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-2022 to 01-Oct-2023 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_2023.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 '2022-10-01 00:05:00.0' AND '2023-10-01 00:00:00.0' ORDER BY TmStamp ASC (105118 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_INST_0_0_05 changed from 2 to 4; Precision of column SNOWDEP_QUAL changed from 2 to 0; Precision of column SWE_INST_0_0_05 changed from 1 to 4; Precision of column ORI_SH_AVG changed from 3 to 2; ('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 14 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''; ('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': 3394 records in SNOWDEP_INST_0_0_05, 145 records in SWE_INST_0_0_05, 40 records in PRECIP_INST_455_0_02 ('nullflags') 03-Feb-2024: sorted by column Date(ascending) ('sortdata') 03-Feb-2024: replaced 3214 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: 3214 values in 'SNOWDEP_INST_0_0_05' were updated with new values ('update_data'): changed record 1594 from NaN to 0.5440, changed record 1598 from NaN to -0.1795, changed record 1605 from NaN to -0.2140, changed record 1607 from NaN to -0.2120, changed record 1631 from NaN to -0.2095, changed record 1644 from NaN to -0.2225, changed record 1660 from NaN to -0.2160, changed record 1682 from NaN to -0.2065, changed record 1726 from NaN to -0.2015, changed record 1741 from NaN to -0.3790, changed record 1744 from NaN to -0.1695, changed record 1759 from NaN to -0.2045, changed record 1767 from NaN to -0.2180, changed record 1781 from NaN to -0.2175, changed record 1830 from NaN to -0.2105, changed record 1855 from NaN to -0.2180, changed record 1985 from NaN to -0.2180, changed record 2016 from NaN to -0.3505, changed record 2045 from NaN to -0.2065, changed record 2049 from NaN to -0.2200, changed record 2055 from NaN to -0.2145, changed record 2058 from NaN to -0.2185, changed record 2061 from NaN to -0.2215, changed record 2073 from NaN to -0.3190, changed record 2093 from NaN to -0.2190, changed record 2098 from NaN to -0.3570, changed record 2110 from NaN to -0.3450, changed record 2131 from NaN to -0.2210, changed record 2157 from NaN to -0.2195, changed record 2166 from NaN to -0.1405, changed record 2181 from NaN to -0.2330, changed record 2186 from NaN to -0.0907, changed record 2187 from NaN to -0.0763, changed record 2192 from NaN to -0.2260, changed record 2194 from NaN to -0.2330, changed record 2310 from NaN to -0.2175, changed record 2316 from NaN to -0.1975, changed record 2326 from NaN to -0.3840, changed record 2330 from NaN to -0.1935, changed record 2348 from NaN to -0.2100, changed record 2358 from NaN to -0.2703, changed record 2359 from NaN to -0.3517, changed record 2401 from NaN to -0.3845, changed record 2419 from NaN to -0.3370, changed record 2428 from NaN to -0.2137, changed record 2429 from NaN to -0.2133, changed record 2439 from NaN to -0.2005, changed record 2456 from NaN to -0.1900, changed record 2468 from NaN to -0.3355, changed record 2494 from NaN to -0.1970, changed record 2513 from NaN to -0.3685, changed record 2521 from NaN to -0.0780, changed record 2524 from NaN to -0.0920, changed record 2528 from NaN to -0.0730, changed record 2533 from NaN to -0.1655, changed record 2537 from NaN to -0.2805, changed record 2550 from NaN to -0.1195, changed record 2559 from NaN to -0.0720, changed record 2599 from NaN to -0.0850, changed record 2622 from NaN to -0.0850, changed record 2625 from NaN to -0.0855, changed record 2632 from NaN to -0.0967, changed record 2633 from NaN to -0.1013, changed record 2642 from NaN to -0.3015, changed record 2697 from NaN to -0.4690, changed record 2702 from NaN to -0.0860, changed record 2742 from NaN to -0.2195, changed record 2758 from NaN to -0.2130, changed record 2834 from NaN to -0.2135, changed record 2861 from NaN to -0.1320, changed record 2953 from NaN to -0.1430, changed record 3072 from NaN to -0.3070, changed record 3073 from NaN to -0.3900, changed record 3075 from NaN to -0.3215, changed record 3111 from NaN to -0.2820, changed record 3120 from NaN to -0.0850, changed record 3164 from NaN to -0.2585, changed record 3170 from NaN to -0.2730, changed record 3176 from NaN to -0.2445, changed record 3191 from NaN to -0.3430, changed record 3215 from NaN to -0.1005, changed record 3248 from NaN to -0.0920, changed record 3255 from NaN to -0.1440, changed record 3256 from NaN to -0.1190, changed record 3284 from NaN to -0.1535, changed record 3300 from NaN to -0.1885, changed record 3344 from NaN to -0.2330, changed record 3372 from NaN to -0.2215, changed record 3404 from NaN to -0.2125, changed record 3444 from NaN to -0.2195, changed record 3468 from NaN to -0.2125, changed record 3475 from NaN to -0.2150, changed record 3490 from NaN to -0.1375, changed record 3497 from NaN to -0.2065, changed record 3508 from NaN to -0.2205, changed record 3529 from NaN to -0.3910, changed record 3540 from NaN to -0.1890, changed record 3555 from NaN to -0.1820, changed record 3559 from NaN to -0.2085, changed record 3584 from NaN to -0.2285, changed record 3612 from NaN to -0.1920, changed record 3613 from NaN to -0.1880, changed record 3668 from NaN to -0.2205, changed record 3700 from NaN to -0.3480, changed record 3702 from NaN to -0.3877, changed record 3703 from NaN to -0.3013, changed record 3709 from NaN to -0.2190, changed record 3719 from NaN to -0.2165, changed record 3728 from NaN to -0.2110, changed record 3736 from NaN to -0.3460, changed record 3753 from NaN to -0.3365, changed record 3766 from NaN to -0.3520, changed record 3768 from NaN to -0.3610, changed record 3778 from NaN to -0.2143, changed record 3779 from NaN to -0.3487, changed record 3788 from NaN to -0.4930, changed record 3791 from NaN to -0.2760, changed record 3796 from NaN to -0.0827, changed record 3797 from NaN to -0.0783, changed record 3802 from NaN to -0.3200, changed record 3805 from NaN to -0.3550, changed record 3807 from NaN to -0.3500, changed record 3832 from NaN to -0.3395, changed record 3834 from NaN to -0.2675, changed record 3849 from NaN to -0.2750, changed record 3854 from NaN to -0.2670, changed record 3856 from NaN to -0.2670, changed record 3866 from NaN to -0.2270, changed record 3870 from NaN to -0.2230, changed record 3875 from NaN to -0.2170, changed record 3879 from NaN to -0.2055, changed record 3890 from NaN to -0.2240, changed record 3898 from NaN to -0.1880, changed record 3901 from NaN to -0.2265, changed record 3905 from NaN to -0.2305, changed record 3955 from NaN to -0.2205, changed record 3985 from NaN to -0.2175, changed record 4009 from NaN to -0.0787, changed record 4010 from NaN to -0.0763, changed record 4030 from NaN to -0.0890, changed record 4037 from NaN to -0.1937, changed record 4038 from NaN to -0.3253, changed record 4041 from NaN to -0.1500, changed record 4044 from NaN to -0.1410, changed record 4052 from NaN to -0.3195, changed record 4082 from NaN to -0.1135, changed record 4099 from NaN to -0.4685, changed record 4115 from NaN to -0.2995, changed record 4117 from NaN to -0.4250, changed record 4118 from NaN to -0.3230, changed record 4153 from NaN to -0.2230, changed record 4161 from NaN to -0.2003, changed record 4162 from NaN to -0.2137, changed record 4166 from NaN to -0.2160, changed record 4183 from NaN to -0.3780, changed record 4214 from NaN to -0.2230, changed record 4219 from NaN to -0.4333, changed record 4220 from NaN to -0.4217, changed record 4224 from NaN to -0.2155, changed record 4235 from NaN to -0.1120, changed record 4240 from NaN to -0.2050, changed record 4250 from NaN to -0.2010, 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record 84465 from NaN to -0.2570, changed record 84472 from NaN to -0.2080, changed record 84474 from NaN to -0.1700, changed record 84482 from NaN to -0.2045, changed record 84485 from NaN to -0.1245, changed record 84491 from NaN to -0.1540, changed record 84496 from NaN to -0.1410, changed record 84503 from NaN to -0.1855, changed record 84506 from NaN to -0.2007, changed record 84507 from NaN to -0.1993, changed record 84512 from NaN to -0.1975, changed record 84514 from NaN to -0.1995, changed record 84516 from NaN to -0.2065, changed record 84519 from NaN to -0.1800, changed record 84524 from NaN to -0.1390, changed record 84529 from NaN to -0.2053, changed record 84530 from NaN to -0.1947, changed record 84533 from NaN to -0.2050, changed record 84538 from NaN to -0.3380, changed record 84539 from NaN to -0.2930, changed record 84540 from NaN to -0.2480, changed record 84544 from NaN to -0.2610, changed record 84546 from NaN to -0.3015, changed record 84551 from NaN to -0.2025, 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85070 from NaN to -0.2007, changed record 85071 from NaN to -0.1953, changed record 85074 from NaN to -0.1910, changed record 85076 from NaN to -0.1910, changed record 85080 from NaN to -0.2060, changed record 85083 from NaN to -0.1990, changed record 85088 from NaN to -0.1710, changed record 85098 from NaN to -0.1645, changed record 85101 from NaN to -0.1625, changed record 85103 from NaN to -0.2015, changed record 85107 from NaN to -0.1875, changed record 85148 from NaN to -0.1915, changed record 85155 from NaN to -0.2050, changed record 85174 from NaN to -0.1520, changed record 85197 from NaN to -0.3180, changed record 85214 from NaN to -0.1910, changed record 85223 from NaN to -0.1540, changed record 85226 from NaN to -0.1520, changed record 85234 from NaN to -0.1850, changed record 85243 from NaN to -0.3337, changed record 85244 from NaN to -0.2123, changed record 85247 from NaN to -0.1590, changed record 85255 from NaN to -0.3655, changed record 85262 from NaN to -0.0720, changed record 85268 from NaN to -0.2535, changed record 85273 from NaN to -0.1970, changed record 85279 from NaN to -0.1485, changed record 85284 from NaN to -0.1060, changed record 85301 from NaN to -0.1360, changed record 85303 from NaN to -0.1420, changed record 85343 from NaN to -0.0875, changed record 85360 from NaN to -0.1545, changed record 85362 from NaN to -0.0715, changed record 85365 from NaN to -0.2930, changed record 85370 from NaN to -0.3443, changed record 85371 from NaN to -0.2357, changed record 85373 from NaN to -0.2070, changed record 85374 from NaN to -0.2870, changed record 85378 from NaN to -0.0535, changed record 85384 from NaN to -0.2990, changed record 85386 from NaN to -0.1145, changed record 85388 from NaN to -0.2480, changed record 85392 from NaN to -0.1437, changed record 85393 from NaN to -0.1773, changed record 85395 from NaN to -0.2097, changed record 85396 from NaN to -0.2083, changed record 85398 from NaN to -0.2063, changed record 85399 from NaN to -0.2057, 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85807 from NaN to -0.0875, changed record 85810 from NaN to -0.4850, changed record 85814 from NaN to -0.1620, changed record 85815 from NaN to -0.1700, changed record 85821 from NaN to -0.3540, changed record 85823 from NaN to -0.3465, changed record 85830 from NaN to -0.2275, changed record 85887 from NaN to -0.3350, changed record 85896 from NaN to -0.3135, changed record 85925 from NaN to -0.1155, changed record 85927 from NaN to -0.1300, changed record 85938 from NaN to -0.1815, changed record 85941 from NaN to -0.1820, changed record 85942 from NaN to -0.1800, changed record 85946 from NaN to -0.1905, changed record 85947 from NaN to -0.1940, changed record 85948 from NaN to -0.1975, changed record 85951 from NaN to -0.2015, changed record 85953 from NaN to -0.2040, changed record 85958 from NaN to -0.1637, changed record 85959 from NaN to -0.1423, changed record 85961 from NaN to -0.1493, changed record 85962 from NaN to -0.1777, changed record 85968 from NaN to -0.2940, changed record 85972 from NaN to -0.1230, changed record 85973 from NaN to -0.1380, changed record 85976 from NaN to -0.2610, changed record 85977 from NaN to -0.3140, changed record 85979 from NaN to -0.2860, changed record 85982 from NaN to -0.1495, changed record 85983 from NaN to -0.1670, changed record 85984 from NaN to -0.1845, changed record 85988 from NaN to -0.1960, changed record 85996 from NaN to -0.2065, changed record 86004 from NaN to -0.1885, changed record 86010 from NaN to -0.1950, changed record 86011 from NaN to -0.2020, changed record 86022 from NaN to -0.1635, changed record 86030 from NaN to -0.1030, changed record 86033 from NaN to -0.1237, changed record 86034 from NaN to -0.1463, changed record 86038 from NaN to -0.3485, changed record 86040 from NaN to -0.1130, changed record 86053 from NaN to -0.2545, changed record 86085 from NaN to -0.1575, changed record 86091 from NaN to -0.2963, changed record 86092 from NaN to -0.1917, changed record 86112 from NaN to -0.1235, 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86552 from NaN to -0.1640, changed record 86553 from NaN to -0.1610, changed record 86557 from NaN to -0.1715, changed record 86561 from NaN to -0.1935, changed record 86564 from NaN to -0.2075, changed record 86572 from NaN to -0.2015, changed record 86587 from NaN to -0.2020, changed record 86606 from NaN to -0.1980, changed record 86608 from NaN to -0.1505, changed record 86609 from NaN to -0.1060, changed record 86610 from NaN to -0.0615, changed record 86615 from NaN to -0.1135, changed record 86617 from NaN to -0.0285, changed record 86644 from NaN to -0.1170, changed record 86648 from NaN to -0.0525, changed record 86689 from NaN to -0.1140, changed record 86716 from NaN to -0.0290, changed record 86787 from NaN to -0.0445, changed record 86803 from NaN to -0.3080, changed record 86804 from NaN to -0.1490, changed record 86806 from NaN to -0.0673, changed record 86807 from NaN to -0.1447, changed record 86817 from NaN to -0.1950, changed record 86819 from NaN to -0.1175, changed record 86824 from NaN to -0.2000, changed record 86825 from NaN to -0.1940, changed record 86827 from NaN to -0.1970, changed record 86832 from NaN to -0.1600, changed record 86833 from NaN to -0.1860, changed record 86836 from NaN to -0.0933, changed record 86837 from NaN to -0.1407, changed record 86849 from NaN to -0.3110, changed record 86851 from NaN to -0.3445, changed record 86853 from NaN to -0.1145, changed record 86859 from NaN to -0.1900, changed record 86860 from NaN to -0.1900, changed record 86861 from NaN to -0.1900, changed record 86866 from NaN to -0.1935, changed record 86869 from NaN to -0.2945, changed record 86872 from NaN to -0.1900, changed record 86874 from NaN to -0.3270, changed record 86876 from NaN to -0.3743, changed record 86877 from NaN to -0.2837, changed record 86882 from NaN to -0.1880, changed record 86889 from NaN to -0.1817, changed record 86890 from NaN to -0.1753, changed record 86935 from NaN to -0.2995, changed record 86968 from NaN to -0.2565, 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87492 from NaN to -0.0590, changed record 87518 from NaN to -0.2077, changed record 87519 from NaN to -0.3453, changed record 87521 from NaN to -0.2815, changed record 87529 from NaN to -0.1400, changed record 87531 from NaN to -0.0760, changed record 87533 from NaN to -0.0670, changed record 87535 from NaN to -0.0500, changed record 87545 from NaN to -0.0770, changed record 87548 from NaN to -0.1790, changed record 87549 from NaN to -0.2960, changed record 87563 from NaN to -0.0630, changed record 87567 from NaN to -0.0840, changed record 87568 from NaN to -0.0790, changed record 87571 from NaN to -0.0795, changed record 87656 from NaN to -0.0780, changed record 87659 from NaN to -0.2695, changed record 87665 from NaN to -0.0398, changed record 87666 from NaN to -0.0836, changed record 87667 from NaN to -0.1274, changed record 87668 from NaN to -0.1712, changed record 87670 from NaN to -0.2070, changed record 87671 from NaN to -0.1990, changed record 87675 from NaN to -0.2000, changed record 87678 from NaN to -0.2157, changed record 87679 from NaN to -0.2143, changed record 87681 from NaN to -0.1965, changed record 87684 from NaN to -0.1952, changed record 87685 from NaN to -0.1955, changed record 87686 from NaN to -0.1957, changed record 87688 from NaN to -0.1960, changed record 87689 from NaN to -0.1960, changed record 87691 from NaN to -0.1847, changed record 87692 from NaN to -0.1735, changed record 87693 from NaN to -0.1622, changed record 87695 from NaN to -0.1553, changed record 87696 from NaN to -0.1597, changed record 87697 from NaN to -0.1640, changed record 87698 from NaN to -0.1683, changed record 87699 from NaN to -0.1727, changed record 87706 from NaN to -0.2010, changed record 87707 from NaN to -0.2000, changed record 87714 from NaN to -0.1950, changed record 87723 from NaN to -0.2020, changed record 87726 from NaN to -0.2020, changed record 87728 from NaN to -0.2050, changed record 87732 from NaN to -0.2017, changed record 87733 from NaN to -0.1903, 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88258 from NaN to -0.1925, changed record 88262 from NaN to -0.3574, changed record 88263 from NaN to -0.2698, changed record 88264 from NaN to -0.1822, changed record 88265 from NaN to -0.0946, changed record 88267 from NaN to -0.0700, changed record 88268 from NaN to -0.1330, changed record 88270 from NaN to -0.2470, changed record 88271 from NaN to -0.2980, changed record 88272 from NaN to -0.3490, changed record 88274 from NaN to -0.3040, changed record 88276 from NaN to -0.1343, changed record 88277 from NaN to -0.0607, changed record 88281 from NaN to -0.3215, changed record 88283 from NaN to -0.2085, changed record 88284 from NaN to -0.2070, changed record 88285 from NaN to -0.2055, changed record 88289 from NaN to -0.2060, changed record 88291 from NaN to -0.2010, changed record 88293 from NaN to -0.2697, changed record 88294 from NaN to -0.3403, changed record 88296 from NaN to -0.3065, changed record 88298 from NaN to -0.2024, changed record 88299 from NaN to -0.2028, changed 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89126 from NaN to -0.1880, changed record 89132 from NaN to -0.1988, changed record 89133 from NaN to -0.1995, changed record 89134 from NaN to -0.2003, changed record 89141 from NaN to -0.2005, changed record 89146 from NaN to -0.2063, changed record 89147 from NaN to -0.1957, changed record 89156 from NaN to -0.3600, changed record 89157 from NaN to -0.3610, changed record 89158 from NaN to -0.3620, changed record 89159 from NaN to -0.3630, changed record 89160 from NaN to -0.3640, changed record 89171 from NaN to -0.2045, changed record 89180 from NaN to -0.3465, changed record 89200 from NaN to -0.2005, changed record 89210 from NaN to -0.1235, changed record 89222 from NaN to -0.2300, changed record 89276 from NaN to -0.3400, changed record 89280 from NaN to -0.1980, changed record 89288 from NaN to -0.2813, changed record 89289 from NaN to -0.3567, changed record 89373 from NaN to -0.0840, changed record 89395 from NaN to -0.2700, changed record 89401 from NaN to -0.1585, changed record 89403 from NaN to -0.2895, changed record 89406 from NaN to -0.1775, changed record 89408 from NaN to -0.2103, changed record 89409 from NaN to -0.2147, changed record 89425 from NaN to -0.1265, changed record 89426 from NaN to -0.1420, changed record 89427 from NaN to -0.1575, changed record 89428 from NaN to -0.1730, changed record 89429 from NaN to -0.1885, changed record 89440 from NaN to -0.1970, changed record 89444 from NaN to -0.2153, changed record 89445 from NaN to -0.2127, changed record 89454 from NaN to -0.1895, changed record 89462 from NaN to -0.2040, changed record 89465 from NaN to -0.2050, changed record 89466 from NaN to -0.2050, changed record 89475 from NaN to -0.2715, changed record 89478 from NaN to -0.1410, changed record 89484 from NaN to -0.1000, changed record 89485 from NaN to -0.1560, changed record 89489 from NaN to -0.3210, changed record 89492 from NaN to -0.1455, changed record 89494 from NaN to -0.1340, changed record 89506 from NaN to -0.1535, 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record 90128 from NaN to -0.0525, changed record 90142 from NaN to -0.4765, changed record 90169 from NaN to -0.0690, changed record 90255 from NaN to -0.1725, changed record 90261 from NaN to -0.2025, changed record 90264 from NaN to -0.1985, changed record 90275 from NaN to -0.2713, changed record 90276 from NaN to -0.3307, changed record 90278 from NaN to -0.2915, changed record 90280 from NaN to -0.2435, changed record 90281 from NaN to -0.2940, changed record 90282 from NaN to -0.3445, changed record 90286 from NaN to -0.1810, changed record 90289 from NaN to -0.4062, changed record 90290 from NaN to -0.4134, changed record 90291 from NaN to -0.4206, changed record 90292 from NaN to -0.4278, changed record 90295 from NaN to -0.4335, changed record 90297 from NaN to -0.4260, changed record 90300 from NaN to -0.1850, changed record 90304 from NaN to -0.2135, changed record 90306 from NaN to -0.2150, changed record 90309 from NaN to -0.1980, changed record 90312 from NaN to -0.1960, 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90750 from NaN to -0.1865, changed record 90762 from NaN to -0.2565, changed record 90770 from NaN to -0.0255, changed record 90772 from NaN to -0.0500, changed record 90774 from NaN to -0.0920, changed record 90791 from NaN to -0.0455, changed record 90797 from NaN to -0.0380, changed record 90827 from NaN to -0.1865, changed record 90836 from NaN to -0.1540, changed record 90840 from NaN to -0.2985, changed record 90845 from NaN to -0.2040, changed record 90847 from NaN to -0.2005, changed record 90855 from NaN to -0.2167, changed record 90856 from NaN to -0.2125, changed record 90857 from NaN to -0.2082, changed record 90860 from NaN to -0.2053, changed record 90861 from NaN to -0.2127, changed record 90863 from NaN to -0.2203, changed record 90864 from NaN to -0.2207, changed record 90866 from NaN to -0.2140, changed record 90868 from NaN to -0.2095, changed record 90870 from NaN to -0.1705, changed record 90873 from NaN to -0.1653, changed record 90874 from NaN to -0.1917, changed record 90880 from NaN to -0.0830, changed record 90882 from NaN to -0.0617, changed record 90883 from NaN to -0.1303, changed record 90887 from NaN to -0.2100, changed record 90890 from NaN to -0.2085, changed record 90929 from NaN to -0.3570, changed record 90932 from NaN to -0.3330, changed record 90937 from NaN to -0.2075, changed record 90943 from NaN to -0.2075, changed record 90945 from NaN to -0.2050, changed record 90958 from NaN to -0.1235, changed record 90963 from NaN to -0.2025, changed record 90967 from NaN to -0.1155, changed record 90974 from NaN to -0.1315, changed record 90976 from NaN to -0.2790, changed record 90982 from NaN to -0.0930, changed record 90986 from NaN to -0.2580, changed record 90988 from NaN to -0.2595, changed record 90996 from NaN to -0.0895, changed record 90999 from NaN to -0.1555, changed record 91001 from NaN to -0.1630, changed record 91003 from NaN to -0.1540, changed record 91004 from NaN to -0.1740, changed record 91006 from NaN to -0.1520, 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100294 from NaN to -0.3095, changed record 100296 from NaN to -0.3650, changed record 100315 from NaN to -0.3715, changed record 100317 from NaN to -0.4970, changed record 100321 from NaN to -0.2640, changed record 100325 from NaN to -0.2085, changed record 100327 from NaN to -0.2225, changed record 100330 from NaN to -0.1045, changed record 100341 from NaN to -0.2090, changed record 100346 from NaN to -0.3270, changed record 100350 from NaN to -0.3095, changed record 100354 from NaN to -0.3810, changed record 100358 from NaN to -0.1950, changed record 100370 from NaN to -0.1650, changed record 100371 from NaN to -0.1840, changed record 100372 from NaN to -0.2030, changed record 100377 from NaN to -0.2030, changed record 100379 from NaN to -0.3245, changed record 100383 from NaN to -0.2195, changed record 100385 from NaN to -0.2175, changed record 100402 from NaN to -0.4197, changed record 100403 from NaN to -0.4373, changed record 100407 from NaN to -0.1725, changed record 100411 from 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-0.2980, changed record 100483 from NaN to -0.0357, changed record 100484 from NaN to -0.0213, changed record 100488 from NaN to -0.2010, changed record 100489 from NaN to -0.1980, changed record 100502 from NaN to -0.2770, changed record 100506 from NaN to -0.3925, changed record 100512 from NaN to -0.4555, changed record 100516 from NaN to -0.2655, changed record 100518 from NaN to -0.2855, changed record 100521 from NaN to -0.0645, changed record 100528 from NaN to -0.5010, changed record 100529 from NaN to -0.4820, changed record 100531 from NaN to -0.4320, changed record 100532 from NaN to -0.4010, changed record 100535 from NaN to -0.4037, changed record 100536 from NaN to -0.4225, changed record 100537 from NaN to -0.4413, changed record 100543 from NaN to -0.2112, changed record 100544 from NaN to -0.2685, changed record 100545 from NaN to -0.3257, changed record 100548 from NaN to -0.2640, changed record 100551 from NaN to -0.4147, changed record 100552 from NaN to -0.4673, changed record 100556 from NaN to -0.2965, changed record 100561 from NaN to -0.5095, changed record 100566 from NaN to -0.2230, changed record 100581 from NaN to -0.2065, changed record 100586 from NaN to 0.0260, changed record 100587 from NaN to -0.0160, changed record 100588 from NaN to -0.0580, changed record 100601 from NaN to -0.1670, changed record 100606 from NaN to -0.1767, changed record 100607 from NaN to -0.1983, changed record 100614 from NaN to -0.2855, changed record 100631 from NaN to -0.2205, changed record 100651 from NaN to -0.2193, changed record 100652 from NaN to -0.2217, changed record 100660 from NaN to -0.2185, changed record 100675 from NaN to -0.1775, changed record 100682 from NaN to -0.2195, changed record 100687 from NaN to -0.1810, changed record 100708 from NaN to -0.2065, changed record 100710 from NaN to -0.2205, changed record 100712 from NaN to -0.2290, changed record 100715 from NaN to -0.0965, changed record 100718 from NaN to -0.0955, changed record 100726 from NaN to -0.3505, changed record 100736 from NaN to -0.1145, changed record 100753 from NaN to -0.2807, changed record 100754 from NaN to -0.3543, changed record 100760 from NaN to -0.3795, changed record 100786 from NaN to -0.2975, changed record 100796 from NaN to -0.3235, changed record 100802 from NaN to -0.3010, changed record 100805 from NaN to -0.3470, changed record 100806 from NaN to -0.2840, changed record 100808 from NaN to -0.1860, changed record 100813 from NaN to -0.0780, changed record 100820 from NaN to -0.3073, changed record 100821 from NaN to -0.2537, changed record 100826 from NaN to -0.1770, changed record 100828 from NaN to -0.3770, changed record 100833 from NaN to -0.2910, changed record 100837 from NaN to -0.1667, changed record 100838 from NaN to -0.3303, changed record 100842 from NaN to -0.3300, changed record 100848 from NaN to -0.3460, changed record 100858 from NaN to -0.1575, changed record 100868 from NaN to -0.0200, changed record 100870 from NaN to -0.1935, changed record 100878 from NaN to -0.0965, changed record 100881 from NaN to -0.5535, changed record 100889 from NaN to -0.4408, changed record 100890 from NaN to -0.4576, changed record 100891 from NaN to -0.4744, changed record 100892 from NaN to -0.4912, changed record 100955 from NaN to -0.2095, changed record 101019 from NaN to -0.2100, changed record 101030 from NaN to -0.2110, changed record 101039 from NaN to -0.2090, changed record 101046 from NaN to -0.2110, changed record 101049 from NaN to -0.2090, changed record 101050 from NaN to -0.2080, changed record 101076 from NaN to -0.2090, changed record 101083 from NaN to -0.3390, changed record 101088 from NaN to -0.2860, changed record 101094 from NaN to -0.3215, changed record 101097 from NaN to -0.2125, changed record 101100 from NaN to -0.2030, changed record 101104 from NaN to -0.2105, changed record 101113 from NaN to -0.2095, changed record 101115 from NaN to -0.2110, changed record 101122 from NaN to -0.3580, changed record 101143 from NaN to -0.2780, changed record 101147 from NaN to -0.1440, changed record 101152 from NaN to -0.0915, changed record 101167 from NaN to -0.2085, changed record 101184 from NaN to -0.3710, changed record 101186 from NaN to -0.2280, changed record 101190 from NaN to -0.2190, changed record 101200 from NaN to -0.3465, changed record 101210 from NaN to -0.2095, changed record 101214 from NaN to -0.1670, changed record 101216 from NaN to -0.1907, changed record 101217 from NaN to -0.1953, changed record 101220 from NaN to -0.2115, changed record 101223 from NaN to -0.1060, changed record 101224 from NaN to -0.1520, changed record 101234 from NaN to -0.1040, changed record 101256 from NaN to -0.2075, changed record 101277 from NaN to -0.1865, changed record 101285 from NaN to -0.2830, changed record 101294 from NaN to -0.1740, changed record 101299 from NaN to -0.1995, changed record 101303 from NaN to -0.2160, changed record 101314 from NaN to -0.5013, changed record 101315 from NaN to -0.4747, changed record 101329 from NaN to -0.1540, changed record 101392 from NaN to -0.2075, changed record 101395 from NaN to -0.2090, changed record 101442 from NaN to -0.2260, changed record 101456 from NaN to -0.3300, changed record 101489 from NaN to -0.3250, changed record 101497 from NaN to -0.2110, changed record 101507 from NaN to -0.2583, changed record 101508 from NaN to -0.3397, changed record 101514 from NaN to -0.1815, changed record 101547 from NaN to -0.2065, changed record 101781 from NaN to -0.2020, changed record 101783 from NaN to -0.1995, changed record 101791 from NaN to -0.1993, changed record 101792 from NaN to -0.1995, changed record 101793 from NaN to -0.1998, changed record 101808 from NaN to -0.2070, changed record 101810 from NaN to -0.2055, changed record 101823 from NaN to -0.2020, changed record 101826 from NaN to -0.1920, changed record 101834 from NaN to -0.2100, changed record 101840 from NaN to -0.1940, changed record 101842 from NaN to -0.1130, changed record 101844 from NaN to -0.1295, changed record 101847 from NaN to -0.0905, changed record 101858 from NaN to -0.4185, changed record 101868 from NaN to -0.1945, changed record 101874 from NaN to -0.3620, changed record 101876 from NaN to -0.2647, changed record 101877 from NaN to -0.1503, changed record 101912 from NaN to -0.2885, changed record 101918 from NaN to -0.2127, changed record 101919 from NaN to -0.3353, changed record 101927 from NaN to -0.2910, changed record 101937 from NaN to -0.2750, changed record 101940 from NaN to -0.2865, changed record 101966 from NaN to -0.0830, changed record 102031 from NaN to -0.1735, changed record 102061 from NaN to -0.1795, changed record 102074 from NaN to -0.1990, changed record 102080 from NaN to -0.3640, changed record 102082 from NaN to -0.1935, changed record 102084 from NaN to -0.1740, changed record 102090 from NaN to -0.1883, changed record 102091 from NaN to -0.3347, changed record 102093 from NaN to -0.2665, changed record 102111 from NaN to -0.0980, changed record 102112 from NaN to -0.1470, changed record 102116 from NaN to -0.1040, changed record 102122 from NaN to -0.5450, changed record 102134 from NaN to -0.2645, changed record 102138 from NaN to -0.0950, changed record 102156 from NaN to -0.1015, changed record 102212 from NaN to 0.0225, changed record 102240 from NaN to -0.2005, changed record 102243 from NaN to -0.2065, changed record 102251 from NaN to -0.1885, changed record 102270 from NaN to -0.2545, changed record 102272 from NaN to -0.1940, changed record 102277 from NaN to -0.2515, changed record 102315 from NaN to -0.4105, changed record 102320 from NaN to -0.4075, changed record 102352 from NaN to -0.1887, changed record 102353 from NaN to -0.2693, changed record 102369 from NaN to -0.2730, changed record 102386 from NaN to -0.3630, changed record 102389 from NaN to -0.3150, changed record 102390 from NaN to -0.1670, changed record 102393 from NaN to -0.2760, changed record 102425 from NaN to -0.1670, changed record 102437 from NaN to -0.0900, changed record 102456 from NaN to -0.3145, changed record 102470 from NaN to -0.2650, changed record 102543 from NaN to -0.1615, changed record 102553 from NaN to -0.3185, changed record 102567 from NaN to -0.2335, changed record 102585 from NaN to -0.2200, changed record 102586 from NaN to -0.3140, changed record 102613 from NaN to -0.4010, changed record 102630 from NaN to -0.2435, changed record 102632 from NaN to -0.0445, changed record 102638 from NaN to -0.2495, changed record 102643 from NaN to -0.3365, changed record 102644 from NaN to -0.2230, changed record 102645 from NaN to -0.1095, changed record 102649 from NaN to -0.2310, changed record 102656 from NaN to -0.2813, changed record 102657 from NaN to -0.3647, changed record 102659 from NaN to -0.4005, changed record 102662 from NaN to -0.5490, changed record 102674 from NaN to -0.2130, changed record 102678 from NaN to -0.2030, changed record 102685 from NaN to -0.4860, changed record 102688 from NaN to -0.5512, changed record 102689 from NaN to -0.5545, changed record 102690 from NaN to -0.5577, changed record 102694 from NaN to -0.0253, changed record 102695 from NaN to -0.0357, changed record 102697 from NaN to -0.0595, changed record 102705 from NaN to -0.3035, changed record 102712 from NaN to -0.3477, changed record 102713 from NaN to -0.2833, changed record 102731 from NaN to -0.4605, changed record 102735 from NaN to -0.1995, changed record 102782 from NaN to -0.4960, changed record 102788 from NaN to -0.2800, changed record 102830 from NaN to -0.1130, changed record 102880 from NaN to -0.1325, changed record 102914 from NaN to -0.0295, changed record 102929 from NaN to -0.1640, changed record 102934 from NaN to -0.1285, changed record 102942 from NaN to -0.3055, changed record 102956 from NaN to -0.1010, changed record 102970 from NaN to -0.0880, changed record 102978 from NaN to -0.2950, changed record 102998 from NaN to -0.3630, changed record 103001 from NaN to -0.0965, changed record 103107 from NaN to -0.2985, changed record 103173 from NaN to -0.2655, changed record 103328 from NaN to -0.1335, changed record 103357 from NaN to -0.2925, changed record 103425 from NaN to -0.3600, changed record 103430 from NaN to -0.3520, changed record 103440 from NaN to -0.1540, changed record 103453 from NaN to -0.2653, changed record 103454 from NaN to -0.3517, changed record 103459 from NaN to -0.1800, changed record 103460 from NaN to -0.3160, changed record 103529 from NaN to -0.4510, changed record 103534 from NaN to -0.1810, changed record 103545 from NaN to -0.1973, changed record 103546 from NaN to -0.1897, changed record 103555 from NaN to -0.1975, changed record 103770 from NaN to -0.2030, changed record 103791 from NaN to -0.2985, changed record 103793 from NaN to -0.2035, changed record 103799 from NaN to -0.1780, changed record 103805 from NaN to -0.3475, changed record 104108 from NaN to -0.3770, changed record 104116 from NaN to -0.1875, changed record 104118 from NaN to -0.3330, changed record 104122 from NaN to -0.2045, changed record 104131 from NaN to -0.3170, changed record 104141 from NaN to -0.2085, changed record 104158 from NaN to -0.2650, changed record 104367 from NaN to -0.0375, changed record 104384 from NaN to -0.5347, changed record 104385 from NaN to -0.5443, changed record 104417 from NaN to -0.0195, changed record 104422 from NaN to -0.2925, changed record 104448 from NaN to -0.2065, changed record 104462 from NaN to -0.1150, changed record 104692 from NaN to -0.1525, changed record 104695 from NaN to -0.0990, changed record 104888 from NaN to -0.1995, changed record 104900 from NaN to -0.3455, changed record 104903 from NaN to -0.3610, changed record 104930 from NaN to -0.3655, changed record 104949 from NaN to -0.1745, changed record 104963 from NaN to -0.4820, changed record 104968 from NaN to -0.2115, changed record 104971 from NaN to -0.0425, changed record 104978 from NaN to -0.4075, changed record 104981 from NaN to -0.3105, changed record 104991 from NaN to -0.2050, changed record 105000 from NaN to -0.2837, changed record 105001 from NaN to -0.4153, changed record 105018 from NaN to -0.2790, changed record 105026 from NaN to -0.3055, changed record 105036 from NaN to -0.3360, changed record 105101 from NaN to -0.2505 03-Feb-2024: Q/C flagging criteria applied for column(s) SNOWDEP_INST_0_0_05, 'flags' field updated ('dataflag') 03-Feb-2024: replaced 2 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: 2 values in 'SWE_INST_0_0_05' were updated with new values ('update_data'): changed record 1605 from NaN to 55.8900, changed record 32149 from NaN to 0.4655 03-Feb-2024: Q/C flagging criteria applied for column(s) SWE_INST_0_0_05, 'flags' field updated ('dataflag') 03-Feb-2024: replaced 12 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: 12 values in 'PRECIP_INST_455_0_02' were updated with new values ('update_data'): changed record 1605 from NaN to 36.19, changed record 21732 from NaN to 147.54, changed record 21733 from NaN to 73.98, changed record 32149 from NaN to 2.75, changed record 77918 from NaN to 21.71, changed record 79970 from NaN to 17.75, changed record 79972 from NaN to 13.86, changed record 79974 from NaN to 14.71, changed record 79975 from NaN to 13.74, changed record 79976 from NaN to 12.76, changed record 79977 from NaN to 11.78, changed record 79978 from NaN to 10.81 03-Feb-2024: Q/C flagging criteria applied for column(s) PRECIP_INST_455_0_02, 'flags' field updated ('dataflag') 03-Feb-2024: replaced 5 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: 5 values in 'AIRTEMP_MEAN_450_0_10' were updated with new values ('update_data'): changed record 1605 from NaN to 27.150, changed record 32149 from NaN to 1.611, changed record 77917 from NaN to 21.368, changed record 77918 from NaN to 21.545, changed record 77919 from NaN to 21.722 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-2022 to 01-Oct-2023 by applying a constant correction of 12 ('correct_drift') 03-Feb-2024: 104925 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 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: 104781 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-2022 to 01-Oct-2023 by applying a constant correction of -20 ('correct_drift') 03-Feb-2024: 104963 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: 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 20-Jan-2023 12:40:00 to 20-Jan-2023 15:10:00 by applying a constant correction of 499.1 ('correct_drift') 03-Feb-2024: 31 values in 'SWE_INST_0_0_05' were updated with new values ('update_data'): changed record 32120 from -19.0910 to 480.0090, changed record 32121 from -19.0960 to 480.0040, changed record 32122 from -19.0730 to 480.0270, changed record 32123 from -19.0790 to 480.0210, changed record 32124 from -19.0860 to 480.0140, changed record 32125 from -19.0930 to 480.0070, changed record 32126 from -19.0940 to 480.0060, changed record 32127 from -19.0960 to 480.0040, changed record 32128 from -19.0890 to 480.0110, changed record 32129 from -19.1010 to 479.9990, changed record 32130 from -19.0890 to 480.0110, changed record 32131 from -19.0950 to 480.0050, changed record 32132 from -19.1010 to 479.9990, changed record 32133 from -19.0960 to 480.0040, changed record 32134 from -19.0850 to 480.0150, changed record 32135 from -19.0790 to 480.0210, changed record 32136 from -19.0790 to 480.0210, changed record 32137 from -19.0880 to 480.0120, changed record 32138 from -19.0870 to 480.0130, changed record 32139 from -19.0840 to 480.0160, changed record 32140 from -19.0800 to 480.0200, changed record 32141 from -19.0760 to 480.0240, changed record 32142 from -19.0790 to 480.0210, changed record 32143 from -19.0740 to 480.0260, changed record 32144 from -19.0770 to 480.0230, changed record 32145 from -19.0660 to 480.0340, changed record 32146 from -19.0680 to 480.0320, changed record 32147 from -19.0650 to 480.0350, changed record 32148 from -19.0690 to 480.0310, changed record 32149 from -19.5345 to 479.5655, changed record 32150 from -20.0000 to 479.1000 03-Feb-2024: Q/C flagging criteria applied for column(s) SWE_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-2022 12:00:00 to 01-Oct-2023 12:00:00 by applying a constant correction of -42.5 ('correct_drift') 03-Feb-2024: 104820 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: 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: 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: 41206 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: 41206 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: 41206 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: 41206 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: 1 value in 'SNOWDEP_MED_0_0_05' was updated with a new value ('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 1 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: 2714 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 2714 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") 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: F = unspecified, J = unspecified, M = missing value, Q = Questionable value, R = Reduced volume stored in sample tank Flag_PRECIP_ACC_455_0_02: 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 54923 column 5. -294 to 3453.0001 column 6. (none) column 7. 0 to 3451.9999 column 8. (none) column 9. -42.44 to 1171.5 column 10. (none) column 11. 0 to 1171 column 12. (none) column 13. 0 to 448.8 column 14. (none) column 15. 0 to 319.712 column 16. (none) column 17. 0 to 2280.3861 column 18. (none) column 19. -14.58 to 32.85 column 20. (none) column 21. -14.57 to 33 column 22. (none) column 23. -14.59 to 32.63 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" 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': 3394 records in SNOWDEP_INST_0_0_05, 145 records in SWE_INST_0_0_05, 40 records in PRECIP_INST_455_0_02. Values of 14 records in Site were flagged as M (missing value) for dates: 10/06/2022, 01/20/2023, 03/12/2023. The value of one record in PROGID was flagged as M (missing value) for date 01/20/2023. The value of one record in PROGID was flagged as P (Program ID change) for date 01/20/2023. The value of one record in PROGID is missing for date 01/20/2023. Values of 14 records in BATTERY_MEAN were flagged as M (missing value) for dates: 10/06/2022, 01/20/2023, 03/12/2023. Values of 14 records in BATTERY_MEAN are missing for dates: 10/06/2022, 01/20/2023, 03/12/2023. Values of 14 records in BATTERY_V_CHECK were flagged as M (missing value) for dates: 10/06/2022, 01/20/2023, 03/12/2023. Values of 105119 records in BATTERY_V_CHECK are missing for dates: 10/01/2022-10/06/2022, 10/06/2022-10/01/2023. Values of 3214 records in SNOWDEP_INST_0_0_05 were flagged as E (Value estimated by linear interpolation) for dates: 10/06/2022, 10/07/2022, 10/08/2022, 10/09/2022, 10/10/2022, 10/11/2022, 10/12/2022, 10/13/2022, 10/14/2022, 10/15/2022, 10/16/2022, 10/17/2022, 10/18/2022, 10/19/2022, 10/20/2022, 10/21/2022, 10/26/2022, 11/01/2022, 11/02/2022, 11/04/2022, 11/05/2022, 11/06/2022, 11/07/2022, 11/27/2022, 11/28/2022, 11/30/2022, 12/01/2022, 12/08/2022, 12/09/2022, 12/26/2022, 12/27/2022, 12/28/2022, 12/29/2022, 12/30/2022, 01/15/2023, 01/18/2023, 02/13/2023, 02/14/2023, 02/22/2023, 02/26/2023, 02/27/2023, 02/28/2023, 03/05/2023, 03/23/2023, 03/24/2023, 03/31/2023, 04/11/2023, 04/12/2023, 04/13/2023, 06/22/2023, 06/24/2023, 06/25/2023, 06/26/2023, 06/27/2023, 06/28/2023, 07/01/2023, 07/02/2023, 07/03/2023, 07/04/2023, 07/05/2023, 07/06/2023, 07/07/2023, 07/08/2023, 07/09/2023, 07/10/2023, 07/11/2023, 07/12/2023, 07/13/2023, 07/14/2023, 07/15/2023, 07/16/2023, 07/17/2023, 07/18/2023, 07/19/2023, 07/20/2023, 07/21/2023, 07/22/2023, 07/23/2023, 07/24/2023, 07/25/2023, 07/26/2023, 07/27/2023, 07/28/2023, 07/29/2023, 07/30/2023, 07/31/2023, 08/01/2023, 08/02/2023, 08/03/2023, 08/04/2023, 08/05/2023, 08/06/2023, 08/07/2023, 08/08/2023, 08/09/2023, 08/10/2023, 08/11/2023, 08/12/2023, 08/13/2023, 08/14/2023, 08/15/2023, 08/16/2023, 08/17/2023, 08/18/2023, 08/19/2023, 08/20/2023, 08/21/2023, 08/22/2023, 08/23/2023, 08/23/2023-08/24/2023, 08/25/2023, 08/26/2023, 08/27/2023, 08/28/2023, 08/29/2023, 08/30/2023, 08/31/2023, 09/01/2023, 09/02/2023, 09/03/2023, 09/04/2023, 09/05/2023, 09/06/2023, 09/07/2023, 09/08/2023, 09/09/2023, 09/10/2023, 09/11/2023, 09/12/2023, 09/13/2023, 09/14/2023, 09/15/2023, 09/16/2023, 09/17/2023, 09/18/2023, 09/19/2023, 09/20/2023, 09/21/2023, 09/22/2023, 09/23/2023, 09/24/2023, 09/25/2023, 09/26/2023, 09/27/2023, 09/28/2023, 09/29/2023, 09/30/2023. Values of 195 records in SNOWDEP_INST_0_0_05 were flagged as M (missing value) for dates: 11/05/2022, 11/05/2022-11/06/2022, 12/27/2022, 01/20/2023, 03/12/2023, 07/17/2023, 08/07/2023, 08/08/2023, 08/10/2023. Values of 9126 records in SNOWDEP_INST_0_0_05 were flagged as Q (Questionable value) for dates: 10/01/2022, 10/02/2022, 10/03/2022, 10/04/2022, 10/05/2022, 10/06/2022, 10/07/2022, 10/08/2022, 10/09/2022, 10/10/2022, 10/11/2022, 10/12/2022, 10/13/2022, 10/14/2022, 10/15/2022, 10/16/2022, 10/17/2022, 10/18/2022, 10/19/2022, 10/20/2022, 10/20/2022-10/21/2022, 10/21/2022-10/22/2022, 10/23/2022, 10/24/2022, 10/25/2022, 10/26/2022, 10/27/2022, 10/28/2022, 11/01/2022, 11/02/2022, 11/04/2022, 11/05/2022, 11/06/2022, 11/07/2022, 11/08/2022, 11/09/2022, 11/09/2022-11/10/2022, 11/12/2022, 11/13/2022, 11/14/2022, 11/18/2022, 11/19/2022, 11/25/2022, 11/26/2022, 11/27/2022, 11/28/2022, 11/29/2022, 11/30/2022, 12/01/2022, 12/02/2022, 12/03/2022, 12/05/2022, 12/08/2022, 12/09/2022, 12/10/2022, 12/11/2022, 12/12/2022, 12/15/2022, 12/16/2022, 12/17/2022, 12/19/2022, 12/20/2022, 12/21/2022, 12/22/2022, 12/24/2022, 12/25/2022, 12/26/2022, 12/27/2022, 12/28/2022, 12/29/2022, 12/30/2022, 12/31/2022, 01/03/2023, 01/06/2023, 01/08/2023, 01/09/2023, 01/10/2023, 01/15/2023, 01/16/2023, 01/17/2023, 01/17/2023-01/18/2023, 01/20/2023, 01/21/2023, 01/24/2023, 01/24/2023-01/25/2023, 01/27/2023, 01/28/2023, 01/28/2023-01/29/2023, 01/29/2023-01/30/2023, 01/30/2023-01/31/2023, 01/31/2023-02/01/2023, 02/02/2023, 02/03/2023, 02/05/2023, 02/06/2023, 02/07/2023, 02/09/2023, 02/10/2023, 02/11/2023, 02/13/2023, 02/14/2023, 02/15/2023, 02/16/2023, 02/17/2023, 02/19/2023, 02/20/2023, 02/21/2023, 02/22/2023, 02/23/2023, 02/24/2023, 02/24/2023-02/25/2023, 02/26/2023, 02/27/2023, 02/28/2023, 02/28/2023-03/01/2023, 03/02/2023, 03/03/2023, 03/04/2023, 03/05/2023, 03/06/2023, 03/07/2023, 03/08/2023, 03/09/2023, 03/10/2023, 03/11/2023, 03/12/2023, 03/13/2023, 03/13/2023-03/14/2023, 03/15/2023, 03/17/2023, 03/19/2023, 03/20/2023, 03/21/2023, 03/23/2023, 03/24/2023, 03/25/2023, 03/26/2023, 03/27/2023, 03/28/2023, 03/29/2023, 03/30/2023, 03/31/2023, 04/01/2023, 04/02/2023, 04/02/2023-04/03/2023, 04/03/2023-04/04/2023, 04/05/2023, 04/06/2023, 04/07/2023, 04/07/2023-04/08/2023, 04/10/2023, 04/11/2023, 04/12/2023, 04/13/2023, 04/16/2023, 04/16/2023-04/17/2023, 04/18/2023, 04/19/2023, 04/19/2023-04/20/2023, 04/21/2023, 04/24/2023, 04/25/2023, 04/30/2023, 05/01/2023, 05/02/2023, 05/03/2023, 05/04/2023, 05/05/2023, 05/06/2023, 05/09/2023, 05/13/2023, 05/18/2023, 05/19/2023, 05/20/2023, 05/21/2023, 05/22/2023, 05/23/2023, 05/24/2023, 06/24/2023, 06/25/2023, 06/26/2023, 06/27/2023, 06/28/2023, 07/02/2023, 07/03/2023, 07/04/2023, 07/05/2023, 07/06/2023, 07/07/2023, 07/08/2023, 07/09/2023, 07/10/2023, 07/11/2023, 07/12/2023, 07/13/2023, 07/14/2023, 07/15/2023, 07/16/2023, 07/17/2023, 07/18/2023, 07/19/2023, 07/20/2023, 07/21/2023, 07/22/2023, 07/23/2023, 07/24/2023, 07/25/2023, 07/26/2023, 07/27/2023, 07/28/2023, 07/29/2023, 07/30/2023, 07/31/2023, 08/01/2023, 08/02/2023, 08/03/2023, 08/04/2023, 08/05/2023, 08/06/2023, 08/07/2023, 08/08/2023, 08/09/2023, 08/10/2023, 08/10/2023-08/11/2023, 08/12/2023, 08/13/2023, 08/14/2023, 08/15/2023, 08/16/2023, 08/17/2023, 08/18/2023, 08/19/2023, 08/20/2023, 08/21/2023, 08/22/2023, 08/23/2023, 08/24/2023, 08/25/2023, 08/26/2023, 08/27/2023, 08/28/2023, 08/29/2023, 08/30/2023, 08/31/2023, 09/01/2023, 09/02/2023, 09/03/2023, 09/04/2023, 09/05/2023, 09/06/2023, 09/07/2023, 09/08/2023, 09/09/2023, 09/10/2023, 09/11/2023, 09/11/2023-09/12/2023, 09/13/2023, 09/13/2023-09/14/2023, 09/15/2023, 09/16/2023, 09/17/2023, 09/18/2023, 09/19/2023, 09/20/2023, 09/21/2023, 09/22/2023, 09/23/2023, 09/23/2023-09/24/2023, 09/25/2023, 09/25/2023-09/26/2023, 09/27/2023, 09/28/2023, 09/29/2023, 09/30/2023. Values of 195 records in SNOWDEP_INST_0_0_05 are missing for dates: 11/05/2022, 11/05/2022-11/06/2022, 12/27/2022, 01/20/2023, 03/12/2023, 07/17/2023, 08/07/2023, 08/08/2023, 08/10/2023. Values of 14 records in SNOWDEPTH_CHECK were flagged as M (missing value) for dates: 10/06/2022, 01/20/2023, 03/12/2023. Values of 105086 records in SNOWDEPTH_CHECK are missing for dates: 10/01/2022-10/06/2022, 10/06/2022-01/20/2023, 01/20/2023-06/28/2023, 06/28/2023-07/05/2023, 07/05/2023-10/01/2023. Values of 44 records in SNOWDEP_QUAL were flagged as M (missing value) for dates: 10/06/2022, 01/20/2023, 03/12/2023, 06/28/2023. Values of 44 records in SNOWDEP_QUAL are missing for dates: 10/06/2022, 01/20/2023, 03/12/2023, 06/28/2023. Values of 2 records in SWE_INST_0_0_05 were flagged as E (Value estimated by linear interpolation) for dates: 10/06/2022, 01/20/2023. Values of 157 records in SWE_INST_0_0_05 were flagged as M (missing value) for dates: 03/12/2023, 09/30/2023-10/01/2023. Values of 157 records in SWE_INST_0_0_05 are missing for dates: 03/12/2023, 09/30/2023-10/01/2023. Values of 14 records in SWE_CHECK were flagged as M (missing value) for dates: 10/06/2022, 01/20/2023, 03/12/2023. Values of 105115 records in SWE_CHECK are missing for dates: 10/01/2022-10/06/2022, 10/06/2022-06/28/2023, 06/28/2023-07/05/2023, 07/05/2023-10/01/2023. Values of 12 records in PRECIP_INST_455_0_02 were flagged as E (Value estimated by linear interpolation) for dates: 10/06/2022, 12/15/2022, 01/20/2023, 06/28/2023, 07/05/2023. Values of 43 records in PRECIP_INST_455_0_02 were flagged as M (missing value) for dates: 11/09/2022, 12/15/2022, 03/12/2023, 06/28/2023. Values of 101639 records in PRECIP_INST_455_0_02 were flagged as Q (Questionable value) for dates: 10/01/2022-10/06/2022, 10/06/2022-10/22/2022, 10/23/2022, 10/24/2022, 10/25/2022, 10/25/2022-11/09/2022, 11/09/2022-12/15/2022, 12/15/2022-01/20/2023, 01/22/2023, 01/23/2023, 01/24/2023-03/09/2023, 03/09/2023-03/12/2023, 03/12/2023-04/14/2023, 04/14/2023-05/04/2023, 05/05/2023, 05/06/2023, 05/07/2023, 05/08/2023, 05/09/2023, 05/10/2023-05/11/2023, 05/11/2023-05/14/2023, 05/14/2023-05/22/2023, 05/23/2023, 05/24/2023-06/01/2023, 06/01/2023-06/02/2023, 06/02/2023-06/18/2023, 06/19/2023, 06/20/2023, 06/21/2023-06/28/2023, 06/28/2023-07/05/2023, 07/05/2023-10/01/2023. Values of 14 records in PRECIP_INST_455_0_02 were flagged as R (Reduced volume stored in sample tank) for dates: 10/25/2022, 11/09/2022, 12/15/2022, 01/20/2023, 03/09/2023, 04/14/2023, 05/14/2023. Values of 3412 records in PRECIP_INST_455_0_02 were flagged as T (For methods or hardware related flags. ie. broken shield) for dates: 10/22/2022-10/23/2022, 10/23/2022-10/24/2022, 10/24/2022-10/25/2022, 01/20/2023-01/22/2023, 01/22/2023-01/23/2023, 01/23/2023-01/24/2023, 05/04/2023-05/05/2023, 05/05/2023-05/06/2023, 05/06/2023-05/07/2023, 05/07/2023-05/08/2023, 05/08/2023-05/09/2023, 05/09/2023-05/10/2023, 05/11/2023, 05/22/2023-05/23/2023, 05/23/2023-05/24/2023, 06/01/2023, 06/02/2023, 06/18/2023-06/19/2023, 06/19/2023-06/20/2023, 06/20/2023-06/21/2023. Values of 43 records in PRECIP_INST_455_0_02 are missing for dates: 11/09/2022, 12/15/2022, 03/12/2023, 06/28/2023. Values of 17 records in ORI_SH_AVG were flagged as M (missing value) for dates: 10/06/2022, 01/20/2023, 03/12/2023, 06/28/2023. Values of 3412 records in ORI_SH_AVG were flagged as T (For methods or hardware related flags. ie. broken shield) for dates: 10/22/2022-10/23/2022, 10/23/2022-10/24/2022, 10/24/2022-10/25/2022, 01/20/2023-01/22/2023, 01/22/2023-01/23/2023, 01/23/2023-01/24/2023, 05/04/2023-05/05/2023, 05/05/2023-05/06/2023, 05/06/2023-05/07/2023, 05/07/2023-05/08/2023, 05/08/2023-05/09/2023, 05/09/2023-05/10/2023, 05/11/2023, 05/22/2023-05/23/2023, 05/23/2023-05/24/2023, 06/01/2023, 06/02/2023, 06/18/2023-06/19/2023, 06/19/2023-06/20/2023, 06/20/2023-06/21/2023. Values of 17 records in ORI_SH_AVG are missing for dates: 10/06/2022, 01/20/2023, 03/12/2023, 06/28/2023. Values of 14 records in PUMPVOLTS_Avg were flagged as M (missing value) for dates: 10/06/2022, 01/20/2023, 03/12/2023. Values of 17 records in PUMPVOLTS_Avg are missing for dates: 10/06/2022, 01/20/2023, 03/12/2023, 06/28/2023. Values of 14 records in PUMPVOLTS_CHECK were flagged as M (missing value) for dates: 10/06/2022, 01/20/2023, 03/12/2023. Values of 105120 records in PUMPVOLTS_CHECK are missing for dates: 10/01/2022-10/01/2023. Values of 5 records in AIRTEMP_MEAN_450_0_10 were flagged as E (Value estimated by linear interpolation) for dates: 10/06/2022, 01/20/2023, 06/28/2023. Values of 12 records in AIRTEMP_MEAN_450_0_10 were flagged as M (missing value) for date 03/12/2023. Values of 237 records in AIRTEMP_MEAN_450_0_10 were flagged as Q (Questionable value) for dates: 11/09/2022, 11/10/2022, 11/23/2022, 11/24/2022, 12/05/2022, 12/13/2022, 12/14/2022, 01/01/2023, 01/04/2023, 01/10/2023, 01/12/2023, 01/13/2023, 01/19/2023, 01/23/2023, 02/02/2023, 02/03/2023, 02/17/2023, 02/23/2023-02/24/2023, 02/25/2023, 03/01/2023, 03/06/2023, 03/07/2023, 03/11/2023, 03/17/2023, 03/26/2023, 03/29/2023, 04/05/2023, 04/06/2023, 04/12/2023, 04/13/2023, 04/14/2023, 04/15/2023, 04/18/2023, 04/22/2023, 04/25/2023, 04/26/2023, 04/28/2023, 04/29/2023, 04/30/2023, 05/02/2023, 05/03/2023, 05/06/2023, 05/07/2023, 05/09/2023, 05/10/2023, 05/15/2023, 05/16/2023, 05/17/2023, 05/19/2023, 05/20/2023, 05/23/2023, 05/31/2023, 06/02/2023, 06/03/2023, 06/05/2023, 06/06/2023, 06/10/2023, 06/11/2023, 06/12/2023, 06/13/2023, 06/14/2023, 06/22/2023, 06/23/2023, 06/24/2023, 06/25/2023, 06/26/2023, 06/27/2023, 06/28/2023, 06/29/2023, 07/12/2023, 07/13/2023, 07/27/2023, 07/31/2023, 08/09/2023, 09/24/2023, 09/25/2023. Values of 12 records in AIRTEMP_MEAN_450_0_10 are missing for date 03/12/2023. Values of 17 records in AIRTEMP_MAX_450_0_10 were flagged as M (missing value) for dates: 10/06/2022, 01/20/2023, 03/12/2023, 06/28/2023. Values of 82 records in AIRTEMP_MAX_450_0_10 were flagged as Q (Questionable value) for dates: 02/23/2023-02/24/2023. Values of 17 records in AIRTEMP_MAX_450_0_10 are missing for dates: 10/06/2022, 01/20/2023, 03/12/2023, 06/28/2023. Values of 17 records in AIRTEMP_MIN_450_0_10 were flagged as M (missing value) for dates: 10/06/2022, 01/20/2023, 03/12/2023, 06/28/2023. Values of 84 records in AIRTEMP_MIN_450_0_10 were flagged as Q (Questionable value) for dates: 02/23/2023-02/24/2023. Values of 17 records in AIRTEMP_MIN_450_0_10 are missing for dates: 10/06/2022, 01/20/2023, 03/12/2023, 06/28/2023. 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.