hiveETL之广告行业-用户行为归类sql
-- case2 -- --========== click_log ==========-- /* 11 ad_101 2014-05-01 06:01:12.334+01 22 ad_102 2014-05-01 07:28:12.342+01 33 ad_103 2014-05-01 07:50:12.33+01 11 ad_104 2014-05-01 09:27:12.33+01 22 ad_103 2014-05-01 09:03:12.324+01 33 ad_102 2014-05-02 19:10:12.343+01 11 ad_101 2014-05-02 09:07:12.344+01 35 ad_105 2014-05-03 11:07:12.339+01 22 ad_104 2014-05-03 12:59:12.743+01 77 ad_103 2014-05-03 18:04:12.355+01 99 ad_102 2014-05-04 00:36:39.713+01 33 ad_101 2014-05-04 19:10:12.343+01 11 ad_101 2014-05-05 09:07:12.344+01 35 ad_102 2014-05-05 11:07:12.339+01 22 ad_103 2014-05-05 12:59:12.743+01 77 ad_104 2014-05-05 18:04:12.355+01 99 ad_105 2014-05-05 20:36:39.713+01 */ CREATE EXTERNAL TABLE click_log ( cookie_id STRING , ad_id STRING , ts STRING ) ROW FORMAT DELIMITED FIELDS TERMINATED BY '\t' LOCATION '/tmp/db_case2/click_log'; select cookie_id, collect_set(ad_id) as orders from click_log --where ts > '2014-05-02' group by cookie_id; select cookie_id, group_concat(ad_id, '|') as orders from click_log --where ts > '2014-05-02' group by cookie_id; --========== ad_list ==========-- /* ad_101 http://abcn.net/ catalog8|catalog1 ad_102 http://www.abcn.net/ catalog6|catalog3 ad_103 http://fxlive.de/ catalog7 ad_104 http://fxlive.fr/ catalog5|catalog1|catalog4|catalog9 ad_105 http://fxlive.eu/ */ CREATE EXTERNAL TABLE ad_list ( ad_id STRING , url STRING , catalogs array) ROW FORMAT DELIMITED FIELDS TERMINATED BY '\t' COLLECTION ITEMS TERMINATED BY '|' LOCATION '/tmp/db_case2/ad_list'; CREATE EXTERNAL TABLE ad_list_string ( ad_id STRING , url STRING , catalogs STRING ) ROW FORMAT DELIMITED FIELDS TERMINATED BY '\t' LOCATION '/tmp/db_case2/ad_list'; select click.cookie_id, click.ad_id, click.amount, ad_list_string.catalogs as orders from ( select cookie_id, ad_id, count(1) as amount from click_log group by cookie_id, ad_id ) click join ad_list_string on (ad_list_string.ad_id = click.ad_id); select ad_id, catalog from ad_list LATERAL VIEW OUTER explode(catalogs) t AS catalog; select ad_id, collect_set(catalog) from ad_list LATERAL VIEW OUTER explode(catalogs) t AS catalog group by ad_id; select click.cookie_id, ad.catalog from click_log click left outer join ( select ad_id, catalog from ad_list LATERAL VIEW OUTER explode(catalogs) t AS catalog ) ad on (click.ad_id = ad.ad_id); create table cookie_cats as select click.cookie_id, ad.catalog, count(1) as weight from click_log click left outer join ( select ad_id, catalog from ad_list LATERAL VIEW OUTER explode(catalogs) t AS catalog ) ad on (click.ad_id = ad.ad_id) group by click.cookie_id, ad.catalog order by cookie_id, weight desc; select cookie_id, collect_set(catalog) from cookie_cats group by cookie_id; -- where catalog is not null select cookie_id, group_concat(catalog, '|') from cookie_cats group by cookie_id; -- impala group_concat
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