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UBI SQL 示例查询

您可以在 OpenSearch Dashboards 的 查询工作台 中运行用户行为洞察 (UBI) SQL 查询示例。

要使用合成数据查询演示工作台,请参阅 http://chorus-opensearch-edition.dev.o19s.com:5601/app/opensearch-query-workbench

零结果查询

查询可以在服务器端(ubi_queries)或客户端(ubi_events)的事件上执行。

服务器端查询

UBI 激活的搜索服务器会记录查询及其结果,因此为了找到所有**没有**结果的查询,请搜索空的 query_response_hit_ids

select
   count(*)
from ubi_queries 
where query_response_hit_ids is null

客户端事件

虽然在服务器端查找没有结果的查询相对简单,但您也可以通过查询客户端记录的**事件属性**来获得相同的结果。客户端和服务器端查询都返回相同的结果。使用以下查询来搜索没有结果的查询

select
    count(0)
from ubi_events
where event_attributes.result_count > 0

可以使用以下任一查询找到趋势查询。

服务器端

select 
	user_query, count(0) Total  
from ubi_queries
group by user_query
order by Total desc

客户端

select 
	message, count(0) Total  
from ubi_events
where 
	action_name='on_search' 
group by message 
order by Total desc

这两个查询都返回搜索字符串的分布,如下表所示。

消息 总计
用户行为洞察 127
最好的笔记本电脑 78
相机 21
背包 17
公文包 14
摄像机 11
柜子 9
9
盒子 8
瓶子 8
计算器 8
扶手椅 7
长凳 7
黑莓 6
浴室 6
用户行为洞察 Mac 5
最好的笔记本电脑 戴尔 5
用户行为洞察 VTech 5
ayoolaolafenwa 5
用户行为洞察 戴尔 4
最好的笔记本电脑 Vaddio 4
整合直观模型 4
超越 4
拥抱 B2C 方法 3

事件类型分布计数

要创建可视化最常见事件的饼图小部件,请运行以下查询

select 
	action_name, count(0) Total  
from ubi_events
group by action_name
order by Total desc

结果包括动作分布,如下表所示。

action_name 总计
on_search 5425
brand_filter 3634
global_click 3571
view_search_results 3565
product_sort 3558
type_filter 3505
product_hover 820
item_click 708
purchase 407
declined_product 402
add_to_cart 373
page_exit 142
user_feedback 123
404_redirect 123

以下查询显示了用户行为中利润的分布

select 
    action_name, 
    count(0) total,
    AVG( event_attributes.object.object_detail.cost ) average_cost,
    AVG( event_attributes.object.object_detail.margin ) average_margin
from ubi_events  
group by action_name
order by average_cost desc

结果包括行为以及平均成本和利润的分布,如下表所示。

action_name 总计 average_cost average_margin
declined_product 395 8457.12 6190.96
item_click 690 7789.40 5862.70
add_to_cart 374 6470.22 4617.09
purchase 358 5933.83 5110.69
global_click 3555    
product_sort 3711    
product_hover 779    
page_exit 107    
on_search 5438    
brand_filter 3722    
user_feedback 120    
404_redirect 110    
view_search_results 3639    
type_filter 3691    

搜索旅程示例

要在查询日志中查找搜索,请运行以下查询

select
  client_id, query_id, user_query, query_response_hit_ids, query_response_id, timestamp 
from ubi_queries where query_id = '7ae52966-4fd4-4ab1-8152-0fd0b52bdadf'

下表显示了前述查询的结果。

client_id query_id user_query query_response_hit_ids query_response_id 时间戳
a15f1ef3-6bc6-4959-9b83-6699a4d29845 7ae52966-4fd4-4ab1-8152-0fd0b52bdadf 笔记本 0882780391659 6e92c90c-1eee-4dd6-b820-c522fd4126f3 2024-06-04 19:02:45.728

query_id 中的 query 字段具有以下嵌套结构

{
	"query": {
		"size": 25,
		"query": {
			"query_string": {
				"query": "(title:\"notebook\" OR attr_t_device_type:\"notebook\" OR name:\"notebook\")",
				"fields": [],
				"type": "best_fields",
				"default_operator": "or",
				"max_determinized_states": 10000,
				"enable_position_increments": true,
				"fuzziness": "AUTO",
				"fuzzy_prefix_length": 0,
				"fuzzy_max_expansions": 50,
				"phrase_slop": 0,
				"analyze_wildcard": false,
				"escape": false,
				"auto_generate_synonyms_phrase_query": true,
				"fuzzy_transpositions": true,
				"boost": 1.0
			}
		},
		"ext": {
			"query_id": "7ae52966-4fd4-4ab1-8152-0fd0b52bdadf",
			"user_query": "notebook",
			"client_id": "a15f1ef3-6bc6-4959-9b83-6699a4d29845",
			"object_id_field": "primary_ean",
			"query_attributes": {
				"application": "ubi-demo"
			}
		}
	}
}

在事件日志 ubi_events 中,搜索与前述查询(其查询 ID 为 7ae52966-4fd4-4ab1-8152-0fd0b52bdadf)对应的事件

select 
 application, query_id, action_name, message_type, message, client_id, timestamp
from ubi_events
where query_id = '7ae52966-4fd4-4ab1-8152-0fd0b52bdadf'
order by timestamp

结果包括与用户查询关联的所有事件,如下表所示。

应用程序 query_id action_name message_type 消息 client_id 时间戳
ubi-demo 7ae52966-4fd4-4ab1-8152-0fd0b52bdadf on_search 查询 笔记本 a15f1ef3-6bc6-4959-9b83-6699a4d29845 2024-06-04 19:02:45.777
ubi-demo 7ae52966-4fd4-4ab1-8152-0fd0b52bdadf product_hover 信息 一对一的编排解决方案 a15f1ef3-6bc6-4959-9b83-6699a4d29845 2024-06-04 19:02:45.816
ubi-demo 7ae52966-4fd4-4ab1-8152-0fd0b52bdadf item_click 信息 创新以用户为中心的关系 a15f1ef3-6bc6-4959-9b83-6699a4d29845 2024-06-04 19:02:45.86
ubi-demo 7ae52966-4fd4-4ab1-8152-0fd0b52bdadf add_to_cart 转换 B2B 平台工程师 a15f1ef3-6bc6-4959-9b83-6699a4d29845 2024-06-04 19:02:45.905
ubi-demo 7ae52966-4fd4-4ab1-8152-0fd0b52bdadf purchase 转换 购买商品 0884420136132 a15f1ef3-6bc6-4959-9b83-6699a4d29845 2024-06-04 19:02:45.913

用户会话

要查找更多相同用户会话(客户端 ID 为 a15f1ef3-6bc6-4959-9b83-6699a4d29845),请运行以下查询

select
 application, event_attributes.session_id, query_id, 
 action_name, message_type, event_attributes.dwell_time,
 event_attributes.object.object_id, 
 event_attributes.object.description,
 timestamp
from ubi_events
where client_id = 'a15f1ef3-6bc6-4959-9b83-6699a4d29845'
order by query_id, timestamp

结果被截断以显示会话示例,如下表所示。

应用程序 event_attributes.session_id query_id action_name message_type event_attributes.dwell_time event_attributes.object.object_id event_attributes.object.description 时间戳
ubi-demo 00731779-e290-4709-8af7-d495ae42bf48 0254a9b7-1d83-4083-aa46-e12dff86ec98 on_search 查询 46.6398     2024-06-04 19:06:36.239
ubi-demo 00731779-e290-4709-8af7-d495ae42bf48 0254a9b7-1d83-4083-aa46-e12dff86ec98 product_hover 信息 53.681877 0065030834155 USB 2.0 S-视频和复合视频采集线缆 2024-06-04 19:06:36.284
ubi-demo 00731779-e290-4709-8af7-d495ae42bf48 0254a9b7-1d83-4083-aa46-e12dff86ec98 item_click 信息 40.699997 0065030834155 USB 2.0 S-视频和复合视频采集线缆 2024-06-04 19:06:36.334
ubi-demo 00731779-e290-4709-8af7-d495ae42bf48 0254a9b7-1d83-4083-aa46-e12dff86ec98 declined_product 拒绝 5.0539055 0065030834155 USB 2.0 S-视频和复合视频采集线缆 2024-06-04 19:06:36.373
ubi-demo 844ca4b5-b6f8-4f7b-a5ec-7f6d95788e0b 0cf185be-91a8-49cf-9401-92ad079ce43b on_search 查询 26.422775     2024-06-04 19:04:40.832
ubi-demo 844ca4b5-b6f8-4f7b-a5ec-7f6d95788e0b 0cf185be-91a8-49cf-9401-92ad079ce43b on_search 查询 17.1094     2024-06-04 19:04:40.837
ubi-demo 844ca4b5-b6f8-4f7b-a5ec-7f6d95788e0b 0cf185be-91a8-49cf-9401-92ad079ce43b brand_filter 过滤 40.090374 OBJECT-6c91da98-387b-45cb-8275-e90d1ea8bc54 供应商名称 2024-06-04 19:04:40.852
ubi-demo 844ca4b5-b6f8-4f7b-a5ec-7f6d95788e0b 0cf185be-91a8-49cf-9401-92ad079ce43b type_filter 信息 37.658962 OBJECT-32d9bb39-b17d-4611-82c1-5aaa14368060 filter_product_type 2024-06-04 19:04:40.856
ubi-demo 844ca4b5-b6f8-4f7b-a5ec-7f6d95788e0b 0cf185be-91a8-49cf-9401-92ad079ce43b product_sort 排序 3.6380951     2024-06-04 19:04:40.923
ubi-demo 844ca4b5-b6f8-4f7b-a5ec-7f6d95788e0b 0cf185be-91a8-49cf-9401-92ad079ce43b view_search_results 信息 46.436115     2024-06-04 19:04:40.942
ubi-demo 844ca4b5-b6f8-4f7b-a5ec-7f6d95788e0b 0cf185be-91a8-49cf-9401-92ad079ce43b view_search_results 信息 46.436115     2024-06-04 19:04:40.959
ubi-demo 844ca4b5-b6f8-4f7b-a5ec-7f6d95788e0b 0cf185be-91a8-49cf-9401-92ad079ce43b type_filter 信息 37.658962 OBJECT-32d9bb39-b17d-4611-82c1-5aaa14368060 filter_product_type 2024-06-04 19:04:40.972
ubi-demo 844ca4b5-b6f8-4f7b-a5ec-7f6d95788e0b 0cf185be-91a8-49cf-9401-92ad079ce43b brand_filter 过滤 40.090374 OBJECT-6c91da98-387b-45cb-8275-e90d1ea8bc54 供应商名称 2024-06-04 19:04:40.997
ubi-demo 844ca4b5-b6f8-4f7b-a5ec-7f6d95788e0b 0cf185be-91a8-49cf-9401-92ad079ce43b type_filter 信息 37.658962 OBJECT-32d9bb39-b17d-4611-82c1-5aaa14368060 filter_product_type 2024-06-04 19:04:41.006
ubi-demo 844ca4b5-b6f8-4f7b-a5ec-7f6d95788e0b 0cf185be-91a8-49cf-9401-92ad079ce43b product_sort 排序 3.6380951     2024-06-04 19:04:41.031
ubi-demo 844ca4b5-b6f8-4f7b-a5ec-7f6d95788e0b 0cf185be-91a8-49cf-9401-92ad079ce43b product_sort 排序 3.6380951     2024-06-04 19:04:41.091
ubi-demo 844ca4b5-b6f8-4f7b-a5ec-7f6d95788e0b 0cf185be-91a8-49cf-9401-92ad079ce43b type_filter 信息 37.658962 OBJECT-32d9bb39-b17d-4611-82c1-5aaa14368060 filter_product_type 2024-06-04 19:04:41.164
ubi-demo 844ca4b5-b6f8-4f7b-a5ec-7f6d95788e0b 0cf185be-91a8-49cf-9401-92ad079ce43b brand_filter 过滤 40.090374 OBJECT-6c91da98-387b-45cb-8275-e90d1ea8bc54 供应商名称 2024-06-04 19:04:41.171
ubi-demo 844ca4b5-b6f8-4f7b-a5ec-7f6d95788e0b 0cf185be-91a8-49cf-9401-92ad079ce43b view_search_results 信息 46.436115     2024-06-04 19:04:41.179
ubi-demo 844ca4b5-b6f8-4f7b-a5ec-7f6d95788e0b 0cf185be-91a8-49cf-9401-92ad079ce43b global_click 信息 42.45651 OBJECT-d350cc2d-b979-4aca-bd73-71709832940f (96, 127) 2024-06-04 19:04:41.224
ubi-demo 844ca4b5-b6f8-4f7b-a5ec-7f6d95788e0b 0cf185be-91a8-49cf-9401-92ad079ce43b view_search_results 信息 46.436115     2024-06-04 19:04:41.24
ubi-demo 844ca4b5-b6f8-4f7b-a5ec-7f6d95788e0b 0cf185be-91a8-49cf-9401-92ad079ce43b view_search_results 信息 46.436115     2024-06-04 19:04:41.285
ubi-demo 844ca4b5-b6f8-4f7b-a5ec-7f6d95788e0b 0cf185be-91a8-49cf-9401-92ad079ce43b global_click 信息 42.45651 OBJECT-d350cc2d-b979-4aca-bd73-71709832940f (96, 127) 2024-06-04 19:04:41.328
ubi-demo 33bd0ee2-60b7-4c25-b62c-1aa1580da73c 2071e273-513f-46be-b835-89f452095053 on_search 查询 52.721157     2024-06-04 19:03:50.8
ubi-demo 33bd0ee2-60b7-4c25-b62c-1aa1580da73c 2071e273-513f-46be-b835-89f452095053 view_search_results 信息 26.600422     2024-06-04 19:03:50.802
ubi-demo 33bd0ee2-60b7-4c25-b62c-1aa1580da73c 2071e273-513f-46be-b835-89f452095053 product_sort 排序 14.839713     2024-06-04 19:03:50.875
ubi-demo 33bd0ee2-60b7-4c25-b62c-1aa1580da73c 2071e273-513f-46be-b835-89f452095053 brand_filter 过滤 20.876852 OBJECT-6c91da98-387b-45cb-8275-e90d1ea8bc54 供应商名称 2024-06-04 19:03:50.927
ubi-demo 33bd0ee2-60b7-4c25-b62c-1aa1580da73c 2071e273-513f-46be-b835-89f452095053 type_filter 信息 15.212905 OBJECT-32d9bb39-b17d-4611-82c1-5aaa14368060 filter_product_type 2024-06-04 19:03:50.997
ubi-demo 33bd0ee2-60b7-4c25-b62c-1aa1580da73c 2071e273-513f-46be-b835-89f452095053 view_search_results 信息 26.600422     2024-06-04 19:03:51.033
ubi-demo 33bd0ee2-60b7-4c25-b62c-1aa1580da73c 2071e273-513f-46be-b835-89f452095053 global_click 信息 11.710514 OBJECT-d350cc2d-b979-4aca-bd73-71709832940f (96, 127) 2024-06-04 19:03:51.108
ubi-demo 33bd0ee2-60b7-4c25-b62c-1aa1580da73c 2071e273-513f-46be-b835-89f452095053 product_sort 排序 14.839713     2024-06-04 19:03:51.144
ubi-demo 33bd0ee2-60b7-4c25-b62c-1aa1580da73c 2071e273-513f-46be-b835-89f452095053 global_click 信息 11.710514 OBJECT-d350cc2d-b979-4aca-bd73-71709832940f (96, 127) 2024-06-04 19:03:51.17
ubi-demo 33bd0ee2-60b7-4c25-b62c-1aa1580da73c 2071e273-513f-46be-b835-89f452095053 brand_filter 过滤 20.876852 OBJECT-6c91da98-387b-45cb-8275-e90d1ea8bc54 供应商名称 2024-06-04 19:03:51.205
ubi-demo 33bd0ee2-60b7-4c25-b62c-1aa1580da73c 2071e273-513f-46be-b835-89f452095053 type_filter 信息 15.212905 OBJECT-32d9bb39-b17d-4611-82c1-5aaa14368060 filter_product_type 2024-06-04 19:03:51.228
ubi-demo 33bd0ee2-60b7-4c25-b62c-1aa1580da73c 2071e273-513f-46be-b835-89f452095053 product_sort 排序 14.839713     2024-06-04 19:03:51.232
ubi-demo 33bd0ee2-60b7-4c25-b62c-1aa1580da73c 2071e273-513f-46be-b835-89f452095053 type_filter 信息 15.212905 OBJECT-32d9bb39-b17d-4611-82c1-5aaa14368060 filter_product_type 2024-06-04 19:03:51.292
ubi-demo 33bd0ee2-60b7-4c25-b62c-1aa1580da73c 2071e273-513f-46be-b835-89f452095053 type_filter 信息 15.212905 OBJECT-32d9bb39-b17d-4611-82c1-5aaa14368060 filter_product_type 2024-06-04 19:03:51.301
ubi-demo 33bd0ee2-60b7-4c25-b62c-1aa1580da73c 23f0149a-13ae-4977-8dc9-ef61c449c140 on_search 查询 16.93674     2024-06-04 19:03:50.62
ubi-demo 33bd0ee2-60b7-4c25-b62c-1aa1580da73c 23f0149a-13ae-4977-8dc9-ef61c449c140 global_click 信息 25.897957 OBJECT-d350cc2d-b979-4aca-bd73-71709832940f (96, 127) 2024-06-04 19:03:50.624
ubi-demo 33bd0ee2-60b7-4c25-b62c-1aa1580da73c 23f0149a-13ae-4977-8dc9-ef61c449c140 product_sort 排序 44.345097     2024-06-04 19:03:50.688
ubi-demo 33bd0ee2-60b7-4c25-b62c-1aa1580da73c 23f0149a-13ae-4977-8dc9-ef61c449c140 brand_filter 过滤 19.54417 OBJECT-6c91da98-387b-45cb-8275-e90d1ea8bc54 供应商名称 2024-06-04 19:03:50.696
ubi-demo 33bd0ee2-60b7-4c25-b62c-1aa1580da73c 23f0149a-13ae-4977-8dc9-ef61c449c140 type_filter 信息 48.79312 OBJECT-32d9bb39-b17d-4611-82c1-5aaa14368060 filter_product_type 2024-06-04 19:03:50.74
ubi-demo 33bd0ee2-60b7-4c25-b62c-1aa1580da73c 23f0149a-13ae-4977-8dc9-ef61c449c140 brand_filter 过滤 19.54417 OBJECT-6c91da98-387b-45cb-8275-e90d1ea8bc54 供应商名称 2024-06-04 19:03:50.802

列出未提交任何查询就退出的用户会话

以下查询搜索没有关联 query_id 的用户。请注意,如果客户端没有将返回的查询传递给其他事件,则可能会发生这种情况。

select 
    client_id, session_id, count(0) EventTotal
from ubi_events
where action_name='logout' and query_id is null
group by client_id, session_id
order by EventTotal desc

下表显示了客户端 ID、会话 ID 以及有 1 个事件 logout

client_id session_id 事件总计
100_15c182f2-05db-4f4f-814f-46dc0de6b9ea 1c36712c-44b8-4fdd-8f0d-fdfeab5bd794_1290 1
175_e5f262f1-0db3-4948-b349-c5b95ff31259 816f94d6-8966-4a8b-8984-a2641d5865b2_2251 1
175_e5f262f1-0db3-4948-b349-c5b95ff31259 314dc1ff-ef38-4da4-b4b1-061f62dddcbb_2248 1
175_e5f262f1-0db3-4948-b349-c5b95ff31259 1ce5dc30-31bb-4759-9451-5a99b28ba91b_2255 1
175_e5f262f1-0db3-4948-b349-c5b95ff31259 10ac0fc0-409e-4ba0-98e9-edb323556b1a_2249 1
174_ab59e589-1ae4-40be-8b29-8efd9fc15380 dfa8b38a-c451-4190-a391-2e1ec3c8f196_2228 1
174_ab59e589-1ae4-40be-8b29-8efd9fc15380 68666e11-087a-4978-9ca7-cbac6862273e_2233 1
174_ab59e589-1ae4-40be-8b29-8efd9fc15380 5ca7a0df-f750-4656-b9a5-5eef1466ba09_2234 1
174_ab59e589-1ae4-40be-8b29-8efd9fc15380 228c1135-b921-45f4-b087-b3422e7ed437_2236 1
173_39d4cbfd-0666-4e77-84a9-965ed785db49 f9795e2e-ad92-4f15-8cdd-706aa1a3a17b_2206 1
173_39d4cbfd-0666-4e77-84a9-965ed785db49 f3c18b61-2c8a-41b3-a023-11eb2dd6c93c_2207 1
173_39d4cbfd-0666-4e77-84a9-965ed785db49 e12f700c-ffa3-4681-90d9-146022e26a18_2210 1
173_39d4cbfd-0666-4e77-84a9-965ed785db49 da1ff1f6-26f1-49d4-bd0d-d32d199e270e_2208 1
173_39d4cbfd-0666-4e77-84a9-965ed785db49 a1674e9d-d2dd-4da9-a4d1-dd12a401e8e7_2216 1
172_875f04d6-2c35-45f4-a8ac-bc5b675425f6 cc8e6174-5c1a-48c5-8ee8-1226621fe9f7_2203 1
171_7d810730-d6e9-4079-ab1c-db7f98776985 927fcfed-61d2-4334-91e9-77442b077764_2189 1
16_581fe410-338e-457b-a790-85af2a642356 83a68f57-0fbb-4414-852b-4c4601bf6cf2_156 1
16_581fe410-338e-457b-a790-85af2a642356 7881141b-511b-4df9-80e6-5450415af42c_162 1
16_581fe410-338e-457b-a790-85af2a642356 1d64478e-c3a6-4148-9a64-b6f4a73fc684_158 1

您可能希望识别多次退出而未提交任何查询的用户。以下查询可以帮助您查看哪些用户最常执行此操作

select 
    client_id, count(0) EventTotal
from ubi_events
where action_name='logout' and query_id is null
group by client_id
order by EventTotal desc

下表显示了用户客户端 ID 和未进行任何查询就退出的次数。

client_id 事件总计
87_5a6e1f8c-4936-4184-a24d-beddd05c9274 8
127_829a4246-930a-4b24-8165-caa07ee3fa47 7
49_5da537a3-8d94-48d1-a0a4-dcad21c12615 6
56_6c7c2525-9ca5-4d5d-8ac0-acb43769ac0b 6
140_61192c8e-c532-4164-ad1b-1afc58c265b7 6
149_3443895e-6f81-4706-8141-1ebb0c2470ca 6
196_4359f588-10be-4b2c-9e7f-ee846a75a3f6 6
173_39d4cbfd-0666-4e77-84a9-965ed785db49 5
52_778ac7f3-8e60-444e-ad40-d24516bf4ce2 5
51_6335e0c3-7bea-4698-9f83-25c9fb984e12 5
175_e5f262f1-0db3-4948-b349-c5b95ff31259 5
61_feb3a495-c1fb-40ea-8331-81cee53a5eb9 5
181_f227264f-cabd-4468-bfcc-4801baeebd39 5
185_435d1c63-4829-45f3-abff-352ef6458f0e 5
100_15c182f2-05db-4f4f-814f-46dc0de6b9ea 5
113_df32ed6e-d74a-4956-ac8e-6d43d8d60317 5
151_0808111d-07ce-4c84-a0fd-7125e4e33020 5
204_b75e374c-4813-49c4-b111-4bf4fdab6f26 5
29_ec2133e5-4d9b-4222-aa7c-2a9ae0880ddd 5
41_f64abc69-56ea-4dd3-a991-7d1fd292a530 5