Note
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Help! I have no metadata
Generate Metadata Templates
This example shows how GSPy can help when you are just getting started with no metadata files at all, only partially complete metadata files, or large data files and need to do the tedious task of filling out the variable metadata.
GSPy provides a metadata_template function to generate a template YAML file either for Survey for Dataset metadata. These templates contain placeholder metadata dictionaries with default values of “not_defined” to help users get started filling in their survey or data variable metadata. Below are multiple example scenarios demonstrating how to generate the desired metadata templates.
Example snippet of what the output template YAML file contains. For a dataset’s metadata template, each variable in the data file (e.g. columns in a CSV file) is given a dictionary of attributes with the default values of “not_defined” that the user can then go through and update.
from os.path import join
from gspy import Survey, Dataset
import matplotlib.pyplot as plt
from matplotlib import image as img
Generate the Survey Metadata Template
No existing Survey metadata, start with making a generic Survey template
template = Survey.metadata_template()
template.dump("template_survey_empty.yml")
Empty Survey YAML file
1dataset_attrs:
2 title: ??
3 institution: ??
4 source: ??
5 history: ??
6 references: ??
7 comment: ??
8 conventions: GS 2.0
9 type: survey
10survey_information:
11 contractor_project_number: ??
12 contractor: ??
13 client: ??
14 survey_type: ??
15 survey_area_name: ??
16 state: ??
17 country: ??
18 acquisition_start: yyyymmdd
19 acquisition_end: yyyymmdd
20 dataset_created: yyyymmdd
21spatial_ref:
22 wkid: ??
23 authority: ??
24 crs_wkt: ??
25 vertical_crs: ??
26flightline_information:
27 traverse_line_spacing: ??
28 traverse_line_direction: ??
29 tie_line_spacing: ??
30 tie_line_direction: ??
31 nominal_line_spacing: ??
32 nominal_terrain_clearance: ??
33 final_line_kilometers: ??
34 traverse_line_numbers: ??
35 tie_line_numbers: ??
36survey_equipment:
37 aircraft: ??
38 magnetometer: ??
39 spectrometer_system: ??
40 radar_altimeter_system: ??
41 radar_altimeter_sample_rate: ??
42 laser_altimeter_system: ??
43 navigation_system: ??
44 acquisition_system: ??
Partial existing Survey metadata file, generate a combined template to see what might be missing
# Path to example files
data_path = '..//data_files//'
# Pre-existing Survey metadata file
metadata = join(data_path, "documents//Resolve_survey_incomplete_md.yml")
Generate the template, passing the pre-existing file
template = Survey.metadata_template(metadata)
template.dump("template_md_partial_survey.yml")
Partial incoming Survey YAML file
1dataset_attrs:
2 title: Example Resolve Airborne Electromagnetic (AEM) Raw Data
3 comment: This dataset includes electromagnetic, radiometric, and magnetic data
4 content: raw data, processed data
5 conventions: CF-1.13, GS-2.0
6
7survey_information:
8 contractor_project_number: 603756RWA
9 contractor: CGG Canada Services Ltd.
10 client: U.S. Geological Survey
11 survey_type: electromagnetic
12 survey_area_name: Mississippi Alluvial Plain (MAP) Shellmound
13 acquisition_start: 20180220
14 acquisition_end: 20180304
Template with Partial Survey YAML file
1dataset_attrs:
2 title: Example Resolve Airborne Electromagnetic (AEM) Raw Data
3 institution: ??
4 source: ??
5 history: ??
6 references: ??
7 comment: This dataset includes electromagnetic, radiometric, and magnetic data
8 conventions: CF-1.13, GS-2.0
9 type: survey
10 content: raw data, processed data
11survey_information:
12 contractor_project_number: 603756RWA
13 contractor: CGG Canada Services Ltd.
14 client: U.S. Geological Survey
15 survey_type: electromagnetic
16 survey_area_name: Mississippi Alluvial Plain (MAP) Shellmound
17 state: ??
18 country: ??
19 acquisition_start: 20180220
20 acquisition_end: 20180304
21 dataset_created: yyyymmdd
22spatial_ref:
23 wkid: ??
24 authority: ??
25 crs_wkt: ??
26 vertical_crs: ??
27flightline_information:
28 traverse_line_spacing: ??
29 traverse_line_direction: ??
30 tie_line_spacing: ??
31 tie_line_direction: ??
32 nominal_line_spacing: ??
33 nominal_terrain_clearance: ??
34 final_line_kilometers: ??
35 traverse_line_numbers: ??
36 tie_line_numbers: ??
37survey_equipment:
38 aircraft: ??
39 magnetometer: ??
40 spectrometer_system: ??
41 radar_altimeter_system: ??
42 radar_altimeter_sample_rate: ??
43 laser_altimeter_system: ??
44 navigation_system: ??
45 acquisition_system: ??
Generate the Variable Metadata Template for My Dataset
Zero existing Dataset metadata file, start with making an empty Dataset metadata template
Pass the data file (in this case a CSV) to make the template variable-specific. Each column in the CSV file becomes a variable by default.
data_path = '..//data_files//resolve'
data = join(data_path, 'data//Resolve.csv')
template = Dataset.metadata_template(data)
template.dump("template_md_resolve_empty.yml")
Empty Data YAML file
1dataset_attrs:
2 content: ?? summary statement of what the dataset contains ??
3 comment: ?? additional details or ancillary information ??
4 type: ?? data or models ??
5 method: ?? what geophysical method(s) are represented by this dataset ??
6 mode: ?? ground or airborne or borehole or ... ??
7 instrument: ?? what is the instrument ??
8 structure: tabular
9 property: ?? is there a physical or geophysical property represented? ?
10coordinates:
11 x: ?? name of the x-axis coordinate variable ??
12 y: ?? name of the y-axis coordinate variable ??
13 z: ?? name of the z-axis (vertical) coordinate variable ??
14 t: ?? name of the t-axis (temporal) coordinate variable ??
15dimensions:
16 my_dimension_variable_name:
17 standard_name: my_dimension_variable_name
18 long_name: more descriptive name of this dimension variable, numbers below are examples for how a regular 1-D dimension can be auto-generated.
19 units: units of the dimension
20 missing_value: not_defined
21 length: 10
22 increment: 5.0
23 origin: 2.5
24 my_other_dimension_variable_name:
25 standard_name: my_other_dimension_variable_name
26 long_name: A second example for how dimension variables can be defined. Again, numbers below are stand-ins for demonstration purposes. In this case the widths are irregular and might have overlapping bounds.
27 units: units of the dimension
28 missing_value: not_defined
29 bounds: [[0, 2], [2, 6], [4, 10], [8, 16]]
30 centers: [1, 4, 7, 12]
31variables:
32 DTM:
33 standard_name: not_defined
34 long_name: not_defined
35 missing_value: not_defined
36 units: not_defined
37 IGRF:
38 standard_name: not_defined
39 long_name: not_defined
40 missing_value: not_defined
41 units: not_defined
42 RMI:
43 standard_name: not_defined
44 long_name: not_defined
45 missing_value: not_defined
46 units: not_defined
47 TMI:
48 standard_name: not_defined
49 long_name: not_defined
50 missing_value: not_defined
51 units: not_defined
52 altlas_tx:
53 standard_name: not_defined
54 long_name: not_defined
55 missing_value: not_defined
56 units: not_defined
57 altrad_heli:
58 standard_name: not_defined
59 long_name: not_defined
60 missing_value: not_defined
61 units: not_defined
62 bird_pitch:
63 standard_name: not_defined
64 long_name: not_defined
65 missing_value: not_defined
66 units: not_defined
67 bird_roll:
68 standard_name: not_defined
69 long_name: not_defined
70 missing_value: not_defined
71 units: not_defined
72 bird_yaw:
73 standard_name: not_defined
74 long_name: not_defined
75 missing_value: not_defined
76 units: not_defined
77 cosmic:
78 standard_name: not_defined
79 long_name: not_defined
80 missing_value: not_defined
81 units: not_defined
82 cpi140k:
83 standard_name: not_defined
84 long_name: not_defined
85 missing_value: not_defined
86 units: not_defined
87 cpi140k_filt:
88 standard_name: not_defined
89 long_name: not_defined
90 missing_value: not_defined
91 units: not_defined
92 cpi140k_phg:
93 standard_name: not_defined
94 long_name: not_defined
95 missing_value: not_defined
96 units: not_defined
97 cpi1800:
98 standard_name: not_defined
99 long_name: not_defined
100 missing_value: not_defined
101 units: not_defined
102 cpi1800_filt:
103 standard_name: not_defined
104 long_name: not_defined
105 missing_value: not_defined
106 units: not_defined
107 cpi1800_phg:
108 standard_name: not_defined
109 long_name: not_defined
110 missing_value: not_defined
111 units: not_defined
112 cpi400:
113 standard_name: not_defined
114 long_name: not_defined
115 missing_value: not_defined
116 units: not_defined
117 cpi400_filt:
118 standard_name: not_defined
119 long_name: not_defined
120 missing_value: not_defined
121 units: not_defined
122 cpi400_phg:
123 standard_name: not_defined
124 long_name: not_defined
125 missing_value: not_defined
126 units: not_defined
127 cpi40k:
128 standard_name: not_defined
129 long_name: not_defined
130 missing_value: not_defined
131 units: not_defined
132 cpi40k_filt:
133 standard_name: not_defined
134 long_name: not_defined
135 missing_value: not_defined
136 units: not_defined
137 cpi40k_phg:
138 standard_name: not_defined
139 long_name: not_defined
140 missing_value: not_defined
141 units: not_defined
142 cpi8200:
143 standard_name: not_defined
144 long_name: not_defined
145 missing_value: not_defined
146 units: not_defined
147 cpi8200_filt:
148 standard_name: not_defined
149 long_name: not_defined
150 missing_value: not_defined
151 units: not_defined
152 cpi8200_phg:
153 standard_name: not_defined
154 long_name: not_defined
155 missing_value: not_defined
156 units: not_defined
157 cpq140k:
158 standard_name: not_defined
159 long_name: not_defined
160 missing_value: not_defined
161 units: not_defined
162 cpq140k_filt:
163 standard_name: not_defined
164 long_name: not_defined
165 missing_value: not_defined
166 units: not_defined
167 cpq140k_phg:
168 standard_name: not_defined
169 long_name: not_defined
170 missing_value: not_defined
171 units: not_defined
172 cpq1800:
173 standard_name: not_defined
174 long_name: not_defined
175 missing_value: not_defined
176 units: not_defined
177 cpq1800_filt:
178 standard_name: not_defined
179 long_name: not_defined
180 missing_value: not_defined
181 units: not_defined
182 cpq1800_phg:
183 standard_name: not_defined
184 long_name: not_defined
185 missing_value: not_defined
186 units: not_defined
187 cpq400:
188 standard_name: not_defined
189 long_name: not_defined
190 missing_value: not_defined
191 units: not_defined
192 cpq400_filt:
193 standard_name: not_defined
194 long_name: not_defined
195 missing_value: not_defined
196 units: not_defined
197 cpq400_phg:
198 standard_name: not_defined
199 long_name: not_defined
200 missing_value: not_defined
201 units: not_defined
202 cpq40k:
203 standard_name: not_defined
204 long_name: not_defined
205 missing_value: not_defined
206 units: not_defined
207 cpq40k_filt:
208 standard_name: not_defined
209 long_name: not_defined
210 missing_value: not_defined
211 units: not_defined
212 cpq40k_phg:
213 standard_name: not_defined
214 long_name: not_defined
215 missing_value: not_defined
216 units: not_defined
217 cpq8200:
218 standard_name: not_defined
219 long_name: not_defined
220 missing_value: not_defined
221 units: not_defined
222 cpq8200_filt:
223 standard_name: not_defined
224 long_name: not_defined
225 missing_value: not_defined
226 units: not_defined
227 cpq8200_phg:
228 standard_name: not_defined
229 long_name: not_defined
230 missing_value: not_defined
231 units: not_defined
232 cpsp:
233 standard_name: not_defined
234 long_name: not_defined
235 missing_value: not_defined
236 units: not_defined
237 cxi3300:
238 standard_name: not_defined
239 long_name: not_defined
240 missing_value: not_defined
241 units: not_defined
242 cxi3300_filt:
243 standard_name: not_defined
244 long_name: not_defined
245 missing_value: not_defined
246 units: not_defined
247 cxi3300_phg:
248 standard_name: not_defined
249 long_name: not_defined
250 missing_value: not_defined
251 units: not_defined
252 cxq3300:
253 standard_name: not_defined
254 long_name: not_defined
255 missing_value: not_defined
256 units: not_defined
257 cxq3300_filt:
258 standard_name: not_defined
259 long_name: not_defined
260 missing_value: not_defined
261 units: not_defined
262 cxq3300_phg:
263 standard_name: not_defined
264 long_name: not_defined
265 missing_value: not_defined
266 units: not_defined
267 cxsp:
268 standard_name: not_defined
269 long_name: not_defined
270 missing_value: not_defined
271 units: not_defined
272 date:
273 standard_name: not_defined
274 long_name: not_defined
275 missing_value: not_defined
276 units: not_defined
277 ddep140k:
278 standard_name: not_defined
279 long_name: not_defined
280 missing_value: not_defined
281 units: not_defined
282 ddep1800:
283 standard_name: not_defined
284 long_name: not_defined
285 missing_value: not_defined
286 units: not_defined
287 ddep400:
288 standard_name: not_defined
289 long_name: not_defined
290 missing_value: not_defined
291 units: not_defined
292 ddep40k:
293 standard_name: not_defined
294 long_name: not_defined
295 missing_value: not_defined
296 units: not_defined
297 ddep8200:
298 standard_name: not_defined
299 long_name: not_defined
300 missing_value: not_defined
301 units: not_defined
302 dep140k:
303 standard_name: not_defined
304 long_name: not_defined
305 missing_value: not_defined
306 units: not_defined
307 dep1800:
308 standard_name: not_defined
309 long_name: not_defined
310 missing_value: not_defined
311 units: not_defined
312 dep400:
313 standard_name: not_defined
314 long_name: not_defined
315 missing_value: not_defined
316 units: not_defined
317 dep40k:
318 standard_name: not_defined
319 long_name: not_defined
320 missing_value: not_defined
321 units: not_defined
322 dep8200:
323 standard_name: not_defined
324 long_name: not_defined
325 missing_value: not_defined
326 units: not_defined
327 diurnal:
328 standard_name: not_defined
329 long_name: not_defined
330 missing_value: not_defined
331 units: not_defined
332 diurnal_cor:
333 standard_name: not_defined
334 long_name: not_defined
335 missing_value: not_defined
336 units: not_defined
337 doserate:
338 standard_name: not_defined
339 long_name: not_defined
340 missing_value: not_defined
341 units: not_defined
342 dres140k:
343 standard_name: not_defined
344 long_name: not_defined
345 missing_value: not_defined
346 units: not_defined
347 dres1800:
348 standard_name: not_defined
349 long_name: not_defined
350 missing_value: not_defined
351 units: not_defined
352 dres400:
353 standard_name: not_defined
354 long_name: not_defined
355 missing_value: not_defined
356 units: not_defined
357 dres40k:
358 standard_name: not_defined
359 long_name: not_defined
360 missing_value: not_defined
361 units: not_defined
362 dres8200:
363 standard_name: not_defined
364 long_name: not_defined
365 missing_value: not_defined
366 units: not_defined
367 dres_150_by5m:
368 standard_name: not_defined
369 long_name: not_defined
370 missing_value: not_defined
371 units: not_defined
372 dimensions: ['index', '??']
373 effective_height:
374 standard_name: not_defined
375 long_name: not_defined
376 missing_value: not_defined
377 units: not_defined
378 eth:
379 standard_name: not_defined
380 long_name: not_defined
381 missing_value: not_defined
382 units: not_defined
383 eth_kconc:
384 standard_name: not_defined
385 long_name: not_defined
386 missing_value: not_defined
387 units: not_defined
388 eu:
389 standard_name: not_defined
390 long_name: not_defined
391 missing_value: not_defined
392 units: not_defined
393 eu_eth:
394 standard_name: not_defined
395 long_name: not_defined
396 missing_value: not_defined
397 units: not_defined
398 eu_kconc:
399 standard_name: not_defined
400 long_name: not_defined
401 missing_value: not_defined
402 units: not_defined
403 fiducial:
404 standard_name: not_defined
405 long_name: not_defined
406 missing_value: not_defined
407 units: not_defined
408 flight:
409 standard_name: not_defined
410 long_name: not_defined
411 missing_value: not_defined
412 units: not_defined
413 gpsz_heli:
414 standard_name: not_defined
415 long_name: not_defined
416 missing_value: not_defined
417 units: not_defined
418 gpsz_tx:
419 standard_name: not_defined
420 long_name: not_defined
421 missing_value: not_defined
422 units: not_defined
423 k_raw:
424 standard_name: not_defined
425 long_name: not_defined
426 missing_value: not_defined
427 units: not_defined
428 kconc:
429 standard_name: not_defined
430 long_name: not_defined
431 missing_value: not_defined
432 units: not_defined
433 kpa:
434 standard_name: not_defined
435 long_name: not_defined
436 missing_value: not_defined
437 units: not_defined
438 lat_heli:
439 standard_name: not_defined
440 long_name: not_defined
441 missing_value: not_defined
442 units: not_defined
443 lat_tx:
444 standard_name: not_defined
445 long_name: not_defined
446 missing_value: not_defined
447 units: not_defined
448 line:
449 standard_name: not_defined
450 long_name: not_defined
451 missing_value: not_defined
452 units: not_defined
453 live_time:
454 standard_name: not_defined
455 long_name: not_defined
456 missing_value: not_defined
457 units: not_defined
458 lon_heli:
459 standard_name: not_defined
460 long_name: not_defined
461 missing_value: not_defined
462 units: not_defined
463 lon_tx:
464 standard_name: not_defined
465 long_name: not_defined
466 missing_value: not_defined
467 units: not_defined
468 mag_L:
469 standard_name: not_defined
470 long_name: not_defined
471 missing_value: not_defined
472 units: not_defined
473 mag_LD:
474 standard_name: not_defined
475 long_name: not_defined
476 missing_value: not_defined
477 units: not_defined
478 mag_raw:
479 standard_name: not_defined
480 long_name: not_defined
481 missing_value: not_defined
482 units: not_defined
483 powerline:
484 standard_name: not_defined
485 long_name: not_defined
486 missing_value: not_defined
487 units: not_defined
488 res140k:
489 standard_name: not_defined
490 long_name: not_defined
491 missing_value: not_defined
492 units: not_defined
493 res1800:
494 standard_name: not_defined
495 long_name: not_defined
496 missing_value: not_defined
497 units: not_defined
498 res400:
499 standard_name: not_defined
500 long_name: not_defined
501 missing_value: not_defined
502 units: not_defined
503 res40k:
504 standard_name: not_defined
505 long_name: not_defined
506 missing_value: not_defined
507 units: not_defined
508 res8200:
509 standard_name: not_defined
510 long_name: not_defined
511 missing_value: not_defined
512 units: not_defined
513 spec256_down:
514 standard_name: not_defined
515 long_name: not_defined
516 missing_value: not_defined
517 units: not_defined
518 dimensions: ['index', '??']
519 spec256_up:
520 standard_name: not_defined
521 long_name: not_defined
522 missing_value: not_defined
523 units: not_defined
524 dimensions: ['index', '??']
525 tc_raw:
526 standard_name: not_defined
527 long_name: not_defined
528 missing_value: not_defined
529 units: not_defined
530 temp_ext:
531 standard_name: not_defined
532 long_name: not_defined
533 missing_value: not_defined
534 units: not_defined
535 th_raw:
536 standard_name: not_defined
537 long_name: not_defined
538 missing_value: not_defined
539 units: not_defined
540 u_raw:
541 standard_name: not_defined
542 long_name: not_defined
543 missing_value: not_defined
544 units: not_defined
545 u_up_raw:
546 standard_name: not_defined
547 long_name: not_defined
548 missing_value: not_defined
549 units: not_defined
550 utc_time:
551 standard_name: not_defined
552 long_name: not_defined
553 missing_value: not_defined
554 units: not_defined
555 x_WGS84_Albers:
556 standard_name: not_defined
557 long_name: not_defined
558 missing_value: not_defined
559 units: not_defined
560 x_WGS84_UTMZ15N:
561 standard_name: not_defined
562 long_name: not_defined
563 missing_value: not_defined
564 units: not_defined
565 y_WGS84_Albers:
566 standard_name: not_defined
567 long_name: not_defined
568 missing_value: not_defined
569 units: not_defined
570 y_WGS84_UTMZ15N:
571 standard_name: not_defined
572 long_name: not_defined
573 missing_value: not_defined
574 units: not_defined
Combine with a partial existing Dataset metadata file
Here we have a CSV data file and a partial metadata file (missing the variable attributes)
metadata = join(data_path, 'data//Resolve_data_md_without_variables.yml')
Generate the template for this CSV dataset by combining the existing partial file with an empty template based on the dataset’s variables
template = Dataset.metadata_template(data, metadata)
template.dump("template_md_resolve_partial.yml")
Partial Data YAML file
1dataset_attrs:
2 content: raw data
3 comment: This dataset includes minimally processed (raw) AEM data
4 type: data
5 method: electromagnetic, frequency domain
6 mode: airborne
7 instrument: RESOLVE
8 structure: tabular
9 property: ?? is there a physical or geophysical property represented? ?
10coordinates:
11 x: x_WGS84_Albers
12 y: y_WGS84_Albers
13 z: DTM
14 t: ?? name of the t-axis (temporal) coordinate variable ??
15dimensions:
16 my_dimension_variable_name:
17 standard_name: my_dimension_variable_name
18 long_name: more descriptive name of this dimension variable, numbers below are examples for how a regular 1-D dimension can be auto-generated.
19 units: units of the dimension
20 missing_value: not_defined
21 length: 10
22 increment: 5.0
23 origin: 2.5
24 my_other_dimension_variable_name:
25 standard_name: my_other_dimension_variable_name
26 long_name: A second example for how dimension variables can be defined. Again, numbers below are stand-ins for demonstration purposes. In this case the widths are irregular and might have overlapping bounds.
27 units: units of the dimension
28 missing_value: not_defined
29 bounds: [[0, 2], [2, 6], [4, 10], [8, 16]]
30 centers: [1, 4, 7, 12]
31 layer_depth:
32 standard_name: layer_depth
33 long_name: layer depth below surface
34 units: meters
35 missing_value: not_defined
36 length: 31
37 increment: 5.0
38 origin: 2.5
39 axis: Z
40 positive: down
41 datum: ground surface
42variables:
43 DTM:
44 standard_name: not_defined
45 long_name: not_defined
46 missing_value: not_defined
47 units: not_defined
48 positive: ?? up or down ??
49 datum: ?? what is the datum ??
50 IGRF:
51 standard_name: not_defined
52 long_name: not_defined
53 missing_value: not_defined
54 units: not_defined
55 RMI:
56 standard_name: not_defined
57 long_name: not_defined
58 missing_value: not_defined
59 units: not_defined
60 TMI:
61 standard_name: not_defined
62 long_name: not_defined
63 missing_value: not_defined
64 units: not_defined
65 altlas_tx:
66 standard_name: not_defined
67 long_name: not_defined
68 missing_value: not_defined
69 units: not_defined
70 altrad_heli:
71 standard_name: not_defined
72 long_name: not_defined
73 missing_value: not_defined
74 units: not_defined
75 bird_pitch:
76 standard_name: not_defined
77 long_name: not_defined
78 missing_value: not_defined
79 units: not_defined
80 bird_roll:
81 standard_name: not_defined
82 long_name: not_defined
83 missing_value: not_defined
84 units: not_defined
85 bird_yaw:
86 standard_name: not_defined
87 long_name: not_defined
88 missing_value: not_defined
89 units: not_defined
90 cosmic:
91 standard_name: not_defined
92 long_name: not_defined
93 missing_value: not_defined
94 units: not_defined
95 cpi140k:
96 standard_name: not_defined
97 long_name: not_defined
98 missing_value: not_defined
99 units: not_defined
100 cpi140k_filt:
101 standard_name: not_defined
102 long_name: not_defined
103 missing_value: not_defined
104 units: not_defined
105 cpi140k_phg:
106 standard_name: not_defined
107 long_name: not_defined
108 missing_value: not_defined
109 units: not_defined
110 cpi1800:
111 standard_name: not_defined
112 long_name: not_defined
113 missing_value: not_defined
114 units: not_defined
115 cpi1800_filt:
116 standard_name: not_defined
117 long_name: not_defined
118 missing_value: not_defined
119 units: not_defined
120 cpi1800_phg:
121 standard_name: not_defined
122 long_name: not_defined
123 missing_value: not_defined
124 units: not_defined
125 cpi400:
126 standard_name: not_defined
127 long_name: not_defined
128 missing_value: not_defined
129 units: not_defined
130 cpi400_filt:
131 standard_name: not_defined
132 long_name: not_defined
133 missing_value: not_defined
134 units: not_defined
135 cpi400_phg:
136 standard_name: not_defined
137 long_name: not_defined
138 missing_value: not_defined
139 units: not_defined
140 cpi40k:
141 standard_name: not_defined
142 long_name: not_defined
143 missing_value: not_defined
144 units: not_defined
145 cpi40k_filt:
146 standard_name: not_defined
147 long_name: not_defined
148 missing_value: not_defined
149 units: not_defined
150 cpi40k_phg:
151 standard_name: not_defined
152 long_name: not_defined
153 missing_value: not_defined
154 units: not_defined
155 cpi8200:
156 standard_name: not_defined
157 long_name: not_defined
158 missing_value: not_defined
159 units: not_defined
160 cpi8200_filt:
161 standard_name: not_defined
162 long_name: not_defined
163 missing_value: not_defined
164 units: not_defined
165 cpi8200_phg:
166 standard_name: not_defined
167 long_name: not_defined
168 missing_value: not_defined
169 units: not_defined
170 cpq140k:
171 standard_name: not_defined
172 long_name: not_defined
173 missing_value: not_defined
174 units: not_defined
175 cpq140k_filt:
176 standard_name: not_defined
177 long_name: not_defined
178 missing_value: not_defined
179 units: not_defined
180 cpq140k_phg:
181 standard_name: not_defined
182 long_name: not_defined
183 missing_value: not_defined
184 units: not_defined
185 cpq1800:
186 standard_name: not_defined
187 long_name: not_defined
188 missing_value: not_defined
189 units: not_defined
190 cpq1800_filt:
191 standard_name: not_defined
192 long_name: not_defined
193 missing_value: not_defined
194 units: not_defined
195 cpq1800_phg:
196 standard_name: not_defined
197 long_name: not_defined
198 missing_value: not_defined
199 units: not_defined
200 cpq400:
201 standard_name: not_defined
202 long_name: not_defined
203 missing_value: not_defined
204 units: not_defined
205 cpq400_filt:
206 standard_name: not_defined
207 long_name: not_defined
208 missing_value: not_defined
209 units: not_defined
210 cpq400_phg:
211 standard_name: not_defined
212 long_name: not_defined
213 missing_value: not_defined
214 units: not_defined
215 cpq40k:
216 standard_name: not_defined
217 long_name: not_defined
218 missing_value: not_defined
219 units: not_defined
220 cpq40k_filt:
221 standard_name: not_defined
222 long_name: not_defined
223 missing_value: not_defined
224 units: not_defined
225 cpq40k_phg:
226 standard_name: not_defined
227 long_name: not_defined
228 missing_value: not_defined
229 units: not_defined
230 cpq8200:
231 standard_name: not_defined
232 long_name: not_defined
233 missing_value: not_defined
234 units: not_defined
235 cpq8200_filt:
236 standard_name: not_defined
237 long_name: not_defined
238 missing_value: not_defined
239 units: not_defined
240 cpq8200_phg:
241 standard_name: not_defined
242 long_name: not_defined
243 missing_value: not_defined
244 units: not_defined
245 cpsp:
246 standard_name: not_defined
247 long_name: not_defined
248 missing_value: not_defined
249 units: not_defined
250 cxi3300:
251 standard_name: not_defined
252 long_name: not_defined
253 missing_value: not_defined
254 units: not_defined
255 cxi3300_filt:
256 standard_name: not_defined
257 long_name: not_defined
258 missing_value: not_defined
259 units: not_defined
260 cxi3300_phg:
261 standard_name: not_defined
262 long_name: not_defined
263 missing_value: not_defined
264 units: not_defined
265 cxq3300:
266 standard_name: not_defined
267 long_name: not_defined
268 missing_value: not_defined
269 units: not_defined
270 cxq3300_filt:
271 standard_name: not_defined
272 long_name: not_defined
273 missing_value: not_defined
274 units: not_defined
275 cxq3300_phg:
276 standard_name: not_defined
277 long_name: not_defined
278 missing_value: not_defined
279 units: not_defined
280 cxsp:
281 standard_name: not_defined
282 long_name: not_defined
283 missing_value: not_defined
284 units: not_defined
285 date:
286 standard_name: not_defined
287 long_name: not_defined
288 missing_value: not_defined
289 units: not_defined
290 ddep140k:
291 standard_name: not_defined
292 long_name: not_defined
293 missing_value: not_defined
294 units: not_defined
295 ddep1800:
296 standard_name: not_defined
297 long_name: not_defined
298 missing_value: not_defined
299 units: not_defined
300 ddep400:
301 standard_name: not_defined
302 long_name: not_defined
303 missing_value: not_defined
304 units: not_defined
305 ddep40k:
306 standard_name: not_defined
307 long_name: not_defined
308 missing_value: not_defined
309 units: not_defined
310 ddep8200:
311 standard_name: not_defined
312 long_name: not_defined
313 missing_value: not_defined
314 units: not_defined
315 dep140k:
316 standard_name: not_defined
317 long_name: not_defined
318 missing_value: not_defined
319 units: not_defined
320 dep1800:
321 standard_name: not_defined
322 long_name: not_defined
323 missing_value: not_defined
324 units: not_defined
325 dep400:
326 standard_name: not_defined
327 long_name: not_defined
328 missing_value: not_defined
329 units: not_defined
330 dep40k:
331 standard_name: not_defined
332 long_name: not_defined
333 missing_value: not_defined
334 units: not_defined
335 dep8200:
336 standard_name: not_defined
337 long_name: not_defined
338 missing_value: not_defined
339 units: not_defined
340 diurnal:
341 standard_name: not_defined
342 long_name: not_defined
343 missing_value: not_defined
344 units: not_defined
345 diurnal_cor:
346 standard_name: not_defined
347 long_name: not_defined
348 missing_value: not_defined
349 units: not_defined
350 doserate:
351 standard_name: not_defined
352 long_name: not_defined
353 missing_value: not_defined
354 units: not_defined
355 dres140k:
356 standard_name: not_defined
357 long_name: not_defined
358 missing_value: not_defined
359 units: not_defined
360 dres1800:
361 standard_name: not_defined
362 long_name: not_defined
363 missing_value: not_defined
364 units: not_defined
365 dres400:
366 standard_name: not_defined
367 long_name: not_defined
368 missing_value: not_defined
369 units: not_defined
370 dres40k:
371 standard_name: not_defined
372 long_name: not_defined
373 missing_value: not_defined
374 units: not_defined
375 dres8200:
376 standard_name: not_defined
377 long_name: not_defined
378 missing_value: not_defined
379 units: not_defined
380 dres_150_by5m:
381 standard_name: not_defined
382 long_name: not_defined
383 missing_value: not_defined
384 units: not_defined
385 dimensions: ['index', '??']
386 effective_height:
387 standard_name: not_defined
388 long_name: not_defined
389 missing_value: not_defined
390 units: not_defined
391 eth:
392 standard_name: not_defined
393 long_name: not_defined
394 missing_value: not_defined
395 units: not_defined
396 eth_kconc:
397 standard_name: not_defined
398 long_name: not_defined
399 missing_value: not_defined
400 units: not_defined
401 eu:
402 standard_name: not_defined
403 long_name: not_defined
404 missing_value: not_defined
405 units: not_defined
406 eu_eth:
407 standard_name: not_defined
408 long_name: not_defined
409 missing_value: not_defined
410 units: not_defined
411 eu_kconc:
412 standard_name: not_defined
413 long_name: not_defined
414 missing_value: not_defined
415 units: not_defined
416 fiducial:
417 standard_name: not_defined
418 long_name: not_defined
419 missing_value: not_defined
420 units: not_defined
421 flight:
422 standard_name: not_defined
423 long_name: not_defined
424 missing_value: not_defined
425 units: not_defined
426 gpsz_heli:
427 standard_name: not_defined
428 long_name: not_defined
429 missing_value: not_defined
430 units: not_defined
431 gpsz_tx:
432 standard_name: not_defined
433 long_name: not_defined
434 missing_value: not_defined
435 units: not_defined
436 k_raw:
437 standard_name: not_defined
438 long_name: not_defined
439 missing_value: not_defined
440 units: not_defined
441 kconc:
442 standard_name: not_defined
443 long_name: not_defined
444 missing_value: not_defined
445 units: not_defined
446 kpa:
447 standard_name: not_defined
448 long_name: not_defined
449 missing_value: not_defined
450 units: not_defined
451 lat_heli:
452 standard_name: not_defined
453 long_name: not_defined
454 missing_value: not_defined
455 units: not_defined
456 lat_tx:
457 standard_name: not_defined
458 long_name: not_defined
459 missing_value: not_defined
460 units: not_defined
461 line:
462 standard_name: not_defined
463 long_name: not_defined
464 missing_value: not_defined
465 units: not_defined
466 live_time:
467 standard_name: not_defined
468 long_name: not_defined
469 missing_value: not_defined
470 units: not_defined
471 lon_heli:
472 standard_name: not_defined
473 long_name: not_defined
474 missing_value: not_defined
475 units: not_defined
476 lon_tx:
477 standard_name: not_defined
478 long_name: not_defined
479 missing_value: not_defined
480 units: not_defined
481 mag_L:
482 standard_name: not_defined
483 long_name: not_defined
484 missing_value: not_defined
485 units: not_defined
486 mag_LD:
487 standard_name: not_defined
488 long_name: not_defined
489 missing_value: not_defined
490 units: not_defined
491 mag_raw:
492 standard_name: not_defined
493 long_name: not_defined
494 missing_value: not_defined
495 units: not_defined
496 powerline:
497 standard_name: not_defined
498 long_name: not_defined
499 missing_value: not_defined
500 units: not_defined
501 res140k:
502 standard_name: not_defined
503 long_name: not_defined
504 missing_value: not_defined
505 units: not_defined
506 res1800:
507 standard_name: not_defined
508 long_name: not_defined
509 missing_value: not_defined
510 units: not_defined
511 res400:
512 standard_name: not_defined
513 long_name: not_defined
514 missing_value: not_defined
515 units: not_defined
516 res40k:
517 standard_name: not_defined
518 long_name: not_defined
519 missing_value: not_defined
520 units: not_defined
521 res8200:
522 standard_name: not_defined
523 long_name: not_defined
524 missing_value: not_defined
525 units: not_defined
526 spec256_down:
527 standard_name: not_defined
528 long_name: not_defined
529 missing_value: not_defined
530 units: not_defined
531 dimensions: ['index', '??']
532 spec256_up:
533 standard_name: not_defined
534 long_name: not_defined
535 missing_value: not_defined
536 units: not_defined
537 dimensions: ['index', '??']
538 tc_raw:
539 standard_name: not_defined
540 long_name: not_defined
541 missing_value: not_defined
542 units: not_defined
543 temp_ext:
544 standard_name: not_defined
545 long_name: not_defined
546 missing_value: not_defined
547 units: not_defined
548 th_raw:
549 standard_name: not_defined
550 long_name: not_defined
551 missing_value: not_defined
552 units: not_defined
553 u_raw:
554 standard_name: not_defined
555 long_name: not_defined
556 missing_value: not_defined
557 units: not_defined
558 u_up_raw:
559 standard_name: not_defined
560 long_name: not_defined
561 missing_value: not_defined
562 units: not_defined
563 utc_time:
564 standard_name: not_defined
565 long_name: not_defined
566 missing_value: not_defined
567 units: not_defined
568 x_WGS84_Albers:
569 standard_name: not_defined
570 long_name: not_defined
571 missing_value: not_defined
572 units: not_defined
573 x_WGS84_UTMZ15N:
574 standard_name: not_defined
575 long_name: not_defined
576 missing_value: not_defined
577 units: not_defined
578 y_WGS84_Albers:
579 standard_name: not_defined
580 long_name: not_defined
581 missing_value: not_defined
582 units: not_defined
583 y_WGS84_UTMZ15N:
584 standard_name: not_defined
585 long_name: not_defined
586 missing_value: not_defined
587 units: not_defined
Total running time of the script: (0 minutes 0.424 seconds)