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10707
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aaronmk
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/*
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SQL statements carrying out country name, stateprovince name, and
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county name scrubbing on vegbien location data. Currently hard-coded
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to operate on a 'vegbien_geoscrub' table that contains the input for
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geoscrubbing, with the following columns:
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decimallatitude (latitude, WGS84 decimal degrees)
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decimallongitude (longitude, WGS84 decimal degrees)
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country (original asserted country name)
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stateprovince (original asserted stateprovince name)
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county (original asserted county name)
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(Note that the lat/lon columns are not needed for scrubbing, but are
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used later for geovalidation.)
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Misc issues to contemplate and possibly address:
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* Congo can be either "Democratic Republic of the Congo" (COD) or
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"Republic of the Congo" (COG), eh?
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* Vietnam: gadm2 seems to treat provinces as level2 units
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* Yugoslavia: no longer exists, not in geonames nor gadm2
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* Azerbaijan: Yevlakh City and Yevlakh Rayon both ADM1 in geonames,
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but just Yevlax in gadm2
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* England is not a geoname country, only the UK is
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* the general problem of historical names in cases where countries
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have either been split, combined, removed (?), or otherwise
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redefined
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* Cases with multiple alternativename matches???
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Notes:
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- the vegbien_geoscrub input used during development and testing this
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scrubbing procedure came from a select distinct on (lat, lon,
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country, state, province) from analytical_aggregate on vegbiendev
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Jim Regetz
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NCEAS
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Created Nov 2012
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*/
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-- define custom function to pass characters back through latin-1
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-- encoding to revert errors; in principle this could introduce new
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-- errors, but it seems to do more good than harm
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CREATE OR REPLACE FUNCTION u2L2u(text) RETURNS text AS $$
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DECLARE
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string text;
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BEGIN
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string :=
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convert_from(convert($1::bytea, 'UTF8', 'LATIN1'), 'UTF8');
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RETURN string;
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EXCEPTION
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WHEN data_exception THEN
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RETURN $1;
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END;
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$$ LANGUAGE plpgsql;
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-------------------
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-- scrub country --
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-------------------
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CREATE TABLE vcountry AS
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SELECT DISTINCT country
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FROM vegbien_geoscrub
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WHERE country IS NOT NULL;
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-- SELECT 439
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-- Time: 862.413 ms
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ALTER TABLE vcountry ADD COLUMN countryutf8 text;
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ALTER TABLE vcountry ADD COLUMN countryid integer;
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-- try to clean up character representations
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UPDATE vcountry
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SET countryutf8 = u2L2u(country);
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-- UPDATE 439
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-- Time: 24.706 ms
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-- try matching against direct country names
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UPDATE vcountry vc
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SET countryid = gc.geonameid
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FROM countries gc
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WHERE lower(vc.countryutf8) = lower(gc.country);
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-- UPDATE 219
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-- Time: 12.384 ms
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-- try matching against ISO 3166-1 alpha-3
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UPDATE vcountry vc
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SET countryid = gc.geonameid
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FROM countries gc
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WHERE vc.countryutf8=gc.iso3
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AND vc.countryid IS NULL;
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-- UPDATE 1
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-- Time: 20.146 ms
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-- try matching against ISO 3166-1 alpha-2
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UPDATE vcountry vc
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SET countryid = gc.geonameid
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FROM countries gc
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WHERE vc.countryutf8 = iso
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AND vc.countryid IS NULL;
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-- UPDATE 64
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-- Time: 3.378 ms
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/*
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-- try matching against FIPS, but not if already matched (i.e.,
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-- the 2-digit ISO match takes preference)
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UPDATE vcountry vc
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SET countryid = gc.geonameid
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FROM countries gc
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WHERE vc.countryutf8 = fips
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AND vc.countryid IS NULL;
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-- UPDATE 1
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-- Time: 2.514 ms
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*/
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-- try matching against BIEN alt country names
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UPDATE vcountry vc
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SET countryid = c.geonameid
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FROM alt_country a, countries c
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WHERE vc.countryutf8 = a.alternatename
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AND a.country = c.country
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AND vc.countryid IS NULL;
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-- UPDATE 21
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-- Time: 4.769 ms
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-- try case-insensitive matching on geonames.org 'alternatenames'
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-- note: this is a little sloppy because the set condition will return
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-- more than one row if there are more than one matched alternate
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-- country names, and which one gets used is non-deterministic; however,
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-- we'll go back and remove those in the next update (specifically for
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-- the cases where there are more than one *unique* matched countries)
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UPDATE vcountry vc
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SET countryid = gc.geonameid
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FROM alternatenames a, countries gc
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WHERE lower(vc.countryutf8) = lower(a.alternatename)
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AND a.geonameid = gc.geonameid
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AND vc.countryid IS NULL;
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-- UPDATE 76
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-- Time: 22019.592 ms
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-- go back and remove if altname lookup was ambiguous
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UPDATE vcountry vc
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SET countryid = NULL
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WHERE countryutf8 IN (
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SELECT countryutf8
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FROM (
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SELECT DISTINCT vc.countryutf8, gc.iso3
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FROM vcountry vc,
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alternatenames a,
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countries gc
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WHERE lower(vc.countryutf8) = lower(a.alternatename)
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AND a.geonameid = gc.geonameid) lookup
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GROUP BY countryutf8
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HAVING COUNT(*) > 1);
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-- UPDATE 2
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-- Time: 2296.257 ms
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-- Removes: Congo, CONGO
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-- merge in GADM country names (our standard names)
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ALTER TABLE vcountry ADD COLUMN countrystd text;
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UPDATE vcountry vc
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SET countrystd = name_0
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FROM gadm_country_lookup gadm0
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WHERE vc.countryid=gadm0.countryid;
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-- UPDATE 377
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-- Time: 6.254 ms
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-------------------------
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-- scrub stateprovince --
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-------------------------
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CREATE TABLE vstate AS
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SELECT DISTINCT countryid, stateprovince
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FROM vegbien_geoscrub join vcountry using (country)
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WHERE countryid IS NOT NULL
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AND stateprovince IS NOT NULL;
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-- SELECT 3312
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-- Time: 4164.948 ms
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ALTER TABLE vstate ADD COLUMN stateprovinceutf8 text;
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ALTER TABLE vstate ADD COLUMN stateprovinceid integer;
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-- try to clean up character representations
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UPDATE vstate
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SET stateprovinceutf8 = u2L2u(stateprovince);
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-- UPDATE 3312
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-- Time: 92.702 ms
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-- replace common mojibake with valid utf8 replacement character
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-- note: second pass of u2L2u would do the same thing, but this is a
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-- little more explicit about the intended effect
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UPDATE vstate
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SET stateprovinceutf8 = replace(stateprovinceutf8, '�', chr(65533));
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-- manually replace html character codes found in the names
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-- todo: use some library to do this exhaustively rather than using
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-- manually specified updates
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UPDATE vstate
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SET stateprovinceutf8 = replace(stateprovinceutf8, ''', chr(39));
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UPDATE vstate
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SET stateprovinceutf8 = replace(stateprovinceutf8, 'á', chr(225));
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UPDATE vstate
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SET stateprovinceutf8 = replace(stateprovinceutf8, 'ã', chr(227));
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UPDATE vstate
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SET stateprovinceutf8 = replace(stateprovinceutf8, 'é', chr(233));
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UPDATE vstate
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SET stateprovinceutf8 = replace(stateprovinceutf8, 'é', chr(233));
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UPDATE vstate
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SET stateprovinceutf8 = replace(stateprovinceutf8, 'í', chr(237));
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UPDATE vstate
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SET stateprovinceutf8 = replace(stateprovinceutf8, 'ñ', chr(241));
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UPDATE vstate
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SET stateprovinceutf8 = replace(stateprovinceutf8, 'ó', chr(243));
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UPDATE vstate
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SET stateprovinceutf8 = replace(stateprovinceutf8, 'ô', chr(244));
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UPDATE vstate
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SET stateprovinceutf8 = replace(stateprovinceutf8, 'ü', chr(252));
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-- try matching against direct stateprovince names
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UPDATE vstate vs
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SET stateprovinceid = gn.geonameid
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FROM geonames gn,
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countries c
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WHERE lower(vs.stateprovinceutf8) = lower(gn.name)
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AND gn.countrycode=c.iso
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AND c.geonameid=vs.countryid
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AND gn.featurecode='ADM1';
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-- UPDATE 238
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-- Time: 2919.512 ms
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-- try case-insensitive matching on geonames.org 'alternatenames'
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-- note: this is a little sloppy because the set condition will return
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-- more than one row if there are more than one matched alternate
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-- stateprovince names, and which one gets used is non-deterministic
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UPDATE vstate vs
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SET stateprovinceid = gn.geonameid
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FROM alternatenames a,
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geonames gn,
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countries c
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WHERE lower(vs.stateprovinceutf8) = lower(a.alternatename)
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AND a.geonameid = gn.geonameid
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AND gn.countrycode=c.iso
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AND c.geonameid=vs.countryid
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AND gn.featurecode='ADM1'
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AND vs.stateprovinceid IS NULL;
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-- UPDATE 1281
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-- Time: 5229.274 ms
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-- try doing a 'like' query that ignores replacement characters (�)
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UPDATE vstate vs
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SET stateprovinceid = gn.geonameid
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FROM alternatenames a,
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geonames gn,
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countries c
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WHERE a.alternatename ILIKE
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regexp_replace(stateprovinceutf8, chr(65533), '_')
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AND stateprovinceutf8 LIKE '%'||chr(65533)||'%'
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AND a.geonameid = gn.geonameid
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AND gn.countrycode=c.iso
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AND c.geonameid=vs.countryid
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AND gn.featurecode='ADM1'
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AND vs.stateprovinceid IS NULL;
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-- UPDATE 112
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-- Time: 6232.106 ms
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-- try matching against alternatenames column in geonames table
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UPDATE vstate vs
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SET stateprovinceid = gn.geonameid
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FROM geonames gn,
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countries c
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WHERE lower(vs.stateprovinceutf8) =
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ANY (string_to_array(lower(gn.alternatenames), ','))
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AND gn.countrycode=c.iso
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AND c.geonameid=vs.countryid
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AND gn.featurecode='ADM1'
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AND vs.stateprovinceid IS NULL;
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-- UPDATE 220
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-- Time: 5053.520 ms
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-- try matching against BIEN alt stateprovince names
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UPDATE vstate vs
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SET stateprovinceid = g.geonameid
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FROM alt_stateprovince asp,
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countries c,
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geonames g
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WHERE lower(vs.stateprovinceutf8) = lower(asp.alternatename)
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AND asp.country = c.country
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AND c.iso = g.countrycode
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AND asp.stateprovince = g.name
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AND g.featurecode='ADM1'
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AND vs.stateprovinceid IS NULL;
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-- UPDATE 45
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-- Time: 3452.274 ms
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-- todo: the same stuff done for country to deal with Congo-type case
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295 |
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-- merge in GADM stateprovince names (our standard names)
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ALTER TABLE vstate ADD COLUMN stateprovincestd text;
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UPDATE vstate vs
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SET stateprovincestd = name_1
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FROM gadm_stateprovince_lookup gadm1
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WHERE vs.stateprovinceid=gadm1.stateprovinceid;
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-- UPDATE 1896
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-- Time: 23.946 ms
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-- match any remaining unknowns directly to gadm
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306 |
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UPDATE vstate vs
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SET stateprovincestd = name_1
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FROM (SELECT DISTINCT name_0, name_1 FROM gadm2) gadm,
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vcountry vc
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WHERE vc.countryid = vs.countryid
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AND countrystd = name_0
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AND lower(stateprovinceutf8) = lower(name_1)
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AND stateprovincestd IS NULL;
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314 |
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-- UPDATE 55
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315 |
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-- Time: 4799.837 ms
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316 |
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317 |
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-- try to recover geonameids for any of these so we can drill down to
|
318 |
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-- the next level
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319 |
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UPDATE vstate vs
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SET stateprovinceid = gadm1.stateprovinceid
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321 |
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FROM gadm_country_lookup gadm0,
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gadm_stateprovince_lookup gadm1
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WHERE vs.countryid = gadm0.countryid
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324 |
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AND gadm0.name_0 = gadm1.name_0
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325 |
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AND vs.stateprovincestd = gadm1.name_1
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326 |
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AND vs.stateprovinceid IS NULL;
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327 |
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-- UPDATE 0
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328 |
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-- Time: 13.882 ms
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329 |
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330 |
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331 |
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/* TODO: is this still needed???
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332 |
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-- now reverse map
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333 |
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INSERT INTO gadm_stateprovince_lookup
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select name_0, alternatename as name_1, g.geonameid
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335 |
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from vstate vs,
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336 |
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alt_stateprovince asp,
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337 |
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geonames g,
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338 |
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countries c,
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339 |
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gadm_country_lookup gc
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340 |
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where vs.stateprovinceid=g.geonameid
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341 |
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AND asp.stateprovince=g.name
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342 |
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AND vs.countryid=c.geonameid
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343 |
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AND vs.countryid=gc.countryid
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AND asp.country=c.country
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AND vs.stateprovinceid not in (select stateprovinceid from gadm_stateprovince_lookup);
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346 |
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-- INSERT 0 4
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347 |
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-- Time: 20.228 ms
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348 |
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*/
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349 |
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350 |
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351 |
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------------------
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352 |
|
|
-- scrub county --
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353 |
|
|
------------------
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354 |
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355 |
|
|
CREATE TABLE vcounty AS
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356 |
|
|
SELECT DISTINCT countryid, stateprovinceid, county
|
357 |
|
|
FROM vegbien_geoscrub
|
358 |
|
|
JOIN vcountry USING (country)
|
359 |
|
|
JOIN vstate USING (countryid, stateprovince)
|
360 |
|
|
WHERE countryid IS NOT NULL
|
361 |
|
|
AND stateprovinceid IS NOT NULL
|
362 |
|
|
AND county IS NOT NULL;
|
363 |
|
|
-- SELECT 18715
|
364 |
|
|
-- Time: 3590.725 ms
|
365 |
|
|
ALTER TABLE vcounty ADD COLUMN countyutf8 text;
|
366 |
|
|
ALTER TABLE vcounty ADD COLUMN countyid integer;
|
367 |
|
|
|
368 |
|
|
-- try to clean up character representations
|
369 |
|
|
UPDATE vcounty
|
370 |
|
|
SET countyutf8 = u2L2u(county);
|
371 |
|
|
-- UPDATE 18715
|
372 |
|
|
-- Time: 683.781 ms
|
373 |
|
|
|
374 |
|
|
-- replace common mojibake with valid utf8 replacement character
|
375 |
|
|
-- note: second pass of u2L2u would do the same thing, but this is a
|
376 |
|
|
-- little more explicit about the intended effect
|
377 |
|
|
UPDATE vcounty
|
378 |
|
|
SET countyutf8 = replace(countyutf8, '�', chr(65533));
|
379 |
|
|
-- UPDATE 18715
|
380 |
|
|
-- Time: 153.395 ms
|
381 |
|
|
|
382 |
|
|
-- clean up some common municipality label abbreviations
|
383 |
|
|
-- todo: other fixes like this; check what brad did for bien2 on this front?
|
384 |
|
|
UPDATE vcounty
|
385 |
|
|
SET countyutf8 = regexp_replace(countyutf8, ' Co[.]?$', ' County', 'i');
|
386 |
|
|
|
387 |
|
|
-- try matching against geonames (names and alternatenames)
|
388 |
|
|
UPDATE vcounty vc
|
389 |
|
|
SET countyid = gn.geonameid
|
390 |
|
|
FROM geonames gn,
|
391 |
|
|
hierarchy h
|
392 |
|
|
WHERE vc.stateprovinceid = h.parentid
|
393 |
|
|
AND h.childid=gn.geonameid
|
394 |
|
|
AND (lower(vc.countyutf8) = lower(gn.name)
|
395 |
|
|
OR lower(vc.countyutf8) =
|
396 |
|
|
ANY (string_to_array(lower(gn.alternatenames), ',')))
|
397 |
|
|
AND gn.featurecode='ADM2';
|
398 |
|
|
-- UPDATE 6673
|
399 |
|
|
-- Time: 8369.737 ms
|
400 |
|
|
|
401 |
|
|
-- use alternatenames
|
402 |
|
|
UPDATE vcounty vc
|
403 |
|
|
SET countyid = gn.geonameid
|
404 |
|
|
FROM geonames gn,
|
405 |
|
|
alternatenames a,
|
406 |
|
|
hierarchy h
|
407 |
|
|
WHERE vc.stateprovinceid = h.parentid
|
408 |
|
|
AND h.childid = gn.geonameid
|
409 |
|
|
AND a.geonameid = gn.geonameid
|
410 |
|
|
AND lower(vc.countyutf8) = lower(a.alternatename)
|
411 |
|
|
AND gn.featurecode='ADM2'
|
412 |
|
|
AND vc.countyid IS NULL;
|
413 |
|
|
-- UPDATE 0
|
414 |
|
|
-- Time: 11255.926 ms
|
415 |
|
|
|
416 |
|
|
ALTER TABLE vcounty ADD COLUMN countystd text;
|
417 |
|
|
|
418 |
|
|
-- merge in GADM county names (our standard names)
|
419 |
|
|
-- for cases where we have geonameid
|
420 |
|
|
UPDATE vcounty vs
|
421 |
|
|
SET countystd = name_2
|
422 |
|
|
FROM gadm_county_lookup gadm1
|
423 |
|
|
WHERE vs.countyid=gadm1.countyid
|
424 |
|
|
AND countystd IS NULL;
|
425 |
|
|
-- UPDATE 6673
|
426 |
|
|
-- Time: 118.378 ms
|
427 |
|
|
|
428 |
|
|
-- match directly to gadm
|
429 |
|
|
UPDATE vcounty vco
|
430 |
|
|
SET countystd = name_2
|
431 |
|
|
FROM (SELECT DISTINCT name_0, name_1, name_2 FROM gadm2) gadm,
|
432 |
|
|
vcountry vc,
|
433 |
|
|
vstate vs
|
434 |
|
|
WHERE vco.countryid = vc.countryid
|
435 |
|
|
AND vco.stateprovinceid = vs.stateprovinceid
|
436 |
|
|
AND countrystd = name_0
|
437 |
|
|
AND stateprovincestd = name_1
|
438 |
|
|
AND lower(countyutf8) = lower(name_2)
|
439 |
|
|
AND countystd IS NULL;
|
440 |
|
|
-- UPDATE 5027
|
441 |
|
|
-- Time: 1410.377 ms
|
442 |
|
|
|
443 |
|
|
-----------------------------
|
444 |
|
|
-- put everything together --
|
445 |
|
|
-----------------------------
|
446 |
|
|
|
447 |
|
|
-- reconstitute the whole dang thang
|
448 |
|
|
|
449 |
|
|
-- new approach
|
450 |
|
|
CREATE TABLE geoscrub AS
|
451 |
|
|
SELECT decimallatitude, decimallongitude,
|
452 |
|
|
country, stateprovince, county,
|
453 |
|
|
countryid, stateprovinceid, countyid,
|
454 |
|
|
countrystd, stateprovincestd, countystd
|
455 |
|
|
FROM vegbien_geoscrub v
|
456 |
|
|
LEFT JOIN vcountry USING (country)
|
457 |
|
|
LEFT JOIN vstate USING (countryid, stateprovince)
|
458 |
|
|
LEFT JOIN vcounty USING (countryid, stateprovinceid, county);
|
459 |
|
|
-- SELECT 1707970
|
460 |
|
|
-- Time: 26172.154 ms
|
461 |
|
|
|
462 |
|
|
-- try to squeeze out a few more direct stateprovince mappings to gadm2
|
463 |
|
|
UPDATE geoscrub
|
464 |
|
|
SET stateprovincestd = name_1
|
465 |
|
|
FROM (SELECT DISTINCT name_0, name_1 FROM gadm2) gadm
|
466 |
|
|
WHERE country IS NOT NULL
|
467 |
|
|
AND stateprovince IS NOT NULL
|
468 |
|
|
AND countrystd = name_0
|
469 |
|
|
AND stateprovincestd IS NULL
|
470 |
|
|
AND stateprovince = name_1;
|
471 |
|
|
-- UPDATE 0
|
472 |
|
|
-- Time: 3630.973 ms
|
473 |
|
|
|
474 |
|
|
-- try to squeeze out a few more direct county mappings to gadm2
|
475 |
|
|
UPDATE geoscrub
|
476 |
|
|
SET countystd = name_2
|
477 |
|
|
FROM (SELECT DISTINCT name_0, name_1, name_2 FROM gadm2) gadm
|
478 |
|
|
WHERE country IS NOT NULL
|
479 |
|
|
AND stateprovince IS NOT NULL
|
480 |
|
|
AND county IS NOT NULL
|
481 |
|
|
AND countrystd = name_0
|
482 |
|
|
AND stateprovincestd = name_1
|
483 |
|
|
AND countystd IS NULL
|
484 |
|
|
AND county = name_2;
|
485 |
|
|
-- UPDATE 69
|
486 |
|
|
-- Time: 3982.715 ms
|