I. Data Set Descriptors A. Title: Meteorological data from Vanilla Rain Met at the Andrews Forest. Variables include: precipitation, swe, snow depth, air temperature, and battery supply from 01-Oct-2021 to 01-Oct-2022 B. Accession Number: N/A C. Description 1. Originator(s): Christopher Daly 2. Abstract: A three-level hydro-climatological network for data monitoring was established in 1994. The networks at each level are nested to form a coordinated program of data acquisition and measurement. A future vision of linking the benchmark meteorological stations with regional weather stations to expand the future scope of studies was also considered in designing this network. The first-level in this top-down approach consists of Benchmark Meteorological Stations (BMS) and Benchmark Stream Stations. The BMS are designed to represent the environment across the Andrews. These stations are intended to provide complete, long-term, high temporal resolution, meso-scale hydroclimatological data. The location of the BMS network is based on factors such as elevation, aspect, vegetation gradients, and accessibility. Collected meteorological parameters are generally standardized across the BMS as well as methods and instrumentation. Secondary Meteorological Stations also follow standardized methods and serve similar purposes but are somewhat limited in meteorological parameters collected. The Primary Meteorological Station (PRIMET), Central Meteorological Station (CENMET), Upper Lookout Meteorological Station (UPLMET), and Vanilla Leaf Meteorological Station (VANMET) are the four Benchmark Stations, Climatic Station at Watershed 2 (CS2MET) and the Hi-15 Meteorological Station (H15MET) are Secondary Stations. 3. Study Type: Monitoring 4. Study Themes: 5. LTER Core Areas: 6. Georeferences: 7. Submission Date: D. Keywords: Air temperature, Climate change, Climate data, Meteorological measurements, Monitoring, Photosynthetically active radiation, Precipitation, Relative humidity, Snow accumulation, Snow hydrology, Soil moisture, Soil temperature, Solar radiation, Wind speed, Disturbance II. Research Origin Descriptors A. Overall Project Description 1. Project Title: Vanilla Rain Gage 2. Principal Investigators: Name: Position: Organization: Address: City: State: Postal Code: Phone: Email: UserID: 3. Funding Period: to 4. Objectives: Hydrology, climatology, and biology interact over a wide range of spatial and temporal scales. Continuous interaction among climate, soils, landuse, and vegetation shape the hydrology and ecology of a landscape. Long-term measurements of such variables at various time and space scales provide an essential foundation for understanding ecosystem processes, and document changes in the local, regional, and global environments. 5. Abstract: 6. Funding Source: NSF grants: DEB-7611978, BSR-9011663, DEB-9632921, DEB-0218088 B. Sub-project Description 1. Site Description a. Geographic Location: HJ Andrews, Blue River, Oregon, USA Coordinates: b. Physiographic Region: c. Landform Components: d. Hydrographic Characteristics: e. Topographic Attributes: f. Geology, Lithology and Soils: g. Vegetation Communities: CANOPY: None overhead, though insolation affected slightly from trees on adjacent hillsides. CONTINUOUS, OPEN CANOPY TYPE. SURFACE: Short grass/dirt, generally clear of vegetation. h. History of Land Use and Disturbance: i. Climate: 2. Experimental or Sampling Design a. Design Characteristics: Temperature and rainfall in the Andrews Experimental Forestare are typical of a maritime climate with wet, relatively mild winters and dry, cool summers. Humidity is generally high through winter months, and maximum daily relative humidity approaches 100 percent at night throughout the year. Minimum summer humidities generally hover around 30-50 percent. Temperature extremes range from near 0 degrees F in unusually cold winters to over 100 degrees for brief periods almost every summer. The range in mean annual temperature (1972-2002) is 7.1-10.5 degrees C at a low elevation site (PRIMET). Precipitation varies with elevation - long-term annual average at low elevation (450 m) is 2200 mm, and at high elevation (1200m) is 2600 mm. b. Permanent Plots: c. Data Collection Duration and Frequency: Beginning of Observations: End of Observations: 3. Research Methods a. Field and Laboratory Methods: b. Protocols: c. Instrumentation: d. Taxonomy and Systematics: None e. Speclies List: f. Permit History: 4. Project Personnel a. Personnel: b. Affiliations: III. Data Set Status and Accessibility A. Status 1. Latest Update: 03-Feb-2024 2. Latest Archive Date: 3. Latest Metadata Update: 03-Feb-2024 4. Data Verification Status: B. Accessibility 1. Storage Location and Medium: Stored at on media: 2. Contact Person: Adam M. Kennedy 3. Copyright Restrictions: 4. Restrictions: a. Release Date: Affiliates: , Public: b. Citation: c. Disclaimer: 5. Costs: IV. Data Structural Descriptors A. Data Set File 1. File Name: varmet_302_a_5min_2022.csv 2. Size: 105120 records 3. File Format: ASCII text (comma-separated value format) 3a. Delimiters: single comma 4. Header Information: 5 lines of ASCII text 5. Alphanumeric Attributes: 6. Quality Control Flag Codes: M = missing value, I = Invalid value (out of range), Q = Questionable value, V = Flags values n greater than or m less than the mean of the preceding N readings, C = Flags values greater than or less than N Stdev the mean of the preceding M readings, A = Flags values with total accumulation over N days greater than some value, S = Flags unrealistic sequences of identical or near identical values in time series of non-missing values, T = For methods or hardware related flags. ie. broken shield, D = Value is outside detection limit, L = Low value, H = High value, P = Program ID change, R = Reduced volume stored in sample tank, E = Value estimated by linear interpolation 7. Authentication Procedures: 8. Calculations: SNOWDEP_INST_0_0_05: SNOWDEP_INST_0_0_05(mm) = SNOWDEP_INST_0_0_05(m) * 1000 9. Processing History: Software version: GCE Data Toolbox Version 3.9.10 (23-May-2022) Data structure version: GCE Data Structure 1.1 (29-Mar-2001) Original data files processed: metdat query: SELECT * FROM VARA_302_Table105 WHERE LOGGERID = 302 AND TmStamp BETWEEN '2021-10-01 00:05:00.0' AND '2022-10-01 00:00:00.0' ORDER BY TmStamp ASC (102729 records) FINAL_AIRTEMP_QC4SIGMA_leap_ak.csv (8784 records) Data processing history: 03-Feb-2024: new GCE Data Structure 1.1 created ('newstruct') 03-Feb-2024: imported result set from SQL query on data source 'metdat' ('sql2struct') 03-Feb-2024: imported all documentation metadata from the template 'LNDB_VarMet_3', updating descriptors for columns Date, RecNum, LOGGERID, PROGID, BATTERY_MEAN, SNOWDEP_INST_0_0_05, SNOWDEP_QUAL, SWE_INST_0_0_05, PRECIP_INST_455_0_02, ORI_SH_AVG, AIRTEMP_MEAN_450_0_10, AIRTEMP_MAX_450_0_10 and AIRTEMP_MIN_450_0_10 ('meta_template') 03-Feb-2024: updated 16 metadata fields in the Data, Dataset, Project, Site, Status, Study, Supplement section(s) ('addmeta') 03-Feb-2024: updated title ('newtitle') 03-Feb-2024: Q/C flagging criteria applied, 'flags' field updated ('dataflag') 03-Feb-2024: Name of column TmStamp changed to Date; Name of column BATTERY_V_Avg changed to BATTERY_MEAN; Name of column SNOWDEPTH changed to SNOWDEP_INST_0_0_05; Name of column QUALITY changed to SNOWDEP_QUAL; Name of column SWE changed to SWE_INST_0_0_05; Name of column PRECIP changed to PRECIP_INST_455_0_02; Name of column OR_TEMP_Avg changed to ORI_SH_AVG; Name of column AIR_450_Avg changed to AIRTEMP_MEAN_450_0_10; Name of column AIR_450_Max changed to AIRTEMP_MAX_450_0_10; Name of column AIR_450_Min changed to AIRTEMP_MIN_450_0_10; ('apply_template') 03-Feb-2024: Units of column Date changed from '' to 'serial number'; Units of column RecNum changed from '' to 'count'; Units of column LOGGERID changed from '' to 'none'; Units of column PROGID changed from '' to 'none'; Units of column BATTERY_MEAN changed from '' to 'volts'; Units of column SNOWDEP_INST_0_0_05 changed from '' to 'm'; Units of column SNOWDEP_QUAL changed from '' to 'none'; Units of column SWE_INST_0_0_05 changed from '' to 'mm'; Units of column PRECIP_INST_455_0_02 changed from '' to 'mm'; Units of column ORI_SH_AVG changed from '' to 'deg c'; Units of column AIRTEMP_MEAN_450_0_10 changed from '' to 'deg c'; Units of column AIRTEMP_MAX_450_0_10 changed from '' to 'deg c'; Units of column AIRTEMP_MIN_450_0_10 changed from '' to 'deg c'; ('apply_template') 03-Feb-2024: Data Type of column PROGID changed from 'd' to 'f'; Data Type of column SNOWDEP_QUAL changed from 'f' to 'd'; ('apply_template') 03-Feb-2024: Variable Type of column RecNum changed from 'data' to 'nominal'; Variable Type of column LOGGERID changed from 'data' to 'nominal'; Variable Type of column PROGID changed from 'data' to 'nominal'; ('apply_template') 03-Feb-2024: Numeric Type of column PROGID changed from 'discrete' to 'continuous'; Numeric Type of column BATTERY_MEAN changed from 'continous' to 'continuous'; Numeric Type of column SNOWDEP_INST_0_0_05 changed from 'continous' to 'continuous'; Numeric Type of column SNOWDEP_QUAL changed from 'continous' to 'discrete'; Numeric Type of column SWE_INST_0_0_05 changed from 'continous' to 'continuous'; Numeric Type of column PRECIP_INST_455_0_02 changed from 'continous' to 'continuous'; Numeric Type of column ORI_SH_AVG changed from 'continous' to 'continuous'; Numeric Type of column AIRTEMP_MEAN_450_0_10 changed from 'continous' to 'continuous'; Numeric Type of column AIRTEMP_MAX_450_0_10 changed from 'continous' to 'continuous'; Numeric Type of column AIRTEMP_MIN_450_0_10 changed from 'continous' to 'continuous'; ('apply_template') 03-Feb-2024: Q/C Criteria of column Date changed from '' to 'x<0='I';isnan(x)='M''; Q/C Criteria of column RecNum changed from '' to 'x<0='I';isnan(x)='M''; Q/C Criteria of column LOGGERID changed from '' to 'flag_notinarray(x,[301,302])='I';isnan(x)='M''; Q/C Criteria of column PROGID changed from '' to 'flag_valuechange(x,0.1,0.1,1)='P';isnan(x)='M''; Q/C Criteria of column BATTERY_MEAN changed from '' to 'x<0='I';x<11.5='L';x>16='H';isnan(x)='M''; Q/C Criteria of column SNOWDEP_INST_0_0_05 changed from '' to 'isnan(x)='M';x>4.5='Q';x>5.0='I';x<-5.0='I';col_SNOWDEP_QUAL<=0='I';col_SNOWDEP_QUAL <162&col_SNOWDEP_QUAL>0='Q';col_SNOWDEP_QUAL>=300&col_SNOWDEP_QUAL<=600='Q';flag_date range(col_Date,{'10/30/2015 12:00:00','11/05/2015 14:55:00'})='Q';flag_daterange(col_Date,{'06/03/2022 15:20:00','06/09/2022 13:30:00'})='I';flag_daterange(col_Date,{'10/20/2022 10:55:00','10/22/2022 05:05:00'})='Q''; Q/C Criteria of column SNOWDEP_QUAL changed from '' to 'isnan(x)='M''; Q/C Criteria of column SWE_INST_0_0_05 changed from '' to 'isnan(x)='M';col_Date>=datenum('10/30/2015 12:00:00')&col_Date<=datenum('11/5/2015 14:00:00')='Q';col_Date>=datenum('11/11/2016 12:00:00')&col_Date<=datenum('11/14/2017 12:00:00')='I';col_Date>=datenum('09/30/2023 12:00:00')='I''; Q/C Criteria of column PRECIP_INST_455_0_02 changed from '' to 'x<0='I';x>1200='I';col_ORI_SH_AVG<3.5='T';flag_valuechange(x,100,25,1)='R';isnan(x)= 'M';col_Date>=datenum('10/30/2015 12:00:00')&col_Date<=datenum('11/05/2015 14:00:00')='Q';col_Date>=datenum('12/17/2015 12:00:00')&col_Date<=datenum('01/27/2016 12:00:00')='I';col_Date>=datenum('02/25/2018 22:45:00')&col_Date<=datenum('02/28/2018 20:00:00')='T';col_Date>=datenum('02/27/2019 16:55:00')&col_Date<=datenum('10/06/2021 12:10:00')='Q';col_Date>=datenum('10/06/2021 12:15:00')&col_Date<=datenum('12/14/2021 00:05:00')='Q';col_Date>=datenum('12/14/2021 00:10:00')&col_Date<=datenum('09/31/2022 00:00:00')='Q';col_Date>=datenum('12/15/2022 11:20:00')&col_Date<=datenum('12/15/2022 12:25:00')='I';col_Date>=datenum('10/01/2022 00:00:00')='Q''; Q/C Criteria of column ORI_SH_AVG changed from '' to 'x<3.5='T';isnan(x)='M';col_Date>=datenum('10/30/2015 12:00:00')&col_Date<=datenum('11/5/2015 14:00:00')='Q''; Q/C Criteria of column AIRTEMP_MEAN_450_0_10 changed from '' to 'x<=-35='I';x>50='I';x<-18='Q';x>45='Q';flag_valuechange(x,6.5,6.5,1) ='V';flag_valuechange(x,8,8,1) ='I';isnan(x)='M';xcol_FOURHI='Q';col_Date>=datenum('10/30/2015 12:00:00')&col_Date<=datenum('11/5/2015 14:00:00')='Q';col_Date>=datenum('05/06/2017 08:00:00')&col_Date<=datenum('08/18/2017 20:00:00')='Q';(col_AIRTEMP_MAX_450_0_10-col_AIRTEMP_MEAN_450_0_10)>1='Q'; (col_AIRTEMP_MEAN_450_0_10-col_AIRTEMP_MIN_450_0_10)>1='Q'; x>col_AIRTEMP_MAX_450_0_10='I'; x50='I';x<-18='Q';x>45='Q';flag_valuechange(x,6.5,6.5,1) ='V';flag_valuechange(x,8,8,1) ='I';isnan(x)='M';xcol_FOURHI='Q';col_Date>=datenum('10/30/2015 12:00:00')&col_Date<=datenum('11/5/2015 14:00:00')='Q';col_Date>=datenum('05/06/2017 08:00:00')&col_Date<=datenum('08/18/2017 20:00:00')='Q''; Q/C Criteria of column AIRTEMP_MIN_450_0_10 changed from '' to 'x<=-35='I';x>50='I';x<-18='Q';x>45='Q';flag_valuechange(x,6.5,6.5,1) ='V';flag_valuechange(x,8,8,1) ='I';isnan(x)='M';xcol_FOURHI='Q';col_Date>=datenum('10/30/2015 12:00:00')&col_Date<=datenum('11/5/2015 14:00:00')='Q';col_Date>=datenum('05/06/2017 08:00:00')&col_Date<=datenum('08/18/2017 20:00:00')='Q''; ('apply_template') 03-Feb-2024: Precision of column Date changed from 0 to 7; Precision of column PROGID changed from 0 to 1; Precision of column SNOWDEP_QUAL changed from 2 to 0; Precision of column SWE_INST_0_0_05 changed from 2 to 4; Precision of column ORI_SH_AVG changed from 3 to 2; Precision of column AIRTEMP_MIN_450_0_10 changed from 2 to 3; ('apply_template') 03-Feb-2024: Descriptions of columns Date, RecNum, LOGGERID, PROGID, BATTERY_MEAN, SNOWDEP_INST_0_0_05, SNOWDEP_QUAL, SWE_INST_0_0_05, PRECIP_INST_455_0_02, ORI_SH_AVG, AIRTEMP_MEAN_450_0_10, AIRTEMP_MAX_450_0_10 and AIRTEMP_MIN_450_0_10 edited; ('apply_template') 03-Feb-2024: added column 'Site' at position 1 ('addcol') 03-Feb-2024: sorted by column Date(ascending) ('sortdata') 03-Feb-2024: removed 12 row(s) with duplicate values in the column(s) Date ('cleardupes') 03-Feb-2024: inserted 2403 new records with date/time values and NaN/null data values (replicating common values in the non-data columns Site, RecNum, LOGGERID and PROGID) to fill in date/time interval gaps in the data series and assigned flag 'M' to inserted records ('pad_date_gaps') 03-Feb-2024: sorted by column Date(ascending) ('sortdata') 03-Feb-2024: Year, Month, Day, Hour and Minute datetime columns added after column Date ('add_datepartcols') 03-Feb-2024: sorted by columns Month(ascending), Day(ascending), Hour(ascending) ('sortdata') 03-Feb-2024: performed a lookup join of columns Month, Day and Hour on columns Month, Day and Hour from a second structure, returning column(s) Site, Date, Year, Minute, RecNum, LOGGERID, PROGID, BATTERY_MEAN, BATTERY_V_CHECK, SNOWDEP_INST_0_0_05, SNOWDEPTH_CHECK, SNOWDEP_QUAL, SWE_INST_0_0_05, SWE_CHECK, PRECIP_INST_455_0_02, ORI_SH_AVG, PUMPVOLTS_Avg, PUMPVOLTS_CHECK, AIRTEMP_MEAN_450_0_10, AIRTEMP_MAX_450_0_10 and AIRTEMP_MIN_450_0_10 from the first structure and column(s) MEAN, STD, MIN, MAX, MEDIAN, FOURLO and FOURHI from the second structure (105120 rows) ('joindata') 03-Feb-2024: sorted by column Date(ascending) ('sortdata') 03-Feb-2024: imported all documentation metadata from the template 'LNDB_VarMet_3', updating descriptors for columns Date, RecNum, LOGGERID, PROGID, BATTERY_MEAN, SNOWDEP_INST_0_0_05, SNOWDEP_QUAL, SWE_INST_0_0_05, PRECIP_INST_455_0_02, ORI_SH_AVG, AIRTEMP_MEAN_450_0_10, AIRTEMP_MAX_450_0_10 and AIRTEMP_MIN_450_0_10 ('meta_template') 03-Feb-2024: updated 16 metadata fields in the Data, Dataset, Project, Site, Status, Study, Supplement section(s) ('addmeta') 03-Feb-2024: updated title ('newtitle') 03-Feb-2024: Q/C flagging criteria applied, 'flags' field updated ('dataflag') 03-Feb-2024: Q/C Criteria of column Date changed from 'x<0='I';isnan(x)='M';manual' to 'x<0='I';isnan(x)='M''; Q/C Criteria of column RecNum changed from 'x<0='I';isnan(x)='M';manual' to 'x<0='I';isnan(x)='M''; Q/C Criteria of column LOGGERID changed from 'flag_notinarray(x,[301,302])='I';isnan(x)='M';manual' to 'flag_notinarray(x,[301,302])='I';isnan(x)='M''; Q/C Criteria of column BATTERY_MEAN changed from 'x<0='I';x<11.5='L';x>16='H';isnan(x)='M';manual' to 'x<0='I';x<11.5='L';x>16='H';isnan(x)='M''; Q/C Criteria of column SNOWDEP_QUAL changed from 'isnan(x)='M';manual' to 'isnan(x)='M''; ('apply_template') 03-Feb-2024: deleted columns Month, Day, Hour, Year, Minute, RecNum, MEAN, STD, MIN, MAX, FOURLO, FOURHI and MEDIAN from the structure ('deletecols') 03-Feb-2024: converted values in all columns assigned QA/QC flag(s) I (Invalid value (out of range)) to NaN/empty, locking and replacing existing flags with 'M': 2731 records in SNOWDEP_INST_0_0_05, 2788 records in PRECIP_INST_455_0_02, 1 records in AIRTEMP_MIN_450_0_10 ('nullflags') 03-Feb-2024: sorted by column Date(ascending) ('sortdata') 03-Feb-2024: replaced 1025 missing values in column SNOWDEP_INST_0_0_05 with estimated values based on 1D interpolation of SNOWDEP_INST_0_0_05 as a function of Date using the MATLAB 9.912 function 'interp1' with the 'linear' (linear interpolation) method option, excluding data gaps with more than 5 consecutive missing values, and flagging the estimated values as 'E' ('interp_missing') 03-Feb-2024: 1025 values in 'SNOWDEP_INST_0_0_05' were updated with new values ('update_data'): changed record 131 from NaN to 0.0490, changed record 138 from NaN to 0.1275, changed record 164 from NaN to 0.1475, changed record 224 from NaN to -0.2550, changed record 236 from NaN to -0.0575, changed record 340 from NaN to 0.1405, changed record 386 from NaN to -0.0785, changed record 391 from NaN to -0.0220, changed record 430 from NaN to -0.1285, changed record 439 from NaN to -0.1055, changed record 443 from NaN to -0.1115, changed record 525 from NaN to -0.0465, changed record 675 from NaN to 0.1420, changed record 747 from NaN to 0.1585, changed record 804 from NaN to 0.0845, changed record 926 from NaN to -0.3145, changed record 943 from NaN to -0.0635, changed record 954 from NaN to -0.1090, changed record 1042 from NaN to -0.3260, changed record 1065 from NaN to 0.0600, changed record 1306 from NaN to -0.2505, changed record 10445 from NaN to -0.2415, changed record 10550 from NaN to -0.1990, changed record 10881 from NaN to -0.1425, changed record 10899 from NaN to -0.1215, changed record 15321 from NaN to -0.1950, changed record 15504 from NaN to -0.0805, changed record 15506 from NaN to -0.0810, changed record 15552 from NaN to -0.0835, changed record 15562 from NaN to -0.0795, changed record 15677 from NaN to -0.1360, changed record 15682 from NaN to -0.1395, changed record 15699 from NaN to -0.1175, changed record 15705 from NaN to -0.1190, changed record 15712 from NaN to -0.1255, changed record 19966 from NaN to -0.2680, changed record 20059 from NaN to -0.0905, changed record 20115 from NaN to -0.0715, changed record 20394 from NaN to -0.0090, changed record 20396 from NaN to 0.0040, changed record 20398 from NaN to -0.0125, changed record 20400 from NaN to -0.0320, changed record 20490 from NaN to -0.0095, changed record 20498 from NaN to 0.0205, changed record 20501 from NaN to 0.0295, changed record 20553 from NaN to 0.0870, changed record 20597 from NaN to 0.1565, changed record 20618 from NaN to 0.1920, changed record 20763 from NaN to 0.4410, changed record 20834 from NaN to 0.5430, changed record 21777 from NaN to 0.6870, changed record 22144 from NaN to 0.7677, changed record 22145 from NaN to 0.7673, changed record 22167 from NaN to 0.7145, changed record 22172 from NaN to 0.7420, changed record 22194 from NaN to 0.7175, changed record 23333 from NaN to 0.3390, changed record 23883 from NaN to 0.4410, changed record 24656 from NaN to 1.1350, changed record 24680 from NaN to 1.1630, changed record 24713 from NaN to 1.2440, changed record 24910 from NaN to 1.5190, changed record 27421 from NaN to 2.0630, changed record 28376 from NaN to 1.6795, changed record 35316 from NaN to 1.2030, changed record 41091 from NaN to 1.2013, changed record 41092 from NaN to 1.2187, changed record 41097 from NaN to 1.2235, changed record 44609 from NaN to 1.2205, changed record 44615 from NaN to 1.2145, changed record 44618 from NaN to 1.2240, changed record 44631 from NaN to 1.1917, changed record 44632 from NaN to 1.2133, changed record 44634 from NaN to 1.2360, changed record 48868 from NaN to 1.2665, changed record 53521 from NaN to 0.9775, changed record 54996 from NaN to 0.8295, changed record 55413 from NaN to 1.4610, changed record 55416 from NaN to 1.4470, changed record 56381 from NaN to 1.9775, changed record 56905 from NaN to 1.8420, changed record 61526 from NaN to 1.5250, changed record 62939 from NaN to 1.2255, changed record 66404 from NaN to 1.0110, changed record 70439 from NaN to 0.2345, changed record 70446 from NaN to 0.2310, changed record 70448 from NaN to 0.2200, changed record 72458 from NaN to 0.1095, changed record 72476 from NaN to 0.0600, changed record 72496 from NaN to -0.1575, changed record 72551 from NaN to 0.1450, changed record 72573 from NaN to 0.3205, changed record 72692 from NaN to 0.2043, changed record 72693 from NaN to 0.0727, changed record 72747 from NaN to 0.1505, changed record 72800 from NaN to 0.2150, changed record 72806 from NaN to 0.3313, changed record 72807 from NaN to 0.3287, changed record 72851 from NaN to 0.0705, changed record 74157 from NaN to 0.3480, changed record 74238 from NaN to 0.0040, changed record 74242 from NaN to 0.3200, changed record 74276 from NaN to 0.0815, changed record 74417 from NaN to 0.1500, changed record 75042 from NaN to 0.1350, changed record 75582 from NaN to 0.3360, changed record 75613 from NaN to -0.1685, changed record 75619 from NaN to -0.0670, changed record 75635 from NaN to 0.2965, changed record 75640 from NaN to -0.2110, changed record 75769 from NaN to -0.0930, changed record 75808 from NaN to 0.1080, changed record 75812 from NaN to 0.3090, changed record 75858 from NaN to -0.0455, changed record 75873 from NaN to 0.2110, changed record 75875 from NaN to 0.2100, changed record 75884 from NaN to 0.0705, changed record 75886 from NaN to 0.0717, changed record 75887 from NaN to 0.0743, changed record 75892 from NaN to -0.0055, changed record 75897 from NaN to 0.3170, changed record 75909 from NaN to -0.0213, changed record 75910 from NaN to 0.0323, changed record 75913 from NaN to 0.1950, changed record 75923 from NaN to -0.0725, changed record 75942 from NaN to 0.0785, changed record 75961 from NaN to -0.2450, changed record 75985 from NaN to 0.0920, changed record 76025 from NaN to 0.2050, changed record 76030 from NaN to 0.2030, changed record 76033 from NaN to 0.0165, changed record 76041 from NaN to 0.2010, changed record 76047 from NaN to -0.2605, changed record 76136 from NaN to -0.1040, changed record 76144 from NaN to 0.2000, changed record 76154 from NaN to 0.1850, changed record 76165 from NaN to -0.0705, changed record 76170 from NaN to -0.0705, changed record 76179 from NaN to -0.0830, changed record 76198 from NaN to -0.0730, changed record 76201 from NaN to 0.0360, changed record 76206 from NaN to -0.2120, changed record 76209 from NaN to -0.0710, changed record 76211 from NaN to -0.0770, changed record 76218 from NaN to 0.3190, changed record 76222 from NaN to 0.3285, changed record 76235 from NaN to -0.0585, changed record 76239 from NaN to -0.0680, changed record 76436 from NaN to -0.0925, changed record 76438 from NaN to 0.1783, changed record 76439 from NaN to 0.2697, changed record 76447 from NaN to 0.1525, changed record 76454 from NaN to 0.3155, changed record 76456 from NaN to 0.3355, changed record 76466 from NaN to 0.3467, changed record 76467 from NaN to 0.3513, changed record 76473 from NaN to 0.0470, changed record 76475 from NaN to -0.2475, changed record 76477 from NaN to -0.2680, changed record 76479 from NaN to -0.2490, changed record 76485 from NaN to 0.1200, changed record 76498 from NaN to 0.2853, changed record 76499 from NaN to 0.2807, changed record 76505 from NaN to 0.1850, changed record 76508 from NaN to -0.2310, changed record 76511 from NaN to -0.2103, changed record 76512 from NaN to -0.2057, changed record 76516 from NaN to 0.0800, changed record 76521 from NaN to -0.0225, changed record 76552 from NaN to -0.0435, changed record 76629 from NaN to -0.0595, changed record 76654 from NaN to 0.0830, changed record 76719 from NaN to -0.1260, changed record 76725 from NaN to -0.2135, changed record 76750 from NaN to 0.0450, changed record 76773 from NaN to 0.1810, changed record 76774 from NaN to 0.2520, changed record 76786 from NaN to 0.3430, changed record 76787 from NaN to 0.3420, changed record 76788 from NaN to 0.3410, changed record 76910 from NaN to 0.3110, changed record 76922 from NaN to 0.3480, changed record 76936 from NaN to 0.0285, changed 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85104 from NaN to -0.2683, changed record 85105 from NaN to -0.3887, changed record 85107 from NaN to -0.4530, changed record 85109 from NaN to -0.4057, changed record 85110 from NaN to -0.4143, changed record 85116 from NaN to -0.3980, changed record 85118 from NaN to -0.3942, changed record 85119 from NaN to -0.4015, changed record 85120 from NaN to -0.4088, changed record 85122 from NaN to -0.4040, changed record 85124 from NaN to -0.2580, changed record 85126 from NaN to -0.1805, changed record 85127 from NaN to -0.2370, changed record 85128 from NaN to -0.2935, changed record 85133 from NaN to -0.0710, changed record 85135 from NaN to -0.2730, changed record 85142 from NaN to -0.2010, changed record 85144 from NaN to 0.0120, changed record 85146 from NaN to 0.0130, changed record 85147 from NaN to 0.0090, changed record 85153 from NaN to -0.3713, changed record 85154 from NaN to -0.2947, changed record 85156 from NaN to -0.1725, changed record 85158 from NaN to -0.0660, changed record 85162 from NaN to -0.3235, changed record 85167 from NaN to -0.0005, changed record 85169 from NaN to -0.2010, changed record 85172 from NaN to -0.1860, changed record 85179 from NaN to -0.0585, changed record 85181 from NaN to -0.0440, changed record 85344 from NaN to -0.4190, changed record 85349 from NaN to -0.0765, changed record 85357 from NaN to -0.4075, changed record 85359 from NaN to -0.4270, changed record 85381 from NaN to -0.2255, changed record 85384 from NaN to 0.0055, changed record 85387 from NaN to 0.0515, changed record 85415 from NaN to 0.0290, changed record 85424 from NaN to -0.1830, changed record 85431 from NaN to -0.0115, changed record 85433 from NaN to -0.2050, changed record 85437 from NaN to -0.1795, changed record 85440 from NaN to -0.2210, changed record 85445 from NaN to -0.3875, changed record 85452 from NaN to -0.1750, changed record 85458 from NaN to -0.2610, changed record 85463 from NaN to -0.1157, changed record 85464 from NaN to -0.2843, 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86098 from NaN to -0.2540, changed record 86102 from NaN to -0.1275, changed record 86115 from NaN to -0.2625, changed record 86145 from NaN to -0.2085, changed record 86167 from NaN to -0.3855, changed record 86177 from NaN to -0.0035, changed record 86187 from NaN to -0.2605, changed record 86196 from NaN to -0.0465, changed record 86200 from NaN to -0.2130, changed record 86221 from NaN to -0.1215, changed record 86228 from NaN to -0.2985, changed record 86232 from NaN to -0.2065, changed record 86236 from NaN to -0.3230, changed record 86237 from NaN to -0.2700, changed record 86239 from NaN to -0.2917, changed record 86240 from NaN to -0.3663, changed record 86249 from NaN to -0.0250, changed record 86250 from NaN to -0.0760, changed record 86251 from NaN to -0.1270, changed record 86252 from NaN to -0.1780, changed record 86255 from NaN to -0.3250, changed record 86256 from NaN to -0.2760, changed record 86258 from NaN to -0.2227, changed record 86259 from NaN to -0.2183, changed record 86261 from NaN to -0.3295, changed record 86270 from NaN to -0.2715, changed record 86272 from NaN to -0.4100, changed record 86278 from NaN to -0.0225, changed record 86282 from NaN to -0.0123, changed record 86283 from NaN to -0.0607, changed record 86285 from NaN to -0.2305, changed record 86287 from NaN to -0.2340, changed record 86291 from NaN to -0.2643, changed record 86292 from NaN to -0.3197, changed record 86296 from NaN to -0.2960, changed record 86302 from NaN to -0.2245, changed record 86304 from NaN to -0.2225, changed record 86313 from NaN to -0.2260, changed record 86316 from NaN to -0.2630, changed record 86317 from NaN to -0.3330, changed record 86329 from NaN to -0.3855, changed record 86333 from NaN to -0.3520, changed record 86337 from NaN to -0.2740, changed record 86345 from NaN to -0.3040, changed record 86392 from NaN to -0.4010, changed record 86398 from NaN to -0.1640, changed record 86405 from NaN to -0.4045, changed record 86412 from NaN to 0.0105, 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changed record 87083 from NaN to -0.3790, changed record 87086 from NaN to -0.2640, changed record 87088 from NaN to -0.0565, changed record 87090 from NaN to -0.0990, changed record 87092 from NaN to -0.1205, changed record 87094 from NaN to -0.0710, changed record 87108 from NaN to -0.3100, changed record 87110 from NaN to -0.2183, changed record 87111 from NaN to -0.2167, changed record 87113 from NaN to -0.3065, changed record 87116 from NaN to -0.3203, changed record 87117 from NaN to -0.2627, changed record 87118 from NaN to -0.2050, changed record 87119 from NaN to -0.1473, changed record 87120 from NaN to -0.0897, changed record 87122 from NaN to -0.1275, changed record 87127 from NaN to -0.1825, changed record 87129 from NaN to -0.0770, changed record 87131 from NaN to -0.1120, changed record 87134 from NaN to -0.3100, changed record 87135 from NaN to -0.2280, changed record 87137 from NaN to -0.1000, changed record 87143 from NaN to -0.2830, changed record 87145 from NaN to -0.3370, changed record 87146 from NaN to -0.2400, changed record 87150 from NaN to -0.2260, changed record 87151 from NaN to -0.2280, changed record 87152 from NaN to -0.2300, changed record 87157 from NaN to -0.2170, changed record 87159 from NaN to -0.1637, changed record 87160 from NaN to -0.1143, changed record 87186 from NaN to -0.3125, changed record 87194 from NaN to -0.1525, changed record 87207 from NaN to -0.1820, changed record 87263 from NaN to -0.1560, changed record 87281 from NaN to -0.1455, changed record 87324 from NaN to -0.4115, changed record 87330 from NaN to -0.3945, changed record 87345 from NaN to -0.3860, changed record 87380 from NaN to -0.1985, changed record 87382 from NaN to -0.2975, changed record 87389 from NaN to -0.2410, changed record 87390 from NaN to -0.1170, changed record 87396 from NaN to -0.3625, changed record 87399 from NaN to -0.1070, changed record 87401 from NaN to -0.0857, changed record 87402 from NaN to -0.0333, changed record 87404 from NaN to 0.0157, changed record 87405 from NaN to 0.0123, changed record 87412 from NaN to -0.1995, changed record 87416 from NaN to -0.1335, changed record 87419 from NaN to -0.1340, changed record 87425 from NaN to -0.2820, changed record 87430 from NaN to -0.0793, changed record 87431 from NaN to -0.0227, changed record 87433 from NaN to -0.1050, changed record 87434 from NaN to -0.2440, changed record 87437 from NaN to -0.1765, changed record 87442 from NaN to -0.2085, changed record 87446 from NaN to 0.0075, changed record 87448 from NaN to -0.0030, changed record 87482 from NaN to 0.0370, changed record 87501 from NaN to -0.2955, changed record 87590 from NaN to -0.3405, changed record 87651 from NaN to 0.0540, changed record 87658 from NaN to -0.0930, changed record 87666 from NaN to 0.0325, changed record 87674 from NaN to -0.0075, changed record 87678 from NaN to -0.2960, changed record 87682 from NaN to -0.0605, changed record 87685 from NaN to -0.3817, changed record 87686 from NaN to -0.3733, changed record 87688 from NaN to -0.2940, changed record 87689 from NaN to -0.2230, changed record 87690 from NaN to -0.1520, changed record 87692 from NaN to -0.1535, changed record 87696 from NaN to -0.0123, changed record 87697 from NaN to -0.0115, changed record 87698 from NaN to -0.0107, changed record 87701 from NaN to -0.0470, changed record 87702 from NaN to -0.0880, changed record 87703 from NaN to -0.1290, changed record 87704 from NaN to -0.1700, changed record 87706 from NaN to -0.1774, changed record 87707 from NaN to -0.1438, changed record 87708 from NaN to -0.1102, changed record 87709 from NaN to -0.0766, changed record 87711 from NaN to -0.1114, changed record 87712 from NaN to -0.1798, changed record 87713 from NaN to -0.2482, changed record 87714 from NaN to -0.3166, changed record 87716 from NaN to -0.2625, changed record 87718 from NaN to -0.0590, changed record 87721 from NaN to -0.0210, changed record 87726 from NaN to -0.3840, changed record 87728 from NaN to -0.3303, changed record 87729 from NaN to -0.2777, changed record 87731 from NaN to -0.1090, changed record 87737 from NaN to -0.0867, changed record 87738 from NaN to -0.0613, changed record 87752 from NaN to -0.1185, changed record 87770 from NaN to -0.1205, changed record 87773 from NaN to -0.1517, changed record 87774 from NaN to -0.1793, changed record 87793 from NaN to -0.0470, changed record 87795 from NaN to -0.2415, changed record 87815 from NaN to -0.4180, changed record 87817 from NaN to -0.3215, changed record 87831 from NaN to -0.2315, changed record 87834 from NaN to -0.4110, changed record 87881 from NaN to -0.1797, changed record 87882 from NaN to -0.3313, changed record 87888 from NaN to -0.3710, changed record 87889 from NaN to -0.2890, changed record 87908 from NaN to -0.1235, changed record 87923 from NaN to -0.2685, changed record 87937 from NaN to 0.0210, changed record 87942 from NaN to -0.1520, changed record 87946 from NaN to -0.2603, changed record 87947 from NaN to -0.3637, changed record 87949 from NaN to -0.3445, changed record 87957 from NaN to -0.1580, changed record 87960 from NaN to -0.2310, changed record 87964 from NaN to -0.4055, changed record 87967 from NaN to -0.1925, changed record 87978 from NaN to -0.1900, changed record 87982 from NaN to -0.1715, changed record 87989 from NaN to -0.1075, changed record 87991 from NaN to -0.0125, changed record 88010 from NaN to -0.0030, changed record 88014 from NaN to -0.1110, changed record 88015 from NaN to -0.1200, changed record 88017 from NaN to -0.0905, changed record 88027 from NaN to -0.0985, changed record 88034 from NaN to -0.1660, changed record 88036 from NaN to -0.0840, changed record 88039 from NaN to -0.0550, changed record 88043 from NaN to -0.2990, changed record 88054 from NaN to -0.0863, changed record 88055 from NaN to -0.0377, changed record 88059 from NaN to -0.2760, changed record 88064 from NaN to -0.1290, changed record 88068 from NaN to -0.1397, changed record 88069 from NaN to -0.2823, changed record 88072 from NaN to -0.1265, changed record 88075 from NaN to -0.0610, changed record 88086 from NaN to -0.3200, changed record 88087 from NaN to -0.2010, changed record 88088 from NaN to -0.0820, changed record 88095 from NaN to -0.4265, changed record 88103 from NaN to -0.1900, changed record 88105 from NaN to -0.1460, changed record 88106 from NaN to -0.3050, changed record 88110 from NaN to -0.0585, changed record 88119 from NaN to -0.2273, changed record 88120 from NaN to -0.3087, changed record 88129 from NaN to -0.1850, changed record 88151 from NaN to -0.2750, changed record 88159 from NaN to -0.3980, changed record 88187 from NaN to -0.3870, changed record 88188 from NaN to -0.3940, changed record 88200 from NaN to -0.2015, changed record 88205 from NaN to -0.4015, changed record 88216 from NaN to -0.4340, changed record 88218 from NaN to -0.2675, changed record 88229 from NaN to 0.0115, changed record 88231 from NaN to -0.0017, changed record 88232 from NaN to -0.0003, changed record 88234 from NaN to 0.0145, changed record 88242 from NaN to -0.0065, changed record 88245 from NaN to -0.0520, changed record 88247 from NaN to -0.0750, changed record 88251 from NaN to -0.1660, changed record 88255 from NaN to 0.0215, changed record 88258 from NaN to -0.1247, changed record 88259 from NaN to -0.2573, changed record 88261 from NaN to -0.2535, changed record 88264 from NaN to -0.0103, changed record 88265 from NaN to -0.0197, changed record 88268 from NaN to -0.0265, changed record 88272 from NaN to -0.0090, changed record 88273 from NaN to 0.0060, changed record 88277 from NaN to -0.0360, changed record 88279 from NaN to -0.0520, changed record 88283 from NaN to -0.2320, changed record 88287 from NaN to -0.3137, changed record 88288 from NaN to -0.2063, changed record 88291 from NaN to -0.1845, changed record 88294 from NaN to -0.1443, changed record 88295 from NaN to -0.2647, changed record 88298 from NaN to 0.0215, changed record 88299 from NaN to 0.0260, changed record 88300 from NaN to 0.0305, changed record 88302 from NaN to 0.0310, changed record 88304 from NaN to 0.0075, changed record 88307 from NaN to -0.0190, changed record 88309 from NaN to -0.0650, changed record 88318 from NaN to -0.0555, changed record 88320 from NaN to 0.0145, changed record 88322 from NaN to -0.0580, changed record 88323 from NaN to -0.1390, changed record 88329 from NaN to -0.2150, changed record 88336 from NaN to -0.3270, changed record 88342 from NaN to -0.3445, changed record 88355 from NaN to -0.3530, changed record 88362 from NaN to 0.0150, changed record 88381 from NaN to 0.0310, changed record 88448 from NaN to 0.0645, changed record 88523 from NaN to -0.1555, changed record 88537 from NaN to -0.1850, changed record 88558 from NaN to -0.1890, changed record 88561 from NaN to -0.1840, changed record 88564 from NaN to -0.3690, changed record 88577 from NaN to -0.3730, changed record 88580 from NaN to -0.1985, changed record 88584 from NaN to -0.1765, changed record 88592 from NaN to -0.0105, changed record 88594 from NaN to -0.2075, changed record 88603 from NaN to -0.0880, changed record 88606 from NaN to -0.3860, changed record 88623 from NaN to -0.0300, changed record 88626 from NaN to -0.0505, changed record 88632 from NaN to -0.2280, changed record 88635 from NaN to -0.4190, changed record 88658 from NaN to -0.2560, changed record 88663 from NaN to -0.1355, changed record 88674 from NaN to 0.0465, changed record 88743 from NaN to -0.1870, changed record 88753 from NaN to -0.0485, changed record 88794 from NaN to -0.1940, changed record 88810 from NaN to -0.1670, changed record 88812 from NaN to -0.1230, changed record 88814 from NaN to -0.1983, changed record 88815 from NaN to -0.0807, changed record 88829 from NaN to -0.0490, changed record 88837 from NaN to 0.0205, changed record 88841 from NaN to -0.3515, changed record 88876 from NaN to -0.1650, changed record 88885 from NaN to -0.2680, changed record 88886 from NaN to -0.1530, changed record 88887 from NaN to -0.0380, changed record 88890 from NaN to -0.0765, changed record 88900 from NaN to 0.0055, changed record 88913 from NaN to -0.0125, changed record 88918 from NaN to -0.0435, changed record 88928 from NaN to -0.5365, changed record 88931 from NaN to -0.0905, changed record 88953 from NaN to -0.2030, changed record 88979 from NaN to -0.1540, changed record 88984 from NaN to 0.0245, changed record 89066 from NaN to -0.1685, changed record 89090 from NaN to 0.0900, changed record 89097 from NaN to -0.3360, changed record 89135 from NaN to -0.0950, changed record 89147 from NaN to -0.3230, changed record 89153 from NaN to -0.0125, changed record 89168 from NaN to -0.3430, changed record 89175 from NaN to -0.1110, changed record 89201 from NaN to 0.0030, changed record 89202 from NaN to 0.0270, changed record 89354 from NaN to -0.0900, changed record 89404 from NaN to -0.1125, changed record 89414 from NaN to -0.2095, changed record 89419 from NaN to -0.3300, changed record 89422 from NaN to 0.1220, changed record 89433 from NaN to 0.0410, changed record 89450 from NaN to -0.3420, changed record 89467 from NaN to -0.3115, changed record 89481 from NaN to -0.0480, changed record 89486 from NaN to -0.1385, changed record 89501 from NaN to -0.1540, changed record 89545 from NaN to 0.0770, changed record 89549 from NaN to -0.1035, changed record 89555 from NaN to -0.2745, changed record 89576 from NaN to -0.2623, changed record 89577 from NaN to -0.2517, changed record 89584 from NaN to -0.1280, changed record 89705 from NaN to -0.1305, changed record 89717 from NaN to -0.0663, changed record 89718 from NaN to -0.1475, changed record 89719 from NaN to -0.2288, changed record 89724 from NaN to -0.1410, changed record 89734 from NaN to -0.0925, changed record 89737 from NaN to -0.2750, changed record 89744 from NaN to -0.3510, changed record 89745 from NaN to -0.3290, changed record 89746 from NaN to -0.3070, changed record 90026 from NaN to -0.1405, changed record 90035 from NaN to -0.1540, changed record 90038 from NaN to -0.3505, changed record 90054 from NaN to -0.1130, changed record 90088 from NaN to 0.0860, changed record 90257 from NaN to 0.0540, changed record 90288 from NaN to -0.0995, changed record 90515 from NaN to -0.0795, changed record 90518 from NaN to -0.2885, changed record 90589 from NaN to 0.1215, changed record 90602 from NaN to 0.1070, changed record 90604 from NaN to -0.0660, changed record 90615 from NaN to -0.1270, changed record 90653 from NaN to -0.2630, changed record 90705 from NaN to 0.0550, changed record 90862 from NaN to 0.1185, changed record 91122 from NaN to -0.0325, changed record 91189 from NaN to 0.1365, changed record 91450 from NaN to -0.0810, changed record 91456 from NaN to -0.0760, changed record 91483 from NaN to 0.1150, changed record 91699 from NaN to -0.0570, changed record 91747 from NaN to 0.1640, changed record 91897 from NaN to 0.0035, changed record 91986 from NaN to 0.1235, changed record 92002 from NaN to -0.0830, changed record 92006 from NaN to 0.0077, changed record 92007 from NaN to -0.1177, changed record 92014 from NaN to -0.1270, changed record 92025 from NaN to -0.2315, changed record 92027 from NaN to -0.2270, changed record 92036 from NaN to -0.0905, changed record 92043 from NaN to 0.0040, changed record 92052 from NaN to -0.2180, changed record 92060 from NaN to -0.2605, changed record 92073 from NaN to 0.1665, changed record 92077 from NaN to 0.1480, changed record 92511 from NaN to -0.2325, changed record 92874 from NaN to 0.2090, changed record 92875 from NaN to 0.2060, changed record 93137 from NaN to 0.1980, changed record 94086 from NaN to -0.0075, changed record 94326 from NaN to 0.1960, changed record 94621 from NaN to -0.0275, changed record 94789 from NaN to -0.2260, changed record 94904 from NaN to -0.0075, changed record 96659 from NaN to 0.1695, changed record 96907 from NaN to 0.1565, changed record 97382 from NaN to 0.1970, changed record 98042 from NaN to -0.0200, changed record 100419 from NaN to 0.1970, changed record 102714 from NaN to -0.0085, changed record 102874 from NaN to 0.0540, changed record 102875 from NaN to -0.0500 03-Feb-2024: Q/C flagging criteria applied for column(s) SNOWDEP_INST_0_0_05, 'flags' field updated ('dataflag') 03-Feb-2024: replaced 9 missing values in column SWE_INST_0_0_05 with estimated values based on 1D interpolation of SWE_INST_0_0_05 as a function of Date using the MATLAB 9.912 function 'interp1' with the 'linear' (linear interpolation) method option, excluding data gaps with more than 5 consecutive missing values, and flagging the estimated values as 'E' ('interp_missing') 03-Feb-2024: 9 values in 'SWE_INST_0_0_05' were updated with new values ('update_data'): changed record 77191 from NaN to -10.1733, changed record 77192 from NaN to -10.1367, changed record 78055 from NaN to -10.8050, changed record 78775 from NaN to -21.3800, changed record 79063 from NaN to -21.5133, changed record 79064 from NaN to -20.4367, changed record 80935 from NaN to -10.9150, changed record 92874 from NaN to -35.5100, changed record 92875 from NaN to -35.5000 03-Feb-2024: Q/C flagging criteria applied for column(s) SWE_INST_0_0_05, 'flags' field updated ('dataflag') 03-Feb-2024: replaced 6 missing values in column PRECIP_INST_455_0_02 with estimated values based on 1D interpolation of PRECIP_INST_455_0_02 as a function of Date using the MATLAB 9.912 function 'interp1' with the 'linear' (linear interpolation) method option, excluding data gaps with more than 5 consecutive missing values, and flagging the estimated values as 'E' ('interp_missing') 03-Feb-2024: 6 values in 'PRECIP_INST_455_0_02' were updated with new values ('update_data'): changed record 77191 from NaN to 9.69, changed record 77192 from NaN to 9.68, changed record 78055 from NaN to 8.97, changed record 80935 from NaN to 28.26, changed record 92874 from NaN to 5.97, changed record 92875 from NaN to 5.97 03-Feb-2024: Q/C flagging criteria applied for column(s) PRECIP_INST_455_0_02, 'flags' field updated ('dataflag') 03-Feb-2024: replaced 9 missing values in column AIRTEMP_MEAN_450_0_10 with estimated values based on 1D interpolation of AIRTEMP_MEAN_450_0_10 as a function of Date using the MATLAB 9.912 function 'interp1' with the 'linear' (linear interpolation) method option, excluding data gaps with more than 5 consecutive missing values, and flagging the estimated values as 'E' ('interp_missing') 03-Feb-2024: 9 values in 'AIRTEMP_MEAN_450_0_10' were updated with new values ('update_data'): changed record 77191 from NaN to 16.490, changed record 77192 from NaN to 16.470, changed record 78055 from NaN to 9.310, changed record 78775 from NaN to 22.075, changed record 79063 from NaN to 18.993, changed record 79064 from NaN to 18.887, changed record 80935 from NaN to 11.880, changed record 92874 from NaN to 18.147, changed record 92875 from NaN to 20.213 03-Feb-2024: Q/C flagging criteria applied for column(s) AIRTEMP_MEAN_450_0_10, 'flags' field updated ('dataflag') 03-Feb-2024: converted units of 'SNOWDEP_INST_0_0_05' column and 3 QA/QC flag criteria parameters from m to mm ('unit_convert') 03-Feb-2024: Q/C flagging criteria applied for column(s) SNOWDEP_INST_0_0_05, 'flags' field updated ('dataflag') 03-Feb-2024: sorted rows by measurement date prior to applying drift corrections ('correct_drift') 03-Feb-2024: corrected values in column SNOWDEP_INST_0_0_05 for sensor drift over the date range 01-Oct-2021 12:00:00 to 30-Sep-2023 12:00:00 by applying a constant correction of 238 ('correct_drift') 03-Feb-2024: 100868 values in 'SNOWDEP_INST_0_0_05' were updated with new values ('update_data') 03-Feb-2024: Q/C flagging criteria applied for column(s) SNOWDEP_INST_0_0_05, 'flags' field updated ('dataflag') 03-Feb-2024: sorted rows by measurement date prior to applying drift corrections ('correct_drift') 03-Feb-2024: corrected values in column SWE_INST_0_0_05 for sensor drift over the date range 01-Oct-2021 12:00:00 to 01-Oct-2022 12:00:00 by applying a constant correction of 0 ('correct_drift') 03-Feb-2024: sorted rows by measurement date prior to applying drift corrections ('correct_drift') 03-Feb-2024: corrected values in column SWE_INST_0_0_05 for sensor drift over the date range 01-Oct-2020 12:00:00 to 01-Oct-2021 12:00:00 by applying a constant correction of -520 ('correct_drift') 03-Feb-2024: documented flagged and missing values in columns Site, PROGID, BATTERY_MEAN, BATTERY_V_CHECK, SNOWDEP_INST_0_0_05, SNOWDEPTH_CHECK, SNOWDEP_QUAL, SWE_INST_0_0_05, SWE_CHECK, PRECIP_INST_455_0_02, ORI_SH_AVG, PUMPVOLTS_Avg, PUMPVOLTS_CHECK, AIRTEMP_MEAN_450_0_10, AIRTEMP_MAX_450_0_10 and AIRTEMP_MIN_450_0_10 as data set anomalies in the metadata ('add_anomalies') 03-Feb-2024: updated title ('newtitle') 03-Feb-2024: updated 1 metadata fields in the Dataset section(s) ('addmeta') 03-Feb-2024: updated title ('newtitle') 03-Feb-2024: updated 1 metadata fields in the Dataset section(s) ('addmeta') 03-Feb-2024: added column 'PRECIP_TOT_455_0_02' at position 13 ('addcol') 03-Feb-2024: manually added an array of custom flags to 105120 records in column(s) PRECIP_TOT_455_0_02 ('addflags') 03-Feb-2024: locked Q/C flag criteria for column PRECIP_TOT_455_0_02 to prevent automatic evaluation ('flag_locks') 03-Feb-2024: added column 'PRECIP_ACC_455_0_02' at position 14 ('addcol') 03-Feb-2024: copied QA/QC flags from column(s) PRECIP_TOT_455_0_02 to column(s) PRECIP_ACC_455_0_02, merging copied flags with any existing flags, and set QA/QC criteria for destination column(s) to 'manual' ('copyflags') 03-Feb-2024: added column 'SNOWDEP_MED_0_0_05' at position 8 ('addcol') 03-Feb-2024: Q/C flagging criteria applied for column(s) SNOWDEP_MED_0_0_05, 'flags' field updated ('dataflag') 03-Feb-2024: copied QA/QC flags from column(s) SNOWDEP_INST_0_0_05 to column(s) SNOWDEP_MED_0_0_05, merging copied flags with any existing flags, and set QA/QC criteria for destination column(s) to 'manual' ('copyflags') 03-Feb-2024: added column 'SWE_MED_0_0_05' at position 12 ('addcol') 03-Feb-2024: copied QA/QC flags from column(s) SWE_INST_0_0_05 to column(s) SWE_MED_0_0_05, merging copied flags with any existing flags, and set QA/QC criteria for destination column(s) to 'manual' ('copyflags') 03-Feb-2024: replaced values matching '(Date > datenum('05/31/2023 12:00:00')&Date < datenum('10/01/2023 00:00:00')) (Date > datenum('06/09/2022 12:00:00')&Date < datenum('10/21/2022 14:00:00')) (Date > datenum('05/14/2021 12:00:00')&Date < datenum('10/31/2021 12:00:00')) (Date > datenum('05/20/2020 12:00:00')&Date < datenum('11/05/2020 12:00:00')) (Date > datenum('05/15/2019 12:00:00')&Date < datenum('11/19/2019 12:00:00')) (Date > datenum('06/01/2018 12:00:00')&Date < datenum('10/25/2018 12:00:00')) (Date > datenum('06/14/2017 12:00:00')&Date < datenum('10/02/2017 12:00:00')) (Date > datenum('05/04/2016 12:00:00')&Date < datenum('11/13/2016 12:00:00')) (Date > datenum('07/06/2015 12:00:00')&Date < datenum('10/31/2015 12:00:00'))' in column(s) SNOWDEP_INST_0_0_05 and SNOWDEP_MED_0_0_05 with 0 ('num_replace') 03-Feb-2024: 41470 values in 'SNOWDEP_INST_0_0_05' were updated with new values ('update_data') 03-Feb-2024: Q/C flagging criteria applied for column(s) SNOWDEP_INST_0_0_05, 'flags' field updated ('dataflag') 03-Feb-2024: 41471 values in 'SNOWDEP_MED_0_0_05' were updated with new values ('update_data') 03-Feb-2024: Q/C flagging criteria applied for column(s) SNOWDEP_MED_0_0_05, 'flags' field updated ('dataflag') 03-Feb-2024: replaced values matching '(Date > datenum('05/31/2023 12:00:00')&Date < datenum('10/01/2023 00:00:00')) (Date > datenum('06/09/2022 12:00:00')&Date < datenum('10/21/2022 14:00:00')) (Date > datenum('05/14/2021 12:00:00')&Date < datenum('10/31/2021 12:00:00')) (Date > datenum('05/20/2020 12:00:00')&Date < datenum('11/05/2020 12:00:00')) (Date > datenum('05/15/2019 12:00:00')&Date < datenum('11/19/2019 12:00:00')) (Date > datenum('06/01/2018 12:00:00')&Date < datenum('10/25/2018 12:00:00')) (Date > datenum('06/14/2017 12:00:00')&Date < datenum('10/02/2017 12:00:00')) (Date > datenum('05/04/2016 12:00:00')&Date < datenum('11/13/2016 12:00:00')) (Date > datenum('07/06/2015 12:00:00')&Date < datenum('10/31/2015 12:00:00'))' in column(s) SWE_INST_0_0_05 and SWE_MED_0_0_05 with 0 ('num_replace') 03-Feb-2024: 41468 values in 'SWE_INST_0_0_05' were updated with new values ('update_data') 03-Feb-2024: Q/C flagging criteria applied for column(s) SWE_INST_0_0_05, 'flags' field updated ('dataflag') 03-Feb-2024: 41468 values in 'SWE_MED_0_0_05' were updated with new values ('update_data') 03-Feb-2024: Q/C flagging criteria applied for column(s) SWE_MED_0_0_05, 'flags' field updated ('dataflag') 03-Feb-2024: replaced values matching 'SNOWDEP_MED_0_0_05 < 0' in column(s) SNOWDEP_MED_0_0_05 with 0 ('num_replace') 03-Feb-2024: 6809 values in 'SNOWDEP_MED_0_0_05' were updated with new values ('update_data') 03-Feb-2024: Q/C flagging criteria applied for column(s) SNOWDEP_MED_0_0_05, 'flags' field updated ('dataflag') 03-Feb-2024: manually added 'Q' flags to 6809 records in column(s) SNOWDEP_MED_0_0_05 ('addflags') 03-Feb-2024: replaced values matching 'SWE_MED_0_0_05 < 0' in column(s) SWE_MED_0_0_05 with 0 ('num_replace') 03-Feb-2024: 8194 values in 'SWE_MED_0_0_05' were updated with new values ('update_data') 03-Feb-2024: Q/C flagging criteria applied for column(s) SWE_MED_0_0_05, 'flags' field updated ('dataflag') 03-Feb-2024: manually added 'Q' flags to 8194 records in column(s) SWE_MED_0_0_05 ('addflags') 03-Feb-2024: deleted columns SNOWDEP_QUAL, PUMPVOLTS_Avg, ORI_SH_AVG, BATTERY_MEAN, SWE_CHECK, SNOWDEPTH_CHECK, PUMPVOLTS_CHECK and BATTERY_V_CHECK from the structure ('deletecols') 03-Feb-2024: deleted column Date from the structure ('deletecols') 03-Feb-2024: added column 'Date' at position 2 ('addcol') 03-Feb-2024: flags for columns SNOWDEP_INST_0_0_05, SNOWDEP_MED_0_0_05, SWE_INST_0_0_05, SWE_MED_0_0_05, PRECIP_INST_455_0_02, PRECIP_TOT_455_0_02, PRECIP_ACC_455_0_02, AIRTEMP_MEAN_450_0_10, AIRTEMP_MAX_450_0_10 and AIRTEMP_MIN_450_0_10 converted to data columns, flag codes updated in metadata ('flags2cols') 03-Feb-2024: updated 6 metadata fields in the Data section(s) ('addmeta') 03-Feb-2024: updated 15 metadata fields in the Status, Data sections to reflect attribute metadata ('updatecols') 03-Feb-2024: parsed and formatted metadata ('listmeta') B. Variable Information 1. Variable Name: column 1. Site column 2. Date column 3. LOGGERID column 4. PROGID column 5. SNOWDEP_INST_0_0_05 column 6. Flag_SNOWDEP_INST_0_0_05 column 7. SNOWDEP_MED_0_0_05 column 8. Flag_SNOWDEP_MED_0_0_05 column 9. SWE_INST_0_0_05 column 10. Flag_SWE_INST_0_0_05 column 11. SWE_MED_0_0_05 column 12. Flag_SWE_MED_0_0_05 column 13. PRECIP_INST_455_0_02 column 14. Flag_PRECIP_INST_455_0_02 column 15. PRECIP_TOT_455_0_02 column 16. Flag_PRECIP_TOT_455_0_02 column 17. PRECIP_ACC_455_0_02 column 18. Flag_PRECIP_ACC_455_0_02 column 19. AIRTEMP_MEAN_450_0_10 column 20. Flag_AIRTEMP_MEAN_450_0_10 column 21. AIRTEMP_MAX_450_0_10 column 22. Flag_AIRTEMP_MAX_450_0_10 column 23. AIRTEMP_MIN_450_0_10 column 24. Flag_AIRTEMP_MIN_450_0_10 2. Variable Definition: column 1. Site code column 2. Round off corrected corrected serial date column 3. Logger ID column 4. Program ID of program column 5. Snow depth column 6. QA/QC flags for Snow depth (flagging criteria, where "x" is SNOWDEP_INST_0_0_05: isnan(x)="M", x>4500="Q", x>5000="I", x<-5000="I", SNOWDEP_QUAL<=0="I", SNOWDEP_QUAL<162&SNOWDEP_QUAL>0="Q", SNOWDEP_QUAL>=300&SNOWDEP_QUAL<=600="Q", flag_daterange(Date,{"10/30/2015 12:00:00","11/05/2015 14:55:00"})="Q", flag_daterange(Date,{"06/03/2022 15:20:00","06/09/2022 13:30:00"})="I", flag_daterange(Date,{"10/20/2022 10:55:00","10/22/2022 05:05:00"})="Q", manual) column 7. 12 point running median of SNOWDEP_INST column 8. QA/QC flags for 12 point running median of SNOWDEP_INST (flagging criteria, where "x" is SNOWDEP_MED_0_0_05: Date>=datenum("12/16/2021 12:00:00")&Date<=datenum("12/23/2021 12:00:00")="Q", manual) column 9. Snow water equivalent column 10. QA/QC flags for Snow water equivalent (flagging criteria, where "x" is SWE_INST_0_0_05: isnan(x)="M", Date>=datenum("10/30/2015 12:00:00")&Date<=datenum("11/5/2015 14:00:00")="Q", Date>=datenum("11/11/2016 12:00:00")&Date<=datenum("11/14/2017 12:00:00")="I", Date>=datenum("09/30/2023 12:00:00")="I", manual) column 11. 12 point running median of SWE_INST column 12. QA/QC flags for 12 point running median of SWE_INST (flagging criteria, where "x" is SWE_MED_0_0_05: manual) column 13. Stand alone rain gauge column 14. QA/QC flags for Stand alone rain gauge (flagging criteria, where "x" is PRECIP_INST_455_0_02: x<0="I", x>1200="I", ORI_SH_AVG<3.5="T", flag_valuechange(x,100,25,1)="R", isnan(x)="M", Date>=datenum("10/30/2015 12:00:00")&Date<=datenum("11/05/2015 14:00:00")="Q", Date>=datenum("12/17/2015 12:00:00")&Date<=datenum("01/27/2016 12:00:00")="I", Date>=datenum("02/25/2018 22:45:00")&Date<=datenum("02/28/2018 20:00:00")="T", Date>=datenum("02/27/2019 16:55:00")&Date<=datenum("10/06/2021 12:10:00")="Q", Date>=datenum("10/06/2021 12:15:00")&Date<=datenum("12/14/2021 00:05:00")="Q", Date>=datenum("12/14/2021 00:10:00")&Date<=datenum("09/31/2022 00:00:00")="Q", Date>=datenum("12/15/2022 11:20:00")&Date<=datenum("12/15/2022 12:25:00")="I", Date>=datenum("10/01/2022 00:00:00")="Q", manual) column 15. Increment corrected total precipitation column 16. QA/QC flags for Increment corrected total precipitation (flagging criteria, where "x" is PRECIP_TOT_455_0_02: manual) column 17. Cumulative sum of total precipitation column 18. QA/QC flags for Cumulative sum of total precipitation (flagging criteria, where "x" is PRECIP_ACC_455_0_02: manual) column 19. Average air temperature at 450 cm column 20. QA/QC flags for Average air temperature at 450 cm (flagging criteria, where "x" is AIRTEMP_MEAN_450_0_10: x<=-35="I", x>50="I", x<-18="Q", x>45="Q", flag_valuechange(x,6.5,6.5,1) ="V", flag_valuechange(x,8,8,1) ="I", isnan(x)="M", xFOURHI="Q", Date>=datenum("10/30/2015 12:00:00")&Date<=datenum("11/5/2015 14:00:00")="Q", Date>=datenum("05/06/2017 08:00:00")&Date<=datenum("08/18/2017 20:00:00")="Q", (AIRTEMP_MAX_450_0_10-AIRTEMP_MEAN_450_0_10)>1="Q", (AIRTEMP_MEAN_450_0_10-AIRTEMP_MIN_450_0_10)>1="Q", x>AIRTEMP_MAX_450_0_10="I", x50="I", x<-18="Q", x>45="Q", flag_valuechange(x,6.5,6.5,1) ="V", flag_valuechange(x,8,8,1) ="I", isnan(x)="M", xFOURHI="Q", Date>=datenum("10/30/2015 12:00:00")&Date<=datenum("11/5/2015 14:00:00")="Q", Date>=datenum("05/06/2017 08:00:00")&Date<=datenum("08/18/2017 20:00:00")="Q") column 23. Minimum air temperature at 450 cm column 24. QA/QC flags for Minimum air temperature at 450 cm (flagging criteria, where "x" is AIRTEMP_MIN_450_0_10: x<=-35="I", x>50="I", x<-18="Q", x>45="Q", flag_valuechange(x,6.5,6.5,1) ="V", flag_valuechange(x,8,8,1) ="I", isnan(x)="M", xFOURHI="Q", Date>=datenum("10/30/2015 12:00:00")&Date<=datenum("11/5/2015 14:00:00")="Q", Date>=datenum("05/06/2017 08:00:00")&Date<=datenum("08/18/2017 20:00:00")="Q", manual) 3. Units of Measurement: column 1. column 2. yyyy-MM-dd HH:mm:ss column 3. none column 4. none column 5. mm column 6. none column 7. mm column 8. none column 9. mm column 10. none column 11. mm column 12. none column 13. mm column 14. none column 15. mm column 16. none column 17. mm column 18. none column 19. deg c column 20. none column 21. deg c column 22. none column 23. deg c column 24. none 4. Data Type a. Storage Type: column 1. string column 2. string column 3. integer column 4. floating-point column 5. floating-point column 6. string column 7. floating-point column 8. string column 9. floating-point column 10. string column 11. floating-point column 12. string column 13. floating-point column 14. string column 15. floating-point column 16. string column 17. floating-point column 18. string column 19. floating-point column 20. string column 21. floating-point column 22. string column 23. floating-point column 24. string b. Variable Codes: Flag_SNOWDEP_INST_0_0_05: E = Value estimated by linear interpolation, M = missing value, Q = Questionable value Flag_SNOWDEP_MED_0_0_05: E = Value estimated by linear interpolation, M = missing value, Q = Questionable value Flag_SWE_INST_0_0_05: E = Value estimated by linear interpolation, M = missing value Flag_SWE_MED_0_0_05: E = Value estimated by linear interpolation, M = missing value, Q = Questionable value Flag_PRECIP_INST_455_0_02: E = Value estimated by linear interpolation, M = missing value, Q = Questionable value, R = Reduced volume stored in sample tank, T = For methods or hardware related flags. ie. broken shield Flag_PRECIP_TOT_455_0_02: E = Value estimated by linear interpolation, F = unspecified, J = unspecified, M = missing value, Q = Questionable value, R = Reduced volume stored in sample tank Flag_PRECIP_ACC_455_0_02: E = Value estimated by linear interpolation, F = unspecified, J = unspecified, M = missing value, Q = Questionable value, R = Reduced volume stored in sample tank Flag_AIRTEMP_MEAN_450_0_10: E = Value estimated by linear interpolation, M = missing value, Q = Questionable value Flag_AIRTEMP_MAX_450_0_10: M = missing value, Q = Questionable value Flag_AIRTEMP_MIN_450_0_10: M = missing value, Q = Questionable value c. Numeric Range: column 1. (none) column 2. (none) column 3. 302 to 302 column 4. 0 to 41878 column 5. -60 to 2753.0001 column 6. (none) column 7. 0 to 2413 column 8. (none) column 9. -17.89 to 750.2 column 10. (none) column 11. 0 to 749.95 column 12. (none) column 13. 0 to 464.7 column 14. (none) column 15. 0 to 196.4 column 16. (none) column 17. 0 to 890.626 column 18. (none) column 19. -15.27 to 36.61 column 20. (none) column 21. -15.26 to 36.81 column 22. (none) column 23. -15.28 to 36.42 column 24. (none) d. Missing Value Code: NaN 5. Data Format a. Column Type: column 1. text column 2. text column 3. numerical column 4. numerical column 5. numerical column 6. text column 7. numerical column 8. text column 9. numerical column 10. text column 11. numerical column 12. text column 13. numerical column 14. text column 15. numerical column 16. text column 17. numerical column 18. text column 19. numerical column 20. text column 21. numerical column 22. text column 23. numerical column 24. text b. Number of Columns: 24 c. Decimal Places: column 1. 0 column 2. 0 column 3. 0 column 4. 1 column 5. 4 column 6. 0 column 7. 2 column 8. 0 column 9. 4 column 10. 0 column 11. 2 column 12. 0 column 13. 2 column 14. 0 column 15. 2 column 16. 0 column 17. 2 column 18. 0 column 19. 3 column 20. 0 column 21. 3 column 22. 0 column 23. 3 column 24. 0 6. Logical Variable Type: column 1. nominal (none) column 2. datetime (none) column 3. nominal (discrete) column 4. nominal (continuous) column 5. data (continuous) column 6. coded value (none) column 7. data (continuous) column 8. coded value (none) column 9. data (continuous) column 10. coded value (none) column 11. data (continuous) column 12. coded value (none) column 13. data (continuous) column 14. coded value (none) column 15. data (continuous) column 16. coded value (none) column 17. data (continuous) column 18. coded value (none) column 19. data (continuous) column 20. coded value (none) column 21. data (continuous) column 22. coded value (none) column 23. data (continuous) column 24. coded value (none) 7. Flagging Criteria: column 1. manually-assigned flags column 2. none column 3. flag_notinarray(x,[301,302])="I";isnan(x)="M" column 4. flag_valuechange(x,0.1,0.1,1)="P";isnan(x)="M" column 5. isnan(x)="M";x>4500="Q";x>5000="I";x<-5000="I";col_SNOWDEP_QUAL<=0="I";col_SNOWDEP_QUAL< 162&col_SNOWDEP_QUAL>0="Q";col_SNOWDEP_QUAL>=300&col_SNOWDEP_QUAL<=600="Q";flag_daterang e(col_Date,{"10/30/2015 12:00:00","11/05/2015 14:55:00"})="Q";flag_daterange(col_Date,{"06/03/2022 15:20:00","06/09/2022 13:30:00"})="I";flag_daterange(col_Date,{"10/20/2022 10:55:00","10/22/2022 05:05:00"})="Q";manually-assigned flags column 6. none column 7. col_Date>=datenum("12/16/2021 12:00:00")&col_Date<=datenum("12/23/2021 12:00:00")="Q";manually-assigned flags column 8. none column 9. isnan(x)="M";col_Date>=datenum("10/30/2015 12:00:00")&col_Date<=datenum("11/5/2015 14:00:00")="Q";col_Date>=datenum("11/11/2016 12:00:00")&col_Date<=datenum("11/14/2017 12:00:00")="I";col_Date>=datenum("09/30/2023 12:00:00")="I";manually-assigned flags column 10. none column 11. manually-assigned flags column 12. none column 13. x<0="I";x>1200="I";col_ORI_SH_AVG<3.5="T";flag_valuechange(x,100,25,1)="R";isnan(x)="M"; col_Date>=datenum("10/30/2015 12:00:00")&col_Date<=datenum("11/05/2015 14:00:00")="Q";col_Date>=datenum("12/17/2015 12:00:00")&col_Date<=datenum("01/27/2016 12:00:00")="I";col_Date>=datenum("02/25/2018 22:45:00")&col_Date<=datenum("02/28/2018 20:00:00")="T";col_Date>=datenum("02/27/2019 16:55:00")&col_Date<=datenum("10/06/2021 12:10:00")="Q";col_Date>=datenum("10/06/2021 12:15:00")&col_Date<=datenum("12/14/2021 00:05:00")="Q";col_Date>=datenum("12/14/2021 00:10:00")&col_Date<=datenum("09/31/2022 00:00:00")="Q";col_Date>=datenum("12/15/2022 11:20:00")&col_Date<=datenum("12/15/2022 12:25:00")="I";col_Date>=datenum("10/01/2022 00:00:00")="Q";manually-assigned flags column 14. none column 15. manually-assigned flags column 16. none column 17. manually-assigned flags column 18. none column 19. x<=-35="I";x>50="I";x<-18="Q";x>45="Q";flag_valuechange(x,6.5,6.5,1) ="V";flag_valuechange(x,8,8,1) ="I";isnan(x)="M";xcol_FOURHI="Q";col_Date>=datenum("10/30/2015 12:00:00")&col_Date<=datenum("11/5/2015 14:00:00")="Q";col_Date>=datenum("05/06/2017 08:00:00")&col_Date<=datenum("08/18/2017 20:00:00")="Q";(col_AIRTEMP_MAX_450_0_10-col_AIRTEMP_MEAN_450_0_10)>1="Q"; (col_AIRTEMP_MEAN_450_0_10-col_AIRTEMP_MIN_450_0_10)>1="Q"; x>col_AIRTEMP_MAX_450_0_10="I"; x50="I";x<-18="Q";x>45="Q";flag_valuechange(x,6.5,6.5,1) ="V";flag_valuechange(x,8,8,1) ="I";isnan(x)="M";xcol_FOURHI="Q";col_Date>=datenum("10/30/2015 12:00:00")&col_Date<=datenum("11/5/2015 14:00:00")="Q";col_Date>=datenum("05/06/2017 08:00:00")&col_Date<=datenum("08/18/2017 20:00:00")="Q" column 22. none column 23. x<=-35="I";x>50="I";x<-18="Q";x>45="Q";flag_valuechange(x,6.5,6.5,1) ="V";flag_valuechange(x,8,8,1) ="I";isnan(x)="M";xcol_FOURHI="Q";col_Date>=datenum("10/30/2015 12:00:00")&col_Date<=datenum("11/5/2015 14:00:00")="Q";col_Date>=datenum("05/06/2017 08:00:00")&col_Date<=datenum("08/18/2017 20:00:00")="Q";manually-assigned flags column 24. none C. Data Anomalies: Converted values in all columns assigned QA/QC flag(s) I (Invalid value (out of range)) to NaN/empty, locking and replacing existing flags with 'M': 2731 records in SNOWDEP_INST_0_0_05, 2788 records in PRECIP_INST_455_0_02, 1 records in AIRTEMP_MIN_450_0_10. Values of 2403 records in Site were flagged as M (missing value) for dates: 03/13/2022, 06/26/2022, 06/29/2022, 07/01/2022, 07/02/2022, 07/03/2022, 07/09/2022, 07/14/2022-07/21/2022, 08/18/2022-08/19/2022, 09/27/2022. Values of 346 records in PROGID were flagged as M (missing value) for dates: 08/18/2022-08/19/2022, 09/27/2022. Values of 3 records in PROGID were flagged as P (Program ID change) for dates: 08/19/2022, 09/27/2022. Values of 346 records in PROGID are missing for dates: 08/18/2022-08/19/2022, 09/27/2022. Values of 2403 records in BATTERY_MEAN were flagged as M (missing value) for dates: 03/13/2022, 06/26/2022, 06/29/2022, 07/01/2022, 07/02/2022, 07/03/2022, 07/09/2022, 07/14/2022-07/21/2022, 08/18/2022-08/19/2022, 09/27/2022. Values of 2403 records in BATTERY_MEAN are missing for dates: 03/13/2022, 06/26/2022, 06/29/2022, 07/01/2022, 07/02/2022, 07/03/2022, 07/09/2022, 07/14/2022-07/21/2022, 08/18/2022-08/19/2022, 09/27/2022. Values of 2403 records in BATTERY_V_CHECK were flagged as M (missing value) for dates: 03/13/2022, 06/26/2022, 06/29/2022, 07/01/2022, 07/02/2022, 07/03/2022, 07/09/2022, 07/14/2022-07/21/2022, 08/18/2022-08/19/2022, 09/27/2022. Values of 105119 records in BATTERY_V_CHECK are missing for dates: 10/01/2021-09/27/2022, 09/27/2022-10/01/2022. Values of 1025 records in SNOWDEP_INST_0_0_05 were flagged as E (Value estimated by linear interpolation) for dates: 10/01/2021, 10/02/2021, 10/03/2021, 10/04/2021, 10/05/2021, 11/06/2021, 11/07/2021, 11/23/2021, 11/24/2021, 12/09/2021, 12/10/2021, 12/11/2021, 12/12/2021, 12/15/2021, 12/16/2021, 12/17/2021, 12/21/2021, 12/22/2021, 12/25/2021, 12/26/2021, 01/04/2022, 01/07/2022, 01/31/2022, 02/20/2022, 03/04/2022, 03/19/2022, 04/04/2022, 04/09/2022, 04/11/2022, 04/14/2022, 04/16/2022, 05/02/2022, 05/07/2022, 05/19/2022, 06/02/2022, 06/09/2022, 06/10/2022, 06/15/2022, 06/16/2022, 06/18/2022, 06/20/2022, 06/21/2022, 06/22/2022, 06/23/2022, 06/24/2022, 06/25/2022, 06/26/2022, 06/27/2022, 06/28/2022, 06/29/2022, 07/01/2022, 07/02/2022, 07/09/2022, 07/10/2022, 07/11/2022, 07/12/2022, 07/13/2022, 07/14/2022, 07/21/2022, 07/22/2022, 07/23/2022, 07/24/2022, 07/25/2022, 07/26/2022, 07/27/2022, 07/28/2022, 07/29/2022, 07/30/2022, 07/31/2022, 08/01/2022, 08/02/2022, 08/03/2022, 08/04/2022, 08/05/2022, 08/06/2022, 08/07/2022, 08/08/2022, 08/09/2022, 08/10/2022, 08/11/2022, 08/12/2022, 08/13/2022, 08/14/2022, 08/15/2022, 08/16/2022, 08/18/2022, 08/19/2022, 08/20/2022, 08/23/2022, 08/24/2022, 08/25/2022, 08/26/2022, 09/01/2022, 09/02/2022, 09/04/2022, 09/06/2022, 09/14/2022, 09/22/2022, 09/23/2022. Values of 4109 records in SNOWDEP_INST_0_0_05 were flagged as M (missing value) for dates: 03/13/2022, 06/03/2022-06/09/2022, 07/03/2022, 07/14/2022-07/21/2022, 08/02/2022, 08/18/2022-08/19/2022, 09/27/2022. Values of 3850 records in SNOWDEP_INST_0_0_05 were flagged as Q (Questionable value) for dates: 10/01/2021, 10/02/2021, 10/03/2021, 10/04/2021, 10/05/2021, 10/09/2021, 10/10/2021, 10/11/2021, 10/12/2021, 10/13/2021, 10/14/2021, 10/24/2021, 11/06/2021, 11/07/2021, 11/08/2021, 11/09/2021, 11/10/2021, 11/11/2021, 11/12/2021, 11/16/2021, 11/20/2021, 11/21/2021, 11/23/2021, 11/24/2021, 11/25/2021, 11/26/2021, 11/27/2021, 12/01/2021, 12/02/2021, 12/08/2021, 12/09/2021, 12/10/2021, 12/11/2021, 12/12/2021, 12/13/2021, 12/14/2021, 12/15/2021, 12/16/2021, 12/17/2021, 12/18/2021, 12/19/2021, 12/20/2021, 12/21/2021, 12/22/2021, 12/23/2021, 12/24/2021, 12/25/2021, 12/26/2021, 12/27/2021, 12/28/2021, 12/28/2021-12/29/2021, 12/30/2021, 12/31/2021, 01/03/2022, 01/04/2022, 01/05/2022, 01/07/2022, 01/08/2022, 01/10/2022, 01/13/2022, 01/17/2022, 01/18/2022, 01/19/2022, 01/20/2022, 01/30/2022, 01/31/2022, 02/01/2022, 02/02/2022, 02/03/2022, 02/04/2022, 02/14/2022, 02/15/2022, 02/16/2022, 02/19/2022, 02/20/2022, 02/21/2022, 02/22/2022, 02/23/2022, 02/26/2022, 02/28/2022, 03/01/2022, 03/02/2022, 03/03/2022, 03/04/2022, 03/05/2022, 03/10/2022, 03/11/2022, 03/14/2022, 03/15/2022, 03/16/2022, 03/18/2022, 03/19/2022, 03/21/2022, 03/31/2022, 04/01/2022, 04/02/2022, 04/03/2022, 04/04/2022, 04/08/2022, 04/09/2022, 04/10/2022, 04/11/2022, 04/12/2022, 04/13/2022, 04/14/2022, 04/16/2022, 04/18/2022, 04/19/2022, 04/21/2022, 04/22/2022, 04/23/2022, 04/24/2022, 04/25/2022, 04/26/2022, 04/27/2022, 04/28/2022, 04/29/2022, 04/30/2022, 05/01/2022, 05/02/2022, 05/03/2022, 05/04/2022, 05/07/2022, 05/08/2022, 05/10/2022, 05/12/2022, 05/13/2022, 05/19/2022, 05/27/2022, 05/29/2022, 05/31/2022, 06/02/2022, 06/03/2022, 06/09/2022, 06/10/2022, 06/11/2022, 06/12/2022, 06/13/2022, 06/14/2022, 06/15/2022, 06/16/2022, 06/16/2022-06/17/2022, 06/18/2022, 06/19/2022, 06/20/2022, 06/21/2022, 06/21/2022-06/22/2022, 06/23/2022, 06/24/2022, 06/25/2022, 06/26/2022, 06/27/2022, 06/28/2022, 06/29/2022, 07/07/2022, 07/09/2022, 07/11/2022, 07/12/2022, 07/13/2022, 07/14/2022, 07/21/2022, 07/22/2022, 07/22/2022-07/23/2022, 07/24/2022, 07/25/2022, 07/26/2022, 07/27/2022, 07/28/2022, 07/28/2022-07/29/2022, 07/30/2022, 07/31/2022, 08/01/2022, 08/02/2022, 08/03/2022, 08/04/2022, 08/05/2022, 08/06/2022, 08/07/2022, 08/08/2022, 08/09/2022, 08/10/2022, 08/11/2022, 08/12/2022, 08/13/2022, 08/14/2022, 08/15/2022, 08/16/2022, 08/17/2022, 08/18/2022, 08/19/2022, 08/20/2022, 08/21/2022, 08/22/2022, 08/23/2022, 08/24/2022, 08/25/2022, 08/26/2022, 08/27/2022, 08/28/2022, 08/29/2022, 08/30/2022, 08/31/2022, 09/01/2022, 09/02/2022, 09/03/2022, 09/04/2022, 09/05/2022, 09/06/2022, 09/07/2022, 09/08/2022, 09/09/2022, 09/10/2022, 09/11/2022, 09/12/2022, 09/13/2022, 09/14/2022, 09/15/2022, 09/16/2022, 09/17/2022, 09/18/2022, 09/19/2022, 09/20/2022, 09/21/2022, 09/22/2022, 09/23/2022, 09/24/2022, 09/25/2022, 09/26/2022, 09/27/2022, 09/28/2022, 09/29/2022, 09/30/2022. Values of 4109 records in SNOWDEP_INST_0_0_05 are missing for dates: 03/13/2022, 06/03/2022-06/09/2022, 07/03/2022, 07/14/2022-07/21/2022, 08/02/2022, 08/18/2022-08/19/2022, 09/27/2022. Values of 2403 records in SNOWDEPTH_CHECK were flagged as M (missing value) for dates: 03/13/2022, 06/26/2022, 06/29/2022, 07/01/2022, 07/02/2022, 07/03/2022, 07/09/2022, 07/14/2022-07/21/2022, 08/18/2022-08/19/2022, 09/27/2022. Values of 105116 records in SNOWDEPTH_CHECK are missing for dates: 10/01/2021-08/19/2022, 08/19/2022-09/27/2022, 09/27/2022-10/01/2022. Values of 2403 records in SNOWDEP_QUAL were flagged as M (missing value) for dates: 03/13/2022, 06/26/2022, 06/29/2022, 07/01/2022, 07/02/2022, 07/03/2022, 07/09/2022, 07/14/2022-07/21/2022, 08/18/2022-08/19/2022, 09/27/2022. Values of 2403 records in SNOWDEP_QUAL are missing for dates: 03/13/2022, 06/26/2022, 06/29/2022, 07/01/2022, 07/02/2022, 07/03/2022, 07/09/2022, 07/14/2022-07/21/2022, 08/18/2022-08/19/2022, 09/27/2022. Values of 9 records in SWE_INST_0_0_05 were flagged as E (Value estimated by linear interpolation) for dates: 06/26/2022, 06/29/2022, 07/01/2022, 07/02/2022, 07/09/2022, 08/19/2022. Values of 7462 records in SWE_INST_0_0_05 were flagged as M (missing value) for dates: 10/01/2021-10/18/2021, 03/13/2022, 07/03/2022, 07/14/2022-07/21/2022, 08/18/2022-08/19/2022, 09/27/2022. Values of 7462 records in SWE_INST_0_0_05 are missing for dates: 10/01/2021-10/18/2021, 03/13/2022, 07/03/2022, 07/14/2022-07/21/2022, 08/18/2022-08/19/2022, 09/27/2022. Values of 2403 records in SWE_CHECK were flagged as M (missing value) for dates: 03/13/2022, 06/26/2022, 06/29/2022, 07/01/2022, 07/02/2022, 07/03/2022, 07/09/2022, 07/14/2022-07/21/2022, 08/18/2022-08/19/2022, 09/27/2022. Values of 105116 records in SWE_CHECK are missing for dates: 10/01/2021-08/19/2022, 08/19/2022-09/27/2022, 09/27/2022-10/01/2022. Values of 6 records in PRECIP_INST_455_0_02 were flagged as E (Value estimated by linear interpolation) for dates: 06/26/2022, 06/29/2022, 07/09/2022, 08/19/2022. Values of 5185 records in PRECIP_INST_455_0_02 were flagged as M (missing value) for dates: 10/01/2021-10/06/2021, 03/13/2022, 06/29/2022-07/03/2022, 07/14/2022-07/21/2022, 08/18/2022-08/19/2022, 09/27/2022. Values of 78972 records in PRECIP_INST_455_0_02 were flagged as Q (Questionable value) for dates: 10/06/2021, 10/07/2021, 10/08/2021, 10/09/2021-10/10/2021, 10/11/2021, 10/12/2021, 10/13/2021, 10/14/2021-11/04/2021, 11/04/2021-12/07/2021, 12/07/2021-12/29/2021, 12/29/2021-01/26/2022, 01/26/2022-01/27/2022, 01/27/2022-01/29/2022, 01/30/2022, 02/03/2022, 02/04/2022, 02/05/2022-02/07/2022, 02/08/2022-02/11/2022, 02/12/2022, 02/12/2022-02/14/2022, 02/15/2022, 02/16/2022, 02/17/2022, 02/18/2022-02/19/2022, 02/20/2022, 02/22/2022, 02/23/2022, 02/25/2022, 02/26/2022, 02/27/2022, 02/28/2022-03/01/2022, 03/01/2022-03/02/2022, 03/03/2022, 03/05/2022, 03/06/2022, 03/07/2022, 03/08/2022, 03/09/2022, 03/10/2022, 03/11/2022, 03/12/2022, 03/14/2022, 03/15/2022, 03/16/2022, 03/17/2022, 03/18/2022, 03/19/2022, 03/20/2022, 03/21/2022, 03/22/2022-03/23/2022, 03/24/2022-03/26/2022, 03/26/2022-03/28/2022, 03/29/2022-03/30/2022, 03/31/2022, 04/01/2022, 04/02/2022, 04/03/2022, 04/05/2022, 04/06/2022-04/08/2022, 04/09/2022, 04/14/2022, 04/15/2022, 04/17/2022, 04/18/2022, 04/19/2022, 04/20/2022, 04/21/2022, 04/22/2022, 04/23/2022, 04/24/2022, 04/25/2022, 04/26/2022, 04/27/2022, 04/28/2022, 04/29/2022, 04/30/2022, 05/01/2022-05/02/2022, 05/03/2022, 05/04/2022-05/05/2022, 05/05/2022-05/06/2022, 05/07/2022, 05/08/2022, 05/09/2022, 05/10/2022, 05/11/2022, 05/13/2022-05/16/2022, 05/17/2022-05/18/2022, 05/19/2022, 05/20/2022, 05/21/2022-05/22/2022, 05/22/2022-05/28/2022, 05/29/2022, 05/30/2022, 05/31/2022-06/07/2022, 06/07/2022-06/12/2022, 06/13/2022, 06/14/2022, 06/15/2022-06/18/2022, 06/18/2022-06/26/2022, 06/26/2022-06/29/2022, 07/03/2022-07/09/2022, 07/09/2022-07/14/2022, 07/21/2022-08/18/2022, 08/19/2022, 08/19/2022-09/27/2022, 09/27/2022-10/01/2022. Values of 7 records in PRECIP_INST_455_0_02 were flagged as R (Reduced volume stored in sample tank) for dates: 10/06/2021, 11/04/2021, 12/07/2021, 12/29/2021, 01/26/2022. Values of 20950 records in PRECIP_INST_455_0_02 were flagged as T (For methods or hardware related flags. ie. broken shield) for dates: 10/06/2021-10/07/2021, 10/07/2021-10/08/2021, 10/08/2021-10/09/2021, 10/10/2021-10/11/2021, 10/11/2021-10/12/2021, 10/12/2021-10/13/2021, 10/13/2021-10/14/2021, 01/27/2022, 01/29/2022, 01/29/2022-01/30/2022, 01/30/2022-02/03/2022, 02/03/2022-02/04/2022, 02/04/2022-02/05/2022, 02/07/2022, 02/07/2022-02/08/2022, 02/11/2022-02/12/2022, 02/14/2022-02/15/2022, 02/15/2022-02/16/2022, 02/16/2022-02/17/2022, 02/17/2022-02/18/2022, 02/19/2022, 02/19/2022-02/20/2022, 02/20/2022-02/22/2022, 02/22/2022-02/23/2022, 02/23/2022-02/25/2022, 02/25/2022-02/26/2022, 02/26/2022-02/27/2022, 02/27/2022-02/28/2022, 03/01/2022, 03/02/2022, 03/02/2022-03/03/2022, 03/03/2022-03/05/2022, 03/05/2022-03/06/2022, 03/06/2022-03/07/2022, 03/07/2022-03/08/2022, 03/08/2022-03/09/2022, 03/09/2022-03/10/2022, 03/10/2022-03/11/2022, 03/11/2022-03/12/2022, 03/12/2022-03/13/2022, 03/13/2022-03/14/2022, 03/14/2022-03/15/2022, 03/15/2022-03/16/2022, 03/16/2022-03/17/2022, 03/17/2022-03/18/2022, 03/18/2022-03/19/2022, 03/19/2022-03/20/2022, 03/20/2022-03/21/2022, 03/21/2022-03/22/2022, 03/23/2022-03/24/2022, 03/26/2022, 03/28/2022-03/29/2022, 03/30/2022, 03/30/2022-03/31/2022, 03/31/2022-04/01/2022, 04/01/2022-04/02/2022, 04/02/2022-04/03/2022, 04/03/2022-04/05/2022, 04/05/2022-04/06/2022, 04/08/2022, 04/08/2022-04/09/2022, 04/09/2022-04/14/2022, 04/14/2022-04/15/2022, 04/15/2022-04/17/2022, 04/17/2022-04/18/2022, 04/18/2022-04/19/2022, 04/19/2022-04/20/2022, 04/20/2022-04/21/2022, 04/21/2022-04/22/2022, 04/22/2022-04/23/2022, 04/23/2022-04/24/2022, 04/24/2022-04/25/2022, 04/25/2022-04/26/2022, 04/26/2022-04/27/2022, 04/27/2022-04/28/2022, 04/28/2022-04/29/2022, 04/29/2022-04/30/2022, 04/30/2022-05/01/2022, 05/02/2022-05/03/2022, 05/03/2022-05/04/2022, 05/05/2022, 05/06/2022-05/07/2022, 05/07/2022-05/08/2022, 05/08/2022-05/09/2022, 05/09/2022-05/10/2022, 05/10/2022-05/11/2022, 05/11/2022-05/13/2022, 05/16/2022, 05/16/2022-05/17/2022, 05/18/2022, 05/18/2022-05/19/2022, 05/19/2022-05/20/2022, 05/20/2022-05/21/2022, 05/22/2022, 05/28/2022, 05/28/2022-05/29/2022, 05/29/2022-05/30/2022, 05/30/2022-05/31/2022, 06/07/2022, 06/12/2022-06/13/2022, 06/13/2022-06/14/2022, 06/14/2022-06/15/2022, 06/18/2022. Values of 5185 records in PRECIP_INST_455_0_02 are missing for dates: 10/01/2021-10/06/2021, 03/13/2022, 06/29/2022-07/03/2022, 07/14/2022-07/21/2022, 08/18/2022-08/19/2022, 09/27/2022. Values of 3991 records in ORI_SH_AVG were flagged as M (missing value) for dates: 10/01/2021-10/06/2021, 03/13/2022, 06/26/2022, 06/29/2022, 07/01/2022, 07/02/2022, 07/03/2022, 07/09/2022, 07/14/2022-07/21/2022, 08/18/2022-08/19/2022, 09/27/2022. Values of 20950 records in ORI_SH_AVG were flagged as T (For methods or hardware related flags. ie. broken shield) for dates: 10/06/2021-10/07/2021, 10/07/2021-10/08/2021, 10/08/2021-10/09/2021, 10/10/2021-10/11/2021, 10/11/2021-10/12/2021, 10/12/2021-10/13/2021, 10/13/2021-10/14/2021, 01/27/2022, 01/29/2022, 01/29/2022-01/30/2022, 01/30/2022-02/03/2022, 02/03/2022-02/04/2022, 02/04/2022-02/05/2022, 02/07/2022, 02/07/2022-02/08/2022, 02/11/2022-02/12/2022, 02/14/2022-02/15/2022, 02/15/2022-02/16/2022, 02/16/2022-02/17/2022, 02/17/2022-02/18/2022, 02/19/2022, 02/19/2022-02/20/2022, 02/20/2022-02/22/2022, 02/22/2022-02/23/2022, 02/23/2022-02/25/2022, 02/25/2022-02/26/2022, 02/26/2022-02/27/2022, 02/27/2022-02/28/2022, 03/01/2022, 03/02/2022, 03/02/2022-03/03/2022, 03/03/2022-03/05/2022, 03/05/2022-03/06/2022, 03/06/2022-03/07/2022, 03/07/2022-03/08/2022, 03/08/2022-03/09/2022, 03/09/2022-03/10/2022, 03/10/2022-03/11/2022, 03/11/2022-03/12/2022, 03/12/2022-03/13/2022, 03/13/2022-03/14/2022, 03/14/2022-03/15/2022, 03/15/2022-03/16/2022, 03/16/2022-03/17/2022, 03/17/2022-03/18/2022, 03/18/2022-03/19/2022, 03/19/2022-03/20/2022, 03/20/2022-03/21/2022, 03/21/2022-03/22/2022, 03/23/2022-03/24/2022, 03/26/2022, 03/28/2022-03/29/2022, 03/30/2022, 03/30/2022-03/31/2022, 03/31/2022-04/01/2022, 04/01/2022-04/02/2022, 04/02/2022-04/03/2022, 04/03/2022-04/05/2022, 04/05/2022-04/06/2022, 04/08/2022, 04/08/2022-04/09/2022, 04/09/2022-04/14/2022, 04/14/2022-04/15/2022, 04/15/2022-04/17/2022, 04/17/2022-04/18/2022, 04/18/2022-04/19/2022, 04/19/2022-04/20/2022, 04/20/2022-04/21/2022, 04/21/2022-04/22/2022, 04/22/2022-04/23/2022, 04/23/2022-04/24/2022, 04/24/2022-04/25/2022, 04/25/2022-04/26/2022, 04/26/2022-04/27/2022, 04/27/2022-04/28/2022, 04/28/2022-04/29/2022, 04/29/2022-04/30/2022, 04/30/2022-05/01/2022, 05/02/2022-05/03/2022, 05/03/2022-05/04/2022, 05/05/2022, 05/06/2022-05/07/2022, 05/07/2022-05/08/2022, 05/08/2022-05/09/2022, 05/09/2022-05/10/2022, 05/10/2022-05/11/2022, 05/11/2022-05/13/2022, 05/16/2022, 05/16/2022-05/17/2022, 05/18/2022, 05/18/2022-05/19/2022, 05/19/2022-05/20/2022, 05/20/2022-05/21/2022, 05/22/2022, 05/28/2022, 05/28/2022-05/29/2022, 05/29/2022-05/30/2022, 05/30/2022-05/31/2022, 06/07/2022, 06/12/2022-06/13/2022, 06/13/2022-06/14/2022, 06/14/2022-06/15/2022, 06/18/2022. Values of 3991 records in ORI_SH_AVG are missing for dates: 10/01/2021-10/06/2021, 03/13/2022, 06/26/2022, 06/29/2022, 07/01/2022, 07/02/2022, 07/03/2022, 07/09/2022, 07/14/2022-07/21/2022, 08/18/2022-08/19/2022, 09/27/2022. Values of 2403 records in PUMPVOLTS_Avg were flagged as M (missing value) for dates: 03/13/2022, 06/26/2022, 06/29/2022, 07/01/2022, 07/02/2022, 07/03/2022, 07/09/2022, 07/14/2022-07/21/2022, 08/18/2022-08/19/2022, 09/27/2022. Values of 2403 records in PUMPVOLTS_Avg are missing for dates: 03/13/2022, 06/26/2022, 06/29/2022, 07/01/2022, 07/02/2022, 07/03/2022, 07/09/2022, 07/14/2022-07/21/2022, 08/18/2022-08/19/2022, 09/27/2022. Values of 2403 records in PUMPVOLTS_CHECK were flagged as M (missing value) for dates: 03/13/2022, 06/26/2022, 06/29/2022, 07/01/2022, 07/02/2022, 07/03/2022, 07/09/2022, 07/14/2022-07/21/2022, 08/18/2022-08/19/2022, 09/27/2022. Values of 105119 records in PUMPVOLTS_CHECK are missing for dates: 10/01/2021-08/19/2022, 08/19/2022-10/01/2022. Values of 9 records in AIRTEMP_MEAN_450_0_10 were flagged as E (Value estimated by linear interpolation) for dates: 06/26/2022, 06/29/2022, 07/01/2022, 07/02/2022, 07/09/2022, 08/19/2022. Values of 2394 records in AIRTEMP_MEAN_450_0_10 were flagged as M (missing value) for dates: 03/13/2022, 07/03/2022, 07/14/2022-07/21/2022, 08/18/2022-08/19/2022, 09/27/2022. Values of 349 records in AIRTEMP_MEAN_450_0_10 were flagged as Q (Questionable value) for dates: 11/03/2021, 11/08/2021, 12/14/2021, 12/20/2021, 12/31/2021, 01/01/2022, 01/02/2022, 01/09/2022, 01/12/2022, 01/24/2022, 01/27/2022, 01/28/2022, 02/03/2022, 02/07/2022, 02/08/2022, 02/10/2022, 02/22/2022-02/23/2022, 02/25/2022, 03/05/2022, 03/10/2022, 03/11/2022, 03/12/2022, 03/15/2022, 03/16/2022, 03/25/2022, 03/29/2022, 03/31/2022, 04/01/2022, 04/02/2022, 04/03/2022, 04/05/2022, 04/07/2022, 04/14/2022, 04/15/2022, 04/21/2022, 04/22/2022, 04/23/2022, 04/24/2022, 04/27/2022, 04/29/2022, 05/01/2022, 05/03/2022, 05/09/2022, 05/10/2022, 05/11/2022, 05/13/2022, 05/16/2022, 05/17/2022, 05/20/2022, 05/21/2022, 05/22/2022, 05/23/2022, 05/25/2022, 05/31/2022, 06/23/2022, 06/26/2022, 06/27/2022, 07/01/2022, 07/03/2022, 07/04/2022, 07/09/2022, 07/12/2022, 07/22/2022, 08/08/2022, 08/09/2022, 08/10/2022, 08/17/2022, 08/19/2022, 09/13/2022. Values of 2394 records in AIRTEMP_MEAN_450_0_10 are missing for dates: 03/13/2022, 07/03/2022, 07/14/2022-07/21/2022, 08/18/2022-08/19/2022, 09/27/2022. Values of 2403 records in AIRTEMP_MAX_450_0_10 were flagged as M (missing value) for dates: 03/13/2022, 06/26/2022, 06/29/2022, 07/01/2022, 07/02/2022, 07/03/2022, 07/09/2022, 07/14/2022-07/21/2022, 08/18/2022-08/19/2022, 09/27/2022. Values of 166 records in AIRTEMP_MAX_450_0_10 were flagged as Q (Questionable value) for dates: 02/22/2022-02/23/2022, 04/07/2022. Values of 2403 records in AIRTEMP_MAX_450_0_10 are missing for dates: 03/13/2022, 06/26/2022, 06/29/2022, 07/01/2022, 07/02/2022, 07/03/2022, 07/09/2022, 07/14/2022-07/21/2022, 08/18/2022-08/19/2022, 09/27/2022. Values of 2404 records in AIRTEMP_MIN_450_0_10 were flagged as M (missing value) for dates: 03/13/2022, 06/26/2022, 06/29/2022, 07/01/2022, 07/02/2022, 07/03/2022, 07/09/2022, 07/14/2022-07/21/2022, 08/18/2022-08/19/2022, 09/27/2022. Values of 166 records in AIRTEMP_MIN_450_0_10 were flagged as Q (Questionable value) for dates: 02/22/2022-02/23/2022. Values of 2404 records in AIRTEMP_MIN_450_0_10 are missing for dates: 03/13/2022, 06/26/2022, 06/29/2022, 07/01/2022, 07/02/2022, 07/03/2022, 07/09/2022, 07/14/2022-07/21/2022, 08/18/2022-08/19/2022, 09/27/2022. V. Supplemental Descriptors A. Data Acquisition 1. Data Forms: 2. Form Location: 3. Data Entry Validation: B. Quality Assurance/Quality Control Procedures: C. Supplemental Materials: D. Computer Programs: E. Archival Practices: F. Publications: G. History of Data Set Usage 1. Data Request History: 2. Data Set Update History: 3. Review History: 4. Questions and Comments from Users: Vara power supply replaced the week of Oct 10, 2015. New batteries and jumpers added by JM and SW.