我们将XML数据作为名为XML的单个字符串列加载到Hadoop中.我们试图检索到数据级别进行规范化或将其分解为单行进行处理(你知道,就像一个表!)尝试过爆炸功能,但没有得到我们想要的.
<Reports>
<Report ID="1">
<Locations>
<Location ID="20001">
<LocationName>Irvine Animal Shelter</LocationName>
</Location>
<Location ID="20002">
<LocationName>Irvine City Hall</LocationName>
</Location>
</Locations>
</Report>
<Report ID="2">
<Locations>
<Location ID="10001">
<LocationName>California Fish Grill</LocationName>
</Location>
<Location ID="10002">
<LocationName>Fukada</LocationName>
</Location>
</Locations>
</Report>
</Reports>
Run Code Online (Sandbox Code Playgroud)
我们正在查询更高级别的Report.Id,然后是孩子的ID和名称(位置/位置).以下基本上给出了所有可能组合的笛卡尔积(在这个例子中,8行而不是我们希望的4行).
SELECT xpath_int(xml, '/Reports/Report/@ID') AS id, location_id, location_name
FROM xmlreports
LATERAL VIEW explode(xpath(xml, '/Reports/Report/Locations/Location/@ID')) myTable1 AS location_id
LATERAL VIEW explode(xpath(xml, '/Reports/Report/Locations/Location/LocationName/text()')) myTable2 AS location_name;
Run Code Online (Sandbox Code Playgroud)
试图分组成一个结构然后爆炸,但这会返回两行和两个数组.
SELECT id, loc.col1, loc.col2
FROM (
SELECT xpath_int(xml, '/Reports/Report/@ID') AS id,
array(struct(xpath(xml, '/Reports/Report/Locations/Location/@ID'), xpath(xml, '/Reports/Report/Locations/Location/LocationName/text()'))) As foo …Run Code Online (Sandbox Code Playgroud) 我正在努力学习Hive.令人惊讶的是,我找不到如何编写简单的字数统计工作的示例.以下是否正确?
假设我有一个输入文件input.tsv:
hello, world
this is an example input file
Run Code Online (Sandbox Code Playgroud)
我在Python中创建了一个拆分器,将每行转换为单词:
import sys
for line in sys.stdin:
for word in line.split():
print word
Run Code Online (Sandbox Code Playgroud)
然后我的Hive脚本中有以下内容:
CREATE TABLE input (line STRING);
LOAD DATA LOCAL INPATH 'input.tsv' OVERWRITE INTO TABLE input;
-- temporary table to hold words...
CREATE TABLE words (word STRING);
add file splitter.py;
INSERT OVERWRITE TABLE words
SELECT TRANSFORM(text)
USING 'python splitter.py'
AS word
FROM input;
SELECT word, count(*) AS count FROM words GROUP BY word;
Run Code Online (Sandbox Code Playgroud)
我不确定我是否遗漏了某些东西,或者它是否真的很复杂.(特别是,我是否需要临时words表,是否需要编写外部分离器功能?)
CREATE EXTERNAL TABLE IF NOT EXISTS TestingTable1 (This is the MAIN table through which comparisons need to be made)
(
BUYER_ID BIGINT,
ITEM_ID BIGINT,
CREATED_TIME STRING
)
Run Code Online (Sandbox Code Playgroud)
这是上面第一个表格中的数据
**BUYER_ID** | **ITEM_ID** | **CREATED_TIME**
--------------+------------------+-------------------------
1015826235 220003038067 *2001-11-03 19:40:21*
1015826235 300003861266 2001-11-08 18:19:59
1015826235 140002997245 2003-08-22 09:23:17
1015826235 *210002448035* 2001-11-11 22:21:11
Run Code Online (Sandbox Code Playgroud)
这是Hive中的第二个表 - 它还包含有关我们正在购买的项目的信息.
CREATE EXTERNAL TABLE IF NOT EXISTS TestingTable2
(
USER_ID BIGINT,
PURCHASED_ITEM ARRAY<STRUCT<PRODUCT_ID: BIGINT,TIMESTAMPS:STRING>>
)
Run Code Online (Sandbox Code Playgroud)
这是上面第二个表(TestingTable2)中的数据 -
**USER_ID** **PURCHASED_ITEM**
1015826235 …Run Code Online (Sandbox Code Playgroud)