , 34.117, 34.119, 34.119, 34.117, 34.12 , 34.122, 34.121, 34.122, 34.123, 34.13 , 34.129, 34.137, 34.14 , 34.14 , 34.141, 34.141, 34.142, 34.143, 34.142, 34.143, 34.141, 34.14 , 34.14 , 34.144, 34.149, 34.155, 34.154, 34.153, 34.151, 34.154, 34.158, 34.159, 34.16 , 34.152, 34.148, 34.143, 34.146, 34.16 , 34.159, 34.158, 34.158, 34.158, 34.159, 34.16 , 34.158, 34.157, 34.159, 34.157, 34.161, 34.159, 34.157, 34.153, 34.156, 34.158, 34.158, 34.16 , 34.163, 34.161, 34.161, 34.161, 34.162, 34.158, 34.153, 34.15 , 34.151, 34.152, 34.152, 34.152, 34.153, 34.156, 34.157, 34.155]) - Dens(index)float6426.14 26.14 26.13 ... 29.07 29.07
- long_name :
- Sigma-T (Rho (S, T, 0) - 1000)
- units :
- kg/m^3
- standard_name :
- sea_water_sigma_t
- actual_range :
- [26.13 29.074]
array([26.145, 26.139, 26.13 , 26.139, 26.131, 26.14 , 26.142, 26.147, 26.141, 26.148, 26.153, 26.163, 26.177, 26.19 , 26.213, 26.28 , 26.309, 26.319, 26.326, 26.329, 26.339, 26.343, 26.344, 26.35 , 26.356, 26.373, 26.395, 26.405, 26.409, 26.415, 26.423, 26.431, 26.438, 26.447, 26.452, 26.457, 26.463, 26.471, 26.478, 26.484, 26.492, 26.502, 26.514, 26.522, 26.529, 26.535, 26.541, 26.553, 26.564, 26.573, 26.581, 26.588, 26.594, 26.6 , 26.605, 26.612, 26.618, 26.625, 26.63 , 26.634, 26.64 , 26.648, 26.655, 26.665, 26.673, 26.678, 26.686, 26.696, 26.705, 26.716, 26.723, 26.729, 26.734, 26.739, 26.746, 26.753, 26.762, 26.768, 26.773, 26.779, 26.786, 26.792, 26.798, 26.804, 26.809, 26.817, 26.823, 26.828, 26.832, 26.838, 26.844, 26.849, 26.855, 26.86 , 26.87 , 26.88 , 26.885, 26.899, 26.904, 26.908, 26.911, 26.918, 26.92 , 26.924, 26.93 , 26.936, 26.941, 26.945, 26.952, 26.956, 26.964, 26.973, 26.978, 26.982, 26.987, 26.993, 26.998, 27.003, 27.007, 27.012, 27.017, 27.024, 27.031, 27.039, 27.045, 27.051, 27.056, 27.06 , 27.065, 27.07 , 27.074, 27.081, 27.087, 27.089, 27.095, 27.103, 27.112, 27.118, 27.123, 27.134, 27.143, 27.158, 27.164, 27.174, 27.183, 27.183, 27.194, 27.206, 27.21 , 27.23 , 27.24 , 27.256, 27.258, 27.261, 27.271, 27.279, 27.282, 27.284, 27.303, 27.318, ... 28.207, 28.214, 28.218, 28.224, 28.237, 28.244, 28.25 , 28.254, 28.259, 28.265, 28.27 , 28.276, 28.28 , 28.285, 28.291, 28.298, 28.305, 28.311, 28.317, 28.328, 28.335, 28.34 , 28.348, 28.357, 28.363, 28.367, 28.373, 28.377, 28.383, 28.39 , 28.394, 28.4 , 28.405, 28.409, 28.414, 28.421, 28.427, 28.434, 28.438, 28.443, 28.448, 28.453, 28.459, 28.464, 28.47 , 28.474, 28.483, 28.489, 28.492, 28.497, 28.502, 28.506, 28.521, 28.538, 28.546, 28.556, 28.575, 28.576, 28.582, 28.588, 28.59 , 28.599, 28.604, 28.609, 28.612, 28.621, 28.623, 28.634, 28.638, 28.649, 28.655, 28.658, 28.661, 28.666, 28.672, 28.676, 28.681, 28.685, 28.691, 28.695, 28.701, 28.706, 28.709, 28.718, 28.719, 28.722, 28.727, 28.732, 28.736, 28.742, 28.748, 28.748, 28.754, 28.763, 28.772, 28.775, 28.785, 28.791, 28.795, 28.8 , 28.805, 28.81 , 28.816, 28.82 , 28.825, 28.828, 28.833, 28.837, 28.844, 28.852, 28.859, 28.864, 28.868, 28.871, 28.878, 28.884, 28.89 , 28.895, 28.896, 28.898, 28.9 , 28.905, 28.918, 28.922, 28.926, 28.931, 28.936, 28.941, 28.946, 28.95 , 28.954, 28.96 , 28.963, 28.97 , 28.973, 28.977, 28.98 , 28.986, 28.992, 28.997, 29.002, 29.008, 29.012, 29.017, 29.021, 29.027, 29.029, 29.031, 29.034, 29.039, 29.045, 29.049, 29.054, 29.059, 29.066, 29.071, 29.074]) - svan(index)float64186.9 187.8 189.2 ... 79.54 79.65
- long_name :
- Specific Volume Anomaly
- units :
- m^3/kg
- actual_range :
- [ 79.183 190.751]
array([186.854, 187.85 , 189.18 , 188.698, 189.953, 189.557, 189.785, 189.766, 190.751, 190.562, 190.517, 190.098, 189.215, 188.376, 186.684, 180.751, 178.431, 177.948, 177.782, 177.87 , 177.411, 177.474, 177.782, 177.665, 177.578, 176.436, 174.747, 174.277, 174.348, 174.194, 173.927, 173.579, 173.402, 172.982, 172.979, 172.983, 172.858, 172.568, 172.299, 172.171, 171.895, 171.421, 170.732, 170.388, 170.174, 170.098, 169.95 , 169.245, 168.683, 168.246, 167.963, 167.746, 167.605, 167.531, 167.452, 167.235, 167.088, 166.944, 166.935, 166.933, 166.851, 166.565, 166.341, 165.778, 165.493, 165.495, 165.141, 164.71 , 164.279, 163.642, 163.43 , 163.352, 163.274, 163.273, 163.058, 162.835, 162.462, 162.384, 162.307, 162.233, 161.949, 161.875, 161.725, 161.644, 161.643, 161.255, 161.165, 161.164, 161.172, 161.11 , 160.96 , 160.955, 160.878, 160.764, 160.265, 159.854, 159.774, 158.932, 158.839, 158.975, 159.142, 158.945, 159.197, 159.203, 159.152, 159.02 , 158.938, 159.029, 158.817, 158.885, 158.547, 158.195, 158.121, 158.181, 158.172, 158.074, 158.058, 158.034, 158.058, 158.053, 158.066, 157.869, 157.591, 157.329, 157.195, 157.113, 157.089, 157.135, 157.122, 157.097, 157.161, 156.881, 156.788, 157.013, 156.919, 156.628, 156.243, 156.08 , 156.071, 155.467, ... 88.79 , 88.443, 88.082, 87.949, 88.027, 87.924, 87.927, 87.861, 87.653, 87.724, 87.606, 87.608, 87.672, 87.622, 87.436, 87.258, 87.088, 87.136, 87.139, 87.081, 87.092, 86.914, 86.864, 86.815, 86.804, 86.424, 86.367, 86.451, 86.462, 86.397, 86.513, 85.502, 84.382, 84.08 , 83.602, 82.18 , 82.565, 82.406, 82.299, 82.54 , 82.16 , 82.196, 82.089, 82.266, 81.884, 82.165, 81.517, 81.596, 80.997, 80.891, 81.115, 81.278, 81.18 , 81.068, 81.147, 81.109, 81.19 , 81.076, 81.179, 81.006, 81.01 , 81.124, 80.739, 81.132, 81.256, 81.207, 81.203, 81.317, 81.135, 81.021, 81.471, 81.358, 80.949, 80.606, 80.685, 80.268, 80.145, 80.166, 80.111, 80.115, 80.06 , 80.006, 80.085, 80.022, 80.169, 80.182, 80.203, 80.005, 79.741, 79.452, 79.481, 79.544, 79.665, 79.519, 79.322, 79.243, 79.214, 79.577, 79.833, 80.08 , 80.009, 79.252, 79.331, 79.352, 79.348, 79.352, 79.357, 79.277, 79.382, 79.444, 79.323, 79.47 , 79.257, 79.387, 79.474, 79.687, 79.516, 79.428, 79.416, 79.329, 79.183, 79.287, 79.291, 79.304, 79.242, 79.428, 79.733, 79.896, 79.85 , 79.787, 79.8 , 79.779, 79.75 , 79.588, 79.542, 79.646]) - N2(index)float64nan -0.000118 ... -2.46e-06 nan
- long_name :
- Brunt-Vaisala Frequency
- units :
- s^-2
- standard_name :
- square_of_brunt_vaisala_frequency_in_sea_water
- actual_range :
- [-0.000118 0.000448]
array([ nan, -1.18e-04, -4.34e-05, -3.97e-05, -4.40e-05, 7.63e-06, -1.13e-05, -4.94e-05, -4.08e-05, 1.10e-05, 2.25e-05, 6.47e-05, 8.58e-05, 1.26e-04, 3.83e-04, 4.14e-04, 1.40e-04, 3.20e-05, 3.27e-06, 1.80e-05, 1.92e-05, -1.93e-05, -1.03e-05, 9.57e-06, 6.12e-05, 1.42e-04, 1.08e-04, 1.95e-05, 3.55e-06, 2.06e-05, 3.03e-05, 2.58e-05, 2.94e-05, 2.07e-05, -6.68e-07, 5.53e-06, 2.03e-05, 2.75e-05, 1.94e-05, 1.97e-05, 3.71e-05, 5.80e-05, 5.14e-05, 2.75e-05, 1.40e-05, 1.07e-05, 4.24e-05, 6.32e-05, 4.97e-05, 3.57e-05, 2.46e-05, 1.75e-05, 1.03e-05, 7.17e-06, 1.43e-05, 1.78e-05, 1.41e-05, 7.17e-06, 1.00e-08, 3.68e-06, 1.80e-05, 2.51e-05, 3.91e-05, 4.22e-05, 1.37e-05, 1.72e-05, 3.90e-05, 4.28e-05, 5.32e-05, 4.22e-05, 1.41e-05, 7.34e-06, 3.48e-06, 1.04e-05, 2.16e-05, 2.95e-05, 2.22e-05, 7.33e-06, 7.13e-06, 1.75e-05, 1.75e-05, 1.08e-05, 1.12e-05, 3.67e-06, 1.91e-05, 2.35e-05, 4.07e-06, -7.89e-07, 2.26e-06, 1.02e-05, 7.32e-06, 3.67e-06, 9.13e-06, 3.04e-05, 4.53e-05, 2.42e-05, 4.59e-05, 4.65e-05, -2.67e-06, -1.58e-05, 9.81e-07, -3.27e-06, -1.35e-05, 1.75e-06, 8.70e-06, 1.02e-05, -9.54e-07, 5.60e-06, 6.74e-06, 1.30e-05, 3.42e-05, 2.09e-05, 1.98e-07, -3.10e-06, 4.81e-06, 5.18e-06, 1.51e-06, -5.54e-07, -1.49e-06, -9.33e-07, ... 2.70e-06, 8.77e-06, 1.18e-05, 5.34e-06, 3.40e-06, 2.00e-05, 2.24e-05, -1.05e-06, -4.47e-06, 3.07e-06, -2.21e-06, 4.55e-05, 1.08e-04, 7.20e-05, 3.97e-05, 9.62e-05, 5.27e-05, -1.10e-05, 1.38e-05, -6.35e-06, 7.41e-06, 1.78e-05, 4.00e-06, -3.10e-06, 1.08e-05, 5.51e-06, 1.89e-05, 2.91e-05, 2.66e-05, 3.60e-05, -5.51e-06, -1.91e-05, -2.83e-06, 1.10e-05, 2.10e-06, -1.60e-06, -1.70e-06, 2.11e-06, 9.68e-07, 3.94e-06, 8.98e-06, -5.50e-06, 1.41e-05, 4.69e-08, -2.56e-05, -3.34e-06, 3.12e-06, -5.08e-06, 3.85e-06, 1.53e-05, -1.65e-05, -1.66e-05, 2.68e-05, 3.84e-05, 1.37e-05, 1.75e-05, 2.77e-05, 5.61e-06, 2.18e-06, 3.01e-06, 3.01e-06, 5.98e-06, -7.90e-07, -3.71e-07, -3.75e-06, -7.58e-06, -1.24e-06, 9.38e-06, 2.38e-05, 2.84e-05, 1.36e-05, -4.17e-06, -8.82e-06, 1.74e-06, 1.78e-05, 1.44e-05, 5.95e-06, -1.64e-05, -3.07e-05, -2.49e-05, -8.40e-06, 4.22e-05, 3.46e-05, -4.58e-06, -3.50e-07, 4.75e-07, 2.18e-08, 4.25e-06, -7.71e-07, -7.94e-06, 3.42e-06, -8.01e-07, 3.81e-06, 4.66e-06, -1.05e-05, -1.46e-05, -1.62e-06, 1.35e-05, 5.52e-06, 5.51e-06, 1.22e-05, 2.57e-06, -4.98e-06, -3.77e-07, 2.99e-06, -5.78e-06, -2.43e-05, -2.31e-05, -5.41e-06, 5.94e-06, 2.99e-06, 9.04e-07, 2.99e-06, 1.01e-05, 1.10e-05, -2.46e-06, nan]) - sigt(index)float6426.14 26.12 26.11 ... 27.28 27.28
- long_name :
- Sigma-T (Rho(S, T, 0)-1000)
- units :
- kg/m^3
- standard_name :
- sea_water_sigma_t
- actual_range :
- [26.093 27.287]
array([26.135, 26.124, 26.11 , 26.115, 26.102, 26.106, 26.104, 26.104, 26.093, 26.095, 26.095, 26.1 , 26.109, 26.118, 26.136, 26.198, 26.222, 26.228, 26.229, 26.228, 26.233, 26.232, 26.229, 26.23 , 26.231, 26.243, 26.261, 26.266, 26.265, 26.266, 26.269, 26.273, 26.275, 26.279, 26.279, 26.279, 26.28 , 26.283, 26.286, 26.287, 26.29 , 26.295, 26.302, 26.306, 26.308, 26.309, 26.31 , 26.318, 26.324, 26.328, 26.331, 26.333, 26.335, 26.335, 26.336, 26.338, 26.34 , 26.341, 26.342, 26.341, 26.342, 26.345, 26.348, 26.353, 26.356, 26.356, 26.36 , 26.365, 26.369, 26.376, 26.378, 26.379, 26.38 , 26.379, 26.382, 26.384, 26.388, 26.389, 26.389, 26.39 , 26.393, 26.394, 26.395, 26.396, 26.396, 26.4 , 26.401, 26.401, 26.401, 26.402, 26.403, 26.403, 26.404, 26.405, 26.41 , 26.414, 26.415, 26.424, 26.425, 26.423, 26.421, 26.423, 26.421, 26.421, 26.421, 26.422, 26.423, 26.422, 26.424, 26.423, 26.427, 26.43 , 26.431, 26.43 , 26.43 , 26.431, 26.432, 26.432, 26.431, 26.431, 26.431, 26.433, 26.436, 26.439, 26.44 , 26.441, 26.441, 26.44 , 26.44 , 26.441, 26.44 , 26.443, 26.444, 26.441, 26.442, 26.445, 26.449, 26.451, 26.451, 26.457, 26.461, 26.471, 26.472, 26.478, 26.482, 26.477, 26.484, 26.491, 26.491, 26.506, 26.511, 26.523, 26.519, 26.518, 26.523, 26.526, 26.524, 26.521, 26.536, 26.546, ... 27.14 , 27.143, 27.142, 27.143, 27.152, 27.154, 27.155, 27.155, 27.155, 27.156, 27.157, 27.158, 27.158, 27.157, 27.159, 27.162, 27.164, 27.165, 27.166, 27.173, 27.176, 27.176, 27.18 , 27.184, 27.185, 27.184, 27.185, 27.185, 27.186, 27.188, 27.188, 27.189, 27.189, 27.188, 27.189, 27.191, 27.193, 27.195, 27.194, 27.194, 27.195, 27.195, 27.197, 27.198, 27.198, 27.198, 27.203, 27.203, 27.202, 27.202, 27.203, 27.202, 27.213, 27.225, 27.229, 27.234, 27.25 , 27.245, 27.247, 27.248, 27.246, 27.25 , 27.25 , 27.251, 27.249, 27.253, 27.25 , 27.257, 27.257, 27.263, 27.264, 27.262, 27.26 , 27.262, 27.263, 27.262, 27.262, 27.262, 27.263, 27.262, 27.264, 27.264, 27.262, 27.267, 27.262, 27.261, 27.262, 27.262, 27.261, 27.263, 27.264, 27.26 , 27.261, 27.265, 27.269, 27.268, 27.273, 27.274, 27.274, 27.274, 27.274, 27.275, 27.276, 27.275, 27.276, 27.274, 27.274, 27.274, 27.276, 27.279, 27.282, 27.282, 27.281, 27.28 , 27.282, 27.284, 27.285, 27.285, 27.281, 27.279, 27.276, 27.277, 27.285, 27.284, 27.284, 27.284, 27.284, 27.284, 27.285, 27.284, 27.283, 27.285, 27.283, 27.286, 27.284, 27.283, 27.281, 27.283, 27.284, 27.284, 27.285, 27.287, 27.286, 27.286, 27.286, 27.286, 27.284, 27.281, 27.279, 27.28 , 27.281, 27.28 , 27.281, 27.281, 27.283, 27.283, 27.282]) - Theta(index)float64-1.28 -1.43 -1.419 ... 2.141 2.135
- long_name :
- Potential Temperature
- units :
- deg C
- actual_range :
- [-1.527 2.16 ]
array([-1.280e+00, -1.430e+00, -1.419e+00, -1.332e+00, -1.443e+00, -1.444e+00, -1.442e+00, -1.416e+00, -1.483e+00, -1.527e+00, -1.510e+00, -1.488e+00, -1.405e+00, -1.429e+00, -1.364e+00, -1.220e+00, -1.141e+00, -1.094e+00, -1.096e+00, -1.090e+00, -1.087e+00, -1.064e+00, -1.087e+00, -1.098e+00, -1.099e+00, -1.043e+00, -9.670e-01, -9.440e-01, -9.440e-01, -9.420e-01, -9.280e-01, -9.150e-01, -8.970e-01, -8.830e-01, -8.820e-01, -8.790e-01, -8.690e-01, -8.620e-01, -8.490e-01, -8.400e-01, -8.290e-01, -8.090e-01, -7.850e-01, -7.720e-01, -7.660e-01, -7.640e-01, -7.610e-01, -7.420e-01, -7.260e-01, -7.180e-01, -7.110e-01, -7.060e-01, -7.010e-01, -6.990e-01, -6.980e-01, -6.930e-01, -6.900e-01, -6.860e-01, -6.870e-01, -6.860e-01, -6.860e-01, -6.790e-01, -6.760e-01, -6.610e-01, -6.540e-01, -6.520e-01, -6.430e-01, -6.340e-01, -6.250e-01, -6.100e-01, -6.040e-01, -6.030e-01, -6.020e-01, -6.010e-01, -5.960e-01, -5.930e-01, -5.890e-01, -5.880e-01, -5.870e-01, -5.850e-01, -5.780e-01, -5.760e-01, -5.740e-01, -5.740e-01, -5.740e-01, -5.740e-01, -5.760e-01, -5.750e-01, -5.720e-01, -5.670e-01, -5.650e-01, -5.650e-01, -5.640e-01, -5.720e-01, -6.000e-01, -6.250e-01, -6.640e-01, -7.420e-01, -7.450e-01, -7.280e-01, ... 1.971e+00, 1.975e+00, 1.980e+00, 1.964e+00, 1.991e+00, 1.988e+00, 2.010e+00, 2.010e+00, 2.038e+00, 2.043e+00, 2.032e+00, 2.033e+00, 2.039e+00, 2.034e+00, 2.034e+00, 2.038e+00, 2.029e+00, 2.033e+00, 2.036e+00, 2.042e+00, 2.042e+00, 2.037e+00, 2.054e+00, 2.037e+00, 2.024e+00, 2.036e+00, 2.035e+00, 2.030e+00, 2.034e+00, 2.038e+00, 2.083e+00, 2.078e+00, 2.037e+00, 2.059e+00, 2.059e+00, 2.081e+00, 2.093e+00, 2.095e+00, 2.097e+00, 2.097e+00, 2.099e+00, 2.101e+00, 2.100e+00, 2.101e+00, 2.100e+00, 2.092e+00, 2.094e+00, 2.106e+00, 2.119e+00, 2.138e+00, 2.132e+00, 2.130e+00, 2.126e+00, 2.135e+00, 2.147e+00, 2.146e+00, 2.151e+00, 2.122e+00, 2.116e+00, 2.099e+00, 2.117e+00, 2.152e+00, 2.152e+00, 2.145e+00, 2.144e+00, 2.144e+00, 2.153e+00, 2.152e+00, 2.146e+00, 2.144e+00, 2.147e+00, 2.146e+00, 2.156e+00, 2.153e+00, 2.144e+00, 2.133e+00, 2.139e+00, 2.146e+00, 2.144e+00, 2.151e+00, 2.160e+00, 2.154e+00, 2.154e+00, 2.155e+00, 2.156e+00, 2.142e+00, 2.133e+00, 2.125e+00, 2.128e+00, 2.129e+00, 2.130e+00, 2.127e+00, 2.131e+00, 2.138e+00, 2.141e+00, 2.135e+00]) - sigthe(index)float6426.14 26.12 26.11 ... 27.29 27.28
- long_name :
- Sigma-Theta (Rho(S, Theta, 0)-1000)
- units :
- kg/m^3
- standard_name :
- sea_water_sigma_theta
- actual_range :
- [26.093 27.288]
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- long_name :
- Freezing Temperature
- units :
- deg C
- actual_range :
- [-2.16 -1.78]
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- long_name :
- Dissolved Oxygen
- units :
- �M
- actual_range :
- [262.473 314.293]
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- long_name :
- Fluorescence Of CDOM (Colored Dissolved Organic Matter)
- units :
- mg/m^3
- standard_name :
- concentration_of_colored_dissolved_organic_matter_in_sea_water_expressed_as_equivalent_mass_fraction_of_quinine_sulfate_dihydrate
- actual_range :
- [1.239 1.786]
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- long_name :
- Nitrate (NO3-N) Content
- units :
- mmol/m^3
- standard_name :
- mole_concentration_of_nitrate_in_sea_water
- actual_range :
- [ 5.484 13.936]
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- long_name :
- Photosynthetic Active Radiation
- units :
- �einsteins/s/m^2
- actual_range :
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- long_name :
- Surface Photosynthetic Active Radiation
- units :
- �einsteins/s/m^2
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- long_name :
- Absolute Salinity TEOS-10
- units :
- g/kg
- standard_name :
- sea_water_absolute_salinity
- actual_range :
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- long_name :
- Conservative Temperature TEOS-10
- units :
- deg C
- actual_range :
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- long_name :
- Density TEOS-10 ((S, T, P) - 1000)
- units :
- kg/m^3
- standard_name :
- sea_water_sigma_t
- actual_range :
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- long_name :
- Density TEOS-10 (S, T, 0)
- units :
- kg/m^3
- standard_name :
- sea_water_sigma_theta
- actual_range :
- [26.097 27.29 ]
array([26.139, 26.128, 26.114, 26.119, 26.106, 26.11 , 26.108, 26.108, 26.097, 26.099, 26.1 , 26.104, 26.113, 26.122, 26.14 , 26.202, 26.226, 26.231, 26.233, 26.232, 26.237, 26.236, 26.233, 26.234, 26.235, 26.247, 26.264, 26.269, 26.269, 26.27 , 26.273, 26.277, 26.278, 26.283, 26.283, 26.283, 26.284, 26.287, 26.29 , 26.291, 26.294, 26.299, 26.306, 26.31 , 26.312, 26.313, 26.314, 26.321, 26.327, 26.332, 26.335, 26.337, 26.339, 26.339, 26.34 , 26.342, 26.344, 26.345, 26.345, 26.345, 26.346, 26.349, 26.351, 26.357, 26.36 , 26.36 , 26.364, 26.368, 26.373, 26.38 , 26.382, 26.383, 26.383, 26.383, 26.386, 26.388, 26.392, 26.393, 26.393, 26.394, 26.397, 26.398, 26.399, 26.4 , 26.4 , 26.404, 26.405, 26.405, 26.405, 26.405, 26.407, 26.407, 26.408, 26.409, 26.414, 26.418, 26.419, 26.428, 26.429, 26.427, 26.425, 26.427, 26.425, 26.425, 26.425, 26.426, 26.427, 26.426, 26.428, 26.427, 26.431, 26.434, 26.435, 26.435, 26.435, 26.436, 26.436, 26.436, 26.436, 26.436, 26.435, 26.437, 26.44 , 26.443, 26.444, 26.445, 26.445, 26.445, 26.445, 26.445, 26.444, 26.447, 26.448, 26.445, 26.446, 26.449, 26.453, 26.455, 26.455, 26.461, 26.465, 26.475, 26.477, 26.482, 26.486, 26.482, 26.488, 26.495, 26.495, 26.51 , 26.515, 26.527, 26.523, 26.522, 26.527, 26.53 , 26.528, 26.525, 26.54 , 26.55 , ... 27.143, 27.146, 27.145, 27.146, 27.155, 27.157, 27.158, 27.158, 27.158, 27.159, 27.16 , 27.161, 27.161, 27.16 , 27.162, 27.165, 27.167, 27.169, 27.169, 27.176, 27.179, 27.179, 27.183, 27.187, 27.188, 27.187, 27.188, 27.188, 27.189, 27.192, 27.191, 27.192, 27.192, 27.191, 27.192, 27.194, 27.196, 27.198, 27.197, 27.197, 27.198, 27.198, 27.2 , 27.201, 27.201, 27.201, 27.206, 27.206, 27.205, 27.205, 27.206, 27.205, 27.216, 27.228, 27.232, 27.237, 27.253, 27.249, 27.25 , 27.252, 27.249, 27.253, 27.253, 27.254, 27.252, 27.256, 27.253, 27.261, 27.26 , 27.266, 27.268, 27.265, 27.263, 27.265, 27.266, 27.265, 27.265, 27.265, 27.266, 27.265, 27.267, 27.267, 27.266, 27.27 , 27.266, 27.264, 27.265, 27.265, 27.264, 27.266, 27.267, 27.263, 27.264, 27.268, 27.272, 27.271, 27.276, 27.277, 27.277, 27.278, 27.278, 27.278, 27.279, 27.278, 27.279, 27.277, 27.277, 27.277, 27.279, 27.282, 27.286, 27.285, 27.285, 27.283, 27.285, 27.287, 27.288, 27.289, 27.284, 27.282, 27.279, 27.28 , 27.288, 27.288, 27.287, 27.287, 27.287, 27.288, 27.288, 27.287, 27.287, 27.288, 27.286, 27.289, 27.288, 27.287, 27.284, 27.286, 27.287, 27.287, 27.288, 27.29 , 27.289, 27.289, 27.289, 27.29 , 27.288, 27.284, 27.282, 27.283, 27.284, 27.284, 27.284, 27.284, 27.286, 27.287, 27.286]) - instrument_depth(index)float641.981 2.972 3.962 ... 377.0 378.0
- actual_range :
- [ 1.98100592 378.02437287]
array([ 1.98100592, 2.97150166, 3.96199259, 4.95247872, 5.94296003, 6.93343654, 7.92390823, 8.91437512, 9.9048372 , 10.89529447, 11.88574693, 12.87619458, 13.86663742, 14.85707546, 15.84750868, 16.8379371 , 17.82836071, 18.81877952, 19.80919351, 20.7996027 , 21.79000708, 22.78040666, 23.77080142, 24.76119139, 25.75157654, 26.74195689, 27.73233243, 28.72270316, 29.71306909, 30.70343022, 31.69378653, 32.68413805, 33.67448475, 34.66482665, 35.65516375, 36.64549604, 37.63582353, 38.62614621, 39.61646409, 40.60677716, 41.59708543, 42.58738889, 43.57768755, 44.56798141, 45.55827046, 46.54855471, 47.53883416, 48.5291088 , 49.51937864, 50.50964368, 51.49990391, 52.49015934, 53.48040997, 54.4706558 , 55.46089682, 56.45113305, 57.44136447, 58.43159109, 59.42181291, 60.41202992, 61.40224214, 62.39244955, 63.38265216, 64.37284998, 65.36304299, 66.3532312 , 67.34341461, 68.33359322, 69.32376703, 70.31393604, 71.30410025, 72.29425966, 73.28441427, 74.27456408, 75.2647091 , 76.25484931, 77.24498472, 78.23511534, 79.22524116, 80.21536218, ... 302.87087527, 303.85991563, 304.84895122, 305.83798205, 306.82700812, 307.81602942, 308.80504595, 309.79405773, 310.78306473, 311.77206698, 312.76106446, 313.75005718, 314.73904513, 315.72802832, 316.71700675, 317.70598041, 318.69494931, 319.68391345, 320.67287283, 321.66182744, 322.65077729, 323.63972238, 324.62866271, 325.61759827, 326.60652907, 327.59545512, 328.5843764 , 329.57329292, 330.56220467, 331.55111167, 332.54001391, 333.52891138, 334.5178041 , 335.50669205, 336.49557525, 337.48445368, 338.47332736, 339.46219627, 340.45106043, 341.43991982, 342.42877446, 343.41762433, 344.40646945, 345.39530981, 346.38414541, 347.37297625, 348.36180234, 349.35062366, 350.33944023, 351.32825204, 352.31705909, 353.30586138, 354.29465892, 355.28345169, 356.27223971, 357.26102298, 358.24980148, 359.23857523, 360.22734423, 361.21610846, 362.20486794, 363.19362267, 364.18237263, 365.17111785, 366.1598583 , 367.148594 , 368.13732495, 369.12605114, 370.11477257, 371.10348925, 372.09220117, 373.08090834, 374.06961076, 375.05830842, 376.04700132, 377.03568947, 378.02437287])
- indexPandasIndex
PandasIndex(RangeIndex(start=0, stop=381, step=1, name='index'))
- cruise_name :
- BaySys-ArcticNet 2018
- cruise_number :
- 2018001
- original_filename :
- CTD_2018001_001_1_DN.ODF
- station :
- N01 (356)
- history :
- 2023-08-16T11:30:08-0400 WARNING No Vocabulary available for Theta: {'long_name': 'Potential Temperature', 'units': 'deg C'} 2023-08-16T11:30:08-0400 WARNING No Vocabulary available for FreezT: {'long_name': 'Freezing Temperature', 'units': 'deg C'} 2023-08-16T11:30:08-0400 WARNING No Vocabulary available for O2: {'long_name': 'Dissolved Oxygen', 'units': '�M'} 2023-08-16T11:30:08-0400 WARNING No Vocabulary available for Par: {'long_name': 'Photosynthetic Active Radiation', 'units': '�einsteins/s/m^2'} 2023-08-16T11:30:08-0400 WARNING No Vocabulary available for SPar: {'long_name': 'Surface Photosynthetic Active Radiation', 'units': '�einsteins/s/m^2'} 2023-08-16T11:30:08-0400 WARNING No Vocabulary available for Cont: {'long_name': 'Conservative Temperature TEOS-10', 'units': 'deg C'}
- cast_number :
- 1
- initial_latitude_deg :
- 60.8307
- initial_longitude_deg :
- -64.6823
- max_depth_m :
- 378.02
- min_depth_m :
- 2.18
- sounding_m :
- 386
- start_date_time_utc :
- 2018-05-31T18:07:39
In [15]:
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fig = plt.figure(figsize=[8, 12], facecolor="w")
ds_profile.plot.scatter(
x="Temp", y="Pres", facecolor="red", edgecolor="black", yincrease=False
)
fig = plt.figure(figsize=[8, 12], facecolor="w")
ds_profile.plot.scatter(
x="Temp", y="Pres", facecolor="red", edgecolor="black", yincrease=False
)
Out[15]:
<matplotlib.collections.PathCollection at 0x14fc4b370>
Amundsen nav data¶
In [10]:
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odf_file_trajectory = download_file_from_github(
"https://raw.githubusercontent.com/cioos-siooc/ocean-data-parser/development/tests/parsers_test_files/amundsen/12447_shiptrack_trajectory/NAV_Amundsen_V3/Complete_Data/2013_LEG_01/NAV_20130726.int"
)
odf_file_trajectory = download_file_from_github(
"https://raw.githubusercontent.com/cioos-siooc/ocean-data-parser/development/tests/parsers_test_files/amundsen/12447_shiptrack_trajectory/NAV_Amundsen_V3/Complete_Data/2013_LEG_01/NAV_20130726.int"
)
In [11]:
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ds_trajectory = amundsen.int_format(odf_file_trajectory)
ds_trajectory
ds_trajectory = amundsen.int_format(odf_file_trajectory)
ds_trajectory
Out[11]:
<xarray.Dataset>
Dimensions: (index: 17822)
Coordinates:
* index (index) int64 0 1 2 3 4 5 6 ... 17816 17817 17818 17819 17820 17821
Data variables:
Date (index) object '2013/07/26' '2013/07/26' ... '2013/07/26'
Hour (index) object '19:02:05' '19:02:06' ... '23:59:58' '23:59:59'
Lat (index) float64 46.81 46.81 46.81 46.81 ... 47.41 47.41 47.41 47.41
Long (index) float64 -71.2 -71.2 -71.2 -71.2 ... -70.45 -70.45 -70.45
Heading (index) float64 195.3 195.4 195.4 195.5 ... 26.84 26.82 26.82 26.84
Roll (index) float64 -0.3 -0.31 -0.31 -0.32 ... -1.01 -0.75 -0.5 -0.34
Pitch (index) float64 0.21 0.18 0.17 0.17 0.17 ... 0.28 0.28 0.27 0.26
Heave (index) float64 -0.01 0.0 0.0 -0.01 0.0 ... -0.02 -0.02 -0.02 -0.02
Track (index) float64 165.0 165.7 163.7 162.0 ... 22.4 22.4 22.2 22.0
Speed (index) float64 0.4 0.4 0.4 0.4 0.4 ... 10.5 10.5 10.5 10.5 10.5
GPS (index) int64 1 1 1 1 1 1 1 1 1 1 1 1 1 ... 1 1 1 1 1 1 1 1 1 1 1 1
time (index) datetime64[ns] 2013-07-26T19:02:05 ... 2013-07-26T23:59:59
Attributes:
cruise_number: Amundsen_2013001
time_coverage_start: 2013-07-26T19:02:05Z
time_coverage_end: 2013-07-26T23:59:59Z
time_coverage_duration: P0DT4H57M54S
end_date_time_utc: 2013-07-26T23:59:59
final_latitude_deg: 47.4071
final_longitude_deg: -70.4473
initial_latitude_deg: 46.808
initial_longitude_deg: -71.2026
lat: Latidude [degrees N]
long: Longitude [degrees E]
start_date_time_utc: 2013-07-26T19:02:05xarray.Dataset
- index: 17822
- index(index)int640 1 2 3 ... 17818 17819 17820 17821
- actual_range :
- [ 0 17821]
array([ 0, 1, 2, ..., 17819, 17820, 17821])
- Date(index)object'2013/07/26' ... '2013/07/26'
- long_name :
- Acquisition Date
- units :
- yyyymmdd
array(['2013/07/26', '2013/07/26', '2013/07/26', ..., '2013/07/26', '2013/07/26', '2013/07/26'], dtype=object) - Hour(index)object'19:02:05' ... '23:59:59'
- long_name :
- Acquisition Hour
- units :
- HHMMSS
array(['19:02:05', '19:02:06', '19:02:07', ..., '23:59:57', '23:59:58', '23:59:59'], dtype=object) - Lat(index)float6446.81 46.81 46.81 ... 47.41 47.41
- long_name :
- Latitude
- units :
- degrees N
- standard_name :
- latitude
- actual_range :
- [46.8067217 47.4071063]
array([46.8079972, 46.8079953, 46.8079935, ..., 47.4070163, 47.4070612, 47.4071063]) - Long(index)float64-71.2 -71.2 -71.2 ... -70.45 -70.45
- long_name :
- Longitude
- units :
- degrees E
- standard_name :
- longitude
- actual_range :
- [-71.2025585 -70.4472555]
array([-71.2025585, -71.202558 , -71.2025573, ..., -70.44731 , -70.4472825, -70.4472555]) - Heading(index)float64195.3 195.4 195.4 ... 26.82 26.84
- long_name :
- Vessel Heading
- units :
- degrees N
- standard_name :
- platform_orientation
- actual_range :
- [ 16.57 197.04]
array([195.29, 195.37, 195.45, ..., 26.82, 26.82, 26.84])
- Roll(index)float64-0.3 -0.31 -0.31 ... -0.5 -0.34
- long_name :
- Vessel Roll
- units :
- degrees N
- standard_name :
- platform_roll
- actual_range :
- [-1.38 0.39]
array([-0.3 , -0.31, -0.31, ..., -0.75, -0.5 , -0.34])
- Pitch(index)float640.21 0.18 0.17 ... 0.28 0.27 0.26
- long_name :
- Vessel Pitch
- units :
- degrees N
- standard_name :
- platform_pitch
- actual_range :
- [0.13 0.34]
array([0.21, 0.18, 0.17, ..., 0.28, 0.27, 0.26])
- Heave(index)float64-0.01 0.0 0.0 ... -0.02 -0.02 -0.02
- long_name :
- Vessel Heave
- units :
- meter
- standard_name :
- platform_heave
- actual_range :
- [-0.06 0.04]
array([-0.01, 0. , 0. , ..., -0.02, -0.02, -0.02])
- Track(index)float64165.0 165.7 163.7 ... 22.2 22.0
- long_name :
- Vessel True Direction
- units :
- degrees N
- standard_name :
- platform_course
- actual_range :
- [ 16.9 181.7]
array([165. , 165.7, 163.7, ..., 22.4, 22.2, 22. ])
- Speed(index)float640.4 0.4 0.4 0.4 ... 10.5 10.5 10.5
- long_name :
- Vessel Speed
- units :
- Knt
- standard_name :
- platform_speed
- actual_range :
- [ 0.2 16.8]
array([ 0.4, 0.4, 0.4, ..., 10.5, 10.5, 10.5])
- GPS(index)int641 1 1 1 1 1 1 1 ... 1 1 1 1 1 1 1 1
- long_name :
- GPS Source
- comments :
- =1 for POS-MV and =0 for CNAV
- actual_range :
- [1 1]
array([1, 1, 1, ..., 1, 1, 1])
- time(index)datetime64[ns]2013-07-26T19:02:05 ... 2013-07-...
- timezone :
- UTC
array(['2013-07-26T19:02:05.000000000', '2013-07-26T19:02:06.000000000', '2013-07-26T19:02:07.000000000', ..., '2013-07-26T23:59:57.000000000', '2013-07-26T23:59:58.000000000', '2013-07-26T23:59:59.000000000'], dtype='datetime64[ns]')
- indexPandasIndex
PandasIndex(RangeIndex(start=0, stop=17822, step=1, name='index'))
- cruise_number :
- Amundsen_2013001
- time_coverage_start :
- 2013-07-26T19:02:05Z
- time_coverage_end :
- 2013-07-26T23:59:59Z
- time_coverage_duration :
- P0DT4H57M54S
- end_date_time_utc :
- 2013-07-26T23:59:59
- final_latitude_deg :
- 47.4071
- final_longitude_deg :
- -70.4473
- initial_latitude_deg :
- 46.808
- initial_longitude_deg :
- -71.2026
- lat :
- Latidude [degrees N]
- long :
- Longitude [degrees E]
- start_date_time_utc :
- 2013-07-26T19:02:05
In [12]:
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m = folium.Map(location=[ds_trajectory["Lat"].mean(), ds_trajectory["Long"].mean()])
folium.PolyLine(ds_trajectory[["Lat", "Long"]].to_pandas().values.tolist()).add_to(m)
m
m = folium.Map(location=[ds_trajectory["Lat"].mean(), ds_trajectory["Long"].mean()])
folium.PolyLine(ds_trajectory[["Lat", "Long"]].to_pandas().values.tolist()).add_to(m)
m
Out[12]:
Make this Notebook Trusted to load map: File -> Trust Notebook
In [ ]:
Copied!