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# Date Author Comment
4068 08/16/2012 12:39 PM Aaron Marcuse-Kubitza

bin/map: collision_suffix: Setting back to _alt to test if _merge caused the SpeciesLink slowdown. SpeciesLink contains a huge number of equivalent columns due to each DwC term being present with namespaces for all versions of the DwC schema, and these columns can be combined either using _alt or _merge. _merge is only useful if the values in different versions of the same DwC field are different, which is not likely the case.

4067 08/16/2012 12:29 PM Aaron Marcuse-Kubitza

inputs/import.stats.xls: Updated with stats from latest import. The import time for SpeciesLink (the slowest datasource) doubled, to 16 hours, most likely due to replacing _alt with the slower _merge, which preserves more input data.

4066 08/15/2012 11:30 AM Aaron Marcuse-Kubitza

mappings/DwC2-VegBIEN.specimens.csv, VegCSV-VegBIEN.specimens.csv: occurrenceID: Mapped to location.authorlocationcode instead of sourceaccessioncode so that it would not override any location- or event-related IDs in location.authorlocationcode merely by being mapped to the sourceaccessioncode field (which takes precedence over the authorlocationcode when specified)

4065 08/15/2012 10:43 AM Aaron Marcuse-Kubitza

mappings/VegCSV-VegBIEN.specimens.csv: occurrenceID: Mapped to specimenreplicate.sourceaccessioncode for mergability with DwC

4064 08/15/2012 09:14 AM Aaron Marcuse-Kubitza

mappings/VegCSV-VegBIEN.specimens.csv: Mapped voucherType to indirect voucher _if statements' conditions

4063 08/15/2012 09:02 AM Aaron Marcuse-Kubitza

mappings/VegCSV-VegBIEN.specimens.csv: locationID: location.sourceaccessioncode mapping: Added /_alt suffix for mergability with DwC

4062 08/15/2012 08:53 AM Aaron Marcuse-Kubitza

mappings/DwC2-VegBIEN.specimens.csv: collectionID: Mapped to location.authorlocationcode as merge with collectionCode, the same way as it is for specimenreplicate.collectioncode_dwc

4061 08/15/2012 08:23 AM Aaron Marcuse-Kubitza

schemas/vegbien.sql: location: location_unique_within_datasource_by_authorlocationcode unique index: Added `parent_id IS NULL` condition so that an authorlocationcode is not unintentionally treated as globally unique when a parent location is available (which implies that the authorlocationcode is a subplot code)

4060 08/15/2012 08:20 AM Aaron Marcuse-Kubitza

mappings/VegCSV-VegBIEN.specimens.csv: catalogNumber: Added location.authorlocationcode mapping for mergability with DwC

4059 08/15/2012 08:13 AM Aaron Marcuse-Kubitza

mappings/DwC2-VegBIEN.specimens.csv: location.authorlocationcode mappings: Added /_alt/3 for mergability with VegCSV mappings to same field

4058 08/15/2012 08:05 AM Aaron Marcuse-Kubitza

mappings/DwC2-VegBIEN.specimens.csv: catalogNumber: Wrapped all mappings in direct voucher _if for mergability with VegCSV

4057 08/15/2012 07:57 AM Aaron Marcuse-Kubitza

mappings/DwC2-VegBIEN.specimens.csv: catalogNumber: Moved direct/indirect voucher _if inwards to wrap just the value of catalognumber_dwc, not the catalognumber_dwc field node, to match the corresponding VegCSV mapping

4056 08/15/2012 07:48 AM Aaron Marcuse-Kubitza

mappings/DwC2-VegBIEN.specimens.csv: Replaced _alt with _merge where applicable to avoid losing source data on import when multiple fields collide

4055 08/15/2012 07:46 AM Aaron Marcuse-Kubitza

mappings/VegCSV-VegBIEN.specimens.csv: Cleaned up using `make mappings/`

4054 08/15/2012 07:18 AM Aaron Marcuse-Kubitza

schemas/functions.sql: join_strs_transform(): Use STRICT optimization to avoid needing to manually check if the state value or input value is NULL (http://www.postgresql.org/docs/8.3/static/sql-createaggregate.html#AEN51596)

4053 08/15/2012 07:15 AM Aaron Marcuse-Kubitza

schemas/functions.sql: join_strs(), join_strs_transform(): Reversed order of params to enable strict optimization, which replaces the state value with the first parameter, which used to be the delimiter (http://www.postgresql.org/docs/8.3/static/sql-createaggregate.html#AEN51596)

4052 08/15/2012 07:07 AM Aaron Marcuse-Kubitza

Renamed join_strs_transform_preserve_empty() to join_strs_transform() now that there are no other join_strs_transform_...() functions

4051 08/15/2012 07:06 AM Aaron Marcuse-Kubitza

schemas/functions.sql: Removed no longer used join_strs_transform_fold_empty()

4050 08/15/2012 07:06 AM Aaron Marcuse-Kubitza

schemas/functions.sql: join_strs() aggregate: Use join_strs_transform_preserve_empty() as an optimization because all our data has already had '' replaced with NULL by sql_io.cleanup_table() in csv2db. This will help speed up _merges now that they are performed on a large scale in the slowest datasource, SpeciesLink.

4049 08/15/2012 07:02 AM Aaron Marcuse-Kubitza

bin/map: collision_suffix: Changed to use _merge instead of _alt to avoid losing source data on import when multiple fields collide

4048 08/15/2012 06:58 AM Aaron Marcuse-Kubitza

bin/map: Preventing collisions if multiple inputs mapping to same output: Made collision suffix configurable so it can easily be changed

4047 08/15/2012 06:56 AM Aaron Marcuse-Kubitza

bin/map: Preventing collisions if multiple inputs mapping to same output: Made collision suffix configurable so it can easily be changed

4046 08/15/2012 06:52 AM Aaron Marcuse-Kubitza

mappings/DwC2-VegBIEN.specimens.csv, VegCSV-VegBIEN.specimens.csv: taxonoccurrence.sourceaccessioncode mappings: Added catalogNumber mapping, which takes precendence over recordNumber and is applicable to specimens data and direct vouchers. recordNumber should only be used as a last resort (before the taxon name) because this is collector-assigned and often not unique within anything.

4045 08/15/2012 06:34 AM Aaron Marcuse-Kubitza

mappings/VegCSV-VegBIEN.specimens.csv: catalogNumber: Moved direct/indirect voucher _ifs inwards to wrap just the value of catalognumber_dwc, not the catalognumber_dwc field node, so that a future SQL function implementation of _if only needs to concern itself with returning one value or another, not with handling XML subtrees. The previous moving of the _ifs in r3942 was intended to effect this, but the _ifs weren't moved in far enough to wrap just the value.

4044 08/15/2012 06:21 AM Aaron Marcuse-Kubitza

mappings/VegCSV-VegBIEN.specimens.csv: eventDate mappings: Removed collectiondate mapping because the eventDate refers only to the plot event. Added /_alt suffixes for mergability with DwC.

4043 08/15/2012 06:15 AM Aaron Marcuse-Kubitza

mappings/DwC2-VegBIEN.specimens.csv, DwC1-DwC2.specimens.csv: Split eventDate into eventDate and dateCollected, where eventDate refers only to the date of the sampling event, but dateCollected also refers to the date the particular specimen was collected. (This distinction is important in merging with VegCSV, because in plots data, these two fields are distinct.) Remapped datasources with dateCollected-related fields to new dateCollected.

4042 08/15/2012 05:55 AM Aaron Marcuse-Kubitza

bin/map: Run new xml_func.simplify() on the root before printing the put template, so that _alts and _merges with only one element for the current datasource will be printed in their simplified form (with the _alt/_merge removed). This faciliates automated testing after an _alt/_merge suffix has been added, because the put template provided as part of the automated test will only change for those datasources that actually have an entry for both mappings, which greatly reduces the number of tests that need to be accepted.

4041 08/15/2012 05:51 AM Aaron Marcuse-Kubitza

xml_func.py: Added simplify()

4040 08/15/2012 05:45 AM Aaron Marcuse-Kubitza

xpath.py: put_obj(): Use new get_values(), so that the returned nodes are not modified by XML tree transformations, such as those performed by xml_func.process()

4039 08/15/2012 05:43 AM Aaron Marcuse-Kubitza

Added get_values()

4038 08/15/2012 05:41 AM Aaron Marcuse-Kubitza

xml_dom.py: is_empty(): Treat whitespace-only text nodes (including text nodes containing empty strings) as empty. This will also support None equivalents in text nodes, because they are isspace_none_str, which is considered whitespace.

4037 08/15/2012 05:36 AM Aaron Marcuse-Kubitza

xml_func.py: _map(): Don't remove None params, because are valid values and must be supported. This will become an issue once empty strings in text nodes are considered equivalent to None.

4036 08/15/2012 05:33 AM Aaron Marcuse-Kubitza

xml_func.py: _units(): Don't remove None params, because are valid values and must be supported. This will become an issue once empty strings in text nodes are considered equivalent to None.

4035 08/15/2012 05:25 AM Aaron Marcuse-Kubitza

xml_func.py: _name(): Fixed bug where needed to pass None values through and handle no name parts to properly support NULL propagation

4034 08/15/2012 05:08 AM Aaron Marcuse-Kubitza

xml_dom.py: value(), set_value(): Use new strings.isspace_none_str as sentinel None equivalent, to support cloning text nodes containing a sentinel None

4033 08/15/2012 05:06 AM Aaron Marcuse-Kubitza

xml_dom.py: value(), set_value(): Use new strings.isspace_none_str as sentinel None equivalent, to support cloning text nodes containing a sentinel None

4032 08/15/2012 05:04 AM Aaron Marcuse-Kubitza

strings.py: Added isspace_none_str to support clone-safe sentinel str values that pass isspace()

4031 08/15/2012 04:51 AM Aaron Marcuse-Kubitza

xml_dom.py: is_whitespace(): Also consider empty text nodes to be whitespace

4030 08/15/2012 04:47 AM Aaron Marcuse-Kubitza

xml_dom.py: is_whitespace(): Support text nodes whose value() is None by using .nodeValue instead

4029 08/15/2012 04:44 AM Aaron Marcuse-Kubitza

xml_dom.py: set_value(): Don't set the value of a text node to None by removing it, because this prevents the node from being reused. Instead use a sentinel string value to denote None, and map to and from it.

4028 08/15/2012 04:40 AM Aaron Marcuse-Kubitza

strings.py: Added none_str and helper class NonInternedStr to support sentinel str values

4027 08/15/2012 04:19 AM Aaron Marcuse-Kubitza

xml_dom.py: set_value(): Support setting the value of a text node to None, by removing it

4026 08/15/2012 03:44 AM Aaron Marcuse-Kubitza

Removed trailing whitespace on non-empty lines

4025 08/15/2012 03:40 AM Aaron Marcuse-Kubitza

sql_io.py: put_table(): DuplicateKeyException: is_literals: Fixed bug where sql.select() needed to select on just the join_cols, not the whole mapping

4024 08/15/2012 03:14 AM Aaron Marcuse-Kubitza

xml_func.py: process(): Removed support for no longer used structural functions

4023 08/15/2012 03:13 AM Aaron Marcuse-Kubitza

xml_func.py: Removed no longer used structural functions

4022 08/15/2012 03:05 AM Aaron Marcuse-Kubitza

mappings/for_review/DwC2-VegBIEN.specimens.fields.csv: input root: Removed DwC XML path info since DwC is now a CSV schema

4021 08/15/2012 02:57 AM Aaron Marcuse-Kubitza

mappings/DwC2-VegBIEN.specimens.csv: eventDate: Also map to obsstartdate/obsenddate, since the collectiondate is also the event date for specimens data, and for mergability with VegCSV

4020 08/15/2012 02:24 AM Aaron Marcuse-Kubitza

mappings/VegCSV-VegBIEN.specimens.csv: eventDate: Added mappings to obsstartdate/obsenddate, since users of this field (currently SALVIAS census_date) intend it as the plot event's date. Keep the mapping to collectiondate because a non-range plot event date is also the collectiondate of all organisms in that plot event.

4019 08/15/2012 02:05 AM Aaron Marcuse-Kubitza

schemas/py_functions.sql: parse_date_range(): Always return a value for end date, even if string is not a date range. This enables using _dateRangeEnd() as a filter function on anything intended as an end date.

4018 08/15/2012 01:53 AM Aaron Marcuse-Kubitza

mappings/DwC2-VegBIEN.specimens.csv, VegCSV-VegBIEN.specimens.csv: eventDate: collectiondate mapping: Removed _dateRangeStart filter because the eventDate (obsstartdate) is only valid as the date the specimen was collected if it is a single date, not a date range. (It is still valid as the obsstartdate/obsenddate if it's a range.)

4017 08/15/2012 01:49 AM Aaron Marcuse-Kubitza

mappings/Veg+.terms.csv: Added dateCollected

4016 08/15/2012 12:45 AM Aaron Marcuse-Kubitza

input via maps: Removed _date/date filter from date fields because the main mappings now have _date around all dates, so this filter is redundant

4015 08/15/2012 12:39 AM Aaron Marcuse-Kubitza

inputs/SALVIAS-CSV/maps/VegCSV.organisms.csv: census_date: Don't map directly to the year, as this field is allowed to be a full date even though our data sample contains only years. Note that _date/date will automatically detect plain years and treat them as years, and so will casts to timestamp.

4014 08/15/2012 12:33 AM Aaron Marcuse-Kubitza

inputs/SALVIAS*/maps/VegCSV.organisms.csv: census_date: Documented that this is for the subplot, not the organism, as all organisms in a subplot have the same value for it

4013 08/15/2012 12:09 AM Aaron Marcuse-Kubitza

mappings/DwC2-VegBIEN.specimens.csv: verbatimLatitude/verbatimLongitude: Fixed mappings to use _alt/2 instead of _alt/1 to avoid collisions with decimalLatitude/decimalLongitude

4012 08/14/2012 11:54 PM Aaron Marcuse-Kubitza

schemas/functions.sql: _merge(): Changed sort_orders to match the $-variable name instead of the function parameter name, so each line of the VALUES clause would use the same number for both

4011 08/14/2012 11:52 PM Aaron Marcuse-Kubitza

schemas/functions.sql: _merge(): Filter out NULL values as optimization so DISTINCT ON only has to consider non-NULL values

4010 08/14/2012 11:48 PM Aaron Marcuse-Kubitza

schemas/functions.sql: join_strs(): Return NULL if all strings were NULL or ''. This fixes unexpected behavior in _merge() where all elements are NULL but the return value is non-NULL.

4009 08/14/2012 11:32 PM Aaron Marcuse-Kubitza

schemas/functions.sql: Added join_strs_transform_preserve_empty() and use it in join_strs_transform_fold_empty()

4008 08/14/2012 11:25 PM Aaron Marcuse-Kubitza

schemas/functions.sql: Renamed join_strs_() to join_strs_transform_fold_empty() for clarity and to indicate that it's for use by the join_strs() aggregate

4007 08/14/2012 11:11 PM Aaron Marcuse-Kubitza

mappings/DwC2-VegBIEN.specimens.csv: recordNumber: Added VegCSV mappings for it

4006 08/14/2012 10:51 PM Aaron Marcuse-Kubitza

mappings/DwC2-VegBIEN.specimens.csv: occurrenceID: Added VegCSV mappings for it

4005 08/14/2012 10:44 PM Aaron Marcuse-Kubitza

mappings/DwC2-VegBIEN.specimens.csv: mappings to /location/sourceaccessioncode: Added _alt to prioritize them properly

4004 08/14/2012 10:39 PM Aaron Marcuse-Kubitza

inputs/UNCC/maps/DwC.specimens.csv: herbarium: Fixed mapping to go to institutionCode instead of collectionCode

4003 08/14/2012 10:36 PM Aaron Marcuse-Kubitza

mappings/DwC2-VegBIEN.specimens.csv: Remapped institutionCode/collectionCode/catalogNumber location mappings to location.authorlocationcode

4002 08/14/2012 09:50 PM Aaron Marcuse-Kubitza

schemas/vegbien.ERD.mwb: Reset methodtaxonclass lines so that only one needs to be repositioned after syncing with the schema

4001 08/14/2012 09:31 PM Aaron Marcuse-Kubitza

mappings/VegCSV-VegBIEN.specimens.csv: locationID: Removed mapping to locationevent.sourceaccessioncode, because locationID relates to the plot, not the plot event. (The locationevent is scoped by the location when the sourceaccessioncode and authoreventcode are not specified, so duplicate elimination will still occur correctly.)

4000 08/14/2012 09:27 PM Aaron Marcuse-Kubitza

mappings/DwC2-VegBIEN.specimens.csv: Mapped locationID, for mergability with VegCSV

3999 08/14/2012 09:04 PM Aaron Marcuse-Kubitza

mappings/VegCSV-VegBIEN.specimens.csv: plotName: Removed authoreventcode mapping because plotName relates to the plot, not the plot event. (The locationevent is scoped by the location when the authoreventcode is not specified, so duplicate elimination will still occur correctly.) Instead map only authoreventcode-related fields (currently CVS's authorObsCode) to authoreventcode, via DwC's (confusingly-named) fieldNumber ("An identifier given to the event in the field").

3998 08/14/2012 08:40 PM Aaron Marcuse-Kubitza

schemas/vegbien.sql: locationevent: locationevent_unique_within_location: Added authoreventcode to index. It was already in the locationevent_unique_within_*parent*_by_authoreventcode index, but also needed to be in the no-parent (non-subplot) index. This fixes locationevent duplicate elimination when a locationevent sourceaccessioncode is not specified.

3997 08/14/2012 08:27 PM Aaron Marcuse-Kubitza

schemas/vegbien.sql: location: location_unique_within_datasource unique index: Added COALESCE and `WHERE sourceaccessioncode IS NOT NULL` now that sourceaccessioncode is nullable. Renamed location_unique_within_datasource and location_unique_authorlocationcode to location_unique_within_datasource_by_... to show that both are alternatives for globally unique keys. schemas/vegbien.ERD.mwb: Moved elements slightly to reduce the number of lines that need to be repositioned after syncing with the schema.

3996 08/14/2012 07:35 PM Aaron Marcuse-Kubitza

mappings/DwC2-VegBIEN.specimens.csv: Mapped verbatimElevation and samplingProtocol, for mergability with VegCSV

3995 08/14/2012 07:12 PM Aaron Marcuse-Kubitza

inputs/import.stats.xls: Updated with stats from latest import

3994 08/13/2012 06:12 PM Aaron Marcuse-Kubitza

mappings/VegCSV-VegBIEN.specimens.csv: location unique keys: Map to a new parent location for the location, instead of a parent locationevent for the locationevent. This much simpler mapping (which does not require _alt or _merge) is possible now that the necessary unique indexes have been set up.

3993 08/13/2012 05:52 PM Aaron Marcuse-Kubitza

Regenerated vegbien.ERD exports, now including both pages in vegbien.ERD.core.pdf. Renamed schemas/vegbien.ERD.core.pdf to vegbien.ERD.pdf because it now includes the full schema.

3992 08/13/2012 05:48 PM Aaron Marcuse-Kubitza

schemas/filter_ERD.csv: Removed extraneous lines to improve readability. schemas/vegbien.ERD.mwb: Reconfigured elements to put only the most important ones in the core subset (the top page).

3991 08/13/2012 03:59 PM Aaron Marcuse-Kubitza

schemas/vegbien.sql: location: Made sourceaccessioncode optional if authorlocationcode is specified, since either of these fields can now serve as the unique key

3990 08/13/2012 03:39 PM Aaron Marcuse-Kubitza

mappings/VegCSV-VegBIEN.specimens.csv: Map to new location.authorlocationcode

3989 08/13/2012 03:23 PM Aaron Marcuse-Kubitza

schemas/vegbien.sql: location: Support uniquely specifying a location by its authorlocationcode

3988 08/13/2012 03:13 PM Aaron Marcuse-Kubitza

schemas/vegbien.sql: location: Added authorlocationcode to unique indexes

3987 08/13/2012 02:58 PM Aaron Marcuse-Kubitza

schemas/vegbien.sql: location: Added authorlocationcode

3986 08/13/2012 02:45 PM Aaron Marcuse-Kubitza

schemas/vegbien.sql: location: Added location_unique_within_parent_by_coords unique index that uses COALESCE, replacing location_unique_subplot_coords unique constraint

3985 08/13/2012 02:07 PM Aaron Marcuse-Kubitza

mappings/VegCSV-VegBIEN.specimens.csv: maximumElevationInMeters: Fixed bug where _rangeEnd filter needed to be removed because this only works on a field which can be either a range or the start of a range, such as minimumElevationInMeters (on an end-of-range field, a single value will be removed completely). Added _alt for mergeability with DwC. minimumElevationInMeters: Added elevationrange-to mapping using _rangeEnd for mergeability with DwC.

3984 08/13/2012 01:53 PM Aaron Marcuse-Kubitza

mappings/DwC2-VegBIEN.specimens.csv, VegCSV-VegBIEN.specimens.csv: minimum/maximumElevationInMeters, minimum/maximumDepthInMeters: Remove any "ca." prefix from value. Doing this on all elevation/depth fields will make the DwC and VegCSV mappings mergeable.

3983 08/13/2012 01:04 PM Aaron Marcuse-Kubitza

mappings/VegCSV-VegBIEN.specimens.csv: locality: Mapped using same XPath as DwC, to enable merging

3982 08/13/2012 01:01 PM Aaron Marcuse-Kubitza

mappings/DwC2-VegBIEN.specimens.csv: Mapped individualCount. This will enable merging with VegCSV.

3981 08/13/2012 12:51 PM Aaron Marcuse-Kubitza

mappings/VegCSV-VegBIEN.specimens.csv: Cleaned up. This still needs to be run manually with `make mappings/` because the derived maps are symlinks rather than make targets, so make never touches the non-derived map and doesn't run its recipe in the automated tests

3980 08/13/2012 12:48 PM Aaron Marcuse-Kubitza

mappings/DwC2-VegBIEN.specimens.csv, VegCSV-VegBIEN.specimens.csv: taxondetermination mappings: Removed iscurrent=true because it is not the role of the mappings to specify which taxondetermination is the current one. Eventually, the order of the determinations will need to be specified using a sort # or similar, and the DB will select the current one for queries to use. Ensure all mappings have :[isoriginal=true] so that they match up between DwC and VegCSV.

3979 08/13/2012 12:35 PM Aaron Marcuse-Kubitza

mappings/DwC2-VegBIEN.specimens.csv, VegCSV-VegBIEN.specimens.csv: taxondetermination mappings: Ensure all mappings have :[iscurrent=true] or equivalent so that they sort together, and match up between DwC and VegCSV

3978 08/13/2012 12:19 PM Aaron Marcuse-Kubitza

mappings/VegCSV-VegBIEN.specimens.csv: individualCount: Disambiguated alternate meaning as stem count by changing stem count fields to map to new stemCount term, which maps to plantobservation.stemcount

3977 08/13/2012 12:12 PM Aaron Marcuse-Kubitza

mappings/Veg+.terms.csv: Added stemCount

3976 08/13/2012 12:10 PM Aaron Marcuse-Kubitza

mappings/VegCSV-VegBIEN.specimens.csv: Cleaned up

3975 08/13/2012 12:01 PM Aaron Marcuse-Kubitza

mappings/DwC2-VegBIEN.specimens.csv: Mapped identificationQualifier. This will enable merging with VegCSV.

3974 08/13/2012 11:59 AM Aaron Marcuse-Kubitza

mappings/VegCSV-VegBIEN.specimens.csv: identificationQualifier (taxon fit): Removed mapping to prefix of binomial field, since that field should just contain what the datasource said was the binomial. It's TNRS's job to concatenate the taxon fit, etc. with the binomial and other name parts for name resolution.

3973 08/13/2012 11:27 AM Aaron Marcuse-Kubitza

mappings/DwC2-VegBIEN.specimens.csv: fieldNumber: Remapped to authoreventcode because this is (confusingly) the author code for the event, according to the DwC definition

3972 08/13/2012 11:22 AM Aaron Marcuse-Kubitza

inputs/NY, ARIZ: FieldNumber: Remapped to recordNumber because term usage was inconsistent with DwC definition. Datasources sometimes confuse this term, because it seems like the collection number, but is actually the author code for the event (VegBank's authorObsCode).

3971 08/13/2012 11:20 AM Aaron Marcuse-Kubitza

schemas/vegbank.ERD.pdf: Restored to VegBank ERD, which had gotten overwritten when the vegbien.ERD exports were regenerated

3970 08/13/2012 10:58 AM Aaron Marcuse-Kubitza

mappings/DwC1-DwC2.specimens.csv: Removed Source column and source-related comments because this information is now maintained in mappings/Veg+.terms.csv

3969 08/13/2012 10:55 AM Aaron Marcuse-Kubitza

mappings/DwC2-VegBIEN.specimens.csv: Removed Source column because this information is now maintained in mappings/Veg+.terms.csv