hive ETL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_idSTRING
, 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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