In [ ]:
Copied!
%pip install git+https://github.com/cioos-siooc/ocean-data-parser.git
%pip install git+https://github.com/cioos-siooc/ocean-data-parser.git
In [1]:
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import requests
import matplotlib.pyplot as plt
from ocean_data_parser.parsers import seabird
import requests
import matplotlib.pyplot as plt
from ocean_data_parser.parsers import seabird
Download test data¶
Seabird test data is available here:
https://github.com/cioos-siooc/ocean-data-parser/tree/main/tests/parsers_test_files/seabird
In [2]:
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def download_file_from_github(raw_url):
"""Download a github raw file localy"""
file_path = raw_url.split("/")[-1]
response = requests.get(raw_url)
with open(file_path, "w") as f:
f.write(response.text)
return file_path
raw_files = [
"https://raw.githubusercontent.com/cioos-siooc/ocean-data-parser/main/tests/parsers_test_files/seabird/1_datCnv_SBE19plus_01907674_2022_05_17_0002.cnv",
"https://raw.githubusercontent.com/cioos-siooc/ocean-data-parser/main/tests/parsers_test_files/seabird/MI18MHDR.btl",
]
[download_file_from_github(file) for file in raw_files]
def download_file_from_github(raw_url):
"""Download a github raw file localy"""
file_path = raw_url.split("/")[-1]
response = requests.get(raw_url)
with open(file_path, "w") as f:
f.write(response.text)
return file_path
raw_files = [
"https://raw.githubusercontent.com/cioos-siooc/ocean-data-parser/main/tests/parsers_test_files/seabird/1_datCnv_SBE19plus_01907674_2022_05_17_0002.cnv",
"https://raw.githubusercontent.com/cioos-siooc/ocean-data-parser/main/tests/parsers_test_files/seabird/MI18MHDR.btl",
]
[download_file_from_github(file) for file in raw_files]
Out[2]:
['1_datCnv_SBE19plus_01907674_2022_05_17_0002.cnv', 'MI18MHDR.btl']
Read CSV¶
In [3]:
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ds_csv = seabird.cnv("1_datCnv_SBE19plus_01907674_2022_05_17_0002.cnv")
ds_csv
ds_csv = seabird.cnv("1_datCnv_SBE19plus_01907674_2022_05_17_0002.cnv")
ds_csv
Out[3]:
<xarray.Dataset>
Dimensions: (index: 894)
Coordinates:
* index (index) int64 0 1 2 3 4 5 6 7 ... 887 888 889 890 891 892 893
Data variables: (12/13)
scan (index) int64 241 242 243 244 245 ... 1130 1131 1132 1133 1134
timeS (index) float64 60.0 60.25 60.5 60.75 ... 282.8 283.0 283.2
prdM (index) float64 3.256 3.259 3.239 3.226 ... -0.238 -0.238 -0.245
tv290C (index) float64 10.51 10.51 10.52 10.52 ... 10.39 10.39 10.38
c0mSPercm (index) float64 31.62 31.69 31.71 31.7 ... 3.339 4.482 5.419
sbeox0V (index) float64 2.035 2.031 2.027 2.027 ... 2.458 2.446 2.435
... ...
seaTurbMtr (index) float64 0.319 0.284 0.267 0.257 ... 0.0 0.0 0.0 0.0
par (index) float64 326.1 325.2 329.0 ... 2.836e+03 2.774e+03
dzPerdtM (index) float64 -5.39e-14 0.001 -0.004 ... 0.001 0.001 -0.001
CStarTr0 (index) float64 91.15 90.04 90.04 90.04 ... 31.95 31.94 31.95
CStarAt0 (index) float64 0.3706 0.4196 0.4195 ... 4.564 4.565 4.564
flag (index) int64 0 0 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0 0
Attributes: (12/23)
instrument_type: SBE19plus
history: 2022-05-18T09:00:11 - {'in': 'C:\\Users...
Workarea: QUADRA
bad_flag: -9.990e-29
conductivity_sn: 7674
data_xml: {"ApplicationData": {"Seaterm232": {"So...
... ...
software_version: 2.8.0.119
start_time: 2022-05-17T11:21:24
start_time_comment: [Instrument's time stamp, header]
system_upload_time: 2022-05-17T13:44:17
temperature_sn: 7674
units: specifiedxarray.Dataset
- index: 894
- index(index)int640 1 2 3 4 5 ... 889 890 891 892 893
- actual_range :
- [ 0 893]
array([ 0, 1, 2, ..., 891, 892, 893])
- scan(index)int64241 242 243 244 ... 1132 1133 1134
- long_name :
- Scan Count
- actual_range :
- [ 241 1134]
- value_min :
- 241.0
- value_max :
- 1134.0
- id :
- 0
- sbe_variable :
- scan
array([ 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, 383, 384, 385, 386, 387, 388, 389, 390, 391, 392, 393, 394, 395, 396, 397, 398, 399, 400, 401, 402, 403, 404, 405, 406, 407, 408, 409, 410, 411, 412, 413, 414, 415, 416, 417, 418, 419, 420, 421, 422, 423, 424, 425, 426, 427, 428, 429, 430, 431, 432, 433, 434, 435, 436, 437, 438, 439, 440, 441, 442, 443, 444, 445, 446, 447, 448, 449, 450, 451, 452, 453, 454, 455, 456, 457, 458, 459, 460, ... 923, 924, 925, 926, 927, 928, 929, 930, 931, 932, 933, 934, 935, 936, 937, 938, 939, 940, 941, 942, 943, 944, 945, 946, 947, 948, 949, 950, 951, 952, 953, 954, 955, 956, 957, 958, 959, 960, 961, 962, 963, 964, 965, 966, 967, 968, 969, 970, 971, 972, 973, 974, 975, 976, 977, 978, 979, 980, 981, 982, 983, 984, 985, 986, 987, 988, 989, 990, 991, 992, 993, 994, 995, 996, 997, 998, 999, 1000, 1001, 1002, 1003, 1004, 1005, 1006, 1007, 1008, 1009, 1010, 1011, 1012, 1013, 1014, 1015, 1016, 1017, 1018, 1019, 1020, 1021, 1022, 1023, 1024, 1025, 1026, 1027, 1028, 1029, 1030, 1031, 1032, 1033, 1034, 1035, 1036, 1037, 1038, 1039, 1040, 1041, 1042, 1043, 1044, 1045, 1046, 1047, 1048, 1049, 1050, 1051, 1052, 1053, 1054, 1055, 1056, 1057, 1058, 1059, 1060, 1061, 1062, 1063, 1064, 1065, 1066, 1067, 1068, 1069, 1070, 1071, 1072, 1073, 1074, 1075, 1076, 1077, 1078, 1079, 1080, 1081, 1082, 1083, 1084, 1085, 1086, 1087, 1088, 1089, 1090, 1091, 1092, 1093, 1094, 1095, 1096, 1097, 1098, 1099, 1100, 1101, 1102, 1103, 1104, 1105, 1106, 1107, 1108, 1109, 1110, 1111, 1112, 1113, 1114, 1115, 1116, 1117, 1118, 1119, 1120, 1121, 1122, 1123, 1124, 1125, 1126, 1127, 1128, 1129, 1130, 1131, 1132, 1133, 1134]) - timeS(index)float6460.0 60.25 60.5 ... 283.0 283.2
- long_name :
- Time, Elapsed
- units :
- seconds
- sdn_uom_urn :
- SDN:P06::UTBB
- sdn_uom_name :
- Seconds
- comments :
- Elapsed time (seconds) based on first scan in data file and sample rate (profiling) or sample interval (moorings); sample rate is defined by configuration (.con or .xmlcon) file.
- actual_range :
- [ 60. 283.25]
- value_min :
- 60.0
- value_max :
- 283.25
- id :
- 1
- sbe_variable :
- timeS
array([ 60. , 60.25, 60.5 , 60.75, 61. , 61.25, 61.5 , 61.75, 62. , 62.25, 62.5 , 62.75, 63. , 63.25, 63.5 , 63.75, 64. , 64.25, 64.5 , 64.75, 65. , 65.25, 65.5 , 65.75, 66. , 66.25, 66.5 , 66.75, 67. , 67.25, 67.5 , 67.75, 68. , 68.25, 68.5 , 68.75, 69. , 69.25, 69.5 , 69.75, 70. , 70.25, 70.5 , 70.75, 71. , 71.25, 71.5 , 71.75, 72. , 72.25, 72.5 , 72.75, 73. , 73.25, 73.5 , 73.75, 74. , 74.25, 74.5 , 74.75, 75. , 75.25, 75.5 , 75.75, 76. , 76.25, 76.5 , 76.75, 77. , 77.25, 77.5 , 77.75, 78. , 78.25, 78.5 , 78.75, 79. , 79.25, 79.5 , 79.75, 80. , 80.25, 80.5 , 80.75, 81. , 81.25, 81.5 , 81.75, 82. , 82.25, 82.5 , 82.75, 83. , 83.25, 83.5 , 83.75, 84. , 84.25, 84.5 , 84.75, 85. , 85.25, 85.5 , 85.75, 86. , 86.25, 86.5 , 86.75, 87. , 87.25, 87.5 , 87.75, 88. , 88.25, 88.5 , 88.75, 89. , 89.25, 89.5 , 89.75, 90. , 90.25, 90.5 , 90.75, 91. , 91.25, 91.5 , 91.75, 92. , 92.25, 92.5 , 92.75, 93. , 93.25, 93.5 , 93.75, 94. , 94.25, 94.5 , 94.75, 95. , 95.25, 95.5 , 95.75, 96. , 96.25, 96.5 , 96.75, 97. , 97.25, 97.5 , 97.75, 98. , 98.25, 98.5 , 98.75, 99. , 99.25, 99.5 , 99.75, ... 244. , 244.25, 244.5 , 244.75, 245. , 245.25, 245.5 , 245.75, 246. , 246.25, 246.5 , 246.75, 247. , 247.25, 247.5 , 247.75, 248. , 248.25, 248.5 , 248.75, 249. , 249.25, 249.5 , 249.75, 250. , 250.25, 250.5 , 250.75, 251. , 251.25, 251.5 , 251.75, 252. , 252.25, 252.5 , 252.75, 253. , 253.25, 253.5 , 253.75, 254. , 254.25, 254.5 , 254.75, 255. , 255.25, 255.5 , 255.75, 256. , 256.25, 256.5 , 256.75, 257. , 257.25, 257.5 , 257.75, 258. , 258.25, 258.5 , 258.75, 259. , 259.25, 259.5 , 259.75, 260. , 260.25, 260.5 , 260.75, 261. , 261.25, 261.5 , 261.75, 262. , 262.25, 262.5 , 262.75, 263. , 263.25, 263.5 , 263.75, 264. , 264.25, 264.5 , 264.75, 265. , 265.25, 265.5 , 265.75, 266. , 266.25, 266.5 , 266.75, 267. , 267.25, 267.5 , 267.75, 268. , 268.25, 268.5 , 268.75, 269. , 269.25, 269.5 , 269.75, 270. , 270.25, 270.5 , 270.75, 271. , 271.25, 271.5 , 271.75, 272. , 272.25, 272.5 , 272.75, 273. , 273.25, 273.5 , 273.75, 274. , 274.25, 274.5 , 274.75, 275. , 275.25, 275.5 , 275.75, 276. , 276.25, 276.5 , 276.75, 277. , 277.25, 277.5 , 277.75, 278. , 278.25, 278.5 , 278.75, 279. , 279.25, 279.5 , 279.75, 280. , 280.25, 280.5 , 280.75, 281. , 281.25, 281.5 , 281.75, 282. , 282.25, 282.5 , 282.75, 283. , 283.25]) - prdM(index)float643.256 3.259 3.239 ... -0.238 -0.245
- long_name :
- Pressure, Strain Gauge
- units :
- db
- standard_name :
- sea_water_pressure
- sdn_parameter_name :
- Pressure (spatial coordinate) exerted by the water body by profiling pressure sensor and correction to read zero at sea level
- sdn_parameter_urn :
- SDN:P01::PRESPR01
- sdn_uom_urn :
- SDN:P06::UDBL
- sdn_uom_name :
- Decibels
- comments :
- strain-gauge pressure sensor
- definition :
- The force per unit area exerted by the water column on a mobile sensor located in the water column.
- actual_range :
- [-0.245 63.515]
- value_min :
- -0.245
- value_max :
- 63.515
- bodc_alternative_label :
- Pres_Z
- id :
- 2
- instrument :
- Strain Gauge
- sbe_variable :
- prdM
array([ 3.2560e+00, 3.2590e+00, 3.2390e+00, 3.2260e+00, 3.2170e+00, 3.2220e+00, 3.2230e+00, 3.2360e+00, 3.2490e+00, 3.2550e+00, 3.2630e+00, 3.2650e+00, 3.2650e+00, 3.2650e+00, 3.2610e+00, 3.2500e+00, 3.2380e+00, 3.2320e+00, 3.2300e+00, 3.2430e+00, 3.2560e+00, 3.2670e+00, 3.2700e+00, 3.2630e+00, 3.2440e+00, 3.2310e+00, 3.2290e+00, 3.2340e+00, 3.2470e+00, 3.2530e+00, 3.2550e+00, 3.2510e+00, 3.2350e+00, 3.2280e+00, 3.2310e+00, 3.2360e+00, 3.2450e+00, 3.2460e+00, 3.2380e+00, 3.2250e+00, 3.2110e+00, 3.2130e+00, 3.2260e+00, 3.2520e+00, 3.2690e+00, 3.2760e+00, 3.2590e+00, 3.2310e+00, 3.2090e+00, 3.2050e+00, 3.2190e+00, 3.2450e+00, 3.2680e+00, 3.2810e+00, 3.2770e+00, 3.2620e+00, 3.2490e+00, 3.2470e+00, 3.2600e+00, 3.2730e+00, 3.2800e+00, 3.2800e+00, 3.2620e+00, 3.2430e+00, 3.2340e+00, 3.2290e+00, 3.2490e+00, 3.2730e+00, 3.2750e+00, 3.2690e+00, 3.2600e+00, 3.2510e+00, 3.2570e+00, 3.2680e+00, 3.2800e+00, 3.2860e+00, 3.2730e+00, 3.2560e+00, 3.2360e+00, 3.2250e+00, 3.2280e+00, 3.2400e+00, 3.2590e+00, 3.2680e+00, 3.2740e+00, 3.2720e+00, 3.2660e+00, 3.2520e+00, 3.2460e+00, 3.2460e+00, 3.2520e+00, 3.2610e+00, 3.2620e+00, 3.2580e+00, 3.2630e+00, 3.2610e+00, 3.2680e+00, 3.2700e+00, 3.2770e+00, 3.2750e+00, ... 1.7140e+01, 1.6873e+01, 1.6603e+01, 1.6333e+01, 1.6070e+01, 1.5813e+01, 1.5556e+01, 1.5299e+01, 1.5038e+01, 1.4781e+01, 1.4520e+01, 1.4255e+01, 1.3996e+01, 1.3735e+01, 1.3487e+01, 1.3232e+01, 1.2984e+01, 1.2732e+01, 1.2469e+01, 1.2197e+01, 1.1923e+01, 1.1653e+01, 1.1381e+01, 1.1128e+01, 1.0887e+01, 1.0650e+01, 1.0404e+01, 1.0150e+01, 9.8880e+00, 9.6160e+00, 9.3420e+00, 9.0590e+00, 8.7900e+00, 8.5310e+00, 8.2820e+00, 8.0410e+00, 7.7970e+00, 7.5510e+00, 7.2840e+00, 7.0230e+00, 6.7530e+00, 6.4810e+00, 6.2130e+00, 5.9500e+00, 5.6910e+00, 5.4340e+00, 5.1770e+00, 4.9250e+00, 4.6730e+00, 4.4290e+00, 4.1700e+00, 3.9090e+00, 3.6330e+00, 3.3540e+00, 3.0760e+00, 2.8080e+00, 2.5600e+00, 2.3200e+00, 2.0730e+00, 1.8120e+00, 1.5460e+00, 1.2790e+00, 1.0180e+00, 7.6100e-01, 5.2600e-01, 3.7800e-01, 3.3100e-01, 2.5900e-01, 1.8700e-01, 1.2000e-01, 4.4000e-02, -2.1000e-02, -7.5000e-02, -1.5400e-01, -2.2800e-01, -2.4100e-01, -2.3800e-01, -2.4300e-01, -2.4300e-01, -2.4300e-01, -2.3800e-01, -2.3800e-01, -2.4200e-01, -2.3800e-01, -2.3800e-01, -2.3800e-01, -2.4000e-01, -2.3800e-01, -2.3800e-01, -2.4000e-01, -2.4000e-01, -2.3800e-01, -2.4000e-01, -2.4000e-01, -2.4000e-01, -2.3400e-01, -2.3800e-01, -2.3800e-01, -2.4500e-01]) - tv290C(index)float6410.51 10.51 10.52 ... 10.39 10.38
- long_name :
- Temperature [ITS-90]
- units :
- deg C
- standard_name :
- sea_water_temperature
- sdn_parameter_name :
- Temperature (ITS-90) of the water body by CTD or STD
- sdn_parameter_urn :
- SDN:P01::TEMPS901
- sdn_uom_urn :
- SDN:P06::UPAA
- sdn_uom_name :
- Degrees Celsius
- comments :
- 1st sensor
- actual_range :
- [ 8.8676 10.5754]
- value_min :
- 8.8676
- value_max :
- 10.5754
- bodc_alternative_label :
- CTDTmp90
- id :
- 3
- sbe_variable :
- tv290C
array([10.5074, 10.5086, 10.5155, 10.5229, 10.5264, 10.5273, 10.5275, 10.528 , 10.5293, 10.5303, 10.5309, 10.5314, 10.5317, 10.5318, 10.5315, 10.5312, 10.5302, 10.5297, 10.5293, 10.5289, 10.5287, 10.5291, 10.5295, 10.5299, 10.5299, 10.529 , 10.5284, 10.5282, 10.5284, 10.5287, 10.5288, 10.5293, 10.5296, 10.5304, 10.5317, 10.5344, 10.5403, 10.5453, 10.548 , 10.5495, 10.5486, 10.5455, 10.5438, 10.5472, 10.5574, 10.5662, 10.5709, 10.572 , 10.5644, 10.5539, 10.5482, 10.5474, 10.5539, 10.5645, 10.5709, 10.5742, 10.5754, 10.5743, 10.5726, 10.573 , 10.574 , 10.5747, 10.5747, 10.5739, 10.5706, 10.5669, 10.5655, 10.5649, 10.5647, 10.5633, 10.5606, 10.558 , 10.5562, 10.5555, 10.5547, 10.5531, 10.5516, 10.5485, 10.5442, 10.5406, 10.5377, 10.5355, 10.5336, 10.5313, 10.5289, 10.5267, 10.5252, 10.5246, 10.5242, 10.5235, 10.5232, 10.5231, 10.523 , 10.523 , 10.5233, 10.5238, 10.5239, 10.5238, 10.524 , 10.5246, 10.5253, 10.5265, 10.5273, 10.528 , 10.528 , 10.5282, 10.5285, 10.5297, 10.5302, 10.531 , 10.5318, 10.5315, 10.5309, 10.5302, 10.5301, 10.5303, 10.5302, 10.5297, 10.5294, 10.5291, 10.5291, 10.5291, 10.5289, 10.5291, 10.5292, 10.5291, 10.5297, 10.5295, 10.5293, 10.5291, 10.5289, 10.5287, 10.5288, 10.5289, 10.5291, 10.5286, 10.5278, 10.5266, 10.5257, 10.5253, ... 9.4992, 9.5052, 9.5075, 9.512 , 9.525 , 9.5382, 9.5497, 9.5643, 9.5765, 9.5813, 9.5834, 9.5922, 9.6039, 9.6193, 9.6423, 9.6721, 9.6919, 9.6988, 9.7031, 9.7127, 9.7253, 9.7459, 9.7685, 9.7864, 9.8088, 9.8275, 9.8346, 9.8398, 9.845 , 9.8534, 9.8616, 9.872 , 9.888 , 9.909 , 9.9268, 9.9358, 9.9369, 9.9385, 9.9441, 9.952 , 9.9598, 9.973 , 9.987 , 9.9985, 10.0064, 10.0127, 10.0175, 10.0237, 10.0288, 10.0317, 10.0365, 10.043 , 10.0473, 10.0549, 10.0641, 10.07 , 10.0741, 10.0781, 10.0845, 10.0905, 10.0959, 10.0995, 10.1044, 10.1143, 10.1268, 10.1355, 10.1417, 10.1469, 10.1534, 10.157 , 10.1574, 10.1593, 10.1637, 10.169 , 10.1739, 10.1783, 10.185 , 10.1931, 10.2016, 10.2072, 10.2101, 10.2128, 10.2147, 10.2196, 10.2298, 10.2367, 10.2421, 10.2457, 10.2515, 10.2581, 10.263 , 10.2701, 10.2774, 10.2886, 10.2986, 10.3067, 10.3135, 10.3209, 10.3352, 10.3524, 10.3657, 10.3817, 10.3874, 10.3942, 10.4058, 10.4197, 10.444 , 10.4703, 10.4881, 10.5016, 10.5118, 10.5174, 10.5202, 10.5208, 10.5165, 10.5087, 10.4951, 10.4826, 10.4711, 10.4597, 10.4481, 10.4382, 10.4319, 10.4282, 10.4242, 10.422 , 10.4206, 10.4181, 10.4148, 10.4099, 10.404 , 10.3988, 10.3946, 10.3911, 10.3889, 10.3872, 10.3856, 10.384 ]) - c0mSPercm(index)float6431.62 31.69 31.71 ... 4.482 5.419
- long_name :
- Conductivity
- units :
- mS/cm
- standard_name :
- sea_water_electrical_conductivity
- sdn_parameter_name :
- Electrical conductivity of the water body by CTD
- sdn_parameter_urn :
- SDN:P01::CNDCST01
- sdn_uom_urn :
- SDN:P06::MSCM
- sdn_uom_name :
- MilliSiemens per centimetre
- comments :
- 1st sensor
- actual_range :
- [ 3.339002 32.0843 ]
- value_min :
- 3.339002
- value_max :
- 32.0843
- bodc_alternative_label :
- CTDCond
- id :
- 4
- name :
- c0mSPercm
- sbe_variable :
- c0mS/cm
array([31.61566 , 31.690643, 31.709195, 31.701691, 31.693316, 31.696166, 31.701109, 31.709543, 31.709194, 31.710531, 31.71152 , 31.712102, 31.710182, 31.708554, 31.707216, 31.705122, 31.701865, 31.700702, 31.697561, 31.698724, 31.70425 , 31.705936, 31.705995, 31.702447, 31.697736, 31.695758, 31.695758, 31.699713, 31.699713, 31.703261, 31.704831, 31.70582 , 31.70995 , 31.719664, 31.742297, 31.795441, 31.811862, 31.804931, 31.818209, 31.790315, 31.761616, 31.767379, 31.81722 , 31.940613, 31.962489, 31.956537, 31.950527, 31.837604, 31.755969, 31.768949, 31.78199 , 31.911569, 31.973225, 31.966864, 31.964646, 31.960912, 31.934719, 31.925912, 31.939385, 31.948544, 31.948135, 31.947785, 31.93501 , 31.895883, 31.87111 , 31.882242, 31.884399, 31.886964, 31.868546, 31.847335, 31.835858, 31.833237, 31.83248 , 31.827587, 31.816636, 31.807318, 31.775877, 31.747823, 31.738746, 31.728389, 31.723968, 31.71629 , 31.705645, 31.69791 , 31.688489, 31.683547, 31.68471 , 31.683954, 31.681163, 31.68157 , 31.681977, 31.682093, 31.682966, 31.684129, 31.684943, 31.684361, 31.683373, 31.684768, 31.688897, 31.692444, 31.69634 , 31.69855 , 31.701807, 31.698899, 31.698899, 31.700876, 31.712102, 31.706634, 31.711753, 31.71629 , 31.707797, 31.702097, 31.700295, 31.703261, 31.705297, 31.703668, 31.700469, 31.699306, 31.698899, 31.699713, ... 31.873823, 31.875628, 31.879181, 31.881568, 31.882731, 31.884943, 31.885348, 31.883538, 31.884703, 31.885517, 31.886915, 31.888079, 31.889885, 31.893031, 31.894428, 31.89664 , 31.894247, 31.892438, 31.89267 , 31.892261, 31.893251, 31.892841, 31.894006, 31.894412, 31.894059, 31.89464 , 31.894989, 31.894987, 31.895627, 31.895976, 31.896207, 31.896381, 31.896788, 31.896961, 31.897951, 31.898591, 31.897948, 31.898938, 31.899345, 31.900568, 31.901149, 31.901789, 31.902138, 31.902545, 31.905109, 31.908664, 31.909478, 31.910468, 31.911866, 31.915655, 31.91472 , 31.913436, 31.914835, 31.917224, 31.919614, 31.920196, 31.922002, 31.924975, 31.92684 , 31.928705, 31.92812 , 31.92771 , 31.928526, 31.928525, 31.931498, 31.935871, 31.935461, 31.937093, 31.937091, 31.939832, 31.94123 , 31.941637, 31.945194, 31.946184, 31.950383, 31.951548, 31.952538, 31.953586, 31.956327, 31.960293, 31.957548, 31.946986, 31.907442, 31.908256, 31.886217, 31.844781, 31.803423, 31.704252, 31.64262 , 31.622336, 31.604847, 31.596597, 31.603508, 31.601532, 31.595665, 31.592121, 31.594329, 31.609375, 31.622972, 31.644358, 31.667204, 31.690056, 31.694767, 31.680405, 26.104683, 5.738151, 5.739461, 5.746826, 5.700331, 7.635584, 6.717432, 5.651012, 4.843208, 4.179822, 4.113843, 3.873596, 3.722819, 3.339002, 4.482338, 5.418948]) - sbeox0V(index)float642.035 2.031 2.027 ... 2.446 2.435
- long_name :
- Oxygen Raw, SBE 43
- units :
- V
- sdn_parameter_name :
- Raw signal (voltage) of instrument output by oxygen sensor
- sdn_parameter_urn :
- SDN:P01::OXYOCPVL
- sdn_uom_urn :
- SDN:P06::UVLT
- sdn_uom_name :
- Volts
- comments :
- 1st sensor
- definition :
- The raw output from a dissolved oxygen sensor such as an SBE43 with output as a voltage related to DO concentration.
- actual_range :
- [1.626 2.742]
- value_min :
- 1.626
- value_max :
- 2.742
- bodc_alternative_label :
- Oxy_output_V
- id :
- 5
- instrument :
- SBE 43
- sbe_variable :
- sbeox0V
array([2.0346, 2.0313, 2.0273, 2.0272, 2.0368, 2.0615, 2.1003, 2.1511, 2.2039, 2.2578, 2.3088, 2.3559, 2.4008, 2.4397, 2.4738, 2.505 , 2.5329, 2.5582, 2.5798, 2.5981, 2.6146, 2.6301, 2.6426, 2.6537, 2.6654, 2.6727, 2.6795, 2.6858, 2.6913, 2.696 , 2.6998, 2.7031, 2.706 , 2.708 , 2.7113, 2.7139, 2.7164, 2.7185, 2.7208, 2.7233, 2.7242, 2.7249, 2.7269, 2.7285, 2.7295, 2.7298, 2.7314, 2.7321, 2.733 , 2.7338, 2.7346, 2.7344, 2.7356, 2.7365, 2.7367, 2.737 , 2.7369, 2.7382, 2.7385, 2.7369, 2.7365, 2.737 , 2.7376, 2.7379, 2.7388, 2.7391, 2.7401, 2.7401, 2.7406, 2.7411, 2.7407, 2.7407, 2.7409, 2.7405, 2.7404, 2.7397, 2.7398, 2.739 , 2.7388, 2.7379, 2.7362, 2.7369, 2.7365, 2.736 , 2.7357, 2.7365, 2.7356, 2.7356, 2.7352, 2.7343, 2.7334, 2.7327, 2.7323, 2.7328, 2.7321, 2.7321, 2.7324, 2.7315, 2.7314, 2.7314, 2.7312, 2.7311, 2.7306, 2.7306, 2.7304, 2.7308, 2.7312, 2.7314, 2.732 , 2.7327, 2.7333, 2.7339, 2.734 , 2.734 , 2.7334, 2.733 , 2.7325, 2.7312, 2.7309, 2.7304, 2.73 , 2.729 , 2.7292, 2.7285, 2.7284, 2.7288, 2.7286, 2.7288, 2.7292, 2.7299, 2.7293, 2.728 , 2.7267, 2.7256, 2.7238, 2.7231, 2.7227, 2.7232, 2.7235, 2.7234, 2.7237, 2.724 , 2.724 , 2.7249, 2.725 , 2.7246, 2.723 , 2.7227, 2.7223, 2.7222, 2.7222, 2.7221, 2.7221, 2.7224, 2.722 , 2.7218, 2.7215, 2.722 , 2.7211, 2.722 , ... 1.9583, 1.9673, 1.9768, 1.986 , 1.9959, 2.0056, 2.0153, 2.0249, 2.0343, 2.0438, 2.053 , 2.0604, 2.0694, 2.0761, 2.0827, 2.0906, 2.0967, 2.1002, 2.1084, 2.1144, 2.1189, 2.1228, 2.1272, 2.133 , 2.1373, 2.1431, 2.1491, 2.1543, 2.1605, 2.1652, 2.1708, 2.1769, 2.1828, 2.1879, 2.1953, 2.2 , 2.2054, 2.2121, 2.2193, 2.2237, 2.2312, 2.2398, 2.2476, 2.256 , 2.2647, 2.2742, 2.2845, 2.2925, 2.3024, 2.3108, 2.3202, 2.3292, 2.3378, 2.3462, 2.3542, 2.3612, 2.3695, 2.3777, 2.3853, 2.3935, 2.402 , 2.4109, 2.4182, 2.4255, 2.4333, 2.4397, 2.446 , 2.452 , 2.4582, 2.4651, 2.4717, 2.4787, 2.4838, 2.489 , 2.4939, 2.4977, 2.5059, 2.5102, 2.5148, 2.5201, 2.5247, 2.5286, 2.5329, 2.5367, 2.5415, 2.5454, 2.5485, 2.5531, 2.5568, 2.5595, 2.5636, 2.567 , 2.5702, 2.574 , 2.5776, 2.5817, 2.585 , 2.5871, 2.5908, 2.5933, 2.5956, 2.5973, 2.6003, 2.6015, 2.6034, 2.6052, 2.6088, 2.611 , 2.6136, 2.6161, 2.6196, 2.6216, 2.6249, 2.6273, 2.6289, 2.6318, 2.6339, 2.6361, 2.6384, 2.6404, 2.6436, 2.6459, 2.6489, 2.6513, 2.6544, 2.6576, 2.6609, 2.6655, 2.6686, 2.6735, 2.6773, 2.6805, 2.6823, 2.6837, 2.6833, 2.6831, 2.6792, 2.6743, 2.6696, 2.6645, 2.6603, 2.6552, 2.6516, 2.6463, 2.6363, 2.6226, 2.6064, 2.5899, 2.5713, 2.5525, 2.5349, 2.5176, 2.5021, 2.4855, 2.4715, 2.4582, 2.4458, 2.4346]) - flSP(index)float640.7393 0.8789 ... 0.103 0.1877
- long_name :
- Fluorescence, Seapoint
- units :
- mg/m^3
- sdn_parameter_name :
- Concentration of chlorophyll-a {chl-a CAS 479-61-8} per unit volume of the water body [particulate >unknown phase] by in-situ chlorophyll fluorometer
- sdn_parameter_urn :
- SDN:P01::CPHLPR01
- sdn_uom_urn :
- SDN:P06::UMMC
- sdn_uom_name :
- Milligrams per cubic metre
- comments :
- 1st sensor
- definition :
- In-situ fluorometer with either manufacturer, laboratory or sample calibration applied.
- actual_range :
- [0. 7.6425]
- value_min :
- 0.0
- value_max :
- 7.6425
- bodc_alternative_label :
- chl-a_water_ISfluor
- id :
- 6
- instrument :
- Seapoint
- sbe_variable :
- flSP
array([0.7393 , 0.87892 , 0.87205 , 1.2772 , 1.0025 , 0.84916 , 1.5335 , 0.85374 , 0.72557 , 0.75074 , 1.1353 , 0.8011 , 0.6569 , 0.70497 , 0.65919 , 0.73243 , 0.84001 , 0.93385 , 0.84916 , 1.5633 , 0.9247 , 0.72557 , 0.95216 , 0.79881 , 0.84459 , 0.81941 , 0.81025 , 0.76448 , 0.73243 , 0.73472 , 0.94072 , 1.2383 , 0.85374 , 1.0369 , 0.80339 , 0.73014 , 0.72557 , 1.3916 , 0.78508 , 0.75532 , 0.75074 , 1.1536 , 1.0277 , 0.69123 , 0.8011 , 0.94301 , 0.85832 , 0.79652 , 0.77821 , 0.70039 , 0.81025 , 0.89036 , 0.78279 , 0.98878 , 0.72557 , 0.8217 , 0.94072 , 0.97047 , 0.73243 , 1.165 , 0.80797 , 0.86519 , 0.8011 , 0.78508 , 0.78965 , 0.81025 , 1.0758 , 1.6686 , 0.76677 , 0.75532 , 0.74388 , 0.84001 , 0.7599 , 0.78508 , 1.0506 , 1.1238 , 2.488 , 1.0369 , 0.95216 , 0.83085 , 0.74617 , 1.1376 , 0.86519 , 0.97963 , 1.1902 , 0.8217 , 1.1513 , 1.4122 , 0.99336 , 1.2909 , 0.90639 , 0.71412 , 0.77592 , 0.73472 , 0.70268 , 0.75074 , 0.81941 , 0.72557 , 0.90639 , 0.87434 , 0.70039 , 0.76677 , 0.77821 , 0.71641 , 0.79881 , 0.74617 , 0.70954 , 0.72557 , 0.86976 , 0.67521 , 0.7187 , 0.68894 , 0.79423 , 1.0918 , 0.76219 , 1.046 , 0.8217 , 0.78508 , 0.72099 , 0.94301 , ... 0.69581 , 0.65461 , 0.69581 , 0.99794 , 0.8423 , 1.3092 , 0.79881 , 7.6425 , 1.4832 , 1.8517 , 4.1611 , 1.1009 , 3.5042 , 1.2039 , 0.90181 , 2.417 , 3.0419 , 1.252 , 1.9661 , 1.3893 , 3.2776 , 1.8173 , 4.461 , 1.7624 , 0.98192 , 1.0712 , 0.97047 , 4.5777 , 1.6388 , 1.6983 , 0.99794 , 3.1472 , 0.83772 , 0.91554 , 0.93843 , 1.4878 , 0.71641 , 0.73472 , 0.89723 , 1.442 , 0.70497 , 0.87205 , 1.4076 , 0.67292 , 0.92012 , 0.7599 , 0.75074 , 0.86061 , 0.78965 , 1.4809 , 1.5908 , 1.9638 , 1.6754 , 0.7805 , 0.78508 , 2.6345 , 0.94072 , 0.82628 , 0.76448 , 1.7578 , 2.5223 , 1.371 , 0.81712 , 1.2543 , 1.0666 , 1.5656 , 1.5862 , 1.2154 , 1.9959 , 0.86748 , 3.8247 , 1.7464 , 1.0277 , 2.2019 , 1.3962 , 1.4214 , 0.91783 , 0.84688 , 1.0964 , 1.3664 , 1.2955 , 1.8654 , 2.0096 , 1.1994 , 0.76448 , 0.88808 , 0.70039 , 1.2749 , 1.2085 , 1.0666 , 0.58824 , 0.46464 , 0. , 0.013733, 0.13504 , 0.14649 , 0.15335 , 0.12818 , 0.13962 , 0.15335 , 0.1442 , 0.13962 , 0.13733 , 0.13733 , 0.14878 , 0.13962 , 0.10529 , 0.016022, 0.089265, 0.16251 , 0.11444 , 0.15793 , 0.14649 , 0. , 0.093843, 0.1236 , 0.1648 , 0.052644, 0.103 , 0.18769 ]) - seaTurbMtr(index)float640.319 0.284 0.267 ... 0.0 0.0 0.0
- long_name :
- Turbidity, Seapoint
- units :
- FTU
- comments :
- 1st sensor
- actual_range :
- [0. 1.457]
- value_min :
- 0.0
- value_max :
- 1.457
- id :
- 7
- instrument :
- Seapoint
- sbe_variable :
- seaTurbMtr
array([0.319, 0.284, 0.267, 0.257, 0.235, 0.256, 0.246, 0.248, 0.244, 0.271, 0.246, 0.265, 0.273, 0.275, 0.242, 0.248, 0.252, 0.229, 0.223, 0.238, 0.231, 0.246, 0.248, 0.265, 0.261, 0.256, 0.242, 0.242, 0.235, 0.259, 0.313, 0.269, 0.254, 0.269, 0.24 , 0.238, 0.263, 0.282, 0.275, 0.242, 0.233, 0.252, 0.25 , 0.256, 0.229, 0.269, 0.25 , 0.238, 0.267, 0.256, 0.292, 0.456, 0.292, 0.284, 0.271, 0.341, 0.246, 0.586, 0.889, 0.372, 0.273, 0.326, 0.299, 0.288, 0.273, 0.252, 0.271, 0.242, 0.246, 0.275, 0.263, 0.267, 0.328, 0.357, 0.608, 0.299, 0.412, 0.277, 0.299, 0.338, 0.284, 0.309, 0.437, 0.273, 0.259, 0.286, 0.265, 0.271, 0.309, 0.28 , 0.267, 0.242, 0.261, 0.261, 0.322, 0.267, 0.242, 0.263, 0.246, 0.271, 0.28 , 0.311, 0.271, 0.261, 0.24 , 0.256, 0.286, 0.256, 0.265, 0.259, 0.254, 0.265, 0.259, 0.256, 0.259, 0.28 , 0.273, 0.326, 0.273, 0.25 , 0.256, 0.28 , 0.248, 0.29 , 0.296, 0.267, 0.231, 0.267, 0.271, 0.233, 0.242, 0.242, 0.235, 0.238, 0.238, 0.246, 0.259, 0.256, 0.25 , 0.261, 0.265, 0.248, 0.244, 0.288, 0.263, 0.315, 0.288, 0.324, 0.299, 0.267, 0.269, 0.254, 0.311, 0.49 , 0.296, 0.263, 0.28 , 0.284, 0.294, 0.269, 0.259, 0.257, 0.267, 0.277, 0.25 , 0.256, 0.256, 0.254, 0.412, 0.273, 0.275, 0.277, 0.311, 0.277, 0.256, 0.267, 0.275, 0.286, 0.261, 0.259, ... 0.13 , 0.128, 0.118, 0.118, 0.116, 0.107, 0.107, 0.118, 0.124, 0.124, 0.12 , 0.135, 0.135, 0.149, 0.154, 0.139, 0.151, 0.143, 0.164, 0.162, 0.185, 0.17 , 0.16 , 0.168, 0.16 , 0.143, 0.143, 0.132, 0.149, 0.175, 0.166, 0.172, 0.168, 0.151, 0.139, 0.143, 0.147, 0.158, 0.16 , 0.175, 0.158, 0.149, 0.162, 0.153, 0.143, 0.128, 0.143, 0.139, 0.299, 0.168, 0.16 , 0.177, 0.141, 0.162, 0.156, 0.147, 0.172, 0.16 , 0.158, 0.172, 0.149, 0.183, 0.21 , 0.175, 0.164, 0.153, 0.21 , 0.156, 0.128, 0.143, 0.177, 0.164, 0.427, 0.267, 0.193, 0.278, 0.189, 0.177, 0.21 , 0.149, 0.16 , 0.175, 0.141, 0.158, 0.317, 0.191, 0.156, 0.137, 0.143, 0.141, 0.143, 0.134, 0.164, 0.143, 0.185, 0.16 , 0.147, 0.139, 0.134, 0.217, 0.185, 0.166, 0.141, 0.168, 0.158, 0.164, 0.195, 0.153, 0.177, 0.17 , 0.181, 0.158, 0.191, 0.179, 0.189, 0.2 , 0.185, 0.345, 0.196, 0.181, 0.366, 0.21 , 0.25 , 0.212, 0.185, 0.229, 0.227, 0.237, 0.246, 0.433, 0.357, 0.336, 0.504, 0.353, 0.309, 0.292, 0.288, 0.233, 0.254, 0.246, 0.263, 0.254, 0.235, 0.746, 0.296, 0.698, 0.959, 0.83 , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. ]) - par(index)float64326.1 325.2 ... 2.836e+03 2.774e+03
- long_name :
- Par/Irradiance, Biospherical/Licor
- units :
- µeinsteins/s/m^2
- sdn_parameter_name :
- Downwelling vector irradiance as energy of electromagnetic radiation (PAR wavelengths) in the water body by cosine-collector radiometer
- sdn_parameter_urn :
- SDN:P01::DWIRRXUD
- comments :
- Biospherical, Licor, or Chelsea sensor; 1st sensor
- actual_range :
- [1.0000e-12 2.8984e+03]
- value_min :
- 1e-12
- value_max :
- 2898.4
- bodc_alternative_label :
- SubSurDWVectPAR
- id :
- 8
- instrument :
- Biospherical/Licor
- sbe_variable :
- par
array([3.2607e+02, 3.2516e+02, 3.2901e+02, 3.3255e+02, 3.3384e+02, 3.3150e+02, 3.2832e+02, 3.2953e+02, 3.3197e+02, 3.3273e+02, 3.2953e+02, 3.2647e+02, 3.2556e+02, 3.2918e+02, 3.3226e+02, 3.3537e+02, 3.3573e+02, 3.3655e+02, 3.3232e+02, 3.2659e+02, 3.2745e+02, 3.3320e+02, 3.3667e+02, 3.3508e+02, 3.3046e+02, 3.3069e+02, 3.3081e+02, 3.3081e+02, 3.3285e+02, 3.3279e+02, 3.2982e+02, 3.3011e+02, 3.3110e+02, 3.3104e+02, 3.2947e+02, 3.2699e+02, 3.2878e+02, 3.2918e+02, 3.3349e+02, 3.3614e+02, 3.3349e+02, 3.3232e+02, 3.2785e+02, 3.2419e+02, 3.2385e+02, 3.2912e+02, 3.3174e+02, 3.2878e+02, 3.2613e+02, 3.2757e+02, 3.2780e+02, 3.2907e+02, 3.2878e+02, 3.2573e+02, 3.2425e+02, 3.2820e+02, 3.2895e+02, 3.2895e+02, 3.2780e+02, 3.2487e+02, 3.2482e+02, 3.2625e+02, 3.3052e+02, 3.3244e+02, 3.2878e+02, 3.2322e+02, 3.2130e+02, 3.2351e+02, 3.2470e+02, 3.2362e+02, 3.2299e+02, 3.1681e+02, 3.1140e+02, 3.1454e+02, 3.1393e+02, 3.1548e+02, 3.1642e+02, 3.1770e+02, 3.1787e+02, 3.1476e+02, 3.1514e+02, 3.1798e+02, 3.2028e+02, 3.1692e+02, 3.1465e+02, 3.1648e+02, 3.1559e+02, 3.1465e+02, 3.1404e+02, 3.1720e+02, 3.2311e+02, 3.2231e+02, 3.2056e+02, 3.2169e+02, 3.2487e+02, 3.2362e+02, 3.2022e+02, 3.2533e+02, 3.3714e+02, 3.4012e+02, ... 3.0646e+01, 3.1724e+01, 3.2873e+01, 3.4445e+01, 3.6002e+01, 3.7524e+01, 3.9048e+01, 4.0769e+01, 4.2537e+01, 4.4451e+01, 4.6443e+01, 4.8593e+01, 4.9648e+01, 5.2092e+01, 5.4311e+01, 5.6704e+01, 5.9046e+01, 6.1724e+01, 6.4704e+01, 6.7876e+01, 7.1178e+01, 7.4864e+01, 7.8450e+01, 8.0222e+01, 8.3711e+01, 8.7243e+01, 9.1133e+01, 9.5062e+01, 9.9404e+01, 1.0424e+02, 1.0942e+02, 1.1484e+02, 1.2040e+02, 1.2624e+02, 1.2872e+02, 1.3382e+02, 1.3971e+02, 1.4566e+02, 1.5242e+02, 1.6011e+02, 1.6745e+02, 1.6662e+02, 1.9556e+02, 1.9351e+02, 2.0252e+02, 2.0731e+02, 2.1942e+02, 2.2948e+02, 2.4025e+02, 2.5153e+02, 2.6599e+02, 2.8226e+02, 3.0065e+02, 3.2522e+02, 3.5546e+02, 3.8215e+02, 3.9373e+02, 4.2211e+02, 4.5813e+02, 4.8736e+02, 5.1554e+02, 6.0377e+02, 7.0658e+02, 7.6378e+02, 1.0210e+03, 2.3454e+03, 2.3172e+03, 2.3315e+03, 2.3745e+03, 2.4255e+03, 2.4546e+03, 2.5282e+03, 2.5761e+03, 2.6301e+03, 2.6603e+03, 2.6999e+03, 2.7280e+03, 2.7506e+03, 2.7579e+03, 2.7622e+03, 2.7574e+03, 2.7632e+03, 2.7724e+03, 2.8013e+03, 2.8395e+03, 2.8766e+03, 2.8832e+03, 2.8842e+03, 2.8675e+03, 2.8255e+03, 2.7477e+03, 2.7337e+03, 2.8062e+03, 2.6984e+03, 2.8330e+03, 2.8878e+03, 2.8984e+03, 2.8360e+03, 2.7739e+03]) - dzPerdtM(index)float64-5.39e-14 0.001 ... 0.001 -0.001
- long_name :
- Descent Rate
- units :
- m/s
- sdn_uom_urn :
- SDN:P06::UVAA
- sdn_uom_name :
- Metres per second
- actual_range :
- [-1.114 1.167]
- value_min :
- -1.114
- value_max :
- 1.167
- id :
- 9
- name :
- dzPerdtM
- sbe_variable :
- dz/dtM
array([-5.390e-14, 1.000e-03, -4.000e-03, -1.100e-02, -1.900e-02, -2.200e-02, -2.300e-02, -1.800e-02, -9.000e-03, 3.000e-03, 1.700e-02, 2.600e-02, 2.800e-02, 2.500e-02, 1.800e-02, 7.000e-03, -4.000e-03, -1.400e-02, -2.000e-02, -1.900e-02, -1.200e-02, -2.000e-03, 9.000e-03, 1.600e-02, 1.500e-02, 6.000e-03, -4.000e-03, -1.400e-02, -1.600e-02, -1.300e-02, -5.000e-03, 3.000e-03, 6.000e-03, 3.000e-03, -2.000e-03, -7.000e-03, -9.000e-03, -6.000e-03, -4.000e-03, -3.000e-03, -6.000e-03, -1.000e-02, -1.200e-02, -6.000e-03, 5.000e-03, 1.900e-02, 2.600e-02, 2.200e-02, 9.000e-03, -9.000e-03, -2.200e-02, -2.500e-02, -1.400e-02, 6.000e-03, 2.500e-02, 3.500e-02, 3.200e-02, 2.000e-02, 8.000e-03, -1.000e-03, -2.000e-03, 3.000e-03, 6.000e-03, 4.000e-03, -4.000e-03, -1.500e-02, -2.000e-02, -1.500e-02, -6.000e-03, 4.000e-03, 1.300e-02, 1.400e-02, 1.200e-02, 8.000e-03, 4.000e-03, 4.000e-03, 7.000e-03, 5.000e-03, -2.000e-03, -1.300e-02, -2.400e-02, -2.800e-02, -2.300e-02, -1.000e-02, 7.000e-03, 2.000e-02, 2.500e-02, 2.000e-02, 8.000e-03, -4.000e-03, -1.100e-02, -1.100e-02, -8.000e-03, -3.000e-03, 4.000e-03, 8.000e-03, 1.000e-02, 1.000e-02, 9.000e-03, 8.000e-03, ... -1.041e+00, -1.041e+00, -1.040e+00, -1.044e+00, -1.049e+00, -1.054e+00, -1.057e+00, -1.055e+00, -1.050e+00, -1.043e+00, -1.038e+00, -1.036e+00, -1.037e+00, -1.040e+00, -1.039e+00, -1.036e+00, -1.030e+00, -1.024e+00, -1.020e+00, -1.021e+00, -1.030e+00, -1.040e+00, -1.055e+00, -1.062e+00, -1.061e+00, -1.050e+00, -1.033e+00, -1.016e+00, -1.005e+00, -1.004e+00, -1.013e+00, -1.033e+00, -1.055e+00, -1.070e+00, -1.073e+00, -1.065e+00, -1.049e+00, -1.029e+00, -1.015e+00, -1.007e+00, -1.010e+00, -1.022e+00, -1.038e+00, -1.052e+00, -1.061e+00, -1.062e+00, -1.056e+00, -1.049e+00, -1.039e+00, -1.026e+00, -1.019e+00, -1.016e+00, -1.021e+00, -1.033e+00, -1.048e+00, -1.063e+00, -1.070e+00, -1.068e+00, -1.056e+00, -1.043e+00, -1.031e+00, -1.024e+00, -1.023e+00, -1.028e+00, -1.030e+00, -1.002e+00, -9.220e-01, -8.100e-01, -6.840e-01, -5.550e-01, -4.410e-01, -3.490e-01, -2.880e-01, -2.700e-01, -2.760e-01, -2.610e-01, -2.310e-01, -1.930e-01, -1.480e-01, -1.050e-01, -6.300e-02, -2.500e-02, -3.000e-03, 1.000e-03, 1.000e-03, 3.000e-03, 2.000e-03, 1.000e-03, 0.000e+00, 0.000e+00, 0.000e+00, -1.000e-03, -1.000e-03, -1.000e-03, -1.000e-03, 0.000e+00, 1.000e-03, 1.000e-03, -1.000e-03]) - CStarTr0(index)float6491.15 90.04 90.04 ... 31.94 31.95
- long_name :
- Beam Transmission, Wet Labs C-Star
- units :
- %
- sdn_uom_urn :
- SDN:P06::UPCT
- sdn_uom_name :
- Percent
- comments :
- 1st sensor
- actual_range :
- [ 0.4719 96.4537]
- value_min :
- 0.4719
- value_max :
- 96.4537
- id :
- 10
- instrument :
- WET Labs C-Star
- sbe_variable :
- CStarTr0
array([91.1516, 90.0419, 90.0436, 90.0419, 90.0403, 91.3797, 91.3846, 91.3878, 90.8615, 90.8583, 90.855 , 91.4335, 91.4269, 91.4188, 91.4237, 91.1027, 91.1027, 91.0978, 91.3373, 91.3504, 91.3357, 91.3275, 91.2216, 91.233 , 91.2249, 91.6893, 91.6991, 91.6925, 90.7067, 90.7067, 90.7181, 90.7084, 91.0636, 91.062 , 91.0636, 91.2884, 91.2819, 91.2819, 91.528 , 91.5394, 91.554 , 91.5345, 91.6274, 91.6176, 91.616 , 89.8382, 89.8366, 89.8399, 89.8252, 91.1662, 91.1711, 91.1516, 91.5247, 91.5182, 91.5263, 90.3434, 90.3287, 90.3483, 90.3303, 91.0636, 91.0734, 91.075 , 90.6464, 90.6302, 90.6302, 91.2542, 91.251 , 91.2461, 91.251 , 90.741 , 90.7442, 90.7426, 92.0021, 92.0087, 92.007 , 91.1385, 91.1483, 91.1353, 91.1451, 91.7154, 91.7121, 91.7056, 90.842 , 90.8306, 90.8257, 90.8159, 91.8359, 91.8294, 91.8245, 90.8338, 90.8387, 90.8469, 90.9072, 90.899 , 90.8974, 90.8876, 90.7703, 90.7621, 90.7703, 91.189 , 91.1939, 91.1793, 91.2086, 91.2102, 91.2167, 91.1972, 91.4791, 91.4758, 91.4644, 91.4546, 91.4579, 91.4546, 91.4465, 90.0338, 90.037 , 90.0321, 90.27 , 90.2749, 90.27 , 91.321 , 91.3096, 91.3243, 91.3064, 91.6094, 91.6094, 91.6013, 91.9125, 91.9174, 91.9109, 91. , 91.0033, 90.9886, 91.0017, 90.3189, 90.3287, 90.3124, 92.0021, 91.9989, 92.0054, 91.2884, ... 95.6439, 95.6407, 95.6504, 95.4174, 95.4158, 95.4207, 95.4174, 95.6586, 95.6537, 95.6472, 95.3881, 95.3979, 95.3865, 95.0818, 95.0915, 95.0964, 95.0834, 94.7265, 94.7265, 94.7298, 93.3774, 93.3774, 93.3741, 93.7293, 93.7473, 93.744 , 93.7424, 93.8972, 93.8939, 93.9004, 93.4654, 93.4621, 93.4621, 94.3925, 94.4039, 94.3909, 94.3941, 93.6381, 93.6348, 93.6316, 93.4344, 93.4426, 93.423 , 93.423 , 93.4051, 93.4165, 93.4132, 93.3986, 93.3855, 93.3904, 94.355 , 94.3583, 94.3453, 94.3518, 94.6663, 94.6614, 94.6646, 94.5701, 94.5701, 94.5815, 94.2231, 94.2279, 94.2198, 94.2198, 94.0047, 94.0226, 94.0112, 93.9167, 93.9249, 93.9281, 93.9135, 93.2519, 93.2535, 93.2535, 93.4165, 93.41 , 93.4181, 93.1558, 93.1541, 93.1541, 93.1525, 92.3215, 92.3085, 92.3215, 93.0401, 93.0336, 93.0287, 92.9619, 92.9602, 92.9554, 92.9586, 91.9484, 91.9516, 91.9418, 91.4514, 91.4481, 91.4416, 90.9055, 90.9055, 90.9169, 90.9072, 91.233 , 91.2363, 91.2298, 91.3487, 91.352 , 91.3667, 91.3536, 81.5884, 81.5868, 81.5998, 0.48 , 0.4719, 0.4719, 5.6062, 5.6079, 5.6062, 5.6062, 7.1672, 7.1656, 7.1672, 7.309 , 7.3106, 7.3172, 11.79 , 11.7981, 11.7851, 11.7965, 17.8661, 17.871 , 17.8792, 24.7831, 24.7847, 24.7765, 24.7765, 31.9493, 31.9428, 31.9477]) - CStarAt0(index)float640.3706 0.4196 ... 4.565 4.564
- long_name :
- Beam Attenuation, Wet Labs C-Star
- units :
- 1/m
- sdn_parameter_name :
- Attenuation (red light wavelength) per unit length of the water body by WET Labs transmissometer and calibration to read zero in clear water
- sdn_parameter_urn :
- SDN:P01::ATTNZS01
- sdn_uom_urn :
- SDN:P06::UPRM
- sdn_uom_name :
- per metre
- comments :
- 1st sensor
- definition :
- WET Labs transmissometer calibrated to zero in clear water
- actual_range :
- [ 0.1444 21.4246]
- value_min :
- 0.1444
- value_max :
- 21.4246
- bodc_alternative_label :
- RedPWCorr
- id :
- 11
- instrument :
- WET Labs C-Star
- sbe_variable :
- CStarAt0
array([ 0.3706, 0.4196, 0.4195, 0.4196, 0.4197, 0.3606, 0.3604, 0.3602, 0.3833, 0.3835, 0.3836, 0.3582, 0.3585, 0.3589, 0.3587, 0.3727, 0.3727, 0.3729, 0.3624, 0.3619, 0.3625, 0.3629, 0.3675, 0.367 , 0.3674, 0.3471, 0.3466, 0.3469, 0.3902, 0.3902, 0.3897, 0.3901, 0.3744, 0.3745, 0.3744, 0.3646, 0.3649, 0.3649, 0.3541, 0.3536, 0.353 , 0.3538, 0.3498, 0.3502, 0.3503, 0.4286, 0.4287, 0.4286, 0.4292, 0.3699, 0.3697, 0.3706, 0.3542, 0.3545, 0.3542, 0.4062, 0.4069, 0.406 , 0.4068, 0.3744, 0.374 , 0.3739, 0.3928, 0.3935, 0.3935, 0.3661, 0.3662, 0.3664, 0.3662, 0.3886, 0.3885, 0.3886, 0.3334, 0.3332, 0.3332, 0.3712, 0.3707, 0.3713, 0.3709, 0.3459, 0.3461, 0.3463, 0.3842, 0.3847, 0.3849, 0.3853, 0.3407, 0.341 , 0.3412, 0.3846, 0.3843, 0.384 , 0.3813, 0.3817, 0.3818, 0.3822, 0.3874, 0.3877, 0.3874, 0.3689, 0.3687, 0.3694, 0.3681, 0.368 , 0.3677, 0.3686, 0.3562, 0.3564, 0.3569, 0.3573, 0.3572, 0.3573, 0.3577, 0.4199, 0.4198, 0.42 , 0.4095, 0.4092, 0.4095, 0.3632, 0.3637, 0.363 , 0.3638, 0.3505, 0.3505, 0.3509, 0.3373, 0.3371, 0.3374, 0.3772, 0.3771, 0.3777, 0.3772, 0.4073, 0.4069, 0.4076, 0.3334, 0.3336, 0.3333, 0.3646, ... 0.1782, 0.1783, 0.1779, 0.1876, 0.1877, 0.1875, 0.1876, 0.1775, 0.1777, 0.178 , 0.1889, 0.1885, 0.1889, 0.2017, 0.2013, 0.2011, 0.2017, 0.2167, 0.2167, 0.2166, 0.2741, 0.2741, 0.2742, 0.259 , 0.2583, 0.2584, 0.2585, 0.2519, 0.252 , 0.2517, 0.2703, 0.2705, 0.2705, 0.2308, 0.2304, 0.2309, 0.2308, 0.2629, 0.2631, 0.2632, 0.2716, 0.2713, 0.2721, 0.2721, 0.2729, 0.2724, 0.2725, 0.2732, 0.2737, 0.2735, 0.2324, 0.2323, 0.2328, 0.2326, 0.2193, 0.2195, 0.2193, 0.2233, 0.2233, 0.2228, 0.238 , 0.2378, 0.2382, 0.2382, 0.2473, 0.2465, 0.247 , 0.251 , 0.2507, 0.2506, 0.2512, 0.2795, 0.2794, 0.2794, 0.2724, 0.2727, 0.2723, 0.2836, 0.2837, 0.2837, 0.2837, 0.3196, 0.3201, 0.3196, 0.2886, 0.2888, 0.289 , 0.2919, 0.292 , 0.2922, 0.2921, 0.3358, 0.3356, 0.3361, 0.3575, 0.3576, 0.3579, 0.3814, 0.3814, 0.3809, 0.3813, 0.367 , 0.3669, 0.3672, 0.3619, 0.3618, 0.3612, 0.3617, 0.8139, 0.814 , 0.8134, 21.3562, 21.4246, 21.4246, 11.5252, 11.524 , 11.5252, 11.5252, 10.5426, 10.5435, 10.5426, 10.4642, 10.4634, 10.4598, 8.5517, 8.5489, 8.5533, 8.5495, 6.8891, 6.888 , 6.8861, 5.58 , 5.5798, 5.5811, 5.5811, 4.5641, 4.5649, 4.5643]) - flag(index)int640 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0
- long_name :
- Flag
- actual_range :
- [0 0]
- value_min :
- 0.0
- value_max :
- 0.0
- id :
- 12
- sbe_variable :
- flag
array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0])
- indexPandasIndex
PandasIndex(RangeIndex(start=0, stop=894, step=1, name='index'))
- instrument_type :
- SBE19plus
- history :
- 2022-05-18T09:00:11 - {'in': 'C:\\Users\\Hakai\\AppData\\Local\\Temp\\sbe19plus_01907674_2022_05_17_0002.hex C:\\Users\\Hakai\\Git\\hakai-data-tools\\ctd-tools\\seabird-proc\\xmlcon\\19-7674-20210127.xmlcon', 'skipover': '240', 'ox_hysteresis_correction': 'no', 'date_comment': ', 7.26.1.8 [datcnv_vars = 12]'}
- Workarea :
- QUADRA
- bad_flag :
- -9.990e-29
- conductivity_sn :
- 7674
- data_xml :
- {"ApplicationData": {"Seaterm232": {"SoftwareVersion": "2.8.0.119", "BuildDate": "07-Nov-2018"}}, "InstrumentState": {"HardwareData": {"@DeviceType": "SBE19plus", "@SerialNumber": "01907674", "Manufacturer": "Sea-Bird Electronics, Inc.", "FirmwareVersion": "2.5.2", "FirmwareDate": "12 Mar 2013 11:50", "CommandSetVersion": "1.3", "PCBAssembly": [{"@PCBSerialNum": "101177", "@AssemblyNum": "41054h"}, {"@PCBSerialNum": "101239", "@AssemblyNum": "41580c"}, {"@PCBSerialNum": "101243", "@AssemblyNum": "41606"}, {"@PCBSerialNum": "101241", "@AssemblyNum": "41932B"}], "MfgDate": "12222016", "InternalSensors": {"Sensor": [{"@id": "Main Temperature", "type": "temperature0", "SerialNumber": "01907674"}, {"@id": "Main Conductivity", "type": "conductivity-0", "SerialNumber": "01907674"}, {"@id": "Main Pressure", "type": "strain-0", "SerialNumber": "4415752"}]}, "ExternalSensors": {"Sensor": [{"@id": "volt 0", "type": "not assigned", "SerialNumber": "not assigned"}, {"@id": "volt 1", "type": "not assigned", "SerialNumber": "not assigned"}, {"@id": "volt 2", "type": "not assigned", "SerialNumber": "not assigned"}, {"@id": "volt 3", "type": "not assigned", "SerialNumber": "not assigned"}, {"@id": "volt 4", "type": "not assigned", "SerialNumber": "not assigned"}, {"@id": "volt 5", "type": "not assigned", "SerialNumber": "not assigned"}, {"@id": "serial", "type": "WetLabs TransX", "SerialNumber": "CSTR-1737PR"}]}}, "StatusData": {"@DeviceType": "SBE19plus", "@SerialNumber": "01907674", "DateTime": "2022-05-17T13:43:18", "LoggingState": "not logging", "EventSummary": {"@numEvents": "0"}, "Power": {"vMain": "12.8", "vLith": "8.1", "iMain": "60.8", "iPump": "67.2", "iExt01": "8.1", "iExt2345": "44.9"}, "MemorySummary": {"Bytes": "85997", "Samples": "3739", "SamplesFree": "2857049", "SampleLength": "23", "Profiles": "2"}}, "ConfigurationData": {"@DeviceType": "SBE19plus", "@SerialNumber": "01907674", "ProfileMode": {"ScansToAverage": "1", "MinimumCondFreq": "3000", "PumpDelay": "60", "AutoRun": "no", "IgnoreSwitch": "no"}, "Battery": {"Type": "alkaline", "CutOff": "7.5"}, "DataChannels": {"ExtVolt0": "yes", "ExtVolt1": "yes", "ExtVolt2": "yes", "ExtVolt3": "yes", "ExtVolt4": "yes", "ExtVolt5": "yes", "SBE38": "no", "WETLABS": "no", "OPTODE": "no", "SBE63": "no", "GTD": "no"}, "EchoCharacters": "yes", "OutputExecutedTag": "yes", "OutputFormat": "raw HEX"}, "CalibrationCoefficients": {"@DeviceType": "SBE19plus", "@SerialNumber": "01907674", "Calibration": [{"@format": "TEMP1", "@id": "Main Temperature", "SerialNum": "01907674", "CalDate": "09-Jan-22", "TA0": "1.254230e-03", "TA1": "2.734139e-04", "TA2": "-8.458291e-07", "TA3": "1.706533e-07", "TOFFSET": "0.000000e+00"}, {"@format": "WBCOND0", "@id": "Main Conductivity", "SerialNum": "01907674", "CalDate": "09-Jan-22", "G": "-9.745918e-01", "H": "1.326747e-01", "I": "-1.616794e-04", "J": "3.117327e-05", "CPCOR": "-9.570000e-08", "CTCOR": "3.250000e-06", "CSLOPE": "1.000000e+00"}, {"@format": "STRAIN0", "@id": "Main Pressure", "SerialNum": "4415752", "CalDate": "05-Jan-22", "PA0": "1.483748e+00", "PA1": "3.155747e-03", "PA2": "1.018618e-10", "PTCA0": "5.229693e+05", "PTCA1": "9.434330e+00", "PTCA2": "5.546896e-01", "PTCB0": "2.492863e+01", "PTCB1": "3.250000e-04", "PTCB2": "0.000000e+00", "PTEMPA0": "1.682415e+02", "PTEMPA1": "-4.869196e+01", "PTEMPA2": "-2.565556e+00", "POFFSET": "0.000000e+00", "PRANGE": "8.700000e+02"}, {"@format": "VOLT0", "@id": "Volt 0", "OFFSET": "-4.646421e-02", "SLOPE": "1.251479e+00"}, {"@format": "VOLT0", "@id": "Volt 1", "OFFSET": "-4.659158e-02", "SLOPE": "1.251417e+00"}, {"@format": "VOLT0", "@id": "Volt 2", "OFFSET": "-4.720316e-02", "SLOPE": "1.251404e+00"}, {"@format": "VOLT0", "@id": "Volt 3", "OFFSET": "-4.635895e-02", "SLOPE": "1.250783e+00"}, {"@format": "VOLT0", "@id": "Volt 4", "OFFSET": "-4.578105e-02", "SLOPE": "1.252584e+00"}, {"@format": "VOLT0", "@id": "Volt 5", "OFFSET": "-4.584527e-02", "SLOPE": "1.251505e+00"}, {"@format": "FREQ0", "@id": "external frequency channel", "EXTFREQSF": "9.999908e-01"}]}, "EventCounters": {"@DeviceType": "SBE19plus", "@SerialNumber": "01907674", "EventSummary": {"@numEvents": "0"}}}, "Headers": "cast 2 17 May 2022 11:21:24 samples 2606 to 3739, avg = 1, stop = mag switch", "UserHeaderInsert": "* Workarea: QUADRA"}
- datcnv_date :
- 2022-05-18T09:00:11
- datcnv_date_comment :
- , 7.26.1.8 [datcnv_vars = 12]
- datcnv_in :
- C:\Users\Hakai\AppData\Local\Temp\sbe19plus_01907674_2022_05_17_0002.hex C:\Users\Hakai\Git\hakai-data-tools\ctd-tools\seabird-proc\xmlcon\19-7674-20210127.xmlcon
- datcnv_ox_hysteresis_correction :
- no
- datcnv_skipover :
- 240
- file_type :
- ascii
- filename :
- C:\Users\Quadra.Lab\Desktop\ctd files\2022-05-17\SBE19plus_01907674_2022_05_17_0002.hex
- instrument_xml :
- {"Sensors": {"@count": "9", "sensor": [{"@Channel": "1", "TemperatureSensor": {"@SensorID": "58", "SerialNumber": "7674", "CalibrationDate": "27-Jan-21", "A0": "1.26457554e-003", "A1": "2.69421196e-004", "A2": "-3.33822125e-007", "A3": "1.48842057e-007", "Slope": "1.00000000", "Offset": "0.0000"}}, {"@Channel": "2", "ConductivitySensor": {"@SensorID": "3", "SerialNumber": "7674", "CalibrationDate": "27-Jan-21", "UseG_J": "1", "SeriesR": "0.0000", "CellConst": "2000.0000", "ConductivityType": "0", "Coefficients": [{"@equation": "0", "A": "0.00000000e+000", "B": "0.00000000e+000", "C": "0.00000000e+000", "D": "0.00000000e+000", "M": "0.0", "CPcor": "-9.57000000e-008"}, {"@equation": "1", "G": "-9.74661029e-001", "H": "1.32746460e-001", "I": "-1.89592430e-004", "J": "3.29733661e-005", "CPcor": "-9.57000000e-008", "CTcor": "3.2500e-006", "WBOTC": "0.00000000e+000"}], "Slope": "1.00000000", "Offset": "0.00000"}}, {"@Channel": "3", "PressureSensor": {"@SensorID": "46", "SerialNumber": "7674", "CalibrationDate": "11-Dec-20", "PA0": "1.53386725e+000", "PA1": "3.15545305e-003", "PA2": "9.32842698e-011", "PTEMPA0": "1.68241545e+002", "PTEMPA1": "-4.86919576e+001", "PTEMPA2": "-2.56555648e+000", "PTCA0": "5.23015704e+005", "PTCA1": "1.10567122e+001", "PTCA2": "5.51399014e-001", "PTCB0": "2.49286250e+001", "PTCB1": "3.25000000e-004", "PTCB2": "0.00000000e+000", "Offset": "0.000000"}}, {"@Channel": "4", "OxygenSensor": {"@SensorID": "38", "SerialNumber": "3292", "CalibrationDate": "21-Jan-21", "Use2007Equation": "1", "CalibrationCoefficients": [{"@equation": "0", "Boc": "0.0000", "Soc": "0.0000e+000", "offset": "0.0000", "Pcor": "0.00e+000", "Tcor": "0.0000", "Tau": "0.0"}, {"@equation": "1", "Soc": "5.1911e-001", "offset": "-0.5272", "A": "-4.8456e-003", "B": "2.3997e-004", "C": "-3.5302e-006", "D0": "2.5826e+000", "D1": "1.92634e-004", "D2": "-4.64803e-002", "E": "3.6000e-002", "Tau20": "1.2600", "H1": "-3.3000e-002", "H2": "5.0000e+003", "H3": "1.4500e+003"}]}}, {"@Channel": "5", "PAR_BiosphericalLicorChelseaSensor": {"@SensorID": "42", "SerialNumber": "70772", "CalibrationDate": "16-Feb-2021", "M": "1.00000000", "B": "0.00000000", "CalibrationConstant": "10101000000.00000000", "Multiplier": "1.00000000", "Offset": "-0.10139936"}}, {"@Channel": "6", "OBS_SeapointTurbiditySensor": {"@SensorID": "33", "SerialNumber": "15131", "CalibrationDate": "20-Jan-2021", "GainSetting": "2", "ScaleFactor": "1.000"}}, {"@Channel": "7", "FluoroSeapointSensor": {"@SensorID": "11", "SerialNumber": "3708", "CalibrationDate": "20-Jan-2021", "GainSetting": "3", "Offset": "0.000"}}, {"@Channel": "8", "WET_LabsCStar": {"@SensorID": "71", "SerialNumber": "CSTR-1737PR", "CalibrationDate": "11-Feb-2021", "M": "21.3570", "B": "-0.0430", "PathLength": "0.250"}}, {"@Channel": "9"}]}}
- interval :
- seconds: 0.25
- nquan :
- 13
- nvalues :
- 894
- software_version :
- 2.8.0.119
- start_time :
- 2022-05-17T11:21:24
- start_time_comment :
- [Instrument's time stamp, header]
- system_upload_time :
- 2022-05-17T13:44:17
- temperature_sn :
- 7674
- units :
- specified
In [4]:
Copied!
fig = plt.figure(figsize=(8, 12))
ds_csv.plot.scatter(
x="tv290C", y="prdM", figsize=(12, 8), edgecolor="black", yincrease=False
)
fig = plt.figure(figsize=(8, 12))
ds_csv.plot.scatter(
x="tv290C", y="prdM", figsize=(12, 8), edgecolor="black", yincrease=False
)
Out[4]:
<matplotlib.collections.PathCollection at 0x13770ea10>
<Figure size 800x1200 with 0 Axes>
Parse Bottle data¶
In [5]:
Copied!
ds_btl = seabird.btl("MI18MHDR.btl")
ds_btl
ds_btl = seabird.btl("MI18MHDR.btl")
ds_btl
Out[5]:
<xarray.Dataset>
Dimensions: (bottle: 12)
Coordinates:
* bottle (bottle) int64 1 2 3 4 5 6 7 8 9 10 11 12
Data variables: (12/37)
prDM (bottle) float64 137.5 98.48 69.5 ... 8.6 1.975 1.821
depFM (bottle) float64 140.2 100.4 70.87 ... 8.77 2.014 1.857
t090C (bottle) float64 4.094 4.518 4.886 ... 16.07 16.57 16.56
c0uSPercm (bottle) float64 176.1 178.0 179.8 ... 240.9 243.9 243.9
specc (bottle) float64 302.6 301.6 300.8 ... 293.2 293.3 293.3
wetStar (bottle) float64 0.1716 0.2711 0.8172 ... 0.1654 0.1794
... ...
timeS_sdev (bottle) float64 0.595 0.595 0.595 ... 0.595 0.595 0.595
altM_sdev (bottle) float64 0.13 0.0 0.0 0.0 ... 39.3 0.21 0.0 0.0
latitude_sdev (bottle) float64 1e-05 0.0 0.0 0.0 ... 1e-05 0.0 0.0 0.0
longitude_sdev (bottle) float64 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
scan_sdev (bottle) int64 14 14 14 14 14 14 14 14 14 14 14 14
time (bottle) datetime64[ns] 2016-06-23T19:04:57 ... 2016-0...
Attributes: (12/45)
instrument_type: SBE 911plus V 5.0
history: Latitude/Longitude added to s...
time_coverage_start: 2016-06-23T19:04:57Z
time_coverage_end: 2016-06-23T19:18:59Z
time_coverage_duration: P0DT0H14M2S
geospatial_lat_min: 42.72698
... ...
start_time: 2016-06-23T18:51:28
start_time_comment: [NMEA time, header]
store_lat_lon_data: Append to Every Scan
system_upload_time: 2016-06-23T13:51:30
system_utc: 2016-06-23T18:51:30
temperature_sn: 5553xarray.Dataset
- bottle: 12
- bottle(bottle)int641 2 3 4 5 6 7 8 9 10 11 12
- actual_range :
- [ 1 12]
array([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12])
- prDM(bottle)float64137.5 98.48 69.5 ... 1.975 1.821
- long_name :
- Pressure, Strain Gauge
- units :
- db
- standard_name :
- sea_water_pressure
- sdn_parameter_name :
- Pressure (spatial coordinate) exerted by the water body by profiling pressure sensor and correction to read zero at sea level
- sdn_parameter_urn :
- SDN:P01::PRESPR01
- sdn_uom_urn :
- SDN:P06::UDBL
- sdn_uom_name :
- Decibels
- comments :
- strain-gauge pressure sensor
- definition :
- The force per unit area exerted by the water column on a mobile sensor located in the water column.
- cell_method :
- scan: mean (previous 49 scans)
- actual_range :
- [ 1.821 137.512]
- bodc_alternative_label :
- Pres_Z
- instrument :
- Strain Gauge
array([137.512, 98.479, 69.502, 58.449, 48.693, 41.122, 41.379, 30.188, 17.048, 8.6 , 1.975, 1.821]) - depFM(bottle)float64140.2 100.4 70.87 ... 2.014 1.857
- long_name :
- Depth [fresh water]
- units :
- m
- standard_name :
- depth
- cell_method :
- scan: mean (previous 49 scans)
- actual_range :
- [ 1.857 140.223]
array([140.223, 100.421, 70.872, 59.601, 49.653, 41.933, 42.194, 30.783, 17.384, 8.77 , 2.014, 1.857]) - t090C(bottle)float644.094 4.518 4.886 ... 16.57 16.56
- long_name :
- Temperature [ITS-90]
- units :
- deg C
- standard_name :
- sea_water_temperature
- sdn_parameter_name :
- Temperature (ITS-90) of the water body by CTD or STD
- sdn_parameter_urn :
- SDN:P01::TEMPS901
- sdn_uom_urn :
- SDN:P06::UPAA
- sdn_uom_name :
- Degrees Celsius
- comments :
- 1st sensor
- cell_method :
- scan: mean (previous 49 scans)
- actual_range :
- [ 4.0936 16.5661]
- bodc_alternative_label :
- CTDTmp90
array([ 4.0936, 4.5178, 4.8864, 5.0487, 5.248 , 5.4522, 5.4497, 5.9545, 13.299 , 16.0654, 16.5661, 16.5637]) - c0uSPercm(bottle)float64176.1 178.0 179.8 ... 243.9 243.9
- long_name :
- Conductivity
- units :
- uS/cm
- standard_name :
- sea_water_electrical_conductivity
- sdn_parameter_name :
- Electrical conductivity of the water body by CTD
- sdn_parameter_urn :
- SDN:P01::CNDCST01
- comments :
- 1st sensor
- cell_method :
- scan: mean (previous 49 scans)
- actual_range :
- [176.091215 243.888727]
- bodc_alternative_label :
- CTDCond
- name :
- c0uSPercm
array([176.091215, 178.038188, 179.792699, 180.565003, 181.517206, 182.457122, 182.444147, 184.884824, 224.821549, 240.869546, 243.888727, 243.871366]) - specc(bottle)float64302.6 301.6 300.8 ... 293.3 293.3
- long_name :
- Specific Conductance
- units :
- uS/cm
- cell_method :
- scan: mean (previous 49 scans)
- actual_range :
- [293.248 302.619]
array([302.619, 301.566, 300.782, 300.442, 300.036, 299.566, 299.57 , 298.625, 293.484, 293.248, 293.346, 293.343]) - wetStar(bottle)float640.1716 0.2711 ... 0.1654 0.1794
- long_name :
- Fluorescence, Wet Labs Wetstar
- units :
- mg/m^3
- sdn_uom_urn :
- SDN:P06::UMMC
- sdn_uom_name :
- Milligrams per cubic metre
- comments :
- 1st sensor
- cell_method :
- scan: mean (previous 49 scans)
- actual_range :
- [0.1654 1.5316]
- instrument :
- WET Labs WETstar
array([0.1716, 0.2711, 0.8172, 1.272 , 1.3706, 1.5316, 1.5264, 1.1031, 0.7084, 0.2445, 0.1654, 0.1794]) - sbeox0MgPerL(bottle)float6412.6 12.64 12.67 ... 10.27 10.28
- long_name :
- Oxygen, SBE 43
- units :
- mg/l
- sdn_uom_urn :
- SDN:P06::UMGL
- sdn_uom_name :
- Milligrams per litre
- comments :
- 1st sensor
- cell_method :
- scan: mean (previous 49 scans)
- actual_range :
- [10.2749 13.6634]
- instrument :
- SBE 43
- name :
- sbeox0MgPerL
array([12.5993, 12.6384, 12.6661, 12.7941, 13.0139, 13.2759, 13.2581, 13.6634, 11.6568, 10.4296, 10.2749, 10.2779]) - wetCDOM(bottle)float641.431 1.465 1.392 ... 0.8778 0.8714
- long_name :
- Fluorescence, Wet Labs Cdom
- units :
- mg/m^3
- sdn_parameter_name :
- Concentration of coloured dissolved organic matter {CDOM Gelbstoff} per unit volume of the water body [dissolved plus reactive particulate phase] by in-situ WET Labs FDOM ECO fluorometer
- sdn_parameter_urn :
- SDN:P01::CCOMD002
- sdn_uom_urn :
- SDN:P06::UMMC
- sdn_uom_name :
- Milligrams per cubic metre
- comments :
- 1st sensor
- definition :
- Quantity or mass of the specified analyte in a unit volume of an unfiltered sample of fresh or salt water.
- cell_method :
- scan: mean (previous 49 scans)
- actual_range :
- [0.7591 1.4647]
- bodc_alternative_label :
- CDOM_fluor_WETLabs
- instrument :
- WET Labs CDOM
array([1.4315, 1.4647, 1.392 , 1.2979, 1.2604, 1.2391, 1.2626, 1.1643, 0.7708, 0.7591, 0.8778, 0.8714]) - cStarTr0(bottle)float6495.74 95.74 94.42 ... 92.46 92.47
- long_name :
- Beam Transmission, Wet Labs C-Star
- units :
- %
- sdn_uom_urn :
- SDN:P06::UPCT
- sdn_uom_name :
- Percent
- comments :
- 1st sensor
- cell_method :
- scan: mean (previous 49 scans)
- actual_range :
- [88.553 95.741]
- instrument :
- WET Labs C-Star
array([95.741 , 95.7363, 94.423 , 93.1507, 91.9493, 90.4609, 90.4843, 89.7369, 88.553 , 91.87 , 92.463 , 92.4688]) - par(bottle)float641e-12 1e-12 1e-12 ... 1e-12 1e-12
- long_name :
- Par/Irradiance, Biospherical/Licor
- units :
- µeinsteins/s/m^2
- sdn_parameter_name :
- Downwelling vector irradiance as energy of electromagnetic radiation (PAR wavelengths) in the water body by cosine-collector radiometer
- sdn_parameter_urn :
- SDN:P01::DWIRRXUD
- comments :
- Biospherical, Licor, or Chelsea sensor; 1st sensor
- cell_method :
- scan: mean (previous 49 scans)
- actual_range :
- [1.0000e-12 3.0502e+00]
- bodc_alternative_label :
- SubSurDWVectPAR
- instrument :
- Biospherical/Licor
array([1.0000e-12, 1.0000e-12, 1.0000e-12, 1.0000e-12, 2.4933e-02, 1.1981e+00, 1.1068e+00, 3.0502e+00, 1.0000e-12, 1.0000e-12, 1.0000e-12, 1.0000e-12]) - orp(bottle)float64300.9 301.5 301.2 ... 299.2 299.2
- long_name :
- Oxidation Reduction Potential
- units :
- mV
- sdn_uom_urn :
- SDN:P06::UUMV
- sdn_uom_name :
- Millivolts
- cell_method :
- scan: mean (previous 49 scans)
- actual_range :
- [297.1144 301.8585]
array([300.9097, 301.4888, 301.23 , 301.649 , 301.8585, 301.3533, 301.5504, 300.0718, 297.1144, 298.8642, 299.16 , 299.16 ]) - ph(bottle)float648.237 8.26 8.276 ... 8.457 8.457
- long_name :
- Ph
- cell_method :
- scan: mean (previous 49 scans)
- actual_range :
- [8.237 8.495]
array([8.237, 8.26 , 8.276, 8.308, 8.355, 8.411, 8.41 , 8.478, 8.495, 8.461, 8.457, 8.457]) - dzPerdtM(bottle)float64-0.088 0.133 ... -0.063 -0.234
- long_name :
- Descent Rate
- units :
- m/s
- sdn_uom_urn :
- SDN:P06::UVAA
- sdn_uom_name :
- Metres per second
- cell_method :
- scan: mean (previous 49 scans)
- actual_range :
- [-0.234 0.159]
- name :
- dzPerdtM
array([-0.088, 0.133, 0.159, -0.185, -0.142, -0.105, 0.11 , -0.071, 0.129, 0.095, -0.063, -0.234]) - timeS(bottle)float64808.1 974.2 ... 1.646e+03 1.65e+03
- long_name :
- Time, Elapsed
- units :
- seconds
- sdn_uom_urn :
- SDN:P06::UTBB
- sdn_uom_name :
- Seconds
- comments :
- Elapsed time (seconds) based on first scan in data file and sample rate (profiling) or sample interval (moorings); sample rate is defined by configuration (.con or .xmlcon) file.
- cell_method :
- scan: mean (previous 49 scans)
- actual_range :
- [ 808.083 1650.5 ]
array([ 808.083, 974.208, 1127.625, 1215.333, 1283.375, 1339.333, 1344.542, 1429.25 , 1501.417, 1574.542, 1646.292, 1650.5 ]) - altM(bottle)float6419.51 98.75 98.75 ... 98.75 98.75
- long_name :
- Altimeter
- units :
- m
- sdn_uom_urn :
- SDN:P06::ULAA
- sdn_uom_name :
- Metres
- cell_method :
- scan: mean (previous 49 scans)
- actual_range :
- [19.51 98.75]
array([19.51, 98.75, 98.75, 98.75, 98.75, 98.46, 98.75, 98.75, 69.51, 98.54, 98.75, 98.75]) - latitude(bottle)float6442.73 42.73 42.73 ... 42.73 42.73
- long_name :
- Latitude
- units :
- degrees_north
- standard_name :
- latitude
- sdn_parameter_name :
- Latitude north
- sdn_parameter_urn :
- SDN:P01::ALATZZ01
- comments :
- From NMEA device
- cell_method :
- scan: mean (previous 49 scans)
- actual_range :
- [42.72698 42.73009]
- bodc_alternative_label :
- Lat
array([42.73009, 42.7295 , 42.7289 , 42.72858, 42.72834, 42.72812, 42.7281 , 42.72782, 42.72752, 42.72728, 42.727 , 42.72698]) - longitude(bottle)float64-87.0 -87.0 -87.0 ... -87.0 -87.0
- long_name :
- Longitude
- units :
- degrees_east
- standard_name :
- longitude
- sdn_parameter_name :
- Longitude east
- sdn_parameter_urn :
- SDN:P01::ALONZZ01
- comments :
- From NMEA device
- cell_method :
- scan: mean (previous 49 scans)
- actual_range :
- [-86.99826 -86.99772]
- bodc_alternative_label :
- Lon
array([-86.99826, -86.9982 , -86.99806, -86.998 , -86.998 , -86.99796, -86.99796, -86.99791, -86.99786, -86.99782, -86.99772, -86.99772]) - scan(bottle)int6419395 23382 27064 ... 39512 39613
- long_name :
- Scan Count
- cell_method :
- scan: mean (previous 49 scans)
- actual_range :
- [19395 39613]
array([19395, 23382, 27064, 29169, 30802, 32145, 32270, 34303, 36035, 37790, 39512, 39613]) - prDM_sdev(bottle)float640.418 0.054 0.052 ... 0.208 0.194
- long_name :
- Pressure, Strain Gauge
- units :
- db
- standard_name :
- sea_water_pressure
- sdn_parameter_name :
- Pressure (spatial coordinate) exerted by the water body by profiling pressure sensor and correction to read zero at sea level
- sdn_parameter_urn :
- SDN:P01::PRESPR01
- sdn_uom_urn :
- SDN:P06::UDBL
- sdn_uom_name :
- Decibels
- comments :
- strain-gauge pressure sensor
- definition :
- The force per unit area exerted by the water column on a mobile sensor located in the water column.
- cell_method :
- scan: standard_deviation (previous 49 scans)
- actual_range :
- [0.052 0.418]
- bodc_alternative_label :
- Pres_Z
- instrument :
- Strain Gauge
array([0.418, 0.054, 0.052, 0.093, 0.061, 0.076, 0.173, 0.337, 0.059, 0.076, 0.208, 0.194]) - depFM_sdev(bottle)float640.426 0.055 0.053 ... 0.213 0.198
- long_name :
- Depth [fresh water]
- units :
- m
- standard_name :
- depth
- cell_method :
- scan: standard_deviation (previous 49 scans)
- actual_range :
- [0.053 0.426]
array([0.426, 0.055, 0.053, 0.095, 0.062, 0.077, 0.176, 0.343, 0.06 , 0.078, 0.213, 0.198]) - t090C_sdev(bottle)float640.0014 0.0002 ... 0.0035 0.0016
- sdn_parameter_name :
- Temperature (ITS-90) standard deviation of the water body
- sdn_parameter_urn :
- SDN:P01::TEMPSD01
- sdn_uom_urn :
- SDN:P06::UPAA
- sdn_uom_name :
- Degrees Celsius
- definition :
- The square root of the average of the squares of deviations about the mean of a set of values of the specified measurement.
- cell_method :
- scan: standard_deviation (previous 49 scans)
- actual_range :
- [0.0002 0.0544]
- bodc_alternative_label :
- Temp_ITS90_StdDev
array([0.0014, 0.0002, 0.0009, 0.0009, 0.0017, 0.0021, 0.0036, 0.0036, 0.0544, 0.0179, 0.0035, 0.0016]) - c0uSPercm_sdev(bottle)float640.06686 0.05331 ... 0.06758 0.06055
- long_name :
- Conductivity
- units :
- uS/cm
- standard_name :
- sea_water_electrical_conductivity
- sdn_parameter_name :
- Electrical conductivity of the water body by CTD
- sdn_parameter_urn :
- SDN:P01::CNDCST01
- comments :
- 1st sensor
- cell_method :
- scan: standard_deviation (previous 49 scans)
- actual_range :
- [0.053313 0.302777]
- bodc_alternative_label :
- CTDCond
- name :
- c0uSPercm
array([0.066857, 0.053313, 0.057991, 0.069937, 0.073809, 0.066302, 0.062134, 0.071327, 0.302777, 0.120915, 0.067581, 0.060552]) - specc_sdev(bottle)float640.117 0.091 0.098 ... 0.083 0.074
- long_name :
- Specific Conductance
- units :
- uS/cm
- cell_method :
- scan: standard_deviation (previous 49 scans)
- actual_range :
- [0.074 0.12 ]
array([0.117, 0.091, 0.098, 0.117, 0.12 , 0.109, 0.096, 0.109, 0.1 , 0.079, 0.083, 0.074]) - wetStar_sdev(bottle)float640.0096 0.0077 ... 0.0049 0.0058
- long_name :
- Fluorescence, Wet Labs Wetstar
- units :
- mg/m^3
- sdn_uom_urn :
- SDN:P06::UMMC
- sdn_uom_name :
- Milligrams per cubic metre
- comments :
- 1st sensor
- cell_method :
- scan: standard_deviation (previous 49 scans)
- actual_range :
- [0.0049 0.0423]
- instrument :
- WET Labs WETstar
array([0.0096, 0.0077, 0.0149, 0.0234, 0.0236, 0.0423, 0.034 , 0.0286, 0.0158, 0.0053, 0.0049, 0.0058]) - sbeox0MgPerL_sdev(bottle)float640.0104 0.0089 ... 0.0043 0.0094
- long_name :
- Oxygen, SBE 43
- units :
- mg/l
- sdn_uom_urn :
- SDN:P06::UMGL
- sdn_uom_name :
- Milligrams per litre
- comments :
- 1st sensor
- cell_method :
- scan: standard_deviation (previous 49 scans)
- actual_range :
- [0.0039 0.0166]
- instrument :
- SBE 43
- name :
- sbeox0MgPerL
array([0.0104, 0.0089, 0.0082, 0.0152, 0.0057, 0.0107, 0.0052, 0.0166, 0.0134, 0.0039, 0.0043, 0.0094]) - wetCDOM_sdev(bottle)float640.0231 0.0315 0.04 ... 0.0318 0.034
- long_name :
- Fluorescence, Wet Labs Cdom
- units :
- mg/m^3
- sdn_parameter_name :
- Concentration of coloured dissolved organic matter {CDOM Gelbstoff} per unit volume of the water body [dissolved plus reactive particulate phase] by in-situ WET Labs FDOM ECO fluorometer
- sdn_parameter_urn :
- SDN:P01::CCOMD002
- sdn_uom_urn :
- SDN:P06::UMMC
- sdn_uom_name :
- Milligrams per cubic metre
- comments :
- 1st sensor
- definition :
- Quantity or mass of the specified analyte in a unit volume of an unfiltered sample of fresh or salt water.
- cell_method :
- scan: standard_deviation (previous 49 scans)
- actual_range :
- [0.0213 0.0488]
- bodc_alternative_label :
- CDOM_fluor_WETLabs
- instrument :
- WET Labs CDOM
array([0.0231, 0.0315, 0.04 , 0.0315, 0.0318, 0.0429, 0.0213, 0.0488, 0.0338, 0.0274, 0.0318, 0.034 ]) - cStarTr0_sdev(bottle)float640.013 0.011 0.016 ... 0.025 0.0233
- long_name :
- Beam Transmission, Wet Labs C-Star
- units :
- %
- sdn_uom_urn :
- SDN:P06::UPCT
- sdn_uom_name :
- Percent
- comments :
- 1st sensor
- cell_method :
- scan: standard_deviation (previous 49 scans)
- actual_range :
- [0.011 0.2141]
- instrument :
- WET Labs C-Star
array([0.013 , 0.011 , 0.016 , 0.0173, 0.2141, 0.0476, 0.0341, 0.035 , 0.1489, 0.0357, 0.025 , 0.0233]) - par_sdev(bottle)float640.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
- long_name :
- Par/Irradiance, Biospherical/Licor
- units :
- µeinsteins/s/m^2
- sdn_parameter_name :
- Downwelling vector irradiance as energy of electromagnetic radiation (PAR wavelengths) in the water body by cosine-collector radiometer
- sdn_parameter_urn :
- SDN:P01::DWIRRXUD
- comments :
- Biospherical, Licor, or Chelsea sensor; 1st sensor
- cell_method :
- scan: standard_deviation (previous 49 scans)
- actual_range :
- [0. 0.84296]
- bodc_alternative_label :
- SubSurDWVectPAR
- instrument :
- Biospherical/Licor
array([0. , 0. , 0. , 0. , 0.011306, 0.14617 , 0.055055, 0.84296 , 0. , 0. , 0. , 0. ]) - orp_sdev(bottle)float640.4291 0.3718 ... 0.2972 0.2972
- long_name :
- Oxidation Reduction Potential
- units :
- mV
- sdn_uom_urn :
- SDN:P06::UUMV
- sdn_uom_name :
- Millivolts
- cell_method :
- scan: standard_deviation (previous 49 scans)
- actual_range :
- [0.212 0.4291]
array([0.4291, 0.3718, 0.212 , 0.3437, 0.3223, 0.2898, 0.3486, 0.2925, 0.2545, 0.2349, 0.2972, 0.2972]) - ph_sdev(bottle)float640.001 0.002 0.001 ... 0.002 0.002
- long_name :
- Ph
- cell_method :
- scan: standard_deviation (previous 49 scans)
- actual_range :
- [0.001 0.002]
array([0.001, 0.002, 0.001, 0.002, 0.002, 0.002, 0.002, 0.002, 0.001, 0.002, 0.002, 0.002]) - dzPerdtM_sdev(bottle)float640.47 0.099 0.055 ... 0.19 0.25
- long_name :
- Descent Rate
- units :
- m/s
- sdn_uom_urn :
- SDN:P06::UVAA
- sdn_uom_name :
- Metres per second
- cell_method :
- scan: standard_deviation (previous 49 scans)
- actual_range :
- [0.048 0.47 ]
- name :
- dzPerdtM
array([0.47 , 0.099, 0.055, 0.114, 0.078, 0.086, 0.203, 0.423, 0.048, 0.071, 0.19 , 0.25 ]) - timeS_sdev(bottle)float640.595 0.595 0.595 ... 0.595 0.595
- long_name :
- Time, Elapsed
- units :
- seconds
- sdn_uom_urn :
- SDN:P06::UTBB
- sdn_uom_name :
- Seconds
- comments :
- Elapsed time (seconds) based on first scan in data file and sample rate (profiling) or sample interval (moorings); sample rate is defined by configuration (.con or .xmlcon) file.
- cell_method :
- scan: standard_deviation (previous 49 scans)
- actual_range :
- [0.595 0.595]
array([0.595, 0.595, 0.595, 0.595, 0.595, 0.595, 0.595, 0.595, 0.595, 0.595, 0.595, 0.595]) - altM_sdev(bottle)float640.13 0.0 0.0 0.0 ... 0.21 0.0 0.0
- long_name :
- Altimeter
- units :
- m
- sdn_uom_urn :
- SDN:P06::ULAA
- sdn_uom_name :
- Metres
- cell_method :
- scan: standard_deviation (previous 49 scans)
- actual_range :
- [ 0. 39.3]
array([1.30e-01, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.40e-01, 0.00e+00, 1.00e-02, 3.93e+01, 2.10e-01, 0.00e+00, 0.00e+00]) - latitude_sdev(bottle)float641e-05 0.0 0.0 0.0 ... 0.0 0.0 0.0
- long_name :
- Latitude
- units :
- degrees_north
- standard_name :
- latitude
- sdn_parameter_name :
- Latitude north
- sdn_parameter_urn :
- SDN:P01::ALATZZ01
- comments :
- From NMEA device
- cell_method :
- scan: standard_deviation (previous 49 scans)
- actual_range :
- [0.e+00 1.e-05]
- bodc_alternative_label :
- Lat
array([1.e-05, 0.e+00, 0.e+00, 0.e+00, 0.e+00, 0.e+00, 0.e+00, 0.e+00, 1.e-05, 0.e+00, 0.e+00, 0.e+00]) - longitude_sdev(bottle)float640.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
- long_name :
- Longitude
- units :
- degrees_east
- standard_name :
- longitude
- sdn_parameter_name :
- Longitude east
- sdn_parameter_urn :
- SDN:P01::ALONZZ01
- comments :
- From NMEA device
- cell_method :
- scan: standard_deviation (previous 49 scans)
- actual_range :
- [0.e+00 1.e-05]
- bodc_alternative_label :
- Lon
array([0.e+00, 0.e+00, 0.e+00, 0.e+00, 0.e+00, 0.e+00, 0.e+00, 1.e-05, 0.e+00, 0.e+00, 0.e+00, 0.e+00]) - scan_sdev(bottle)int6414 14 14 14 14 14 14 14 14 14 14 14
- long_name :
- Scan Count
- cell_method :
- scan: standard_deviation (previous 49 scans)
- actual_range :
- [14 14]
array([14, 14, 14, 14, 14, 14, 14, 14, 14, 14, 14, 14])
- time(bottle)datetime64[ns]2016-06-23T19:04:57 ... 2016-06-...
- long_name :
- Time
- standard_name :
- time
array(['2016-06-23T19:04:57.000000000', '2016-06-23T19:07:43.000000000', '2016-06-23T19:10:16.000000000', '2016-06-23T19:11:44.000000000', '2016-06-23T19:12:52.000000000', '2016-06-23T19:13:48.000000000', '2016-06-23T19:13:53.000000000', '2016-06-23T19:15:18.000000000', '2016-06-23T19:16:30.000000000', '2016-06-23T19:17:43.000000000', '2016-06-23T19:18:55.000000000', '2016-06-23T19:18:59.000000000'], dtype='datetime64[ns]')
- bottlePandasIndex
PandasIndex(Index([1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], dtype='int64', name='bottle'))
- instrument_type :
- SBE 911plus V 5.0
- history :
- Latitude/Longitude added to scan advance primary conductivity 0.073 seconds advance secondary conductivity 0.073 seconds advance voltage 7 0.000 seconds delete word 3 from scan delete word 4 from scan 2016-06-24T12:17:34 - {'in': 'C:\\Users\\Tech\\Desktop\\Seasave\\Raw\\CTD_2016\\BH16-09_Leg2\\MI18MHDR.hex C:\\Users\\Tech\\Desktop\\Seasave\\Raw\\CTD_2016\\BH16-09_Leg2\\MI18MHDR.XMLCON', 'ox_hysteresis_correction': 'yes', 'ox_tau_correction': 'yes', 'bottle_scan_range_source': 'scans marked with bottle confirm bit, 0, 2', 'scans_per_bottle': '49', 'date_comment': ', 7.23.2'} 2016-06-24T13:02:07 - {'in': 'C:\\Users\\Tech\\Desktop\\Seasave\\Converted Data\\MI18MHDR.ros C:\\Users\\Tech\\Desktop\\Seasave\\Configuration Files\\2014\\05052014_beta.xmlcon', 'date_comment': ', 7.23.2'}
- time_coverage_start :
- 2016-06-23T19:04:57Z
- time_coverage_end :
- 2016-06-23T19:18:59Z
- time_coverage_duration :
- P0DT0H14M2S
- geospatial_lat_min :
- 42.72698
- geospatial_lat_max :
- 42.73009
- geospatial_lat_units :
- degrees_north
- geospatial_lon_min :
- -86.99826
- geospatial_lon_max :
- -86.99772
- geospatial_lon_units :
- degrees_east
- Operator :
- JB
- Ship :
- unknown
- Station :
- TEST
- bottle_columns :
- ['Bottle', 'Date', 'PrDM', 'DepFM', 'T090C', 'C0uS/cm', 'Specc', 'WetStar', 'Sbeox0Mg/L', 'WetCDOM', 'CStarTr0', 'Par', 'Orp', 'Ph', 'Dz/dtM', 'TimeS', 'AltM', 'Latitude', 'Longitude', 'Scan']
- bottlesum_date :
- 2016-06-24T13:02:07
- bottlesum_date_comment :
- , 7.23.2
- bottlesum_in :
- C:\Users\Tech\Desktop\Seasave\Converted Data\MI18MHDR.ros C:\Users\Tech\Desktop\Seasave\Configuration Files\2014\05052014_beta.xmlcon
- conductivity_sn :
- 2728
- datcnv_bottle_scan_range_source :
- scans marked with bottle confirm bit, 0, 2
- datcnv_date :
- 2016-06-24T12:17:34
- datcnv_date_comment :
- , 7.23.2
- datcnv_in :
- C:\Users\Tech\Desktop\Seasave\Raw\CTD_2016\BH16-09_Leg2\MI18MHDR.hex C:\Users\Tech\Desktop\Seasave\Raw\CTD_2016\BH16-09_Leg2\MI18MHDR.XMLCON
- datcnv_ox_hysteresis_correction :
- yes
- datcnv_ox_tau_correction :
- yes
- datcnv_scans_per_bottle :
- 49
- filename :
- C:\Users\Tech\Desktop\Seasave\Raw\CTD_2016\BH16-09_Leg2\MI18MHDR.hex
- gpib_address :
- 1
- instrument_xml :
- {"Sensors": {"@count": "11", "sensor": [{"@Channel": "1", "TemperatureSensor": {"@SensorID": "55", "SerialNumber": "5553", "CalibrationDate": "26-Feb-16", "UseG_J": "1", "A": "0.00000000e+000", "B": "0.00000000e+000", "C": "0.00000000e+000", "D": "0.00000000e+000", "F0_Old": "0.000", "G": "4.29903336e-003", "H": "6.22851026e-004", "I": "1.88240659e-005", "J": "1.39405815e-006", "F0": "1000.000", "Slope": "1.00000000", "Offset": "0.0000"}}, {"@Channel": "2", "ConductivitySensor": {"@SensorID": "3", "SerialNumber": "2728", "CalibrationDate": "09-Mar-16", "UseG_J": "1", "SeriesR": "0.0000", "CellConst": "2000.0000", "ConductivityType": "0", "Coefficients": [{"@equation": "0", "A": "0.00000000e+000", "B": "0.00000000e+000", "C": "0.00000000e+000", "D": "0.00000000e+000", "M": "0.0", "CPcor": "-9.57000000e-008"}, {"@equation": "1", "G": "-9.95087262e+000", "H": "1.48802338e+000", "I": "-1.66459212e-003", "J": "1.96704933e-004", "CPcor": "-9.57000000e-008", "CTcor": "3.2500e-006", "WBOTC": "0.00000000e+000"}], "Slope": "1.00000000", "Offset": "0.00000"}}, {"@Channel": "3", "PressureSensor": {"@SensorID": "45", "SerialNumber": "0547", "CalibrationDate": "01 Feb 2011", "C1": "-8.206847e+003", "C2": "-1.514489e-001", "C3": "2.337490e-003", "D1": "5.245000e-002", "D2": "0.000000e+000", "T1": "3.045671e+001", "T2": "-3.560049e-004", "T3": "3.341080e-006", "T4": "2.507800e-009", "Slope": "0.99990000", "Offset": "-0.07620", "T5": "0.000000e+000", "AD590M": "1.287830e-002", "AD590B": "-8.897580e+000"}}, {"@Channel": "4", "OxygenSensor": {"@SensorID": "38", "SerialNumber": "0471", "CalibrationDate": "24-May-16", "Use2007Equation": "1", "CalibrationCoefficients": [{"@equation": "0", "Boc": "0.0000", "Soc": "0.0000e+000", "offset": "0.0000", "Pcor": "0.00e+000", "Tcor": "0.0000", "Tau": "0.0"}, {"@equation": "1", "Soc": "5.4853e-001", "offset": "-0.4969", "A": "-3.8081e-003", "B": "1.4587e-004", "C": "-2.4397e-006", "D0": "2.5826e+000", "D1": "1.92634e-004", "D2": "-4.64803e-002", "E": "3.6000e-002", "Tau20": "1.1600", "H1": "-3.3000e-002", "H2": "5.0000e+003", "H3": "1.4500e+003"}]}}, {"@Channel": "5", "FluoroWetlabCDOM_Sensor": {"@SensorID": "19", "SerialNumber": "WSCD-1178", "CalibrationDate": "25 Feb 2016", "ScaleFactor": "42.900", "Vblank": "0.045"}}, {"@Channel": "6", "pH_Sensor": {"@SensorID": "43", "SerialNumber": "0135", "CalibrationDate": "25 Mar 2016", "Slope": "4.6029", "Offset": "2.5477"}}, {"@Channel": "7", "OxidationReductionPotentialSensor": {"@SensorID": "41", "SerialNumber": "0135", "CalibrationDate": "25 Mar 2016", "B": "2.498000", "M": "-0.494500", "Offset": "0.0"}}, {"@Channel": "8", "WET_LabsCStar": {"@SensorID": "71", "SerialNumber": "CST-286PR", "CalibrationDate": "05 Apr 2016", "M": "21.3630", "B": "-1.2391", "PathLength": "0.250"}}, {"@Channel": "9", "FluoroWetlabWetstarSensor": {"@SensorID": "21", "SerialNumber": "WS3S-840P", "CalibrationDate": "25 Feb 2016", "ScaleFactor": "6.000", "Vblank": "0.076"}}, {"@Channel": "10", "AltimeterSensor": {"@SensorID": "0", "SerialNumber": "802", "CalibrationDate": "20 MAR2004", "ScaleFactor": "15.000", "Offset": "0.000"}}, {"@Channel": "11", "PAR_BiosphericalLicorChelseaSensor": {"@SensorID": "42", "SerialNumber": "70409", "CalibrationDate": "16 Mar 2016", "M": "1.00000000", "B": "0.00000000", "CalibrationConstant": "105932203389.83099000", "Multiplier": "1.00000000", "Offset": "-0.97492677"}}]}}
- interval :
- seconds: 0.0416667
- nmea_latitude :
- 42 43.96 N
- nmea_longitude :
- 086 59.93 W
- nmea_utc_(time) :
- 2016-06-23T18:51:28
- number_of_bytes_per_scan :
- 31
- number_of_scans_averaged_by_the_deck_unit :
- 1
- number_of_scans_to_average :
- 1
- number_of_voltage_words :
- 4
- pressure_baud_rate :
- 9600
- software_version :
- Seasave V 7.23.2
- start_time :
- 2016-06-23T18:51:28
- start_time_comment :
- [NMEA time, header]
- store_lat_lon_data :
- Append to Every Scan
- system_upload_time :
- 2016-06-23T13:51:30
- system_utc :
- 2016-06-23T18:51:30
- temperature_sn :
- 5553
In [7]:
Copied!
fig = plt.figure(figsize=(8, 6))
ds_btl.plot.scatter(x="t090C", y="prDM", hue="t090C_sdev", yincrease=False)
fig = plt.figure(figsize=(8, 6))
ds_btl.plot.scatter(x="t090C", y="prDM", hue="t090C_sdev", yincrease=False)
Out[7]:
<matplotlib.collections.PathCollection at 0x137975030>
Save to NetCDF¶
In [8]:
Copied!
# Save to NetCDF
ds_btl.to_netcdf("MI18MHDR.btl.nc")
# Save to NetCDF
ds_btl.to_netcdf("MI18MHDR.btl.nc")
In [9]:
Copied!