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                <gco:Decimal>36.5</gco:Decimal>
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        <gmd:LanguageCode codeList="http://www.loc.gov/standards/iso639-2/php/code_list.php" codeListValue="eng">eng</gmd:LanguageCode>
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        <gco:Boolean>false</gco:Boolean>
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        <gco:LocalName>Data File</gco:LocalName>
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A page on the Marine Mammal Laboratory website also has a description of the project and access to the data:  ERAnalysis: An R package for Analysis of Gray Whale Southbound Migration Survey Data

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            <gco:CharacterString>Southbound gray whale surveys have been conducted over a 40 year period (1967-2007) and while the data collection process has been similar throughout that timeframe, as one might expect, there have been changes to the type and format of the data that were collected.  The most notable change began during the 1987/88 survey and has been continued through the 2006/2007 survey.  Prior to 1987, the data were collected with a single record that described the survey effort for a watch period.  The effort record would contain up to 3 sets of environmental variables (Beaufort (windforce), wind direction and visibility) to record changes in those variables throughout the watch.  Those same variables might also be recorded whenever gray whales were sighted.  Data for sightings were recorded as separate records with a different format.  Unfortunately, no times were recorded with the environment change except for a sighting.  Thus, there was no way to know how much of the effort was associated with a particular set of conditions.  This was changed in 1987 when the data were collected as an event log with a single data record for each event.  The type of event for the record was defined by the field EFLAG which initially had values 1: begin watch, 2: environment change, 3: gray whale sighting, and 4: comment.  The set of values for EFLAG has expanded in time.  With this format, the time for each environment change was recorded so the amount of survey time under specific conditions (eg fair or better visibility) could be measured. In addition, during the 1987/88 survey and in each subsequent survey, during some or all of the survey, two independent observers searched at the same time to enable an assessment of the number of gray whales that were missed by a single observer.  This is denoted by the EXPERIMENT field which was initially defined as 1 when a single observer was searching and 2 when two independent observers were searching.  The list of values for this field has subsequently expanded to specify other activities such as observations from the 25x binoculars, podsize calibration, etc.  Each observer was designated with a specific LOCATION (eg S for south shed, N for north shed) and each year one of the positions was chosen as the primary location.  This has been S with the exception of the 2000/01 and 2001/02 surveys when it was N.  The observer data from primary location is used to generate the abundance estimates with corrections for missed whales that are assessed using the simultaneous surveys conducted from the secondary location during some or all of the entire survey period.  With the data format changing so dramatically it was necessary to store the data in different database tables.  The data collected from 1967-1985, are stored in 2 tables (EffortPre1987 and ERSightingsPre1987) with the first being the data for survey effort and the second for gray whale sightings.  The data collected from 1987 to the present is stored in the single table (AllRecentData) in the event log format as it was recorded on the datasheets in the field.  Within these two periods, there were other changes in the format and data that were collected and to get them into a common format some changes had to be made to the data format and coding.  For data collected from 1967-1987, the data were keypunched onto cards and often the changes were simply in the order or number of columns that were used for each data field.  In other cases the coding might change for a field like travel direction or wind direction.  Also, new data fields might be added or dropped through time.  To accommodate these differences a common set of fields were chosen and values were re-coded (e.g., 1 to S, 2 to N for travel direction).  If a data field was not recorded in a particular year, it was given the value of NA for each entry.  Each of the original data definitions and formats for the various years can be examined with the following documents:  GrayWhale.Format.1984-85.pdf,</gco:CharacterString>
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            <gco:CharacterString>The data for each of the surveys was checked for accuracy in some form when they were collected in the field for completeness and accuracy.  Data collected from 1967-1988 were keypunched and presumably also validated with computer checks.  Data collected during the 1992/93 and 1993/1994 surveys were entered into EXCEL spreadsheets and filtered with range checks and with computer code for analysis of the data.  Data from 1995/96 and onward were entered directly into a database program with the most recent version being ERABUND (ERABUND Users_guide243.pdf).  Each of the database programs would make sure valid data were entered and would perform completeness checks (e.g., each start watch contained a matching end watch).  In the process of merging the data more complete QC procedures were conducted with all of the data and numerous errors and missing records were found in the data collected prior to 1987 and these were documented as described above.  Far fewer errors were found in the more recent data but some corrections were made primarily with the EXPERIMENT field where some of the observers in the recent years confused the roles of EXPERIMENT and LOCATION.  Some fields like ETIME (event time) and sighting times (STIME/NTIME) had not been checked for consistency so some errors like an ETIME of 7:00 with an STIME of 19:00 were corrected but they were not common.  Also, some start/end watch records were incorrectly matched and this was discovered during the analysis process.</gco:CharacterString>
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          <gmd:statement gco:nilReason="missing" />
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                <gco:CharacterString>For years since 1987, observers checked their hand-written data sheets the day of collection, filling in redundant information (such as the header on the data form) and corrected obvious errors (such as misspellings in comments).  Each observer then entered their data into a computer database (ERAbund).  The database entry program had built-in boundaries for each data field (e.g., a logical date, a list of possible observer initials, and a range of possible entries for visibility, Beaufort state, etc.) to eliminate common data-entry errors.</gco:CharacterString>
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          <gmd:processStep>
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                <gco:CharacterString>Preferably within a day or two of the original data entry, NMML observers worked in pairs to compare all of the handwritten data sheets to printouts of the corresponding records in the database.  This provided a check of the accuracy of data transfer from handwritten logs to the database, and gave two more people a chance to review the data, watching for possible illogical errors (e.g., only gray whale sightings have data in columns for location and pod size; keeping environmental condition records in chronological order; starting and ending watches with the appropriate codes).</gco:CharacterString>
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