1d84ab8c0c8219916f0061e475c1928591db3e5a
2 # -*- coding: utf-8 -*-
5 InfoEx <-> NRCS/MesoWest Auto Wx implementation
7 Wylark Mountaineering LLC
9 This program fetches data from either an NRCS SNOTEL site or MesoWest
10 weather station and pushes it to InfoEx using the new automated weather
11 system implementation.
13 It is designed to be run hourly, and it asks for the last three hours
14 of data of each desired type, and selects the most recent one. This
15 lends some resiliency to the process and helps ensure that we have a
16 value to send, but it can lead to somewhat inconsistent/untruthful
17 data if e.g. the HS is from the last hour but the tempPres is from two
18 hours ago because the instrumentation had a hiccup. It's worth
19 considering if this is a bug or a feature.
21 For more information, see file: README
22 For licensing, see file: LICENSE
33 from ftplib
import FTP
34 from argparse
import ArgumentParser
40 import zeep
.transports
44 LOG
= logging
.getLogger(__name__
)
45 LOG
.setLevel(logging
.NOTSET
)
48 """Return OptionParser for this program"""
49 parser
= ArgumentParser()
51 parser
.add_argument("--version",
55 parser
.add_argument("--config",
58 help="location of config file")
60 parser
.add_argument("--log-level",
63 help="set the log level (debug, info, warning)")
65 parser
.add_argument("--dry-run",
69 help="fetch data but don't upload to InfoEx")
73 def setup_config(config
):
74 """Setup config variable based on values specified in the ini file"""
77 'host': config
['infoex']['host'],
78 'uuid': config
['infoex']['uuid'],
79 'api_key': config
['infoex']['api_key'],
80 'csv_filename': config
['infoex']['csv_filename'],
81 'location_uuid': config
['infoex']['location_uuid'],
82 'wx_data': {}, # placeholder key, values to come later
86 station
['provider'] = config
['station']['type']
88 if station
['provider'] not in ['nrcs', 'mesowest', 'python']:
89 print("Please specify either nrcs or mesowest as the station type.")
92 if station
['provider'] == 'nrcs':
93 station
['source'] = 'https://www.wcc.nrcs.usda.gov/awdbWebService/services?WSDL'
94 station
['station_id'] = config
['station']['station_id']
95 station
['desired_data'] = config
['station']['desired_data'].split(',')
97 # XXX: For NRCS, we're manually overriding units for now! Once
98 # unit conversion is supported for NRCS, REMOVE THIS!
99 if 'units' not in station
:
100 station
['units'] = 'imperial'
102 if station
['provider'] == 'mesowest':
103 station
['source'] = 'https://api.synopticdata.com/v2/stations/timeseries'
104 station
['station_id'] = config
['station']['station_id']
105 station
['units'] = config
['station']['units']
106 station
['desired_data'] = config
['station']['desired_data']
108 # construct full API URL (sans start/end time, added later)
109 station
['source'] = station
['source'] + '?token=' + \
110 config
['station']['token'] + \
111 '&within=60&units=' + station
['units'] + \
112 '&stid=' + station
['station_id'] + \
113 '&vars=' + station
['desired_data']
115 if station
['provider'] == 'python':
116 station
['path'] = config
['station']['path']
118 except KeyError as err
:
119 LOG
.critical("%s not defined in configuration file", err
)
122 # all sections/values present in config file, final sanity check
124 for key
in config
.sections():
125 for subkey
in config
[key
]:
126 if not config
[key
][subkey
]:
129 LOG
.critical("Config value '%s.%s' is empty", key
, subkey
)
132 return (infoex
, station
)
134 def setup_logging(log_level
):
135 """Setup our logging infrastructure"""
137 from systemd
.journal
import JournalHandler
138 LOG
.addHandler(JournalHandler())
140 ## fallback to syslog
141 #import logging.handlers
142 #LOG.addHandler(logging.handlers.SysLogHandler())
144 handler
= logging
.StreamHandler(sys
.stdout
)
145 LOG
.addHandler(handler
)
148 if log_level
in [None, 'debug', 'info', 'warning']:
149 if log_level
== 'debug':
150 LOG
.setLevel(logging
.DEBUG
)
151 elif log_level
== 'info':
152 LOG
.setLevel(logging
.INFO
)
153 elif log_level
== 'warning':
154 LOG
.setLevel(logging
.WARNING
)
156 LOG
.setLevel(logging
.NOTSET
)
163 """Main routine: sort through args, decide what to do, then do it"""
164 parser
= get_parser()
165 options
= parser
.parse_args()
167 config
= configparser
.ConfigParser(allow_no_value
=False)
169 if not options
.config
:
171 print("\nPlease specify a configuration file via --config.")
174 config
.read(options
.config
)
176 if not setup_logging(options
.log_level
):
178 print("\nPlease select an appropriate log level or remove the switch (--log-level).")
181 (infoex
, station
) = setup_config(config
)
183 LOG
.debug('Config parsed, starting up')
186 (fmap
, final_data
) = setup_infoex_fields_mapping(infoex
['location_uuid'])
187 iemap
= setup_infoex_counterparts_mapping(station
['provider'])
189 # override units if user selected metric
191 if station
['units'] == 'metric':
192 final_data
= switch_units_to_metric(final_data
, fmap
)
194 if station
['provider'] != 'python':
195 LOG
.error("Please specify the units in the configuration "
199 (begin_date
, end_date
) = setup_time_values()
201 if station
['provider'] == 'python':
202 LOG
.debug("Getting custom data from external Python program")
204 LOG
.debug("Getting %s data from %s to %s",
205 str(station
['desired_data']),
206 str(begin_date
), str(end_date
))
208 time_all_elements
= time
.time()
211 if station
['provider'] == 'nrcs':
212 infoex
['wx_data'] = get_nrcs_data(begin_date
, end_date
, station
)
213 elif station
['provider'] == 'mesowest':
214 infoex
['wx_data'] = get_mesowest_data(begin_date
, end_date
,
216 elif station
['provider'] == 'python':
218 import importlib
.util
220 spec
= importlib
.util
.spec_from_file_location('custom_wx',
222 mod
= importlib
.util
.module_from_spec(spec
)
223 spec
.loader
.exec_module(mod
)
227 infoex
['wx_data'] = mod
.get_custom_data()
229 if infoex
['wx_data'] is None:
230 infoex
['wx_data'] = []
231 except Exception as exc
:
232 LOG
.error("Python program for custom Wx data failed in "
233 "execution: %s", str(exc
))
236 LOG
.info("Successfully executed external Python program")
238 LOG
.error("Please upgrade to Python 3.3 or later")
240 except FileNotFoundError
:
241 LOG
.error("Specified Python program for custom Wx data "
244 except Exception as exc
:
245 LOG
.error("A problem was encountered when attempting to "
246 "load your custom Wx program: %s", str(exc
))
249 LOG
.info("Time taken to get all data : %.3f sec", time
.time() -
252 LOG
.debug("infoex[wx_data]: %s", str(infoex
['wx_data']))
254 # Now we only need to add in what we want to change thanks to that
255 # abomination of a variable declaration earlier
256 final_data
[fmap
['Location UUID']] = infoex
['location_uuid']
257 final_data
[fmap
['obDate']] = end_date
.strftime('%m/%d/%Y')
258 final_data
[fmap
['obTime']] = end_date
.strftime('%H:%M')
260 for element_cd
in infoex
['wx_data']:
261 if element_cd
not in iemap
:
262 LOG
.warning("BAD KEY wx_data['%s']", element_cd
)
265 # Massage precision of certain values to fit InfoEx's
268 # 0 decimal places: wind speed, wind direction, wind gust, snow depth
269 # 1 decimal place: air temp, relative humidity, baro
270 # Avoid transforming None values
271 if infoex
['wx_data'][element_cd
] is None:
273 elif element_cd
in ['wind_speed', 'WSPD', 'wind_direction',
274 'WDIR', 'wind_gust', 'SNWD', 'snow_depth']:
275 infoex
['wx_data'][element_cd
] = round(infoex
['wx_data'][element_cd
])
276 elif element_cd
in ['TOBS', 'air_temp', 'RHUM',
277 'relative_humidity', 'PRES', 'pressure']:
278 infoex
['wx_data'][element_cd
] = round(infoex
['wx_data'][element_cd
], 1)
280 # CONSIDER: Casting every value to Float() -- need to investigate if
281 # any possible elementCds we may want are any other data
284 # Another possibility is to query the API with
285 # getStationElements and temporarily store the
286 # storedUnitCd. But that's pretty network-intensive and
287 # may not even be worth it if there's only e.g. one or two
288 # exceptions to any otherwise uniformly Float value set.
289 final_data
[fmap
[iemap
[element_cd
]]] = infoex
['wx_data'][element_cd
]
291 LOG
.debug("final_data: %s", str(final_data
))
293 if infoex
['wx_data']:
294 if not write_local_csv(infoex
['csv_filename'], final_data
):
295 LOG
.warning('Could not write local CSV file: %s',
296 infoex
['csv_filename'])
299 if not options
.dry_run
:
300 upload_csv(infoex
['csv_filename'], infoex
)
305 # data structure operations
306 def setup_infoex_fields_mapping(location_uuid
):
308 Create a mapping of InfoEx fields to the local data's indexing scheme.
312 This won't earn style points in Python, but here we establish a couple
313 of helpful mappings variables. The reason this is helpful is that the
314 end result is simply an ordered set, the CSV file. But we still may
315 want to manipulate the values arbitrarily before writing that file.
317 Also note that the current Auto Wx InfoEx documentation shows these
318 keys in a graphical table with the "index" beginning at 1, but here we
319 sanely index beginning at 0.
321 # pylint: disable=too-many-statements,multiple-statements,bad-whitespace
322 fmap
= {} ; final_data
= [None] * 29
323 fmap
['Location UUID'] = 0 ; final_data
[0] = location_uuid
324 fmap
['obDate'] = 1 ; final_data
[1] = None
325 fmap
['obTime'] = 2 ; final_data
[2] = None
326 fmap
['timeZone'] = 3 ; final_data
[3] = 'Pacific'
327 fmap
['tempMaxHour'] = 4 ; final_data
[4] = None
328 fmap
['tempMaxHourUnit'] = 5 ; final_data
[5] = 'F'
329 fmap
['tempMinHour'] = 6 ; final_data
[6] = None
330 fmap
['tempMinHourUnit'] = 7 ; final_data
[7] = 'F'
331 fmap
['tempPres'] = 8 ; final_data
[8] = None
332 fmap
['tempPresUnit'] = 9 ; final_data
[9] = 'F'
333 fmap
['precipitationGauge'] = 10 ; final_data
[10] = None
334 fmap
['precipitationGaugeUnit'] = 11 ; final_data
[11] = 'in'
335 fmap
['windSpeedNum'] = 12 ; final_data
[12] = None
336 fmap
['windSpeedUnit'] = 13 ; final_data
[13] = 'mph'
337 fmap
['windDirectionNum'] = 14 ; final_data
[14] = None
338 fmap
['hS'] = 15 ; final_data
[15] = None
339 fmap
['hsUnit'] = 16 ; final_data
[16] = 'in'
340 fmap
['baro'] = 17 ; final_data
[17] = None
341 fmap
['baroUnit'] = 18 ; final_data
[18] = 'inHg'
342 fmap
['rH'] = 19 ; final_data
[19] = None
343 fmap
['windGustSpeedNum'] = 20 ; final_data
[20] = None
344 fmap
['windGustSpeedNumUnit'] = 21 ; final_data
[21] = 'mph'
345 fmap
['windGustDirNum'] = 22 ; final_data
[22] = None
346 fmap
['dewPoint'] = 23 ; final_data
[23] = None
347 fmap
['dewPointUnit'] = 24 ; final_data
[24] = 'F'
348 fmap
['hn24Auto'] = 25 ; final_data
[25] = None
349 fmap
['hn24AutoUnit'] = 26 ; final_data
[26] = 'in'
350 fmap
['hstAuto'] = 27 ; final_data
[27] = None
351 fmap
['hstAutoUnit'] = 28 ; final_data
[28] = 'in'
353 return (fmap
, final_data
)
355 def setup_infoex_counterparts_mapping(provider
):
357 Create a mapping of the NRCS/MesoWest fields that this program supports to
358 their InfoEx counterparts
362 if provider
== 'nrcs':
363 iemap
['PREC'] = 'precipitationGauge'
364 iemap
['TOBS'] = 'tempPres'
365 iemap
['TMAX'] = 'tempMaxHour'
366 iemap
['TMIN'] = 'tempMinHour'
368 iemap
['PRES'] = 'baro'
370 iemap
['WSPD'] = 'windSpeedNum'
371 iemap
['WDIR'] = 'windDirectionNum'
372 # unsupported by NRCS:
374 elif provider
== 'mesowest':
375 iemap
['precip_accum'] = 'precipitationGauge'
376 iemap
['air_temp'] = 'tempPres'
377 iemap
['air_temp_high_24_hour'] = 'tempMaxHour'
378 iemap
['air_temp_low_24_hour'] = 'tempMinHour'
379 iemap
['snow_depth'] = 'hS'
380 iemap
['pressure'] = 'baro'
381 iemap
['relative_humidity'] = 'rH'
382 iemap
['wind_speed'] = 'windSpeedNum'
383 iemap
['wind_direction'] = 'windDirectionNum'
384 iemap
['wind_gust'] = 'windGustSpeedNum'
385 elif provider
== 'python':
386 # we expect Python programs to use the InfoEx data type names
387 iemap
['precipitationGauge'] = 'precipitationGauge'
388 iemap
['tempPres'] = 'tempPres'
389 iemap
['tempMaxHour'] = 'tempMaxHour'
390 iemap
['tempMinHour'] = 'tempMinHour'
392 iemap
['baro'] = 'baro'
394 iemap
['windSpeedNum'] = 'windSpeedNum'
395 iemap
['windDirectionNum'] = 'windDirectionNum'
396 iemap
['windGustSpeedNum'] = 'windGustSpeedNum'
400 # provider-specific operations
401 def get_nrcs_data(begin
, end
, station
):
402 """get the data we're after from the NRCS WSDL"""
403 transport
= zeep
.transports
.Transport(cache
=zeep
.cache
.SqliteCache())
404 client
= zeep
.Client(wsdl
=station
['source'], transport
=transport
)
407 for element_cd
in station
['desired_data']:
408 time_element
= time
.time()
410 # get the last three hours of data for this elementCd/element_cd
411 tmp
= client
.service
.getHourlyData(
412 stationTriplets
=[station
['station_id']],
413 elementCd
=element_cd
,
418 LOG
.info("Time to get NRCS elementCd '%s': %.3f sec", element_cd
,
419 time
.time() - time_element
)
421 values
= tmp
[0]['values']
423 # sort and isolate the most recent
425 # NOTE: we do this because sometimes there are gaps in hourly data
426 # in NRCS; yes, we may end up with slightly inaccurate data,
427 # so perhaps this decision will be re-evaluated in the future
429 ordered
= sorted(values
, key
=lambda t
: t
['dateTime'], reverse
=True)
430 remote_data
[element_cd
] = ordered
[0]['value']
432 remote_data
[element_cd
] = None
436 def get_mesowest_data(begin
, end
, station
):
437 """get the data we're after from the MesoWest/Synoptic API"""
440 # massage begin/end date format
441 begin_date_str
= begin
.strftime('%Y%m%d%H%M')
442 end_date_str
= end
.strftime('%Y%m%d%H%M')
444 # construct final, completed API URL
445 api_req_url
= station
['source'] + '&start=' + begin_date_str
+ '&end=' + end_date_str
446 req
= requests
.get(api_req_url
)
451 LOG
.error("Bad JSON in MesoWest response")
455 observations
= json
['STATION'][0]['OBSERVATIONS']
457 LOG
.error("Bad JSON in MesoWest response")
460 pos
= len(observations
['date_time']) - 1
462 for element_cd
in station
['desired_data'].split(','):
463 # sort and isolate the most recent, see note above in NRCS for how and
466 # NOTE: Unlike in the NRCS case, the MesoWest API response contains all
467 # data (whereas with NRCS, we have to make a separate request for
468 # each element we want). This is nice for network efficiency but
469 # it means we have to handle this part differently for each.
471 # NOTE: Also unlike NRCS, MesoWest provides more granular data; NRCS
472 # provides hourly data, but MesoWest can often provide data every
473 # 10 minutes -- though this provides more opportunity for
476 # we may not have the data at all
477 key_name
= element_cd
+ '_set_1'
479 if key_name
in observations
:
480 if observations
[key_name
][pos
]:
481 remote_data
[element_cd
] = observations
[key_name
][pos
]
483 # mesowest by default provides wind_speed in m/s, but
484 # we specify 'english' units in the request; either way,
486 if element_cd
in ('wind_speed', 'wind_gust'):
487 remote_data
[element_cd
] = kn_to_mph(remote_data
[element_cd
])
489 remote_data
[element_cd
] = None
491 remote_data
[element_cd
] = None
495 def switch_units_to_metric(data_map
, mapping
):
496 """replace units with metric counterparts"""
498 # NOTE: to update this, use the fmap<->final_data mapping laid out
499 # in setup_infoex_fields_mapping ()
501 # NOTE: this only 'works' with MesoWest for now, as the MesoWest API
502 # itself handles the unit conversion; in the future, we will also
503 # support NRCS unit conversion, but this must be done by this
505 data_map
[mapping
['tempPresUnit']] = 'C'
506 data_map
[mapping
['hsUnit']] = 'm'
507 data_map
[mapping
['windSpeedUnit']] = 'm/s'
508 data_map
[mapping
['windGustSpeedNumUnit']] = 'm/s'
513 def write_local_csv(path_to_file
, data
):
514 """Write the specified CSV file to disk"""
515 with
open(path_to_file
, 'w') as file_object
:
516 # The requirement is that empty values are represented in the CSV
517 # file as "", csv.QUOTE_NONNUMERIC achieves that
518 LOG
.debug("writing CSV file '%s'", path_to_file
)
519 writer
= csv
.writer(file_object
, quoting
=csv
.QUOTE_NONNUMERIC
)
520 writer
.writerow(data
)
524 def upload_csv(path_to_file
, infoex_data
):
525 """Upload the specified CSV file to InfoEx FTP and remove the file"""
526 with
open(path_to_file
, 'rb') as file_object
:
527 LOG
.debug("uploading FTP file '%s'", infoex_data
['host'])
528 ftp
= FTP(infoex_data
['host'], infoex_data
['uuid'],
529 infoex_data
['api_key'])
530 ftp
.storlines('STOR ' + path_to_file
, file_object
)
533 os
.remove(path_to_file
)
535 # other miscellaneous routines
536 def setup_time_values():
537 """establish time bounds of data request(s)"""
538 # floor time to nearest hour
539 date_time
= datetime
.datetime
.now()
540 end_date
= date_time
- datetime
.timedelta(minutes
=date_time
.minute
% 60,
541 seconds
=date_time
.second
,
542 microseconds
=date_time
.microsecond
)
543 begin_date
= end_date
- datetime
.timedelta(hours
=3)
544 return (begin_date
, end_date
)
547 """convert meters per second to miles per hour"""
551 """convert knots to miles per hour"""
554 if __name__
== "__main__":