diff --git a/.editorconfig b/.editorconfig
new file mode 100644
index 0000000..b595e71
--- /dev/null
+++ b/.editorconfig
@@ -0,0 +1,14 @@
+# https://editorconfig.org/
+
+root = true
+
+[*]
+end_of_line = lf
+insert_final_newline = true
+charset = utf-8
+indent_style = space
+indent_size = 4
+trim_trailing_whitespace = true
+
+[*.md] # markdown 尾随空格不允许删除
+trim_trailing_whitespace = false
diff --git a/.file/.api/page1x100.json b/.file/.api/page1x100.json
new file mode 100644
index 0000000..0c12d4d
--- /dev/null
+++ b/.file/.api/page1x100.json
@@ -0,0 +1 @@
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00:00:00","card_no":"CFAGIHDFG","deal_value":"200","deal_type":"巴士","company_name":"金华南巴士","car_no":"粤BW0461","station":"M433(皇岗）","conn_mark":"0","deal_money":"160","equ_no":"227000169"},{"deal_date":"2018-09-01 05:45:52","close_date":"2018-09-01 00:00:00","card_no":"FHFJHIGGI","deal_value":"200","deal_type":"巴士","company_name":"金华南巴士","car_no":"粤BW0461","station":"M433(皇岗）","conn_mark":"0","deal_money":"160","equ_no":"227000169"},{"deal_date":"2018-09-01 05:59:08","close_date":"2018-09-01 00:00:00","card_no":"CFAGJAJID","deal_value":"200","deal_type":"巴士","company_name":"金华南巴士","car_no":"粤BU2663","station":"332(观澜)","conn_mark":"0","deal_money":"160","equ_no":"227000215"},{"deal_date":"2018-09-01 05:51:25","close_date":"2018-09-01 00:00:00","card_no":"FFGIDBAAF","deal_value":"500","deal_type":"巴士","company_name":"金华南巴士","car_no":"粤BW3116","station":"E24","conn_mark":"0","deal_money":"390","equ_no":"227000265"},{"deal_date":"2018-09-01 05:47:33","close_date":"2018-09-01 00:00:00","card_no":"CBEJHHBBD","deal_value":"300","deal_type":"巴士","company_name":"金华南巴士","car_no":"粤BW7517","station":"M433(福永）","conn_mark":"0","deal_money":"240","equ_no":"227000283"},{"deal_date":"2018-09-01 05:48:10","close_date":"2018-09-01 00:00:00","card_no":"FHIAAHGHB","deal_value":"200","deal_type":"巴士","company_name":"华程交通","car_no":"粤BBA343","station":"深惠3B线","conn_mark":"0","deal_money":"200","equ_no":"235000341"},{"deal_date":"2018-09-01 05:34:09","close_date":"2018-09-01 00:00:00","card_no":"CFADHAEEC","deal_value":"400","deal_type":"巴士","company_name":"华程交通","car_no":"粤BK6982","station":"深惠3A线","conn_mark":"0","deal_money":"400","equ_no":"235000362"},{"deal_date":"2018-09-01 05:41:57","close_date":"2018-09-01 00:00:00","card_no":"CBEBIHGID","deal_value":"400","deal_type":"巴士","company_name":"华程交通","car_no":"粤BJ9811","station":"深惠3B线","conn_mark":"0","deal_money":"400","equ_no":"235000444"},{"deal_date":"2018-09-01 05:57:19","close_date":"2018-09-01 00:00:00","card_no":"HHAAJBEDD","deal_value":"0","deal_type":"地铁入站","company_name":"地铁九号线","car_no":"双AGM-119","station":"梅村","conn_mark":"0","deal_money":"0","equ_no":"267020119"},{"deal_date":"2018-09-01 06:03:52","close_date":"2018-09-01 00:00:00","card_no":"HHAAJBCGF","deal_value":"0","deal_type":"地铁入站","company_name":"地铁九号线","car_no":"IGT-109","station":"银湖","conn_mark":"0","deal_money":"0","equ_no":"267023109"},{"deal_date":"2018-09-01 06:05:03","close_date":"2018-09-01 00:00:00","card_no":"HHJJAEIGB","deal_value":"200","deal_type":"地铁出站","company_name":"地铁十一号线","car_no":"OGT-126","station":"南山站","conn_mark":"0","deal_money":"0","equ_no":"241015126"},{"deal_date":"2018-09-01 06:02:48","close_date":"2018-09-01 00:00:00","card_no":"HHJJAEIGB","deal_value":"0","deal_type":"地铁入站","company_name":"地铁十一号线","car_no":"IGT-111","station":"南山站","conn_mark":"0","deal_money":"0","equ_no":"241015111"},{"deal_date":"2018-09-01 06:05:26","close_date":"2018-09-01 00:00:00","card_no":"HHABAEGJG","deal_value":"0","deal_type":"地铁入站","company_name":"地铁五号线","car_no":"IGT-105","station":"留仙洞","conn_mark":"0","deal_money":"0","equ_no":"263019105"},{"deal_date":"2018-09-01 04:29:14","close_date":"2018-09-01 00:00:00","card_no":"HHJJBADCF","deal_value":"0","deal_type":"地铁入站","company_name":"地铁三号线","car_no":"AGM-102","station":"永湖","conn_mark":"0","deal_money":"0","equ_no":"261025102"},{"deal_date":"2018-09-01 04:38:02","close_date":"2018-09-01 00:00:00","card_no":"HHAAJIAAJ","deal_value":"0","deal_type":"地铁入站","company_name":"地铁三号线","car_no":"AGM-102","station":"大芬","conn_mark":"0","deal_money":"0","equ_no":"261020102"},{"deal_date":"2018-08-31 22:42:26","close_date":"2018-09-01 00:00:00","card_no":"FHGEBJJHH","deal_value":"0","deal_type":"地铁入站","company_name":"地铁五号线","car_no":"IGT-105","station":"布吉","conn_mark":"0","deal_money":"0","equ_no":"263032105"},{"deal_date":"2018-08-31 22:42:37","close_date":"2018-09-01 00:00:00","card_no":"BEBACHGFH","deal_value":"0","deal_type":"地铁入站","company_name":"地铁五号线","car_no":"IGT-105","station":"布吉","conn_mark":"0","deal_money":"0","equ_no":"263032105"},{"deal_date":"2018-09-01 04:31:53","close_date":"2018-09-01 00:00:00","card_no":"HHJJJEBDC","deal_value":"0","deal_type":"地铁入站","company_name":"地铁五号线","car_no":"IGT-119","station":"怡景","conn_mark":"0","deal_money":"0","equ_no":"263036119"},{"deal_date":"2018-08-31 22:46:22","close_date":"2018-09-01 00:00:00","card_no":"CCADGJGDJ","deal_value":"0","deal_type":"地铁入站","company_name":"地铁五号线","car_no":"IGT-105","station":"布吉","conn_mark":"0","deal_money":"0","equ_no":"263032105"},{"deal_date":"2018-08-31 22:45:39","close_date":"2018-09-01 00:00:00","card_no":"BIDHDIBIE","deal_value":"0","deal_type":"地铁入站","company_name":"地铁五号线","car_no":"IGT-105","station":"布吉","conn_mark":"0","deal_money":"0","equ_no":"263032105"},{"deal_date":"2018-08-31 19:55:06","close_date":"2018-09-01 00:00:00","card_no":"BIDCBBEGB","deal_value":"0","deal_type":"地铁入站","company_name":"地铁五号线","car_no":"IGT-104","station":"布吉","conn_mark":"0","deal_money":"0","equ_no":"263032104"},{"deal_date":"2018-08-31 22:45:48","close_date":"2018-09-01 00:00:00","card_no":"CBHFGJBJF","deal_value":"0","deal_type":"地铁入站","company_name":"地铁五号线","car_no":"IGT-105","station":"布吉","conn_mark":"0","deal_money":"0","equ_no":"263032105"},{"deal_date":"2018-09-01 04:52:47","close_date":"2018-09-01 00:00:00","card_no":"HHJJJADBB","deal_value":"200","deal_type":"地铁出站","company_name":"地铁二号线","car_no":"OGT-102","station":"海月","conn_mark":"0","deal_money":"0","equ_no":"260017102"},{"deal_date":"2018-08-31 22:45:32","close_date":"2018-09-01 00:00:00","card_no":"CBFHJHAFB","deal_value":"0","deal_type":"地铁入站","company_name":"地铁五号线","car_no":"IGT-105","station":"布吉","conn_mark":"0","deal_money":"0","equ_no":"263032105"},{"deal_date":"2018-08-31 23:01:16","close_date":"2018-09-01 00:00:00","card_no":"CFBABHHCC","deal_value":"0","deal_type":"地铁入站","company_name":"地铁五号线","car_no":"IGT-105","station":"布吉","conn_mark":"0","deal_money":"0","equ_no":"263032105"},{"deal_date":"2018-08-31 20:26:56","close_date":"2018-09-01 00:00:00","card_no":"BIHIABBCH","deal_value":"0","deal_type":"地铁入站","company_name":"地铁五号线","car_no":"IGT-104","station":"布吉","conn_mark":"0","deal_money":"0","equ_no":"263032104"},{"deal_date":"2018-09-01 04:44:50","close_date":"2018-09-01 00:00:00","card_no":"HHAAJHIFF","deal_value":"200","deal_type":"地铁出站","company_name":"地铁九号线","car_no":"双AGM-104","station":"鹿丹村","conn_mark":"0","deal_money":"0","equ_no":"267029104"},{"deal_date":"2018-09-01 04:53:07","close_date":"2018-09-01 00:00:00","card_no":"HHJJAIGCH","deal_value":"200","deal_type":"地铁出站","company_name":"地铁五号线","car_no":"OGT-103","station":"宝华","conn_mark":"0","deal_money":"0","equ_no":"263013103"},{"deal_date":"2018-09-01 04:14:12","close_date":"2018-09-01 00:00:00","card_no":"FFIJJJJJB","deal_value":"200","deal_type":"地铁出站","company_name":"地铁四号线","car_no":"AGM-116","station":"龙华","conn_mark":"0","deal_money":"190","equ_no":"262012116"}],"page":1,"rows":100}
diff --git a/.file/.api/szmc/MiniTime.json b/.file/.api/szmc/MiniTime.json
new file mode 100644
index 0000000..a81978e
--- /dev/null
+++ b/.file/.api/szmc/MiniTime.json
@@ -0,0 +1,89 @@
+{
+ "adultSZT": 4.75,
+ "buslist": [
+ {
+ "segmentlist": [
+ {
+ "busid": "440300024064",
+ "endname": "会展中心",
+ "passdepotname": "老街 大剧院 科学馆 华强路 岗厦",
+ "startname": "国贸"
+ },
+ {
+ "busid": "440300024075",
+ "endname": "白石龙",
+ "passdepotname": "会展中心 市民中心 少年宫 莲花北 上梅林 民乐 白石龙",
+ "startname": "会展中心"
+ }
+ ]
+ }
+ ],
+ "childSZT": 2.5,
+ "count": "1",
+ "lineList": [
+ {
+ "arriveStation": "会展中心站",
+ "code": "0108",
+ "departureStation": "国贸站",
+ "endTime": "23:52",
+ "firstTime": "06:28",
+ "highNterval": "2分45秒",
+ "line": "01",
+ "lineName": "罗宝线",
+ "nextStation": "老街站",
+ "passdepotname": "国贸|老街|大剧院|科学馆|华强路|岗厦|会展中心",
+ "shortNterval": "5分30秒",
+ "stationNO": 6,
+ "terminus": "机场东站",
+ "transferDistance": "100",
+ "transferTime": "30",
+ "travelTime": 580,
+ "zhandianwanzhi": "guomao.html"
+ },
+ {
+ "arriveStation": "白石龙站",
+ "code": "0409",
+ "departureStation": "会展中心站",
+ "endTime": "23:12",
+ "firstTime": "06:42",
+ "highNterval": "6分钟",
+ "line": "04",
+ "lineName": "龙华线",
+ "nextStation": "市民中心站",
+ "passdepotname": "会展中心|市民中心|少年宫|莲花北|上梅林|民乐|白石龙",
+ "shortNterval": "6分钟",
+ "stationNO": 6,
+ "terminus": "清湖站",
+ "transferDistance": "1",
+ "transferTime": "1",
+ "travelTime": 910,
+ "zhandianwanzhi": "4hxhuizhanzhongxin.html"
+ },
+ {
+ "arriveStation": "",
+ "code": "",
+ "departureStation": "",
+ "endTime": "",
+ "firstTime": "",
+ "highNterval": "",
+ "line": "xx",
+ "lineName": "",
+ "nextStation": "",
+ "passdepotname": "",
+ "shortNterval": "",
+ "stationNO": 0,
+ "terminus": "",
+ "transferDistance": "",
+ "transferTime": "",
+ "travelTime": 0,
+ "zhandianwanzhi": "baishilong.html"
+ }
+ ],
+ "qidiancode": "0102",
+ "starStation": "国贸站",
+ "terminus": "白石龙站",
+ "ticketPrice": 5,
+ "times": 1,
+ "useTime": 1616,
+ "zhondiancode": "0409"
+}
\ No newline at end of file
diff --git a/.file/.api/szmc/search.http b/.file/.api/szmc/search.http
new file mode 100644
index 0000000..ec589cb
--- /dev/null
+++ b/.file/.api/szmc/search.http
@@ -0,0 +1,16 @@
+### 深圳地铁官网线路规划查询接口
+
+### 最小化查询
+POST https://www.szmc.net/algorithm/Ticketing/MinTimeJson.do
+Content-Type: application/x-www-form-urlencoded; charset=UTF-8
+
+departureStation=0102&arriveStation=0409&ridingType=0
+
+
+### 错误示例
+POST https://www.szmc.net/algorithm/Ticketing/MinTimeJson.do
+Content-Type: application/x-www-form-urlencoded; charset=UTF-8
+
+departureStation=0103&arriveStation=0310&ridingType=0
+
+###
\ No newline at end of file
diff --git a/.file/.api/szt-api.http b/.file/.api/szt-api.http
new file mode 100644
index 0000000..045f2c1
--- /dev/null
+++ b/.file/.api/szt-api.http
@@ -0,0 +1,7 @@
+### appKey 自己申请 https://opendata.sz.gov.cn/data/api/toApiDetails/29200_00403601
+GET https://opendata.sz.gov.cn/api/29200_00403601/1/service.xhtml?page=1&rows=100&appKey={换成你的appKey}
+
+### 参考 .file/.api/page1x100.json
+
+### 133,7000 理论总数，单次返回 1000 条会很慢
+GET https://opendata.sz.gov.cn/api/29200_00403601/1/service.xhtml?page=1337&rows=1000&appKey={换成你的appKey}
diff --git a/.file/.doc/0-stack.png b/.file/.doc/0-stack.png
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diff --git a/.file/.doc/SZT-bigdata-1+.png b/.file/.doc/SZT-bigdata-1+.png
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diff --git a/.file/.doc/SZT-bigdata-1.png b/.file/.doc/SZT-bigdata-1.png
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diff --git a/.file/.doc/SZT-bigdata-2+.png b/.file/.doc/SZT-bigdata-2+.png
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index 0000000..9d06c02
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diff --git a/.file/.doc/SZT-bigdata-2.png b/.file/.doc/SZT-bigdata-2.png
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index 0000000..c2c2ac0
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diff --git a/.file/.doc/dim.png b/.file/.doc/dim.png
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index 0000000..438d63c
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diff --git a/.file/.doc/full-logo.png b/.file/.doc/full-logo.png
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index 0000000..b4a9ce2
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diff --git a/.file/.doc/stack2.jpg b/.file/.doc/stack2.jpg
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index 0000000..9658383
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diff --git a/.file/.doc/手绘深圳通logo矢量图.svg b/.file/.doc/手绘深圳通logo矢量图.svg
new file mode 100644
index 0000000..94416c8
--- /dev/null
+++ b/.file/.doc/手绘深圳通logo矢量图.svg
@@ -0,0 +1 @@
+
\ No newline at end of file
diff --git a/.file/.doc/技术栈.pptx b/.file/.doc/技术栈.pptx
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diff --git a/.file/.pic/.ads/ads_all_passengers_single_ride_spend_time_average.png b/.file/.pic/.ads/ads_all_passengers_single_ride_spend_time_average.png
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diff --git a/.file/.pic/redis-szt-pageJson.png b/.file/.pic/redis-szt-pageJson.png
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diff --git a/.file/.pic/szt-map.png b/.file/.pic/szt-map.png
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diff --git a/.file/.pic/szt-sale-95.png b/.file/.pic/szt-sale-95.png
new file mode 100644
index 0000000..daa01c9
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diff --git a/.file/.pic/udsp/usdp-1.png b/.file/.pic/udsp/usdp-1.png
new file mode 100644
index 0000000..794199c
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diff --git a/.file/.szt/0-szt-time.png b/.file/.szt/0-szt-time.png
new file mode 100644
index 0000000..2b1b4af
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diff --git a/.file/.szt/0-szt.png b/.file/.szt/0-szt.png
new file mode 100644
index 0000000..ae4d62f
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diff --git a/.file/.szt/数据来源说明.txt b/.file/.szt/数据来源说明.txt
new file mode 100644
index 0000000..0a2cb10
--- /dev/null
+++ b/.file/.szt/数据来源说明.txt
@@ -0,0 +1,5 @@
+深圳通地铁线路+车站数据：szmc.net-metro.json
+https://www.szmc.net/styles/index/sz-subway/mcdata/shenzhen.json
+
+深圳通地铁线路查询+换乘方案：.file/.api/szmc/search.http
+https://www.szmc.net/algorithm/Ticketing/MinTimeJson.do
diff --git a/.file/2018record3.zip b/.file/2018record3.zip
new file mode 100644
index 0000000..780f091
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diff --git a/.github/FUNDING.yml b/.github/FUNDING.yml
new file mode 100644
index 0000000..c718e55
--- /dev/null
+++ b/.github/FUNDING.yml
@@ -0,0 +1 @@
+custom: ['https://raw.githubusercontent.com/geekyouth/SZT-bigdata/master/.file/.pic/.pay/pay-mini.png']
diff --git a/.github/ISSUE_TEMPLATE/custom-issue-template----------.md b/.github/ISSUE_TEMPLATE/custom-issue-template----------.md
new file mode 100644
index 0000000..9972804
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/custom-issue-template----------.md
@@ -0,0 +1,14 @@
+---
+name: Custom issue template | 自定义提问模板
+about: Please file issue with rule | 请按照规范提问交流
+title: ''
+labels: ''
+assignees: ''
+
+---
+
+# 我的主机操作系统和版本号：
+
+# 问题截图：
+
+# 期望的运行结果：
diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..841a138
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,3 @@
+**/.idea/
+**/target/
+**.iml
diff --git a/LICENSE b/LICENSE
new file mode 100644
index 0000000..eece006
--- /dev/null
+++ b/LICENSE
@@ -0,0 +1,13 @@
+Copyright [2022] [极客青年 forsupergeeker@gmail.com]
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+ http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
diff --git a/LICENSE.996 b/LICENSE.996
new file mode 100644
index 0000000..3216b68
--- /dev/null
+++ b/LICENSE.996
@@ -0,0 +1,46 @@
+Copyright (c)
+
+"Anti 996" License Version 1.0 (Draft)
+
+Permission is hereby granted to any individual or legal entity
+obtaining a copy of this licensed work (including the source code,
+documentation and/or related items, hereinafter collectively referred
+to as the "licensed work"), free of charge, to deal with the licensed
+work for any purpose, including without limitation, the rights to use,
+reproduce, modify, prepare derivative works of, distribute, publish
+and sublicense the licensed work, subject to the following conditions:
+
+1. The individual or the legal entity must conspicuously display,
+without modification, this License and the notice on each redistributed
+or derivative copy of the Licensed Work.
+
+2. The individual or the legal entity must strictly comply with all
+applicable laws, regulations, rules and standards of the jurisdiction
+relating to labor and employment where the individual is physically
+located or where the individual was born or naturalized; or where the
+legal entity is registered or is operating (whichever is stricter). In
+case that the jurisdiction has no such laws, regulations, rules and
+standards or its laws, regulations, rules and standards are
+unenforceable, the individual or the legal entity are required to
+comply with Core International Labor Standards.
+
+3. The individual or the legal entity shall not induce, suggest or force
+its employee(s), whether full-time or part-time, or its independent
+contractor(s), in any methods, to agree in oral or written form, to
+directly or indirectly restrict, weaken or relinquish his or her
+rights or remedies under such laws, regulations, rules and standards
+relating to labor and employment as mentioned above, no matter whether
+such written or oral agreements are enforceable under the laws of the
+said jurisdiction, nor shall such individual or the legal entity
+limit, in any methods, the rights of its employee(s) or independent
+contractor(s) from reporting or complaining to the copyright holder or
+relevant authorities monitoring the compliance of the license about
+its violation(s) of the said license.
+
+THE LICENSED WORK IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
+EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF
+MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.
+IN NO EVENT SHALL THE COPYRIGHT HOLDER BE LIABLE FOR ANY CLAIM,
+DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR
+OTHERWISE, ARISING FROM, OUT OF OR IN ANY WAY CONNECTION WITH THE
+LICENSED WORK OR THE USE OR OTHER DEALINGS IN THE LICENSED WORK.
diff --git a/LICENSE_CN.996 b/LICENSE_CN.996
new file mode 100644
index 0000000..2155e42
--- /dev/null
+++ b/LICENSE_CN.996
@@ -0,0 +1,23 @@
+版权所有（c）<年份><版权持有人>
+
+反996许可证版本1.0
+
+在符合下列条件的情况下，特此免费向任何得到本授权作品的副本（包括源代码、文件和/或相关内容，以
+下统称为“授权作品”）的个人和法人实体授权：被授权个人或法人实体有权以任何目的处置授权作品，包括
+但不限于使用、复制，修改，衍生利用、散布，发布和再许可：
+
+1. 个人或法人实体必须在许可作品的每个再散布或衍生副本上包含以上版权声明和本许可证，不得自行修
+改。
+2. 个人或法人实体必须严格遵守与个人实际所在地或个人出生地或归化地、或法人实体注册地或经营地（
+以较严格者为准）的司法管辖区所有适用的与劳动和就业相关法律、法规、规则和标准。如果该司法管辖区
+没有此类法律、法规、规章和标准或其法律、法规、规章和标准不可执行，则个人或法人实体必须遵守国际
+劳工标准的核心公约。
+3. 个人或法人不得以任何方式诱导、暗示或强迫其全职或兼职员工或其独立承包人以口头或书面形式同意
+直接或间接限制、削弱或放弃其所拥有的，受相关与劳动和就业有关的法律、法规、规则和标准保护的权利
+或补救措施，无论该等书面或口头协议是否被该司法管辖区的法律所承认，该等个人或法人实体也不得以任
+何方法限制其雇员或独立承包人向版权持有人或监督许可证合规情况的有关当局报告或投诉上述违反许可证
+的行为的权利。
+
+该授权作品是"按原样"提供，不做任何明示或暗示的保证，包括但不限于对适销性、特定用途适用性和非侵
+权性的保证。在任何情况下，无论是在合同诉讼、侵权诉讼或其他诉讼中，版权持有人均不承担因本软件或
+本软件的使用或其他交易而产生、引起或与之相关的任何索赔、损害或其他责任。
diff --git a/README.md b/README.md
index cb975c3..857972d 100644
--- a/README.md
+++ b/README.md
@@ -1,2 +1,815 @@
-# SZT-bigdata
+# SZT-bigdata 深圳地铁大数据客流分析系统 🚇🚇🚇
+
+
+---
+
+
+
+---
+
+
+
+```
+ ___ ____ _____ _ _ __ _ _ _
+ / __| |_ / |_ _| ___ | |__ (_) / _` | __| | __ _ | |_ __ _
+ \__ \ / / | | |___| | '_ \ | | \__, | / _` | / _` | | _| / _` |
+ |___/ /___| _|_|_ _____ |_.__/ _|_|_ |___/ \__,_| \__,_| _\__| \__,_|
+_|"""""|_|"""""|_|"""""|_| |_|"""""|_|"""""|_|"""""|_|"""""|_|"""""|_|"""""|_|"""""|
+"`-0-0-'"`-0-0-'"`-0-0-'"`-0-0-'"`-0-0-'"`-0-0-'"`-0-0-'"`-0-0-'"`-0-0-'"`-0-0-'"`-0-0-'
+```
+---
+
+## 项目说明🚩：
+- 🎈 该项目主要分析深圳通刷卡数据，通过大数据技术角度来研究深圳地铁客运能力，探索深圳地铁优化服务的方向；
+- ✨ 强调学以致用，本项目的原则是尽可能使用较多的常用技术框架，加深对各技术栈的理解和运用，在使用过程中体验各框架的差异和优劣，为以后的项目开发技术选型做基础；
+- 👑 解决同一个问题，可能有多种技术实现，实际的企业开发应当遵守最佳实践原则；
+- 🎉 学习过程优先选择较新的软件版本，因为新版踩坑一定比老版更多，坑踩的多了，技能也就提高了，遇到新问题可以见招拆招、对症下药；
+- 🚀 ...
+
+---
+## 第一期架构图
+原图 [.file/.doc/SZT-bigdata-2.png](.file/.doc/SZT-bigdata-2.png)
+
+
+
+```
+数字标记不分先后顺序，对应代码：
+1-cn.java666.sztcommon.util.SZTData
+2-cn.java666.etlflink.app.Jsons2Redis
+3-cn.java666.etlspringboot.controller.RedisController#get
+4-cn.java666.etlflink.app.Redis2ES
+5-cn.java666.etlflink.app.Redis2Csv
+6-Hive sql 脚本（开发维护成本最低）
+7-Saprk 程序（开发维护成本最高，但是功能更强）
+8-HUE 方便查询和展示 Hive 数据
+9-cn.java666.etlflink.app.Redis2HBase
+10、14-cn.java666.szthbase.controller.KafkaListen#sink2Hbase
+11-cn.java666.etlflink.app.Redis2HBase
+12-CDH HDFS+HUE+Hbase+Hive 一站式查询
+13-cn.java666.etlflink.app.Redis2Kafka
+15-cn.java666.sztflink.realtime.Kafka2MyCH
+16-cn.java666.sztflink.realtime.sink.MyClickhouseSinkFun
+
+```
+
+---
+
+## 核心技术栈 + 版本选择 + 点评 (持续更新)⚡：
+
+
+- Java-1.8/Scala-2.11，生态丰富，轮子够多；
+- Flink-1.10，流式业务、ETL 首选。发展势头如日中天，阿里巴巴背书，轻快灵活、健步如飞；就问你信不信马云？？？😚😚😚
+- Redis-3.2，天然去重，自动排序，除了快还是快。廉价版硬盘实现同类产品 SSDB。Win10|CentOS7|Docker Redis-3.2 三选一，CentOS REPL yum 安装默认使用3.2版本；
+- Kafka-2.1，消息队列业务解耦、流量消峰、订阅发布场景首选。最佳 CP：kafka-eagle-1.4.5，集生产、消费、Ksql、大屏、监控、报警于一身，同时监控 zk。其他我用过的 Kafka 监控组件最后都放弃了：
+ - KafkaOffsetMonitor 问题太多，丑拒；
+ - Kafka Manager，已更名为 CMAK，老外写的软件用起来就觉得很别扭，而且最高只兼容 Kafka 0.11，但是 Kafka 官方已经升级到 2.4 了啊喂；
+ - 其他各种开源的 Kafka 监控基本都试过，一个能打的都没有。
+- Zookeeper-3.4.5，集群基础依赖，选举时 ID 越大越优势，通过会话机制维护各组件在线状态；
+- CDH-6.2，解决了程序员最难搞的软件兼容性问题，全家桶服务一键安装；
+- Docker-19，最快速度部署一款新软件，无侵入、无污染、快速扩容、服务打包。如果当前没有合适的运行环境，那么 docker 一定是首选；
+- SpringBoot-2.13，通用 JAVA 生态，敏捷开发必备；
+- knife4j-2.0，前身为 swagger-bootstrap-ui，REST API 项目调试简直不要太方便，秒杀原版丝袜哥十个数量级；
+- Elasticsearch-7，全文检索领域唯一靠谱的数据库，搜索引擎核心服务，亿级数据毫秒响应，真实时，坑也多🔊🔊🔊；
+- Kibana-7.4，ELK 全家桶成员，前端可视化，小白也不怕；
+- ClickHouse，家喻户晓的 nginx 服务器就是俄罗斯的代表作，接下来大红大紫的 clickhouse 同样身轻如燕，但是性能远超目前市面所有同类数据库，存储容量可达PB级别。目前资料还不多，正在学习中；
+- MongoDB-4.0，文档数据库，对 Json 数据比较友好，主要用于爬虫数据库；
+- Spark-2.3，目前国内大数据框架实时微批处理、离线批处理主流方案。这个组件太吃资源了，曾经在我开发时，把我的笔记本搞到蓝屏，于是我直接远程提交到 spark 集群了。接下来预计 Flink 开始表演了🦘，真的用了更快的框架就爱上了😍😍😍；
+- Hive-2.1，Hadoop 生态数仓必备，大数据离线处理 OLAP 结构化数据库，准确来说是个 HQL 解析器，查询语法接近 Mysql，就是窗口函数比较复杂😭😭😭；
+- Impala-3.2，像羚羊一样轻快矫健，同样的 hive sql 复杂查询，impala 毫秒级返回，hive 却需要80秒左右甚至更多；
+- HBase-2.1 + Phoenix，Hadoop 生态下的非结构化数据库，HBase 的灵魂设计就是 rowkey 和多版本控制，凤凰嫁接 hbase 可以实现更复杂的业务；
+- Kylin-2.5，麒麟多维预分析系统，依赖内存快速计算，但是局限性有点多啊，适用于业务特别稳定，纬度固定少变的场景，渣渣机器就别试了，内存太小带不起；
+- HUE-4.3，CDH 全家桶赠送的，强调用户体验，操作数仓很方便，权限控制、hive + impala 查询、hdfs 文件管理、oozie 任务调度脚本编写全靠他了；
+- 阿里巴巴 DataX，异构数据源同步工具，主持大部分主流数据库，甚至可以自己开发插件，马云家的东西，我选你！！！如果你觉得这还满足不了你的特殊业务需求，那么推荐你用 FlinkX，基于 Flink 的分布式数据同步工具。理论上你也可以自己开发插件；
+- Oozie-5.1，本身 UI 奇丑，但是配合 HUE 食用尚可接受，主要用来编写和运行任务调度脚本；
+- Sqoop-1.4，主要用来从 Mysql 导出业务数据到 HDFS 数仓，反过来也行；
+- Mysql-5.7，程序员都要用的吧，如果说全世界程序员都会用的语言，那一定是 SQL。Mysql 8.0 普及率不够高，MariaDB 暂不推荐，复杂的函数不兼容 Mysql，数据库这么基础的依赖组件出了问题你就哭吧；
+- Hadoop3.0（HDFS+Yarn），HDFS 是目前大数据领域最主流的分布式海量数据存储系统，这里的 Yarn 特指 hadoop 生态，主要用来分配集群资源，自带执行引擎 MR；
+- 阿里巴巴 DataV 可视化展示；
+- ...
+
+> 我发现越来越多的国产开源软件用户体验值得肯定。。。
+
+---
+
+## 准备工作🍬：
+以下是我的开发环境，仅作参考：
+
+- Win10 IDEA 2019.3 旗舰版，JAVA|Scala 开发必备，集万般功能于一身；
+- Win10 DBeaver 企业版 6.3，秒杀全宇宙所有数据库客户端，几乎一切常用数据库都可以连，选好驱动是关键；
+- Win10 Sublime Text3，地表最强轻量级编辑器，光速启动，无限量插件，主要用来编辑零散文件、markdown 实时预览、写前端特别友好（虽然我不擅长🖐🖐🖐），速度快到完全不用担心软件跟不上你的手速；
+- 其他一些实用工具参考我的博客：https://java666.cn/#/AboutMe
+- CentOS7 CDH-6.2 集群，包含如下组件，对应的主机角色和配置如图，集群至少需要40 GB 总内存，才可以满足基本使用，不差钱的前提下，RAM 当然是合理范围内越大越好啦，鲁迅都说“天下武功唯快不破”；我们的追求是越快越好；
+
+
+
+
+
+
+
+如果你选用原版 Apache 组件搭建大数据集群，那么你会有踩不完的坑。我的头发不够掉了，所以我选 ~~CDH~~ 【2021 年以后，CDH 彻底收费，学习阶段不再推荐，USDP 可以尝试一下，但是占用内存台多，强行部署请准备好足够的硬件，建议的集群配置是 32G RAM * 3，。补充：随着 Hadoop 生态的软件迭代，兼容性问题日趋严重，为了解决兼容问题，推荐自行部署 Apache 版本的原生 Hadoop 集群，你可以从头到尾编译和定制自己的每一个组件每一行代码】
+
+
+
+## 物理机配置💎：
+
+- 以上软件分开部署在我的三台电脑上，Win10 笔记本 VMware + Win10 台式机 VMware + 古董笔记本 CentOS7。物理机全都配置 SSD + 千兆以太网卡，HDFS 需要最快的网卡。好马配好鞍，当然你得有个千兆交换机配合千兆网线，木桶原理警告！！！🎈🎈🎈
+
+- 有个机架当然再好不过了，哈哈哈。。。
+
+
+- 如果你有一台超过 16G RAM 的闲置 Linux 主机，可以尝试使用更快的方式初始化本项目的 hadoop 集群环境，使用 vagrant 批量部署集群，快速体验：
+```shell
+# 在 linux 机器（RAM > 16G）执行以下命令，目前只兼容 centos7
+# 强烈要求使用科学上网环境！！！
+# 强烈要求使用科学上网环境！！！
+# 强烈要求使用科学上网环境！！！
+# 科学上网环境部署：https://github.com/juewuy/ShellClash
+
+curl -sSL https://raw.githubusercontent.com/geekyouth/vagrant/main/start.sh | sh -x
+```
+
+- 如果你想避免网线牵来牵去，可以采用电力猫实现分布式家庭组网方案；
+
+---
+
+## 数据源🌍：
+- 深圳市政府数据开放平台，深圳通刷卡数据 133.7 万条【离线数据】貌似已经停止服务😒：
+https://opendata.sz.gov.cn/data/api/toApiDetails/29200_00403601
+- 备用数据源(之前上传的一批 jsons 数据有些纰漏，于是重新整理压缩后放到本仓库中，速度慢的同学可以尝试码云 )：
+[.file/2018record3.zip](.file/2018record3.zip)
+
+理论上可以当作实时数据，但是这个接口响应太慢了，如果采用 kafka 队列方式，也可以模拟出实时效果。
+
+本项目采用离线 + 实时思路 多种方案处理。
+
+---
+
+## 开发进度🥇：
+> 准备好 java、scala、大数据开发常用的环境，比如 IDEA、VMware 虚拟机、CDH等，然后手机静音盖上，跟我一起左手画个龙，右手划一道彩虹，开始表演吧🤪
+
+---
+
+### 1- 获取数据源的 appKey：
+ https://opendata.sz.gov.cn/data/api/toApiDetails/29200_00403601
+
+---
+
+### 2- 代码开发：
+
+#### 2.1- 调用 `cn.java666.etlspringboot.source.SZTData#saveData` 获取原始数据存盘 `/tmp/szt-data/szt-data-page.jsons`，核对数据量 1337，注意这里每条数据包含1000条子数据；
+
+---
+
+#### 2.2- 调用 `cn.java666.etlflink.sink.RedisSinkPageJson#main` 实现 etl 清洗，去除重复数据，redis 天然去重排序，保证数据干净有序，跑完后核对 redis 数据量 1337。
+
+---
+
+#### 2.3- redis 查询，redis-cli 登录后执行 ` hget szt:pageJson 1 `
+或者 dbeaver 可视化查询：
+
+
+---
+
+#### 2.4- `cn.java666.etlspringboot.EtlSApp#main` 启动后，也可以用 knife4j 在线调试 REST API：
+
+
+
+
+---
+
+#### 2.5- `cn.java666.etlflink.source.MyRedisSourceFun#run` 清洗数据发现 133.7 万数据中，有小部分源数据字段数为9，缺少两个字段：station、car_no；丢弃脏数据。
+
+合格源数据示例：
+```json
+{
+ "deal_date": "2018-08-31 21:15:55",
+ "close_date": "2018-09-01 00:00:00",
+ "card_no": "CBHGDEEJB",
+ "deal_value": "0",
+ "deal_type": "地铁入站",
+ "company_name": "地铁五号线",
+ "car_no": "IGT-104",
+ "station": "布吉",
+ "conn_mark": "0",
+ "deal_money": "0",
+ "equ_no": "263032104"
+}
+```
+不合格的源数据示例：
+```json
+{
+ "deal_date": "2018-09-01 05:24:22",
+ "close_date": "2018-09-01 00:00:00",
+ "card_no": "HHAAABGEH",
+ "deal_value": "0",
+ "deal_type": "地铁入站",
+ "company_name": "地铁一号线",
+ "conn_mark": "0",
+ "deal_money": "0",
+ "equ_no": "268005140"
+}
+```
+
+---
+
+#### 2.6- `cn.java666.etlflink.app.Redis2Kafka#main` 根据需求推送满足业务要求的源数据到 kafka，`topic-flink-szt-all` 保留了所有源数据 1337000 条， `topic-flink-szt` 仅包含清洗合格的源数据 1266039 条。
+
+---
+
+#### 2.7- kafka-eagle 监控查看 topic，基于原版去掉了背景图，漂亮多了：
+
+
+
+
+ksql 命令查询： `select * from "topic-flink-szt" where "partition" in (0) limit 1000`
+
+
+
+---
+
+#### 2.8- `cn.java666.etlflink.app.Redis2Csv#main` 实现了 flink sink csv 格式文件，并且支持按天分块保存。
+
+
+---
+
+#### 2.9- `cn.java666.etlflink.app.Redis2ES#main` 实现了 ES 存储源数据。实现实时全文检索，实时跟踪深圳通刷卡数据。
+
+这个模块涉及技术细节比较多，如果没有 ES 使用经验，可以先做下功课，不然的话会很懵。
+
+我之前在处理 ES 各种问题踩了不少坑，熬了不少通宵，掉了很多头发。
+
+**遇到问题心态要稳，因为你今天处理了一个问题，明天接触新的版本新的框架大概率又会出现新的问题**。。🥺🥺🥺
+
+所以最佳实践很重要！！！
+
+> **👇👇👇这部分内容有更新：修正了上一个版本时区问题。**
+
+🎬接下来，让我们时光倒流，回到 2018-09-01这一天，调整 kibana 面板时间范围 `2018-09-01 00:00:00.000~2018-09-01 23:59:59.999`，看看当天深圳通刷卡记录的统计图曲线走向是否科学，间接验证数据源的完整性。
+
+修正时区后统计数量，字段完整的合格源数据 1266039 条，2018-09-01全天 1229180 条。
+
+
+图中可以看出 2018-09-01 这一天刷卡记录集中在上午6点~12点之间，早高峰数据比较吻合，虽然这一天是周六，高峰期不是特别明显。我们继续缩放 kibana 时间轴看看更详细的曲线：
+
+
+回顾一下本项目 ETL 处理流程：
+> 1337000 条源数据清洗去除字段不全的脏数据，剩余的合格数据条数 1266039 已经进入 ES 索引 `szt-data`
+
+> 在 1266039 条合格数据中，有 1227234 条数据集中在 2018-09-01 这一天的上午时段；
+
+> 我们暂且相信上午时段的数据是真实的，那么是否说明官方提供的数据并不是全部的当天完整刷卡数据？？？
+
+> 如果按照上午的刷卡量来估测全天的刷卡量，考虑到是周六，那么深圳通全天的刷卡记录数据应该在 122万 X 2 左右，当然这么武断的判断方式不是程序员的风格，接下来我们用科学的大数据分析方式来研究这些数据背后的意义。
+
+注意，ES 大坑：
+- ES 存数据时，带有时间字段的数据如何实时展示到 kibana 的图表面板上？
+🤣需要在存入 index 之前设置字段映射。参考格式，不要照抄！！！
+```json
+{
+ "properties": {
+ "deal_date": {
+ "format": "yyyy-MM-dd HH:mm:ss",
+ "type": "date"
+ }
+ }
+}
+```
+这里并没有指定时区信息，但是 ES 默认使用 0 时区，这个软件很坑，无法设置全局默认时区。但是很多软件产生的数据都是默认机器所在时区，国内就是东八区。因为我们的源始数据本身也没有包含时区信息，这里我不想改源数据，那就假装自己在 ES 的 0 时区。同时需要修改 kibana 默认时区为 UTC，才可以保证 kibana 索引图表时间轴正确对位。不过这并不是一个科学的解决方案。
+
+**如果是企业项目，必须要用数据质量监控软件！！！要不然得有多少背锅侠要杀去祭天😂😂😂，数据可以没有但是千万不能错。**
+
+- ES 存数据时，需要使用 json 格式包装数据，不符合json 语法的纯字符无法保存；
+- ES 序列化复杂的 bean 对象时，如果 fastjson 报错，推荐使用 Gson，很强！
+
+### TIPS😙😙😙：
+- Gson 相比 fastjson：Gson 序列化能力更强，但是 反序列化时，fastjson 速度更快。
+
+---
+
+#### 2.10- 查看 ES 数据库卡号，对比自己的深圳通地铁卡，逐渐发现了一些脱敏规律。
+日志当中卡号脱敏字段密文反解猜想：
+由脱敏的密文卡号反推真实卡号，因为所有卡号密文当中没有J开头的数据，
+但是有A开头的数据，A != 0，而且出现了 BCDEFGHIJ 没有 K，所以猜想卡号映射关系如图！！！
+
+类似摩斯电码解密。。。我现在还不确定这个解密方式是否正确🙄🙄🙄
+
+---
+
+#### 2.11- `cn.java666.sztcommon.util.ParseCardNo#parse` 实现了支持自动识别卡号明文和密文、一键互转功能。 `cn.java666.etlspringboot.controller.CardController#get` 实现了卡号明文和密文互转 REST API。
+
+
+---
+
+### 3- 搭建数仓：深圳地铁数仓建模
+
+#### 3.1- 第一步，分析业务
+确定业务流程 ---> 声明粒度 ---> 确定维度 ---> 确定事实
+
+
+
+#### 3.2- 第二步，规划数仓结构
+参考行业通用的数仓分层模式：ODS、DWD、DWS、ADS，虽然原始数据很简单，但是我们依然使用规范的流程设计数据仓库。
+
+- 第一层：ODS 原始数据层
+```
+ods/ods_szt_data/day=2018-09-01/
+# szt_szt_page/day=2018-09-01/
+```
+
+- 第二层：DWD 清洗降维层
+ 区分维表 dim_ 和事实表 fact_，为了使粒度更加细化，我们把进站和出站记录分开，巴士数据暂不考虑。
+```
+dwd_fact_szt_in_detail 进站事实详情表
+dwd_fact_szt_out_detail 出站事实详情表
+dwd_fact_szt_in_out_detail 地铁进出站总表
+```
+
+- 第三层：DWS 宽表层
+```
+dws_card_record_day_wide 每卡每日行程记录宽表【单卡单日所有出行记录】
+```
+
+- 第四层：ADS 业务指标层【待补充】
+```
+【体现进站压力】 每站进站人次排行榜
+ ads_in_station_day_top
+【体现出站压力】 每站出站人次排行榜
+ ads_out_station_day_top
+【体现进出站压力】 每站进出站人次排行榜
+ ads_in_out_station_day_top
+【体现通勤车费最多】 每卡日消费排行
+ ads_card_deal_day_top
+【体现线路运输贡献度】 每线路单日运输乘客总次数排行榜，进站算一次，出站并且联程算一次
+ ads_line_send_passengers_day_top
+【体现利用率最高的车站区间】 每日运输乘客最多的车站区间排行榜
+ ads_stations_send_passengers_day_top
+【体现线路的平均通勤时间，运输效率】 每条线路单程直达乘客耗时平均值排行榜
+ ads_line_single_ride_average_time_day_top
+【体现深圳地铁全市乘客平均通勤时间】 所有乘客从上车到下车间隔时间平均值
+ ads_all_passengers_single_ride_spend_time_average
+【体现通勤时间最长的乘客】 单日从上车到下车间隔时间排行榜
+ ads_passenger_spend_time_day_top
+【体现车站配置】 每个站点进出站闸机数量排行榜
+ 每个站点入站闸机数量 ads_station_in_equ_num_top
+ 每个站点出站闸机数量 ads_station_out_equ_num_top
+【体现各线路综合服务水平】 各线路进出站闸机数排行榜
+ 各线路进站闸机数排行榜 ads_line_in_equ_num_top.png
+ 各线路出站闸机数排行榜 ads_line_out_equ_num_top
+【体现收入最多的车站】 出站交易收入排行榜
+ ads_station_deal_day_top
+【体现收入最多的线路】 出站交易所在线路收入排行榜
+ ads_line_deal_day_top
+【体现换乘比例、乘车体验】 每天每线路换乘出站乘客百分比排行榜
+ ads_conn_ratio_day_top
+【体现每条线的深圳通乘车卡普及程度 9.5 折优惠】 出站交易优惠人数百分比排行榜
+ ads_line_sale_ratio_top
+【体现换乘的心酸】 换乘耗时最久的乘客排行榜
+ ads_conn_spend_time_top
+【体现线路拥挤程度】 上车以后还没下车，每分钟、小时每条线在线人数
+ ads_on_line_min_top
+```
+
+#### 3.3- 第三步：建库建表计算指标
+hdfs 关闭权限检查。hive 设置保存目录 /warehouse；
+hue 创建 hue 用户，赋予超级组。hue 切换到 hue 用户，执行 hive sql 建库 szt；
+库下面建目录 ods dwd dws ads；
+
+上传原始数据到 /warehouse/szt.db/ods/
+szt-etl-data.csv szt-etl-data_2018-09-01.csv szt-page.jsons
+
+查看： `hdfs dfs -ls -h hdfs://cdh231:8020/warehouse/szt.db/ods/`
+
+接下来使用 HUE 按照 `sql/hive.sql` 依次执行 HQL 语句.....
+
+> 也可以使用 IDEA Database 工具栏操作，附送idea cdh hive 完美驱动 ：
+
+
+> 也可以使用 DBeaver （我只想说， 上古产品 Sqlyog、navicat、heidisql、workbench 全都是战五渣），因为有时候复杂的查询可以一边执行一边在另一个客户端工具查看结果，这对于复杂的嵌套查询 debug 非常有助于分析和跟踪问题。DBeaver 客户端自带图表，不过没有 HUE 好看：
+
+
+---
+
+已经完成的指标分析：
+
+---
+
+##### 3.3.1 - 深圳地铁进站人次排行榜：
+**2018-09-01，当天依次为：五和、布吉、丹竹头，数据说明当天这几个站点进站人数最多。**
+
+
+
+
+
+---
+
+##### 3.3.2 - 深圳地铁出站人次排行榜：
+**2018-09-01，当天出站乘客主要去向分别为：深圳北高铁站、罗湖火车站、福田口岸。**
+
+
+
+
+
+---
+
+##### 3.3.3- 深圳地铁进出站总人次排行榜：
+**2018-09-01，当天车站吞吐量排行榜：
+五和站？？？、布吉站（深圳东火车站）、罗湖站（深圳火车站）、深圳北（深圳北高铁站）。。。
+五和站为什么这么秀？？？ 🚀**
+
+
+
+---
+
+##### 3.3.4- 深圳地铁乘客车费排行榜：
+**2018-09-01，当天车费最高的乘客花了 48 元人民币
+🚄🚄🚄 说明：深圳通地铁卡不记名，未涉及个人隐私！！！**
+
+
+
+---
+
+##### 3.3.5- 深圳地铁各线路单日发送旅客排行榜：
+**2018-09-01，当天五号线客运量遥遥领先，龙岗线碾压一号线，心疼龙岗人民！😳**
+
+
+
+---
+
+##### 3.3.6- 深圳地铁每日运输乘客最多的区间排行榜：
+**2018-09-01当天前三名分别是：赤尾>华强北，福民>福田口岸，五和>深圳北**
+
+
+
+---
+
+##### 3.3.7- 深圳地铁每条线路单程直达乘客耗时平均值排行榜：
+**2018-09-01，当天五号线单程直达乘客平均耗时1500s，约合25分钟，平均值最长的是 11号线，平均耗时 40 分钟**
+
+
+
+---
+
+##### 3.3.8- 深圳地铁所有乘客通勤时间平均值：
+**2018-09-01，当天所有乘客通勤时间平均值 1791 s，约合 30 分钟**
+
+
+
+---
+
+##### 3.3.9- 深圳地铁所有乘客通勤时间排行榜：
+**2018-09-01，当天所有乘客通勤时间排行榜，站内滞留最久的乘客间隔 17123 秒，约合 4.75 小时，实际情况只需要 20 分钟车程，难道是进站搞事情？？？**
+
+
+
+
+
+---
+
+##### 3.3.10- 深圳地铁每个站点进出站闸机数量排行榜：
+**2018-09-01，当天福田站双项第一**
+
+
+
+
+---
+
+##### 3.3.11- 深圳地铁各线路进出站闸机数量排行榜：
+**2018-09-01，当天深圳地铁一号线长脸了@_@，两个指标都是第一，港铁四号线全部垫底，后妈养的？？？**
+
+
+
+
+---
+
+##### 3.3.12- 深圳地铁各站收入排行榜：
+**2018-09-01，当天上午深圳北站收入 4 万元人民币，排名第一**
+
+
+---
+
+##### 3.3.12- 深圳地铁各线路收入排行榜：
+**2018-09-01，数据显示一号线依然是深圳地铁最多收入的线路，1号线上午收入 30 万元人民币，其次是五号线紧随其后**
+
+
+---
+
+##### 3.3.13- 深圳地铁各线路换乘出站乘客百分比排行榜：
+**换乘后从五号线出来的乘客是占比最高的 15.6%，从九号线出站的乘客，换乘比例最低，仅 9.42%**
+
+
+---
+
+##### 3.3.14- 深圳地铁各线路直达乘客优惠人次百分比排行榜：
+**目前可以确定的是，持有深圳通地铁卡可以享受9.5折优惠乘坐地铁，从统计结果看，2018-09-01当天，七号线使用地铁卡优惠的乘客人次占比最高，达到 90.36%，排名最低的是五号线，占比 84.3%**
+
+
+---
+
+##### 3.3.15- 深圳地铁换乘时间最久的乘客排行榜：
+**统计过程发现难以理解的现象，有几个乘客进站以后，没有刷卡出站就换乘了公交车，于是出现了同一个地铁站进出站，但是标记为联程的记录**
+
+
+
+
+---
+
+### 4- 新增模块：SZT-kafka-hbase
+SZT-kafka-hbase project for Spring Boot2
+看过开源的 spring-boot-starter-hbase、spring-data-hadoop-hbase，基础依赖过于老旧，长期不更新；引入过程繁琐，而且 API 粒度受限；数据库连接没有复用，导致数据库服务读写成本太高。
+
+于是自己实现了 hbase-2.1 + springboot-2.1.13 + kafka-2.0 的集成，一个长会话完成 hbase 连续的增删改查👑👑👑，降低服务器资源的开销。
+
+
+
+主要特色：
+
+- knife4j 在线调试，点击鼠标即可完成 hbase 写入和查询，再也不用记住繁琐的命令😏😏😏。
+
+- hbase 列族版本历史设置为 10，支持配置文件级别的修改。可以查询某卡号最近 10 次交易记录。
+
+- hbase rowkey 设计为卡号反转，使得字典排序过程消耗的服务器算力在分布式环境更加均衡。
+
+- 全自动的建库建表【本项目的 hbase 命名空间为 szt】，实现幂等操作，无需担心 hbase 数据库的污染。
+
+效果展示：
+
+- 准备部署完成的 hbase，适当修改本项目配置文件，运行 SZT-kafka-hbase 项目，效果如下：
+
+启动：
+
+
+api-debug，随便写点东西进去，狂点发送。能写多快就考验你的手速了😏😏😏：
+
+
+hue-hbase 查表：
+
+
+hue-hbase 查看历史版本：
+
+
+hbase-shell 命令：
+全表扫描，返回十个版本格式化为字符串显示，压榨服务器性能的时候到啦！！！😝😝😝
+`scan 'szt:data', {FORMATTER => 'toString',VERSIONS=>10}`
+
+
+
+---
+
+- 接下来接入 kafka 🎯🎯🎯
+启动 `cn.java666.etlflink.app.Redis2Kafka`，生产消息，适当调慢生产速度，以免机器崩溃。
+不出意外的话，你会看到 SZT-kafka-hbase 项目的控制台打印了日志：
+
+
+
+如果 hbase 崩溃了，看看内存够不够，我就直接怼上 2GB X 3 个节点🌟🌟🌟：
+
+
+
+### 5- `SZT-flink` 模块新增 `cn.java666.etlflink.app.Json2HBase`
+实现了从 redis 或者其他数据源取出 json 串，保存到 hbase 表。本项目中从 redis 获取 json（当然更推荐 kafka），通过 flink 清洗存到 hbase flink:flink2hbase 表中。用于实时保存深圳通刷卡记录，通过卡号查询可以获取卡号最近10次（如果有10次）交易记录。
+
+
+
+> 简化了上一版 hbase 写入 bean 的方式，JSON 再一次赢得掌声😏😏😏。
+
+```scala
+val keys = jsonObj.keySet().toList
+val size = keys.size()
+
+for (i <- 0 until size) {
+ val key = keys.get(i)
+ val value = jsonObj.getStr(key)
+ putCell(card_no_re, cf, key, value)
+}
+```
+
+---
+
+### 6- 新增实时处理模块 SZT-flink
+完成 flink 读取 kafka，存到 clickhouse 功能。
+
+
+
+
+
+---
+
+...继续开发中🛠🛠🛠...
+
+---
+
+## TODO🔔🔔🔔:
+- [x] 解析 redis pageJson，转换数据格式为最小数据单元存到 csv，减少原始数据的冗余字符，方便存取和传输。丰富数据源的格式，兼容更多的实现方案；
+- [x] 推送 kafka，使用队列传输数据；
+- [x] 存入 elasticsearch，使用全文检索实现实时搜索，kibana 可视化展示；
+- [x] 数仓建模：ODS、DWD、DWS、ADS
+- [x] hive on spark 数仓建模、分析计算；
+- [x] spark on hive，本地开发 spark 程序，操作远程 hive 数据库；
+- [ ] 刷卡记录实时写入 hbase，支持最近交易记录的查询；
+- [-] ~~oozie 调度，数据太少啊 嘤嘤嘤~~😮😮😮;
+- [ ] 实时思路分析数据：flink 流式实时分析早晚高峰站点压力排行；
+- [ ] 离线思路分析数据：spark 微批处理；
+- [ ] DataV 可视化大屏展示；
+
+---
+
+
+## 更新日志🌥：
+- 2022-05-28:
+ - 更新 fastjson，修复高危漏洞
+ - 格式化代码，使用空格替换制表符
+ - 添加 “反996”、apache-2.0 开源许可证
+
+- 2020-05-25：
+ - flink 实时流处理功能部分上线。完成 flink 读取 kafka，存到 clickhouse 模块；
+ - 补充第一期开发计划架构图；
+ - 下一步，计划开发数据湖中台解决方案，规模比较大。目前这个项目已经初现雏形，短期内以维护和优化为主【原则就是先上线后迭代】；
+
+- 2020-05-22:
+ - 补充第一期开发计划的架构图，帮助理解整个业务流程；
+
+- 2020-05-14：
+ - `RedisSinkPageJson` 从 `package cn.java666.etlflink.sink` 移到 `package cn.java666.etlflink.app` 更名为 `Jsons2Redis`，方便归类，该模块用于解析原始数据多行json到redis；
+
+- 2020-05-01：
+ - 实现了从 redis 或者其他数据源取出 json 串，保存到 hbase 表；
+ - 实现了 hbase-2.1 + springboot-2.1.13 + kafka-2.0 的集成；
+ - 实时消费 kafka 消息存到 hbase 数据库，支持实时查询某卡号最近 n 次交易记录；
+
+- 2020-04-30：
+ - 实现了 hbase-2.1 + springboot-2.1.13 的集成，一个长会话完成 hbase 连续的增删改查👑👑👑，降低服务器资源的开销。
+
+
+- 2020-04-27：
+ - 彻底的解决了静态资源无法热部署的问题；
+```
+
+ org.springframework.boot
+ spring-boot-devtools
+ runtime
+ true
+
+
+######################### 实时热部署 ###################################
+#"关闭缓存, 即时刷新"
+spring.freemarker.cache=false
+spring.thymeleaf.cache=false
+
+#热部署生效
+spring.devtools.restart.enabled=true
+#是否支持livereload
+spring.devtools.livereload.enabled=true
+#设置重启的目录,添加那个目录的文件需要restart
+spring.devtools.restart.additional-paths=src/main/*
+#设置不需要重启的目录
+#spring.devtools.restart.exclude=static/**,public/**
+```
+
+- 202-04-27:
+ - 完成所有线路规划+换乘方案的抓取入库，合计 45932 条；
+ - 解决了 hive 注释乱码问题；
+```
+alter table COLUMNS_V2 modify column COMMENT varchar(256) character set utf8;
+alter table TABLE_PARAMS modify column PARAM_VALUE varchar(4000) character set utf8;
+alter table PARTITION_PARAMS modify column PARAM_VALUE varchar(4000) character set utf8;
+alter table PARTITION_KEYS modify column PKEY_COMMENT varchar(4000) character set utf8;
+alter table INDEX_PARAMS modify column PARAM_VALUE varchar(4000) character set utf8;
+```
+
+- 2020-04-24：
+ - 完成新的指标计算任务：深圳地铁各线路换乘出站乘客百分比排行榜；
+ - 完成新的指标计算任务：深圳地铁各线路直达乘客优惠人次百分比排行榜；
+
+- 2020-04-23：
+ - 完成新的指标计算任务：深圳地铁各线路单程直达乘客耗时平均值排行榜；
+ - 完成新的指标计算任务：深圳地铁所有乘客通勤时间平均值；
+ - 完成新的指标计算任务：深圳地铁所有乘客通勤时间排行榜（倒序）；
+ - 完成新的指标计算任务：深圳地铁各站点、线路，进站、出站闸机数排行榜；
+ - 完成新的指标计算任务：深圳地铁各站点、线路，收入排行榜；
+
+- 2020-04-22：
+ - 更新文档；
+ - 完成新的指标计算任务：每日运输乘客最多的区间排行榜；
+
+- 2020-04-21:
+ - 新增模块：SZT-spark-hive，本地开发 spark 程序，操作远程 Hive 数据库；
+ - Debug：spark on hive 本地开发，远程提交 yarn 踩坑，主要是为了缓解开发主机的压力；
+
+- 2020-04-20：
+ - 更新项目文档；
+ - 自制项目 logo；
+ - 继续写 SQL 计算新指标，本打算切到 hive 3.1 使用 TEZ 引擎，但是 hive on spark 速度已经很给力了，至少是 MR 引擎的 10 倍速度，先用着；
+
+- 2020-04-19：
+ - vmware 虚拟机扩容时误删系统文件`rm -rf /usr/` 🥵，好在 HDFS、Kafka、ES 自带副本机制，而且大部分业务数据都是挂载到外部磁盘，所以重要数据和组件日志基本没丢。cdh 集群添加了新的节点；
+ - 恢复工作环境，从 hive on MR 切换到 hive on spark；
+
+- 2020-04-18：
+ - 规划数仓，搭建数仓环境；
+
+- 2020-04-17
+ - 修正错别字；
+ - 发布v0.12;
+
+- 2020-04-16
+ - 重构项目；
+ - 补充文档
+ - 发布v0.1
+
+- 2020-04-15
+ - 增加 common 模块，拆分解耦；
+ - 支持自动识别卡号明文和密文，一键互转，提供 REST API；
+ - 修复 ES 时区导致的错误统计数量；
+ - Redis2Csv 实现了按天转换 csv 存盘；
+
+- 2020-04-14
+ - 重构；
+ - 完成 csv 格式文件的抽取；
+ - 添加 GPL-3 开源证书，鼓励开源分发；
+ - 添加徽标；
+ - 完成写入 ES 数据库，添加时间映射,kibana 实时查看刷卡数据统计曲线的变化；
+
+- 2020-04-13
+ - 项目初始化；
+ - 完成数据源清洗去重，存到 redis；
+ - 完成 redis 查询 REST API 的开发；
+ - 完成 flink 自定义 source redis 的开发，并且更细粒度清洗源数据；
+ - 完成 推送源数据到 kafka；
+
+
+## 联系😪：
+欢迎交流技术，接头暗号`github`
+
+
+> 百度和谷歌能找到的问题就不要再问了！很累的😕😕😕
+
+## 补充💌💌💌：
+- 不开小密圈；
+- 不卖课、不卖教程；
+- 不求赞，不求粉；
+- 不发广告、不骚扰；
+- 不割韭菜
+- 不恰饭
+- 偶尔发点视频教程
+
+> 坚持原则和底线。
+
+比心🤞🤞🤞
+
+## 吐个槽🍦🍦🍦：
+程序员这辈子一定会遇到的三个问题：
+
+- 乱码问题🌚；
+- 时区不一致问题🌗；
+- 软件版本不兼容问题❄；
+
+## 教训：
+- 大数据程序员千万不能生产错误的数据，容忍程序运行失败、甚至没有输出数据，失败了可以跟踪原因，至少不会有脏数据。
+- 一旦数据错误，会影响后面的所有计算流程，甚至导致错误决策。
+
+
+---
+## 统计信息：
+
+
diff --git a/SZT-ETL/ETL-Flink/pom.xml b/SZT-ETL/ETL-Flink/pom.xml
new file mode 100644
index 0000000..c8de87b
--- /dev/null
+++ b/SZT-ETL/ETL-Flink/pom.xml
@@ -0,0 +1,200 @@
+
+
+ 4.0.0
+
+
+ cn.java666
+ SZT-ETL
+ 0.1
+
+
+ ETL-Flink
+
+
+ 该模块涉及技术栈：
+ flink-1.10
+ kafka-2.1
+ elasticsearch-7.0
+ hbase-1.4 (兼容 cdh-6.2 hbase-2.1)
+ redis-2.8 (兼容 redis-3.5)
+
+ 主要实现 flink 各种连接器的读写和 ETL
+
+
+
+
+ cn.java666
+ SZT-common
+ 0.1
+
+
+
+
+ org.apache.flink
+ flink-scala_${scala.binary.version}
+ ${flink.version}
+
+
+ scala-library
+ org.scala-lang
+
+
+ scala-parser-combinators_2.11
+ org.scala-lang.modules
+
+
+
+
+ org.apache.flink
+ flink-streaming-scala_${scala.binary.version}
+ ${flink.version}
+
+
+ slf4j-api
+ org.slf4j
+
+
+
+
+
+
+
+ org.apache.bahir
+ flink-connector-redis_2.11
+ 1.0
+
+
+
+
+ org.apache.flink
+ flink-connector-elasticsearch7_${scala.binary.version}
+ ${flink.version}
+
+
+
+
+ org.apache.lucene
+ lucene-core
+ 8.1.0
+
+
+
+
+
+ org.apache.flink
+ flink-connector-kafka-0.11_${scala.binary.version}
+ ${flink.version}
+
+
+
+
+ org.apache.flink
+ flink-hbase_${scala.binary.version}
+ ${flink.version}
+
+
+
+
+ cn.hutool
+ hutool-all
+ 5.2.5
+
+
+ com.alibaba
+ fastjson
+ 1.2.83
+
+
+ junit
+ junit
+ 4.12
+
+
+
+ com.google.code.gson
+ gson
+ 2.8.5
+
+
+ org.slf4j
+ slf4j-log4j12
+ ${slf4j.version}
+
+
+ log4j
+ log4j
+ ${log4j.version}
+
+
+
+ org.apache.hadoop
+ hadoop-client
+ 3.0.3
+
+
+
+
+
+
+
+
+ net.alchim31.maven
+ scala-maven-plugin
+ 3.4.6
+
+
+
+
+ testCompile
+ compile
+
+
+
+
+
+
+ org.apache.maven.plugins
+ maven-shade-plugin
+ 3.1.0
+
+ false
+
+
+
+ package
+
+ shade
+
+
+
+
+
+
+
+
+ reference.conf
+
+
+
+
+
+ *:*
+
+ META-INF/*.SF
+ META-INF/*.DSA
+ META-INF/*.RSA
+
+
+
+
+
+
+
+
+
+
+
+
+
diff --git a/SZT-ETL/ETL-Flink/src/main/resources/kafka.properties b/SZT-ETL/ETL-Flink/src/main/resources/kafka.properties
new file mode 100644
index 0000000..5fc61ae
--- /dev/null
+++ b/SZT-ETL/ETL-Flink/src/main/resources/kafka.properties
@@ -0,0 +1,5 @@
+kafka.broker-list=cdh231:9092,cdh232:9092,cdh233:9092
+
+#kafka.producer.topic=topic-flink-szt-all
+#kafka.producer.topic=topic-flink-szt-test
+kafka.producer.topic=topic-flink-szt
diff --git a/SZT-ETL/ETL-Flink/src/main/resources/logback.xml b/SZT-ETL/ETL-Flink/src/main/resources/logback.xml
new file mode 100644
index 0000000..f47fada
--- /dev/null
+++ b/SZT-ETL/ETL-Flink/src/main/resources/logback.xml
@@ -0,0 +1,14 @@
+
+
+
+
+
+ %d{HH:mm:ss.SSS} [%thread] %-5level %logger{36} - %msg%n
+
+
+
+
+
+
+
diff --git a/SZT-ETL/ETL-Flink/src/main/scala/cn/java666/etlflink/app/Jsons2Redis.scala b/SZT-ETL/ETL-Flink/src/main/scala/cn/java666/etlflink/app/Jsons2Redis.scala
new file mode 100644
index 0000000..5dc140e
--- /dev/null
+++ b/SZT-ETL/ETL-Flink/src/main/scala/cn/java666/etlflink/app/Jsons2Redis.scala
@@ -0,0 +1,48 @@
+package cn.java666.etlflink.app
+
+import com.alibaba.fastjson.{JSON, JSONObject}
+import org.apache.flink.streaming.api.scala._
+import org.apache.flink.streaming.connectors.redis.RedisSink
+import org.apache.flink.streaming.connectors.redis.common.config.FlinkJedisPoolConfig
+import org.apache.flink.streaming.connectors.redis.common.mapper.{RedisCommand, RedisCommandDescription, RedisMapper}
+
+/**
+ * @author Geek
+ * @date 2020-04-13 18:16:27
+ *
+ * 读取 jsons，存入 redis
+ * redis 排序去重 ok
+ *
+ */
+object Jsons2Redis {
+ val SVAE_PATH = "/tmp/szt-data/szt-data-page.jsons"
+
+ def main(args: Array[String]): Unit = {
+ val env = StreamExecutionEnvironment.getExecutionEnvironment
+ env.setParallelism(1)
+
+ val s = env.readTextFile(SVAE_PATH)
+ .filter(_.nonEmpty)
+ .map(x => {
+ JSON.parseObject(x)
+ })
+
+ //定义 redis 参数
+ val jedis = new FlinkJedisPoolConfig.Builder().setHost("localhost").build()
+
+ //存到 redis sink
+ s.addSink(new RedisSink(jedis, new MyRedisSinkFun))
+
+ env.execute("Jsons2Redis")
+ }
+}
+
+case class MyRedisSinkFun() extends RedisMapper[JSONObject] {
+ override def getCommandDescription: RedisCommandDescription = {
+ new RedisCommandDescription(RedisCommand.HSET, "szt:pageJson")
+ }
+
+ override def getKeyFromData(data: JSONObject): String = data.getIntValue("page").toString
+
+ override def getValueFromData(data: JSONObject): String = data.toString
+}
diff --git a/SZT-ETL/ETL-Flink/src/main/scala/cn/java666/etlflink/app/Redis2Csv.scala b/SZT-ETL/ETL-Flink/src/main/scala/cn/java666/etlflink/app/Redis2Csv.scala
new file mode 100644
index 0000000..ffe6278
--- /dev/null
+++ b/SZT-ETL/ETL-Flink/src/main/scala/cn/java666/etlflink/app/Redis2Csv.scala
@@ -0,0 +1,48 @@
+package cn.java666.etlflink.app
+
+import cn.java666.etlflink.sink.MyCsvSinkFun
+import cn.java666.etlflink.source.MyRedisSourceFun
+import com.alibaba.fastjson.JSON
+import org.apache.flink.streaming.api.scala._
+
+/**
+ * @author Geek
+ * @date 2020-04-14 04:35:36
+ *
+ * redis szt:pageJson 抽取源数据到 csv
+ *
+ * csv 按天保存
+ */
+object Redis2Csv {
+ def main(args: Array[String]): Unit = {
+ val env = StreamExecutionEnvironment.getExecutionEnvironment
+ env.setParallelism(1)
+
+ val ymd = "2018-09-01"
+
+ // 添加过滤器：source | transform | sink 三个地方都可以自由定制过滤规则。
+ env.addSource(new MyRedisSourceFun)
+ .filter(x => {
+ val json = JSON.parseObject(x)
+ val deal_date = json.getString("deal_date")
+ deal_date.startsWith(ymd)
+ })
+ .addSink(new MyCsvSinkFun(ymd))
+
+ env.execute("Redis2Csv")
+ }
+}
+
+/*
+"deal_date": "2018-08-31 22:14:50",
+"close_date": "2018-09-01 00:00:00",
+"card_no": "CBEHFCFCG",
+"deal_value": "0",
+"deal_type": "地铁入站",
+"company_name": "地铁五号线",
+"car_no": "IGT-105",
+"station": "布吉",
+"conn_mark": "0",
+"deal_money": "0",
+"equ_no": "263032105"
+*/
diff --git a/SZT-ETL/ETL-Flink/src/main/scala/cn/java666/etlflink/app/Redis2ES.scala b/SZT-ETL/ETL-Flink/src/main/scala/cn/java666/etlflink/app/Redis2ES.scala
new file mode 100644
index 0000000..41f1836
--- /dev/null
+++ b/SZT-ETL/ETL-Flink/src/main/scala/cn/java666/etlflink/app/Redis2ES.scala
@@ -0,0 +1,56 @@
+package cn.java666.etlflink.app
+
+import scala.collection.JavaConversions._
+
+import cn.java666.etlflink.sink.MyESSinkFun
+import cn.java666.etlflink.source.MyRedisSourceFun
+import org.apache.flink.streaming.api.scala._
+import org.apache.flink.streaming.connectors.elasticsearch7.ElasticsearchSink
+import org.apache.http.HttpHost
+
+// @formatter:off
+/**
+ * @author Geek
+ * @date 2020-04-14 17:06:40
+ *
+ * redis szt:pageJson 抽取源数据到 elasticsearch-7
+ *
+ * 注意，启动之前先为 szt-data 索引创建时间映射，否则看不到时时更新的kibana 图表
+
+{
+ "properties": {
+ "deal_date": {
+ "format": "yyyy-MM-dd HH:mm:ss",
+ "type": "date"
+ }
+ }
+
+ * 效果：.file/.pic/es-szt-data.png
+ *
+ * 今天又抓到一个坑，而且很久以前也遇到过，时区问题必须再次重申。
+ * ES 默认使用 0 时区，所以 kibana 也要设置 0 时区才可以保证没有时差。
+ * 但显示时间依然是 0时区，因为我们的源数据就不带时区信息，为了尊重原始数据，这里就不额外添加时区，假装我们在东八区。
+ *
+ */
+// @formatter:on
+object Redis2ES {
+ def main(args: Array[String]): Unit = {
+ val env = StreamExecutionEnvironment.getExecutionEnvironment
+ env.setParallelism(1)
+
+ val hosts = List[HttpHost](
+ new HttpHost("cdh231", 9200),
+ new HttpHost("cdh232", 9200),
+ new HttpHost("cdh233", 9200)
+ )
+
+ val esSink = new ElasticsearchSink.Builder(
+ hosts, new MyESSinkFun("szt-data")
+ ).build
+
+ env.addSource(new MyRedisSourceFun)
+ .addSink(esSink)
+
+ env.execute("Redis2ES")
+ }
+}
diff --git a/SZT-ETL/ETL-Flink/src/main/scala/cn/java666/etlflink/app/Redis2HBase.scala b/SZT-ETL/ETL-Flink/src/main/scala/cn/java666/etlflink/app/Redis2HBase.scala
new file mode 100644
index 0000000..324aa58
--- /dev/null
+++ b/SZT-ETL/ETL-Flink/src/main/scala/cn/java666/etlflink/app/Redis2HBase.scala
@@ -0,0 +1,32 @@
+package cn.java666.etlflink.app
+
+import scala.util.Random
+
+import cn.java666.etlflink.sink.MyHBaseSinkFun
+import cn.java666.etlflink.source.MyRedisSourceFun
+import org.apache.flink.streaming.api.scala._
+
+/**
+ * @author Geek
+ * @date 2020-05-01 11:13:13
+ *
+ * 从 redis 或者其他数据源取出 json 串，保存到 hbase 表。
+ *
+ */
+object Redis2HBase {
+ def main(args: Array[String]): Unit = {
+
+ val env = StreamExecutionEnvironment.getExecutionEnvironment
+ env.setParallelism(1)
+
+ env.addSource(new MyRedisSourceFun)
+ .map(x => {
+ //println(s"读取数据=$x")
+ Thread.sleep(Random.nextInt(100)) // 机器扛不住，假装休息一会
+ x
+ })
+ .addSink(new MyHBaseSinkFun("flink2hbase", "flink", 10))
+
+ env.execute("Kafka2HBase")
+ }
+}
diff --git a/SZT-ETL/ETL-Flink/src/main/scala/cn/java666/etlflink/app/Redis2Kafka.scala b/SZT-ETL/ETL-Flink/src/main/scala/cn/java666/etlflink/app/Redis2Kafka.scala
new file mode 100644
index 0000000..1fdc801
--- /dev/null
+++ b/SZT-ETL/ETL-Flink/src/main/scala/cn/java666/etlflink/app/Redis2Kafka.scala
@@ -0,0 +1,42 @@
+package cn.java666.etlflink.app
+
+import java.util.Properties
+
+import cn.java666.etlflink.source.MyRedisSourceFun
+import org.apache.flink.api.common.serialization.SimpleStringSchema
+import org.apache.flink.streaming.api.scala._
+import org.apache.flink.streaming.connectors.kafka.FlinkKafkaProducer011
+
+/**
+ * @author Geek
+ * @date 2020-04-14 04:35:36
+ *
+ * redis szt:pageJson 抽取源数据到 kafka
+ *
+ */
+object Redis2Kafka {
+ def main(args: Array[String]): Unit = {
+ val env = StreamExecutionEnvironment.getExecutionEnvironment
+ env.setParallelism(1)
+
+ val prop = new Properties
+ prop.load(ClassLoader.getSystemResourceAsStream("kafka.properties"))
+
+ val s = env.addSource[String](new MyRedisSourceFun)
+ .map(x => {
+ // TODO 假装休息一会，如果客户觉得速度太慢，可以加钱优化！！！但是这里我们真的需要休息，模拟流式数据连续的注入
+ //Thread.sleep(Random.nextInt(1000))
+ x
+ })
+
+ s.addSink(
+ new FlinkKafkaProducer011(
+ prop.getProperty("kafka.broker-list")
+ , prop.getProperty("kafka.producer.topic")
+ , new SimpleStringSchema()
+ )
+ )
+
+ env.execute("Redis2Kafka")
+ }
+}
diff --git a/SZT-ETL/ETL-Flink/src/main/scala/cn/java666/etlflink/sink/MyCsvSinkFun.scala b/SZT-ETL/ETL-Flink/src/main/scala/cn/java666/etlflink/sink/MyCsvSinkFun.scala
new file mode 100644
index 0000000..ff96d00
--- /dev/null
+++ b/SZT-ETL/ETL-Flink/src/main/scala/cn/java666/etlflink/sink/MyCsvSinkFun.scala
@@ -0,0 +1,58 @@
+package cn.java666.etlflink.sink
+
+import java.util.StringJoiner
+
+import cn.hutool.core.io.FileUtil
+import com.alibaba.fastjson.JSON
+import org.apache.flink.streaming.api.functions.sink.SinkFunction
+
+/**
+ * @author Geek
+ * @date 2020-04-14 04:27:47
+ *
+ * 自定义 flink sink csv
+ *
+ * 按天保存文件块
+ */
+
+case class MyCsvSinkFun(day: String) extends SinkFunction[String] {
+ val SAVE_PATH = "/tmp/szt-data/szt-data_" + day + ".csv"
+
+ override def invoke(value: String, context: SinkFunction.Context[_]): Unit = {
+ // 11 个字段
+ val json = JSON.parseObject(value)
+
+ val deal_date = json.getString("deal_date")
+ val close_date = json.getString("close_date")
+ val card_no = json.getString("card_no")
+ val deal_value = json.getString("deal_value")
+ val deal_type = json.getString("deal_type")
+ val company_name = json.getString("company_name")
+ val car_no = json.getString("car_no")
+ val station = json.getString("station")
+ val conn_mark = json.getString("conn_mark")
+ val deal_money = json.getString("deal_money")
+ val equ_no = json.getString("equ_no")
+
+ //val csv = (deal_date, close_date, card_no, deal_value, deal_type, company_name, car_no, station, conn_mark, deal_money, equ_no)
+ val csv = new StringJoiner(",")
+ .add(deal_date)
+ .add(close_date)
+ .add(card_no)
+ .add(deal_value)
+ .add(deal_type)
+ .add(company_name)
+ .add(car_no)
+ .add(station)
+ .add(conn_mark)
+ .add(deal_money)
+ .add(equ_no)
+ .toString
+
+ FileUtil.appendUtf8String(csv + "\n", SAVE_PATH)
+
+ val i = FileUtil.readUtf8Lines(SAVE_PATH).size()
+ // 核对 ES 数据库，记录完全一致！！！
+ println(i) // szt-data_2018-09-01.csv 合计 1229180 条
+ }
+}
diff --git a/SZT-ETL/ETL-Flink/src/main/scala/cn/java666/etlflink/sink/MyESSinkFun.scala b/SZT-ETL/ETL-Flink/src/main/scala/cn/java666/etlflink/sink/MyESSinkFun.scala
new file mode 100644
index 0000000..7721d8c
--- /dev/null
+++ b/SZT-ETL/ETL-Flink/src/main/scala/cn/java666/etlflink/sink/MyESSinkFun.scala
@@ -0,0 +1,28 @@
+package cn.java666.etlflink.sink
+
+import com.alibaba.fastjson.JSON
+import org.apache.flink.api.common.functions.RuntimeContext
+import org.apache.flink.streaming.connectors.elasticsearch.{ElasticsearchSinkFunction, RequestIndexer}
+import org.elasticsearch.action.index.IndexRequest
+import org.elasticsearch.common.xcontent.XContentType
+
+/**
+ * @author Geek
+ * @date 2020-04-14 18:24:33
+ *
+ * flink sink ES7 ，这里有很多坑！！！
+ *
+ * 跑完后查询 es 相关索引：1266039 数据数量完全正确！！！
+ */
+case class MyESSinkFun(index: String) extends ElasticsearchSinkFunction[String] {
+ override def process(element: String, ctx: RuntimeContext, indexer: RequestIndexer): Unit = {
+ // 如果是序列化样例类，或者序列化 java/scala 对象，优先 gson
+ // 反序列化优先 fastjson，因为 fastjson 序列化能力不如 gson！！！
+ // 不满足 json 语法规则的纯字符串无法转换为合格的 json ，无法写入 es
+
+ val json = JSON.parseObject(element)
+ val indexReq = new IndexRequest(index).source(json, XContentType.JSON)
+ indexer.add(indexReq)
+ println(s"es save element=${element} | json=${json}")
+ }
+}
diff --git a/SZT-ETL/ETL-Flink/src/main/scala/cn/java666/etlflink/sink/MyHBaseSinkFun.scala b/SZT-ETL/ETL-Flink/src/main/scala/cn/java666/etlflink/sink/MyHBaseSinkFun.scala
new file mode 100644
index 0000000..d3692a9
--- /dev/null
+++ b/SZT-ETL/ETL-Flink/src/main/scala/cn/java666/etlflink/sink/MyHBaseSinkFun.scala
@@ -0,0 +1,96 @@
+package cn.java666.etlflink.sink
+
+import java.io.IOException
+
+import scala.collection.JavaConversions._
+
+import cn.hutool.json.JSONUtil
+import org.apache.commons.lang3.StringUtils
+import org.apache.flink.configuration.Configuration
+import org.apache.flink.streaming.api.functions.sink.{RichSinkFunction, SinkFunction}
+import org.apache.hadoop.hbase.{HBaseConfiguration, HColumnDescriptor, HTableDescriptor, NamespaceDescriptor, NamespaceNotFoundException, TableName}
+import org.apache.hadoop.hbase.client.{Connection, ConnectionFactory, Put, Table}
+import org.apache.hadoop.hbase.util.Bytes
+import org.slf4j.LoggerFactory
+
+/**
+ * @author Geek
+ * @date 2020-05-01 12:00:14
+ *
+ * 自定义 flink sink hbase
+ * @param tbNameStr 表名
+ * @param ns 命名空间
+ * @param versions 保留版本数
+ */
+case class MyHBaseSinkFun(tbNameStr: String, ns: String = "default", versions: Int = 4) extends RichSinkFunction[String] {
+ private val log = LoggerFactory.getLogger(this.getClass)
+
+ private val zk = "cdh231,cdh232,cdh233"
+ //private val port = "2181"
+ private val cf = "info"
+
+ var conn: Connection = _
+ var table: Table = _
+
+ override def invoke(value: String, context: SinkFunction.Context[_]): Unit = {
+ insert(value)
+ log.warn("写入 hbase 成功 [{}]", value)
+ }
+
+ override def open(parameters: Configuration): Unit = {
+ val config = HBaseConfiguration.create
+ config.set("hbase.zookeeper.quorum", zk)
+ conn = ConnectionFactory.createConnection(config)
+ val admin = conn.getAdmin
+
+ try {
+ admin.getNamespaceDescriptor(ns)
+ } catch {
+ case e: NamespaceNotFoundException => {
+ println(s"hbase [$ns] 命名空间不存在，将会新建")
+ admin.createNamespace(NamespaceDescriptor.create(ns).build())
+ }
+ } finally {
+ //println()
+ }
+
+ val nsTbName = TableName.valueOf(ns + ":" + tbNameStr)
+ if (!admin.tableExists(nsTbName)) {
+ admin.createTable(
+ new HTableDescriptor(nsTbName)
+ .addFamily(new HColumnDescriptor(cf).setMaxVersions(versions))
+ )
+ }
+ table = conn.getTable(nsTbName)
+ }
+
+ override def close(): Unit = {
+ //table.close()
+ conn.close()
+ }
+
+ /** 插入新数据 */
+ def insert(jsonStr: String): Unit = {
+ try {
+ val jsonObj = JSONUtil.parseObj(jsonStr)
+ val card_no_re = StringUtils.reverse(jsonObj.getStr("card_no"))
+
+ val keys = jsonObj.keySet().toList
+ val size = keys.size()
+
+ for (i <- 0 until size) {
+ val key = keys.get(i)
+ val value = jsonObj.getStr(key)
+ putCell(card_no_re, cf, key, value)
+ }
+ } catch {
+ case e: IOException => e.printStackTrace()
+ }
+ }
+
+ def putCell(rowKey: String, family: String, column: String, value: String): Unit = {
+ val put = new Put(Bytes.toBytes(rowKey))
+ put.addColumn(Bytes.toBytes(family), Bytes.toBytes(column), Bytes.toBytes(value))
+ table.put(put)
+ }
+}
diff --git a/SZT-ETL/ETL-Flink/src/main/scala/cn/java666/etlflink/source/MyRedisSourceFun.scala b/SZT-ETL/ETL-Flink/src/main/scala/cn/java666/etlflink/source/MyRedisSourceFun.scala
new file mode 100644
index 0000000..41f37bc
--- /dev/null
+++ b/SZT-ETL/ETL-Flink/src/main/scala/cn/java666/etlflink/source/MyRedisSourceFun.scala
@@ -0,0 +1,55 @@
+package cn.java666.etlflink.source
+
+import scala.collection.JavaConversions._
+
+import cn.java666.etlflink.util.RedisUtil
+import com.alibaba.fastjson.JSON
+import org.apache.flink.configuration.Configuration
+import org.apache.flink.streaming.api.functions.source.RichSourceFunction
+import org.apache.flink.streaming.api.functions.source.SourceFunction.SourceContext
+import redis.clients.jedis.Jedis
+
+/**
+ * @author Geek
+ * @date 2020-04-14 04:31:47
+ *
+ * 自定义 flink source redis
+ * 根据业务需要，自由定制
+ *
+ */
+
+case class MyRedisSourceFun() extends RichSourceFunction[String] {
+ var client: Jedis = _
+
+ override def open(parameters: Configuration): Unit = {
+ client = RedisUtil.getJedisClient
+ }
+
+ override def run(ctx: SourceContext[String]): Unit = {
+ open(new Configuration)
+
+ for (i <- 1 to 1337) {
+ val v = client.hget("szt:pageJson", i + "")
+ val json = JSON.parseObject(v)
+ val array = json.getJSONArray("data")
+ if (array.size() != 1000) {
+ System.err.println(" ----- array size error ---- i=" + i) //这里没有问题
+ }
+ array.foreach(x => {
+ val xStr = x.toString
+ val data = JSON.parseObject(xStr)
+ //if (data.size() != 11 && data.size() != 9) { //这里长度不统一，9|11
+ if (data.size() != 11) { //这里长度不统一，9|11
+ //System.err.println(" data error ------------------ x=" + x)// TODO 可选是否打印脏数据
+ } else {
+ // 只保留字段长度为 11 的源数据 ===> kafka: topic-flink-szt
+ ctx.collect(xStr)
+ }
+ })
+ }
+ }
+
+ override def cancel(): Unit = close()
+
+ override def close(): Unit = client.close()
+}
diff --git a/SZT-ETL/ETL-Flink/src/main/scala/cn/java666/etlflink/util/RedisUtil.scala b/SZT-ETL/ETL-Flink/src/main/scala/cn/java666/etlflink/util/RedisUtil.scala
new file mode 100644
index 0000000..28e0d7c
--- /dev/null
+++ b/SZT-ETL/ETL-Flink/src/main/scala/cn/java666/etlflink/util/RedisUtil.scala
@@ -0,0 +1,30 @@
+package cn.java666.etlflink.util
+
+import redis.clients.jedis.{Jedis, JedisPool, JedisPoolConfig}
+
+/**
+ * @author Geek
+ * @date 2020-03-30 00:59:39
+ *
+ */
+object RedisUtil {
+ // JedisPool资源池优化 - 最佳实践| 阿里云 https://www.alibabacloud.com/help/zh/doc-detail/98726.htm
+ private val jedisPoolConfig: JedisPoolConfig = new JedisPoolConfig()
+ jedisPoolConfig.setMaxTotal(200) //最大连接数
+ jedisPoolConfig.setMaxIdle(20) //连接池中最大空闲的连接数
+ jedisPoolConfig.setMinIdle(20) //最小空闲
+ jedisPoolConfig.setBlockWhenExhausted(true) //忙碌时是否等待
+ jedisPoolConfig.setMaxWaitMillis(2000) //忙碌时等待时长 毫秒
+ jedisPoolConfig.setTestOnBorrow(false) //每次获得连接的进行测试
+ private val jedisPool: JedisPool = new JedisPool(jedisPoolConfig, "localhost", 6379)
+
+ // 直接得到一个 Redis 的连接
+ def getJedisClient: Jedis = {
+ jedisPool.getResource
+ }
+
+ //测试通过
+ //def main(args: Array[String]): Unit = {
+ // println(getJedisClient.hget("szt:pageJson", "1"))
+ //}
+}
diff --git a/SZT-ETL/ETL-SpringBoot/.gitignore b/SZT-ETL/ETL-SpringBoot/.gitignore
new file mode 100644
index 0000000..a2a3040
--- /dev/null
+++ b/SZT-ETL/ETL-SpringBoot/.gitignore
@@ -0,0 +1,31 @@
+HELP.md
+target/
+!.mvn/wrapper/maven-wrapper.jar
+!**/src/main/**
+!**/src/test/**
+
+### STS ###
+.apt_generated
+.classpath
+.factorypath
+.project
+.settings
+.springBeans
+.sts4-cache
+
+### IntelliJ IDEA ###
+.idea
+*.iws
+*.iml
+*.ipr
+
+### NetBeans ###
+/nbproject/private/
+/nbbuild/
+/dist/
+/nbdist/
+/.nb-gradle/
+build/
+
+### VS Code ###
+.vscode/
diff --git a/SZT-ETL/ETL-SpringBoot/pom.xml b/SZT-ETL/ETL-SpringBoot/pom.xml
new file mode 100644
index 0000000..678e3f9
--- /dev/null
+++ b/SZT-ETL/ETL-SpringBoot/pom.xml
@@ -0,0 +1,107 @@
+
+
+ 4.0.0
+
+
+ cn.java666
+ SZT-ETL
+ 0.1
+
+
+ ETL-SpringBoot
+
+
+ ETL-SpringBoot for SZT-bigdata
+
+
+
+
+ cn.java666
+ SZT-common
+ 0.1
+
+
+
+
+ org.springframework.boot
+ spring-boot-starter-data-redis
+
+
+ org.springframework.boot
+ spring-boot-starter-web
+
+
+
+ org.springframework.boot
+ spring-boot-devtools
+ runtime
+ true
+
+
+ org.projectlombok
+ lombok
+ true
+
+
+ org.springframework.boot
+ spring-boot-starter-test
+
+
+
+
+
+ cn.hutool
+ hutool-all
+ 5.2.5
+
+
+ com.alibaba
+ fastjson
+ 1.2.83
+
+
+
+
+ com.github.xiaoymin
+ knife4j-spring-boot-starter
+ 2.0.2
+
+
+
+
+
+
+
+ org.springframework.boot
+ spring-boot-dependencies
+ ${spring-boot.version}
+ pom
+ import
+
+
+
+
+
+
+
+ org.apache.maven.plugins
+ maven-compiler-plugin
+
+ 1.8
+ 1.8
+ UTF-8
+
+
+
+ org.springframework.boot
+ spring-boot-maven-plugin
+ ${spring-boot.version}
+
+
+
+
+
diff --git a/SZT-ETL/ETL-SpringBoot/src/main/java/cn/java666/etlspringboot/EtlSApp.java b/SZT-ETL/ETL-SpringBoot/src/main/java/cn/java666/etlspringboot/EtlSApp.java
new file mode 100644
index 0000000..9fcaa89
--- /dev/null
+++ b/SZT-ETL/ETL-SpringBoot/src/main/java/cn/java666/etlspringboot/EtlSApp.java
@@ -0,0 +1,16 @@
+package cn.java666.etlspringboot;
+
+import org.springframework.boot.SpringApplication;
+import org.springframework.boot.autoconfigure.SpringBootApplication;
+
+@SpringBootApplication
+public class EtlSApp {
+ static {
+ // es bug
+ // System.setProperty("es.set.netty.runtime.available.processors", "false");
+ }
+
+ public static void main(String[] args) {
+ SpringApplication.run(EtlSApp.class, args);
+ }
+}
diff --git a/SZT-ETL/ETL-SpringBoot/src/main/java/cn/java666/etlspringboot/config/APIConfig.java b/SZT-ETL/ETL-SpringBoot/src/main/java/cn/java666/etlspringboot/config/APIConfig.java
new file mode 100644
index 0000000..958a0fc
--- /dev/null
+++ b/SZT-ETL/ETL-SpringBoot/src/main/java/cn/java666/etlspringboot/config/APIConfig.java
@@ -0,0 +1,64 @@
+package cn.java666.etlspringboot.config;
+
+import com.github.xiaoymin.knife4j.spring.annotations.EnableKnife4j;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.beans.factory.annotation.Value;
+import org.springframework.context.annotation.Bean;
+import org.springframework.context.annotation.Configuration;
+import org.springframework.context.annotation.Import;
+import springfox.bean.validators.configuration.BeanValidatorPluginsConfiguration;
+import springfox.documentation.builders.ApiInfoBuilder;
+import springfox.documentation.builders.PathSelectors;
+import springfox.documentation.builders.RequestHandlerSelectors;
+import springfox.documentation.service.ApiInfo;
+import springfox.documentation.spi.DocumentationType;
+import springfox.documentation.spring.web.plugins.Docket;
+import springfox.documentation.swagger2.annotations.EnableSwagger2;
+
+/**
+ * @author Geek
+ * @date 2020-04-13 20:35:26
+ *
+ * knife4j 前身为 swagger-bootstrap-ui
+ */
+
+@Slf4j
+@Configuration
+@EnableSwagger2
+@EnableKnife4j
+@Import(BeanValidatorPluginsConfiguration.class)
+public class APIConfig {
+ @Value("${server.port}")
+ private int port;
+
+ @Value("${server.address}")
+ private String url;
+
+ private String docPath;
+
+ @Bean(value = "defaultApi2")
+ public Docket defaultApi2() {
+ docPath = "http://" + url + ":" + port + "/doc.html";
+ log.warn("API 文档地址={} --------------------", docPath);
+
+ return new Docket(DocumentationType.SWAGGER_2)
+ .apiInfo(apiInfo())
+ //分组名称
+ .groupName("ETL-SpringBoot")
+ .select()
+ //这里指定Controller扫描包路径
+ .apis(RequestHandlerSelectors.basePackage("cn.java666.etlspringboot.controller"))
+ .paths(PathSelectors.any())
+ .build();
+ }
+
+ private ApiInfo apiInfo() {
+ return new ApiInfoBuilder()
+ .title("ETL-SpringBoot")
+ .description(" RESTful API 调试 ")
+ .termsOfServiceUrl(docPath)
+ .contact("forsupergeeker@gmail.com")
+ .version("0.1")
+ .build();
+ }
+}
diff --git a/SZT-ETL/ETL-SpringBoot/src/main/java/cn/java666/etlspringboot/controller/CardController.java b/SZT-ETL/ETL-SpringBoot/src/main/java/cn/java666/etlspringboot/controller/CardController.java
new file mode 100644
index 0000000..06f1d0e
--- /dev/null
+++ b/SZT-ETL/ETL-SpringBoot/src/main/java/cn/java666/etlspringboot/controller/CardController.java
@@ -0,0 +1,24 @@
+package cn.java666.etlspringboot.controller;
+
+import cn.java666.sztcommon.util.ParseCardNo;
+import org.springframework.web.bind.annotation.GetMapping;
+import org.springframework.web.bind.annotation.PathVariable;
+import org.springframework.web.bind.annotation.RequestMapping;
+import org.springframework.web.bind.annotation.RestController;
+
+/**
+ * @author Geek
+ * @date 2020-04-15 13:50:56
+ *
+ * 卡号明文和密文互转 REST API
+ */
+
+@RestController
+@RequestMapping("/card")
+public class CardController {
+
+ @GetMapping("/{no}")
+ public String get(@PathVariable String no) {
+ return ParseCardNo.parse(no);
+ }
+}
diff --git a/SZT-ETL/ETL-SpringBoot/src/main/java/cn/java666/etlspringboot/controller/RedisController.java b/SZT-ETL/ETL-SpringBoot/src/main/java/cn/java666/etlspringboot/controller/RedisController.java
new file mode 100644
index 0000000..67e5c4b
--- /dev/null
+++ b/SZT-ETL/ETL-SpringBoot/src/main/java/cn/java666/etlspringboot/controller/RedisController.java
@@ -0,0 +1,29 @@
+package cn.java666.etlspringboot.controller;
+
+import javax.annotation.Resource;
+
+import cn.java666.etlspringboot.service.RedisService;
+import org.springframework.web.bind.annotation.GetMapping;
+import org.springframework.web.bind.annotation.PathVariable;
+import org.springframework.web.bind.annotation.RequestMapping;
+import org.springframework.web.bind.annotation.RestController;
+
+/**
+ * @author Geek
+ * @date 2020-04-13 21:50:38
+ *
+ * redis 查询
+ */
+
+@RestController
+@RequestMapping("/redis")
+public class RedisController {
+
+ @Resource
+ private RedisService redisService;
+
+ @GetMapping("/{key}")
+ public String get(@PathVariable String key) {
+ return redisService.get(key);
+ }
+}
diff --git a/SZT-ETL/ETL-SpringBoot/src/main/java/cn/java666/etlspringboot/service/RedisService.java b/SZT-ETL/ETL-SpringBoot/src/main/java/cn/java666/etlspringboot/service/RedisService.java
new file mode 100644
index 0000000..72fe2cd
--- /dev/null
+++ b/SZT-ETL/ETL-SpringBoot/src/main/java/cn/java666/etlspringboot/service/RedisService.java
@@ -0,0 +1,29 @@
+package cn.java666.etlspringboot.service;
+
+import javax.annotation.Resource;
+
+import org.springframework.data.redis.core.StringRedisTemplate;
+import org.springframework.stereotype.Service;
+
+/**
+ * @author Geek
+ * @date 2020-04-13 21:39:41
+ *
+ * SpringBoot高级篇Redis之Hash数据结构使用姿势 - 掘金 https://juejin.im/post/5c1399a7f265da61764ac526
+ */
+
+@Service
+public class RedisService {
+
+ @Resource
+ private StringRedisTemplate redis; // 使用默认的 redis 序列化
+
+ public String get(String key) {
+ return redis.opsForHash().get("szt:pageJson", key).toString();
+ }
+
+ // 暂时用不上
+ private void set(String key, String value) {
+ redis.opsForHash().put("test:xxx", key, value);
+ }
+}
diff --git a/SZT-ETL/ETL-SpringBoot/src/main/resources/application.properties b/SZT-ETL/ETL-SpringBoot/src/main/resources/application.properties
new file mode 100644
index 0000000..5bbfff5
--- /dev/null
+++ b/SZT-ETL/ETL-SpringBoot/src/main/resources/application.properties
@@ -0,0 +1,30 @@
+######################## common config : ########################
+spring.application.name=ETL-SpringBoot
+server.port=6661
+server.address=localhost
+
+spring.redis.host=localhost
+spring.redis.port=6379
+
+#spring.data.elasticsearch.cluster-nodes=cdh231:9200,cdh232:9200,cdh233:9200
+#es.set.netty.runtime.available.processors=false # 无效
+######################## my config : ########################
+
+#logging.level.root=warn
+logging.level.root=info
+
+######################### 实时热部署 ###################################
+# https://www.hangge.com/blog/cache/detail_2634.html
+
+#"关闭缓存, 即时刷新"
+spring.freemarker.cache=false
+spring.thymeleaf.cache=false
+
+#热部署生效
+spring.devtools.restart.enabled=true
+#是否支持livereload
+spring.devtools.livereload.enabled=true
+#设置重启的目录,添加那个目录的文件需要restart
+spring.devtools.restart.additional-paths=src/main/*
+#设置不需要重启的目录
+#spring.devtools.restart.exclude=static/**,public/**
diff --git a/SZT-ETL/ETL-SpringBoot/src/main/resources/banner.txt b/SZT-ETL/ETL-SpringBoot/src/main/resources/banner.txt
new file mode 100644
index 0000000..bd66f5b
--- /dev/null
+++ b/SZT-ETL/ETL-SpringBoot/src/main/resources/banner.txt
@@ -0,0 +1,9 @@
+${AnsiColor.BRIGHT_RED}
+ ___ ____ _____ _ _ __ _ _ _
+ / __| |_ / |_ _| ___ | |__ (_) / _` | __| | __ _ | |_ __ _
+ \__ \ / / | | |___| | '_ \ | | \__, | / _` | / _` | | _| / _` |
+ |___/ /___| _|_|_ _____ |_.__/ _|_|_ |___/ \__,_| \__,_| _\__| \__,_|
+_|"""""|_|"""""|_|"""""|_| |_|"""""|_|"""""|_|"""""|_|"""""|_|"""""|_|"""""|_|"""""|
+"`-0-0-'"`-0-0-'"`-0-0-'"`-0-0-'"`-0-0-'"`-0-0-'"`-0-0-'"`-0-0-'"`-0-0-'"`-0-0-'"`-0-0-'
+ ${AnsiColor.BRIGHT_GREEN}Springboot ${spring-boot.version}
+
\ No newline at end of file
diff --git a/SZT-ETL/ETL-SpringBoot/src/main/resources/static/favicon.ico b/SZT-ETL/ETL-SpringBoot/src/main/resources/static/favicon.ico
new file mode 100644
index 0000000..9f7ae2e
Binary files /dev/null and b/SZT-ETL/ETL-SpringBoot/src/main/resources/static/favicon.ico differ
diff --git a/SZT-ETL/ETL-SpringBoot/src/test/java/cn/java666/etlspringboot/EtlSAppTests.java b/SZT-ETL/ETL-SpringBoot/src/test/java/cn/java666/etlspringboot/EtlSAppTests.java
new file mode 100644
index 0000000..4815a55
--- /dev/null
+++ b/SZT-ETL/ETL-SpringBoot/src/test/java/cn/java666/etlspringboot/EtlSAppTests.java
@@ -0,0 +1,15 @@
+package cn.java666.etlspringboot;
+
+import org.junit.Test;
+import org.junit.runner.RunWith;
+import org.springframework.boot.test.context.SpringBootTest;
+import org.springframework.test.context.junit4.SpringRunner;
+
+@RunWith(SpringRunner.class)
+@SpringBootTest
+public class EtlSAppTests {
+
+ @Test
+ public void contextLoads() {
+ }
+}
diff --git a/SZT-ETL/pom.xml b/SZT-ETL/pom.xml
new file mode 100644
index 0000000..ad33c5e
--- /dev/null
+++ b/SZT-ETL/pom.xml
@@ -0,0 +1,21 @@
+
+
+ 4.0.0
+ pom
+
+
+ cn.java666
+ SZT-bigdata
+ 0.1
+
+
+ SZT-ETL
+
+
+ ETL-Flink
+ ETL-SpringBoot
+
+
+
diff --git a/SZT-common/pom.xml b/SZT-common/pom.xml
new file mode 100644
index 0000000..76091b2
--- /dev/null
+++ b/SZT-common/pom.xml
@@ -0,0 +1,66 @@
+
+
+ 4.0.0
+
+
+ cn.java666
+ SZT-bigdata
+ 0.1
+
+
+ SZT-common
+
+
+
+ org.scala-lang
+ scala-library
+ ${scala.version}
+
+
+ cn.hutool
+ hutool-all
+ 5.2.5
+
+
+ com.alibaba
+ fastjson
+
+ 1.2.83
+
+
+ junit
+ junit
+ 4.12
+
+
+
+ org.projectlombok
+ lombok
+ 1.18.12
+ compile
+
+
+
+
+
+
+
+ net.alchim31.maven
+ scala-maven-plugin
+ 3.4.6
+
+
+
+
+ testCompile
+ compile
+
+
+
+
+
+
+
+
diff --git a/SZT-common/src/main/java/cn/java666/sztcommon/SZTData.java b/SZT-common/src/main/java/cn/java666/sztcommon/SZTData.java
new file mode 100644
index 0000000..e1504b8
--- /dev/null
+++ b/SZT-common/src/main/java/cn/java666/sztcommon/SZTData.java
@@ -0,0 +1,46 @@
+package cn.java666.sztcommon;
+
+import cn.hutool.core.io.FileUtil;
+import cn.hutool.http.HttpUtil;
+import org.junit.Test;
+
+/**
+ * @author Geek
+ * @date 2020-04-13 19:11:04
+ *
+ * 由于在前期保存数据时，我没有采用合适的格式分隔，
+ * 导致后来 ETL 非常繁琐，此处建议使用最接近原始数据的格式保存，
+ * 原始数据： 参考 .file/.api/page1x100.json（压缩过的 json 保存，不要格式化后保存）
+ *
+ * 因为 spark 可以直接处理多行 json 文本，
+ * 而这里的 json 默认每行存一个完整 json 对象文本，但是单个 json 对象却包含 100 个子节点，是无法通过 spark 直接读取的。
+ * 后续还得拆解。
+ */
+public class SZTData {
+ String SAVE_PATH = "/tmp/szt-data/szt-data-page-all.json";
+
+ // TODO appKey 自己申请 https://opendata.sz.gov.cn/data/api/toApiDetails/29200_00403601
+ String appKey = "***";
+
+ /**
+ * 这个过程可能花费一个通宵，如果中断，查看已保存数据最后一条的 page，然后调整 i 的起始值继续抓取
+ * 使用 @test 可以保存每次运行的历史日志
+ */
+ @Test
+ public void saveData() {
+ for (int i = 1; i <= 1337; i++) {
+ String s = HttpUtil.get("https://opendata.sz.gov.cn/api/29200_00403601/1/service.xhtml?page=" + i + "&rows=1000&appKey=" + appKey);
+ // 一定要加换行符，否则以后处理起来会是灾难。
+ // 一定要加换行符，否则以后处理起来会是灾难。
+ // 一定要加换行符，否则以后处理起来会是灾难。
+ FileUtil.appendUtf8String(s + "\n", SAVE_PATH);
+ }
+
+ int size = FileUtil.readUtf8Lines(SAVE_PATH).size();
+
+ // 如果中途断了，需要自己实现数据完整性检查
+ if (size == 1337) {
+ System.out.println(" 数据完全保存！！！ ");
+ }
+ }
+}
diff --git a/SZT-common/src/main/java/cn/java666/sztcommon/enums/SztEnum.java b/SZT-common/src/main/java/cn/java666/sztcommon/enums/SztEnum.java
new file mode 100644
index 0000000..a30fbe2
--- /dev/null
+++ b/SZT-common/src/main/java/cn/java666/sztcommon/enums/SztEnum.java
@@ -0,0 +1,54 @@
+package cn.java666.sztcommon.enums;
+
+import java.util.StringJoiner;
+
+/**
+ * @author Geek
+ * @date 2020-04-29 21:39:26
+ *
+ * 常用字段枚举
+ */
+public enum SztEnum {
+
+ SZT_NAME_SPACE("szt", "hbase 命名空间"),
+ SZT_TABLE_NAME("szt:data", "命名空间下的表名"),
+ SZT_TABLE_CF("card", "表下面对应的列族名"),
+
+ SZT_CL_DEAL_DATE("deal_date", "列名，交易时间"),
+ SZT_CL_CLOSE_DATE("close_date", "列名，结算时间"),
+ SZT_CL_CARD_NO("card_no", "卡号，9位字母"),
+ SZT_CL_DEAL_VALUE("deal_value", "交易金额，整数分值，原价"),
+ SZT_CL_DEAL_TYPE("deal_type", "交易类型，地铁入站|地铁出站|巴士"),
+ SZT_CL_LINE("line", "公司名称，线名"),
+ SZT_CL_CAR_NO("car_no", "车号"),
+ SZT_CL_STATION("station", "站名"),
+ SZT_CL_CONN_MARK("conn_mark", "联程标记"),
+ SZT_CL_DEAL_MONEY("deal_money", "实收金额，整数分值，优惠后"),
+ SZT_CL_EQU_NO("equ_no", "闸机号"),
+
+ SZT_CL_CARD_NO_REVERSE("card_no_re", "反转卡号，9位字母");
+
+ private String val;
+ private String desc;
+
+ public String value() {
+ return val;
+ }
+
+ public String desc() {
+ return desc;
+ }
+
+ private SztEnum(String val, String desc) {
+ this.val = val;
+ this.desc = desc;
+ }
+
+ @Override
+ public String toString() {
+ return new StringJoiner(", ", SztEnum.class.getSimpleName() + "[", "]")
+ .add("val='" + val + "'")
+ .add("desc='" + desc + "'")
+ .toString();
+ }
+}
diff --git a/SZT-common/src/main/java/cn/java666/sztcommon/pojo/SztDataBean.java b/SZT-common/src/main/java/cn/java666/sztcommon/pojo/SztDataBean.java
new file mode 100644
index 0000000..565b5c1
--- /dev/null
+++ b/SZT-common/src/main/java/cn/java666/sztcommon/pojo/SztDataBean.java
@@ -0,0 +1,25 @@
+package cn.java666.sztcommon.pojo;
+
+import lombok.AllArgsConstructor;
+import lombok.Data;
+
+/**
+ * @author Geek
+ * @date 2020-04-29 23:15:45
+ */
+// @Builder
+@AllArgsConstructor
+@Data
+public class SztDataBean {
+ private String deal_date;
+ private String close_date;
+ private String card_no;
+ private String deal_value;
+ private String deal_type;
+ private String company_name;
+ private String car_no;
+ private String station;
+ private String conn_mark;
+ private String deal_money;
+ private String equ_no;
+}
diff --git a/SZT-common/src/main/resources/logback.xml b/SZT-common/src/main/resources/logback.xml
new file mode 100644
index 0000000..f47fada
--- /dev/null
+++ b/SZT-common/src/main/resources/logback.xml
@@ -0,0 +1,14 @@
+
+
+
+
+
+ %d{HH:mm:ss.SSS} [%thread] %-5level %logger{36} - %msg%n
+
+
+
+
+
+
+
diff --git a/SZT-common/src/main/resources/szmc.net-metro.csv b/SZT-common/src/main/resources/szmc.net-metro.csv
new file mode 100644
index 0000000..9475962
--- /dev/null
+++ b/SZT-common/src/main/resources/szmc.net-metro.csv
@@ -0,0 +1,215 @@
+1,地铁1号线,1,罗湖,0101
+1,地铁1号线,2,国贸,0102
+1,地铁1号线,3,老街,0103
+1,地铁1号线,4,大剧院,0104
+1,地铁1号线,5,科学馆,0105
+1,地铁1号线,6,华强路,0106
+1,地铁1号线,7,岗厦,0107
+1,地铁1号线,8,会展中心,0108
+1,地铁1号线,9,购物公园,0109
+1,地铁1号线,10,香蜜湖,0110
+1,地铁1号线,11,车公庙,0111
+1,地铁1号线,12,竹子林,0112
+1,地铁1号线,13,侨城东,0113
+1,地铁1号线,14,华侨城,0114
+1,地铁1号线,15,世界之窗,0115
+1,地铁1号线,16,白石洲,0116
+1,地铁1号线,17,高新园,0117
+1,地铁1号线,18,深大,0118
+1,地铁1号线,19,桃园,0119
+1,地铁1号线,20,大新,0120
+1,地铁1号线,21,鲤鱼门,0121
+1,地铁1号线,22,前海湾,0122
+1,地铁1号线,23,新安,0123
+1,地铁1号线,24,宝安中心,0124
+1,地铁1号线,25,宝体,0125
+1,地铁1号线,26,坪洲,0126
+1,地铁1号线,27,西乡,0127
+1,地铁1号线,28,固戍,0128
+1,地铁1号线,29,后瑞,0129
+1,地铁1号线,30,机场东,0130
+2,地铁2号线,1,赤湾,0201
+2,地铁2号线,2,蛇口港,0202
+2,地铁2号线,3,海上世界,0203
+2,地铁2号线,4,水湾,0204
+2,地铁2号线,5,东角头,0205
+2,地铁2号线,6,湾厦,0206
+2,地铁2号线,7,海月,0207
+2,地铁2号线,8,登良,0208
+2,地铁2号线,9,后海,0209
+2,地铁2号线,10,科苑,0210
+2,地铁2号线,11,红树湾,0211
+2,地铁2号线,12,世界之窗,0212
+2,地铁2号线,13,侨城北,0213
+2,地铁2号线,14,深康,0214
+2,地铁2号线,15,安托山,0215
+2,地铁2号线,16,侨香,0216
+2,地铁2号线,17,香蜜,0217
+2,地铁2号线,18,香梅北,0218
+2,地铁2号线,19,景田,0219
+2,地铁2号线,20,莲花西,0220
+2,地铁2号线,21,福田,0221
+2,地铁2号线,22,市民中心,0222
+2,地铁2号线,23,岗厦北,0223
+2,地铁2号线,24,华强北,0224
+2,地铁2号线,25,燕南,0225
+2,地铁2号线,26,大剧院,0226
+2,地铁2号线,27,湖贝,0227
+2,地铁2号线,28,黄贝岭,0228
+2,地铁2号线,29,新秀,0229
+3,地铁3号线,1,益田,0301
+3,地铁3号线,2,石厦,0302
+3,地铁3号线,3,购物公园,0303
+3,地铁3号线,4,福田,0304
+3,地铁3号线,5,少年宫,0305
+3,地铁3号线,6,莲花村,0306
+3,地铁3号线,7,华新,0307
+3,地铁3号线,8,通新岭,0308
+3,地铁3号线,9,红岭,0309
+3,地铁3号线,10,老街,0310
+3,地铁3号线,11,晒布,0311
+3,地铁3号线,12,翠竹,0312
+3,地铁3号线,13,田贝,0313
+3,地铁3号线,14,水贝,0314
+3,地铁3号线,15,草埔,0315
+3,地铁3号线,16,布吉,0316
+3,地铁3号线,17,木棉湾,0317
+3,地铁3号线,18,大芬,0318
+3,地铁3号线,19,丹竹头,0319
+3,地铁3号线,20,六约,0320
+3,地铁3号线,21,塘坑,0321
+3,地铁3号线,22,横岗,0322
+3,地铁3号线,23,永湖,0323
+3,地铁3号线,24,荷坳,0324
+3,地铁3号线,25,大运,0325
+3,地铁3号线,26,爱联,0326
+3,地铁3号线,27,吉祥,0327
+3,地铁3号线,28,龙城广场,0328
+3,地铁3号线,29,南联,0329
+3,地铁3号线,30,双龙,0330
+4,地铁4号线,1,福田口岸,0401
+4,地铁4号线,2,福民,0402
+4,地铁4号线,3,会展中心,0403
+4,地铁4号线,4,市民中心,0404
+4,地铁4号线,5,少年宫,0405
+4,地铁4号线,6,莲花北,0406
+4,地铁4号线,7,上梅林,0407
+4,地铁4号线,8,民乐,0408
+4,地铁4号线,9,白石龙,0409
+4,地铁4号线,10,深圳北,0410
+4,地铁4号线,11,红山,0411
+4,地铁4号线,12,上塘,0412
+4,地铁4号线,13,龙胜,0413
+4,地铁4号线,14,龙华,0414
+4,地铁4号线,15,清湖,0415
+5,地铁5号线,1,赤湾,0501
+5,地铁5号线,2,荔湾,0502
+5,地铁5号线,3,铁路公园,0503
+5,地铁5号线,4,妈湾,0504
+5,地铁5号线,5,前湾公园,0505
+5,地铁5号线,6,前湾,0506
+5,地铁5号线,7,桂湾,0507
+5,地铁5号线,8,前海湾,0508
+5,地铁5号线,9,临海,0509
+5,地铁5号线,10,宝华,0510
+5,地铁5号线,11,宝安中心,0511
+5,地铁5号线,12,翻身,0512
+5,地铁5号线,13,灵芝,0513
+5,地铁5号线,14,洪浪北,0514
+5,地铁5号线,15,兴东,0515
+5,地铁5号线,16,留仙洞,0516
+5,地铁5号线,17,西丽,0517
+5,地铁5号线,18,大学城,0518
+5,地铁5号线,19,塘朗,0519
+5,地铁5号线,20,长岭陂,0520
+5,地铁5号线,21,深圳北,0521
+5,地铁5号线,22,民治,0522
+5,地铁5号线,23,五和,0523
+5,地铁5号线,24,坂田,0524
+5,地铁5号线,25,杨美,0525
+5,地铁5号线,26,上水径,0526
+5,地铁5号线,27,下水径,0527
+5,地铁5号线,28,长龙,0528
+5,地铁5号线,29,布吉,0529
+5,地铁5号线,30,百鸽笼,0530
+5,地铁5号线,31,布心,0531
+5,地铁5号线,32,太安,0532
+5,地铁5号线,33,怡景,0533
+5,地铁5号线,34,黄贝岭,0534
+7,地铁7号线,1,西丽湖,0701
+7,地铁7号线,2,西丽,0702
+7,地铁7号线,3,茶光,0703
+7,地铁7号线,4,珠光,0704
+7,地铁7号线,5,龙井,0705
+7,地铁7号线,6,桃源村,0706
+7,地铁7号线,7,深云,0707
+7,地铁7号线,8,安托山,0708
+7,地铁7号线,9,农林,0709
+7,地铁7号线,10,车公庙,0710
+7,地铁7号线,11,上沙,0711
+7,地铁7号线,12,沙尾,0712
+7,地铁7号线,13,石厦,0713
+7,地铁7号线,14,皇岗村,0714
+7,地铁7号线,15,福民,0715
+7,地铁7号线,16,皇岗口岸,0716
+7,地铁7号线,18,赤尾,0718
+7,地铁7号线,19,华强南,0719
+7,地铁7号线,20,华强北,0720
+7,地铁7号线,21,华新,0721
+7,地铁7号线,22,黄木岗,0722
+7,地铁7号线,23,八卦岭,0723
+7,地铁7号线,24,红岭北,0724
+7,地铁7号线,25,笋岗,0725
+7,地铁7号线,26,洪湖,0726
+7,地铁7号线,27,田贝,0727
+7,地铁7号线,28,太安,0728
+9,地铁9号线,1,前湾,0901
+9,地铁9号线,2,梦海,0902
+9,地铁9号线,3,怡海,0903
+9,地铁9号线,4,荔林,0904
+9,地铁9号线,5,南油西,0905
+9,地铁9号线,6,南油,0906
+9,地铁9号线,7,南山书城,0907
+9,地铁9号线,8,深大南,0908
+9,地铁9号线,9,粤海门,0909
+9,地铁9号线,10,高新南,0910
+9,地铁9号线,11,红树湾南,0911
+9,地铁9号线,12,深湾,0912
+9,地铁9号线,13,深圳湾公园,0913
+9,地铁9号线,14,下沙,0914
+9,地铁9号线,15,车公庙,0915
+9,地铁9号线,16,香梅,0916
+9,地铁9号线,17,景田,0917
+9,地铁9号线,18,梅景,0918
+9,地铁9号线,19,下梅林,0919
+9,地铁9号线,20,梅村,0920
+9,地铁9号线,21,上梅林,0921
+9,地铁9号线,22,孖岭,0922
+9,地铁9号线,23,银湖,0923
+9,地铁9号线,24,泥岗,0924
+9,地铁9号线,25,红岭北,0925
+9,地铁9号线,26,园岭,0926
+9,地铁9号线,27,红岭,0927
+9,地铁9号线,28,红岭南,0928
+9,地铁9号线,29,鹿丹村,0929
+9,地铁9号线,30,人民南,0930
+9,地铁9号线,31,向西村,0931
+9,地铁9号线,32,文锦,0932
+11,地铁11号线,18,碧头,1118
+11,地铁11号线,17,松岗,1117
+11,地铁11号线,16,后亭,1116
+11,地铁11号线,15,沙井,1115
+11,地铁11号线,14,马安山,1114
+11,地铁11号线,13,塘尾,1113
+11,地铁11号线,12,桥头,1112
+11,地铁11号线,11,福永,1111
+11,地铁11号线,10,机场北,1110
+11,地铁11号线,9,机场,1109
+11,地铁11号线,8,碧海湾,1108
+11,地铁11号线,7,宝安,1107
+11,地铁11号线,6,前海湾,1106
+11,地铁11号线,5,南山,1105
+11,地铁11号线,4,后海,1104
+11,地铁11号线,3,红树湾南,1103
+11,地铁11号线,2,车公庙,1102
+11,地铁11号线,1,福田,1101
diff --git a/SZT-common/src/main/resources/szmc.net-metro.json b/SZT-common/src/main/resources/szmc.net-metro.json
new file mode 100644
index 0000000..add16fe
--- /dev/null
+++ b/SZT-common/src/main/resources/szmc.net-metro.json
@@ -0,0 +1,5681 @@
+{
+ "s": "深圳市地铁",
+ "i": "4403",
+ "l": [
+ {
+ "st": [
+ {
+ "rs": "1455 1010",
+ "udpx": "1451 1010;1458 1010",
+ "su": "1",
+ "udsu": "1;1",
+ "n": "罗湖",
+ "en": "Luohu",
+ "sid": "440300024063031",
+ "p": "1455 1010",
+ "r": "440300024063",
+ "udsi": "440300024063031;440300024064002",
+ "t": "0",
+ "si": "440300024063031",
+ "sl": "114.118666,22.532083",
+ "udli": "440300024063;440300024064",
+ "poiid": "0101",
+ "lg": "2",
+ "sp": "luo hu"
+ },
+ {
+ "rs": "1455 885",
+ "udpx": "1451 885;1458 885",
+ "su": "1",
+ "udsu": "1;1",
+ "n": "国贸",
+ "en": "Guomao",
+ "sid": "440300024063030",
+ "p": "1455 885",
+ "r": "440300024063",
+ "udsi": "440300024063030;440300024064003",
+ "t": "0",
+ "si": "440300024063030",
+ "sl": "114.118909,22.539680",
+ "udli": "440300024063;440300024064",
+ "poiid": "0102",
+ "lg": "2",
+ "sp": "guo mao"
+ },
+ {
+ "rs": "1455 708|1455 708",
+ "udpx": "1451 716;1458 699",
+ "su": "1",
+ "udsu": "1;1",
+ "n": "老街",
+ "en": "Laojie",
+ "sid": "440300024060022",
+ "p": "1455 708",
+ "r": "440300024063|440300024060",
+ "udsi": "440300024063029;440300024064004",
+ "t": "1",
+ "si": "440300024060022",
+ "sl": "114.116939,22.544232",
+ "udli": "440300024063;440300024064",
+ "poiid": "0103",
+ "lg": "2",
+ "sp": "lao jie"
+ },
+ {
+ "rs": "1372 789|1372 789",
+ "udpx": "1375 792;1370 786",
+ "su": "1",
+ "udsu": "1;1",
+ "n": "大剧院",
+ "en": "Grand Theater",
+ "sid": "440300024063028",
+ "p": "1372 789",
+ "r": "440300024063|440300024076",
+ "udsi": "440300024063028;440300024064005",
+ "t": "1",
+ "si": "440300024063028",
+ "sl": "114.107811,22.541800",
+ "udli": "440300024063;440300024064",
+ "poiid": "0104",
+ "lg": "3",
+ "sp": "da ju yuan"
+ },
+ {
+ "rs": "1372 789|1372 789",
+ "udpx": "1375 792;1370 786",
+ "su": "1",
+ "udsu": "1;1",
+ "n": "大剧院",
+ "en": "Grand Theater",
+ "sid": "440300024063028",
+ "p": "1372 789",
+ "r": "440300024063|440300024076",
+ "udsi": "440300024063028;440300024064005",
+ "t": "1",
+ "si": "440300024063028",
+ "sl": "114.107811,22.541800",
+ "udli": "440300024063;440300024064",
+ "poiid": "BV10246013",
+ "lg": "3",
+ "sp": "da ju yuan"
+ },
+ {
+ "rs": "1273 885",
+ "udpx": "1273 888;1272 881",
+ "su": "1",
+ "udsu": "1;1",
+ "n": "科学馆",
+ "en": "Science Museum",
+ "sid": "440300024046036",
+ "p": "1273 885",
+ "r": "440300024063",
+ "udsi": "440300024063027;440300024064006",
+ "t": "0",
+ "si": "440300024046036",
+ "sl": "114.094946,22.540618",
+ "udli": "440300024063;440300024064",
+ "poiid": "0105",
+ "lg": "4",
+ "sp": "ke xue guan"
+ },
+ {
+ "rs": "1220 885",
+ "udpx": "1220 888;1220 881",
+ "su": "1",
+ "udsu": "1;1",
+ "n": "华强路",
+ "en": "Huaqiang Rd",
+ "sid": "440300024063026",
+ "p": "1220 885",
+ "r": "440300024063",
+ "udsi": "440300024063026;440300024064007",
+ "t": "0",
+ "si": "440300024063026",
+ "sl": "114.085133,22.540459",
+ "udli": "440300024063;440300024064",
+ "poiid": "0106",
+ "lg": "4",
+ "sp": "hua qiang lu"
+ },
+ {
+ "rs": "1085 885",
+ "udpx": "1085 888;1085 881",
+ "su": "1",
+ "udsu": "1;1",
+ "n": "岗厦",
+ "en": "Gangxia",
+ "sid": "440300024063025",
+ "p": "1085 885",
+ "r": "440300024063",
+ "udsi": "440300024063025;440300024064008",
+ "t": "0",
+ "si": "440300024063025",
+ "sl": "114.068190,22.534854",
+ "udli": "440300024063;440300024064",
+ "poiid": "0107",
+ "lg": "4",
+ "sp": "gang sha"
+ },
+ {
+ "rs": "993 885|993 885",
+ "udpx": "993 888;993 881",
+ "su": "1",
+ "udsu": "1;1",
+ "n": "会展中心",
+ "en": "Convention & Exhibition Center",
+ "sid": "440300024063024",
+ "p": "993 885",
+ "r": "440300024063|440300024074",
+ "udsi": "440300024063024;440300024064009",
+ "t": "1",
+ "si": "440300024063024",
+ "sl": "114.061101,22.534769",
+ "udli": "440300024063;440300024064",
+ "poiid": "0108",
+ "lg": "1",
+ "sp": "hui zhan zhong xin"
+ },
+ {
+ "rs": "952 885|952 885",
+ "udpx": "952 888;952 881",
+ "su": "1",
+ "udsu": "1;1",
+ "n": "购物公园",
+ "en": "Shopping Park",
+ "sid": "440300024060029",
+ "p": "952 885",
+ "r": "440300024063|440300024060",
+ "udsi": "440300024063023;440300024064010",
+ "t": "1",
+ "si": "440300024060029",
+ "sl": "114.054581,22.534655",
+ "udli": "440300024063;440300024064",
+ "poiid": "0109",
+ "lg": "7",
+ "sp": "gou wu gong yuan"
+ },
+ {
+ "rs": "872 885",
+ "udpx": "872 888;872 881",
+ "su": "1",
+ "udsu": "1;1",
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+ "n": "大芬",
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+ "n": "龙城广场",
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+ "ln": "3号线/龙岗线",
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+ "n": "洪浪北",
+ "en": "Honglang North",
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+ "si": "440300024056022",
+ "sl": "113.817005,22.716998",
+ "udli": "440300024057;440300024056",
+ "poiid": "1114",
+ "lg": "6",
+ "sp": "ma an shan"
+ },
+ {
+ "rs": "173 221",
+ "udpx": "169 222;177 221",
+ "su": "1",
+ "udsu": "1;1",
+ "n": "塘尾",
+ "en": "Tangwei",
+ "sid": "440300024056021",
+ "p": "173 221",
+ "r": "440300024056",
+ "udsi": "440300024057018;440300024056021",
+ "t": "0",
+ "si": "440300024056021",
+ "sl": "113.817878,22.702075",
+ "udli": "440300024057;440300024056",
+ "poiid": "1113",
+ "lg": "6",
+ "sp": "tang wei"
+ },
+ {
+ "rs": "125 305",
+ "udpx": "122 303;127 308",
+ "su": "1",
+ "udsu": "1;1",
+ "n": "桥头",
+ "en": "Qiaotou",
+ "sid": "440300024056020",
+ "p": "125 305",
+ "r": "440300024056",
+ "udsi": "440300024057019;440300024056020",
+ "t": "0",
+ "si": "440300024056020",
+ "sl": "113.811001,22.688133",
+ "udli": "440300024057;440300024056",
+ "poiid": "1112",
+ "lg": "2",
+ "sp": "qiao tou"
+ },
+ {
+ "rs": "88 337",
+ "udpx": "86 334;90 339",
+ "su": "1",
+ "udsu": "1;1",
+ "n": "福永",
+ "en": "Fuyong",
+ "sid": "440300024056009",
+ "p": "88 337",
+ "r": "440300024056",
+ "udsi": "440300024057006;440300024056009",
+ "t": "0",
+ "si": "440300024056009",
+ "sl": "113.806076,22.673562",
+ "udli": "440300024057;440300024056",
+ "poiid": "1111",
+ "lg": "2",
+ "sp": "fu yong"
+ },
+ {
+ "rs": "50 370",
+ "udpx": "48 367;52 372",
+ "su": "1",
+ "udsu": "1;1",
+ "n": "机场北",
+ "en": "Airport North",
+ "sid": "440300024056026",
+ "p": "50 370",
+ "r": "440300024056",
+ "udsi": "440300024057026;440300024056026",
+ "t": "0",
+ "si": "440300024056026",
+ "sl": "113.798179,22.651128",
+ "udli": "440300024057;440300024056",
+ "poiid": "1110",
+ "lg": "2",
+ "sp": "ji chang bei"
+ },
+ {
+ "rs": "1 452",
+ "udpx": "-2 452;5 452",
+ "su": "1",
+ "udsu": "1;1",
+ "n": "机场",
+ "en": "Airport",
+ "sid": "440300024056019",
+ "p": "1 452",
+ "r": "440300024056",
+ "udsi": "440300024057020;440300024056019",
+ "t": "0",
+ "si": "440300024056019",
+ "sl": "113.813663,22.624026",
+ "udli": "440300024057;440300024056",
+ "poiid": "1109",
+ "lg": "6",
+ "sp": "ji chang"
+ },
+ {
+ "rs": "3 574",
+ "udpx": "-1 574;6 574",
+ "su": "1",
+ "udsu": "1;1",
+ "n": "碧海湾",
+ "en": "Bihaiwan",
+ "sid": "440300024056018",
+ "p": "3 574",
+ "r": "440300024056",
+ "udsi": "440300024057021;440300024056018",
+ "t": "0",
+ "si": "440300024056018",
+ "sl": "113.856093,22.575073",
+ "udli": "440300024057;440300024056",
+ "poiid": "1108",
+ "lg": "6",
+ "sp": "bi hai wan"
+ },
+ {
+ "rs": "4 697",
+ "udpx": "0 697;7 697",
+ "su": "1",
+ "udsu": "1;1",
+ "n": "宝安",
+ "en": "Bao'an",
+ "sid": "440300024056017",
+ "p": "4 697",
+ "r": "440300024056",
+ "udsi": "440300024057022;440300024056017",
+ "t": "0",
+ "si": "440300024056017",
+ "sl": "113.880396,22.554590",
+ "udli": "440300024057;440300024056",
+ "poiid": "1107",
+ "lg": "6",
+ "sp": "bao an"
+ },
+ {
+ "rs": "139 885|139 885|139 885",
+ "udpx": "141 882;136 887",
+ "su": "1",
+ "udsu": "1;1",
+ "n": "前海湾",
+ "en": "Qianhaiwan",
+ "sid": "440300024056006",
+ "p": "139 885",
+ "r": "440300024063|440300024058|440300024056",
+ "udsi": "440300024056006;440300024057009",
+ "t": "1",
+ "si": "440300024056006",
+ "sl": "113.897932,22.537121",
+ "udli": "440300024056;440300024057",
+ "poiid": "1106",
+ "lg": "5",
+ "sp": "Qian HaiWan"
+ },
+ {
+ "rs": "198 940",
+ "udpx": "195 942;200 937",
+ "su": "1",
+ "udsu": "1;1",
+ "n": "南山",
+ "en": "Nanshan",
+ "sid": "440300024056005",
+ "p": "198 940",
+ "r": "440300024056",
+ "udsi": "440300024057010;440300024056005",
+ "t": "0",
+ "si": "440300024056005",
+ "sl": "113.923596,22.524022",
+ "udli": "440300024057;440300024056",
+ "poiid": "1105",
+ "lg": "5",
+ "sp": "nan shan"
+ },
+ {
+ "rs": "384 1059|384 1059",
+ "udpx": "384 1062;384 1055",
+ "su": "1",
+ "udsu": "1;1",
+ "n": "后海",
+ "en": "Houhai",
+ "sid": "440300024056016",
+ "p": "384 1059",
+ "r": "440300024076|440300024056",
+ "udsi": "440300024057023;440300024056016",
+ "t": "1",
+ "si": "440300024056016",
+ "sl": "113.942498,22.518422",
+ "udli": "440300024057;440300024056",
+ "poiid": "1104",
+ "lg": "3",
+ "sp": "hou hai"
+ },
+ {
+ "rs": "491 1005|491 1005",
+ "udpx": "494 1007;489 1002",
+ "su": "1",
+ "udsu": "1;1",
+ "n": "红树湾南",
+ "en": "Hongshuwan South",
+ "sid": "440300024054031",
+ "p": "491 1005",
+ "r": "440300024054|440300024056",
+ "udsi": "440300024057024;440300024056015",
+ "t": "1",
+ "si": "440300024054031",
+ "sl": "113.971433,22.523023",
+ "udli": "440300024057;440300024056",
+ "poiid": "1103",
+ "lg": "3",
+ "sp": "hong shu wan nan"
+ },
+ {
+ "rs": "817 885|817 885|817 885|817 885",
+ "udpx": "819 887;814 882",
+ "su": "1",
+ "udsu": "1;1",
+ "n": "车公庙",
+ "en": "Chegongmiao",
+ "sid": "440300024050011",
+ "p": "817 885",
+ "r": "440300024063|440300024050|440300024054|440300024056",
+ "udsi": "440300024057025;440300024056014",
+ "t": "1",
+ "si": "440300024050011",
+ "sl": "114.025830,22.536247",
+ "udli": "440300024057;440300024056",
+ "poiid": "1102",
+ "lg": "0",
+ "sp": "che gong miao"
+ },
+ {
+ "rs": "953 789|953 789|953 789",
+ "udpx": "955 791;950 787",
+ "su": "1",
+ "udsu": "1;1",
+ "n": "福田",
+ "en": "Futian",
+ "sid": "440300024056002",
+ "p": "953 789",
+ "r": "440300024076|440300024060|440300024056",
+ "udsi": "440300024057013;440300024056002",
+ "t": "1",
+ "si": "440300024056002",
+ "sl": "114.052879,22.540087",
+ "udli": "440300024057;440300024056",
+ "poiid": "1101",
+ "lg": "7",
+ "sp": "fu tian"
+ }
+ ],
+ "ln": "11号线/机场线",
+ "su": "1",
+ "kn": "地铁11号线",
+ "c": [
+ "170 0",
+ "172 46",
+ "172 85",
+ "172 128",
+ "172 174",
+ "173 221",
+ "173 256",
+ "172 262",
+ "168 269",
+ "163 274",
+ "125 305",
+ "88 337",
+ "50 370",
+ "7 406",
+ "4 409",
+ "1 412",
+ "0 414",
+ "0 418",
+ "1 452",
+ "3 574",
+ "4 697",
+ "4 737",
+ "5 744",
+ "8 748",
+ "12 752",
+ "139 885",
+ "198 940",
+ "316 1052",
+ "321 1056",
+ "328 1058",
+ "384 1059",
+ "436 1059",
+ "440 1058",
+ "443 1055",
+ "491 1005",
+ "522 974",
+ "762 974",
+ "769 973",
+ "776 973",
+ "782 970",
+ "787 966",
+ "791 960",
+ "793 956",
+ "794 952",
+ "794 910",
+ "817 885",
+ "840 860",
+ "844 857",
+ "847 855",
+ "849 855",
+ "850 855",
+ "885 855",
+ "888 854",
+ "890 853",
+ "891 852",
+ "893 851",
+ "953 789"
+ ],
+ "lo": "0",
+ "lp": [
+ "229 50"
+ ],
+ "f": [
+ {
+ "c": [
+ "950 787",
+ "890 848",
+ "889 849",
+ "888 849",
+ "886 850",
+ "884 851",
+ "850 851",
+ "848 851",
+ "846 852",
+ "842 854",
+ "838 857",
+ "814 882",
+ "790 908",
+ "790 951",
+ "789 955",
+ "788 959",
+ "785 963",
+ "780 967",
+ "775 969",
+ "769 970",
+ "762 970",
+ "520 970",
+ "489 1002",
+ "440 1053",
+ "438 1055",
+ "436 1055",
+ "384 1055",
+ "328 1054",
+ "323 1053",
+ "318 1050",
+ "200 937",
+ "141 882",
+ "14 750",
+ "11 746",
+ "9 743",
+ "7 736",
+ "7 697",
+ "6 574",
+ "5 452",
+ "4 418",
+ "4 415",
+ "4 414",
+ "6 411",
+ "9 409",
+ "52 372",
+ "90 339",
+ "127 308",
+ "165 277",
+ "171 271",
+ "175 263",
+ "177 256",
+ "177 221",
+ "175 174",
+ "175 128",
+ "175 85",
+ "175 46",
+ "174 0"
+ ],
+ "li": "440300024056"
+ },
+ {
+ "c": [
+ "167 0",
+ "168 46",
+ "168 85",
+ "168 128",
+ "168 174",
+ "169 222",
+ "169 255",
+ "168 261",
+ "165 266",
+ "160 271",
+ "122 303",
+ "86 334",
+ "48 367",
+ "4 404",
+ "1 406",
+ "-2 409",
+ "-4 413",
+ "-4 418",
+ "-2 452",
+ "-1 574",
+ "0 697",
+ "0 737",
+ "2 746",
+ "5 751",
+ "9 755",
+ "136 887",
+ "195 942",
+ "314 1055",
+ "320 1060",
+ "327 1061",
+ "384 1062",
+ "437 1063",
+ "442 1061",
+ "446 1058",
+ "494 1007",
+ "523 977",
+ "762 977",
+ "770 977",
+ "777 976",
+ "783 973",
+ "790 968",
+ "794 962",
+ "796 957",
+ "797 952",
+ "797 911",
+ "819 887",
+ "843 862",
+ "846 860",
+ "848 859",
+ "850 858",
+ "850 858",
+ "885 858",
+ "889 857",
+ "891 856",
+ "893 855",
+ "895 853",
+ "955 791"
+ ],
+ "li": "440300024057"
+ }
+ ],
+ "ls": "440300024056",
+ "cl": "741D51",
+ "la": "",
+ "x": 8,
+ "li": "440300024056|440300024057"
+ }
+ ],
+ "o": "807,685"
+}
diff --git a/SZT-common/src/main/scala/cn/java666/sztcommon/SZTBean.scala b/SZT-common/src/main/scala/cn/java666/sztcommon/SZTBean.scala
new file mode 100644
index 0000000..166e550
--- /dev/null
+++ b/SZT-common/src/main/scala/cn/java666/sztcommon/SZTBean.scala
@@ -0,0 +1,63 @@
+package cn.java666.sztcommon
+
+/**
+ * @author Geek
+ * @date 2020-04-14 04:15:35
+ *
+ * 源数据样例类，最小数据单元
+ */
+// @formatter:off
+case class SZTBean(
+ deal_date: String, //交易时间，格式化的日期时间 2018-09-01 11:19:04
+ close_date: String, //结算时间，次日起始时间0点 2018-09-01 00:00:00
+ card_no: String, //卡号，9位字母 FFEBEBAJH
+ deal_value: String, //交易金额，整数分值，原价 200
+ deal_type: String, //交易类型，汉字描述 地铁入站|地铁出站|巴士
+ company_name: String, //公司名称，线名 巴士集团|地铁七号线
+ car_no: String, //车号 01563D|宽AGM26-27
+ station: String, //站名 74路|华强北
+ conn_mark: String, //联程标记 0 直达 |1 联程
+ deal_money: String, //实收金额，整数分值，优惠后 190
+ equ_no: String //闸机号 265030122
+)
+// @formatter:on
+
+/*
+
+"card_no": "FFEBEBAJH",
+"deal_date": "2018-09-01 11:19:04",
+"deal_type": "地铁入站",
+"deal_money": "0",
+"deal_value": "0",
+"equ_no": "265028117"
+"company_name": "地铁七号线",
+"station": "赤尾",
+"car_no": "进AGM19-20",
+"conn_mark": "0",
+"close_date": "2018-09-01 00:00:00",
+
+"deal_date": "2018-09-01 11:15:07",
+"close_date": "2018-09-01 00:00:00",
+"card_no": "FHHEBGGFI",
+"deal_value": "200",
+"deal_type": "地铁出站",
+"company_name": "地铁七号线",
+"car_no": "宽AGM26-27",
+"station": "华强北",
+"conn_mark": "0",
+"deal_money": "190",
+"equ_no": "265030122"
+
+"deal_date": "2018-09-01 10:06:46",
+"close_date": "2018-09-01 00:00:00",
+"card_no": "FIAIAIGAD",
+"deal_value": "250",
+"deal_type": "巴士",
+"company_name": "巴士集团",
+"car_no": "01563D",
+"station": "74路",
+"conn_mark": "0",
+"deal_money": "200",
+"equ_no": "231010161"
+
+*/
diff --git a/SZT-common/src/main/scala/cn/java666/sztcommon/util/ParseCardNo.java b/SZT-common/src/main/scala/cn/java666/sztcommon/util/ParseCardNo.java
new file mode 100644
index 0000000..facc877
--- /dev/null
+++ b/SZT-common/src/main/scala/cn/java666/sztcommon/util/ParseCardNo.java
@@ -0,0 +1,89 @@
+package cn.java666.sztcommon.util;
+
+import java.util.HashMap;
+import java.util.StringJoiner;
+
+import cn.hutool.core.util.NumberUtil;
+import cn.hutool.core.util.StrUtil;
+import com.sun.istack.internal.NotNull;
+import org.junit.Test;
+
+/**
+ * @author Geek
+ * @date 2020-04-15 12:21:49
+ *
+ * 支持自动识别明文和密文，一键互转
+ *
+ * 日志当中卡号脱敏字段密文反解猜想，
+ * 由脱敏的密文卡号反推真实卡号，
+ * 因为所有卡号密文当中没有J开头的数据，
+ * 但是有A开头的数据，A != 0，
+ * 所以卡号映射关系如图！！！ .file/.pic/parse_card_no.png
+ * 类似摩斯电码解密。。。
+ */
+public class ParseCardNo {
+ static HashMap char2NOMap = new HashMap<>();
+ static HashMap NO2CharMap = new HashMap<>();
+
+ static {
+ char2NOMap.put('A', '1');
+ char2NOMap.put('B', '2');
+ char2NOMap.put('C', '3');
+ char2NOMap.put('D', '4');
+ char2NOMap.put('E', '5');
+ char2NOMap.put('F', '6');
+ char2NOMap.put('G', '7');
+ char2NOMap.put('H', '8');
+ char2NOMap.put('I', '9');
+ char2NOMap.put('J', '0');
+
+ NO2CharMap.put('1', 'A');
+ NO2CharMap.put('2', 'B');
+ NO2CharMap.put('3', 'C');
+ NO2CharMap.put('4', 'D');
+ NO2CharMap.put('5', 'E');
+ NO2CharMap.put('6', 'F');
+ NO2CharMap.put('7', 'G');
+ NO2CharMap.put('8', 'H');
+ NO2CharMap.put('9', 'I');
+ NO2CharMap.put('0', 'J');
+ }
+
+ public static String parse(@NotNull String no) {
+ if (StrUtil.isBlank(no)) {
+ return "滚！！！";
+ }
+
+ char[] array = no.toCharArray();
+ StringJoiner joiner = new StringJoiner("");
+ for (char c : array) {
+ if (NumberUtil.isNumber(no)) {
+ String v = NO2CharMap.get(c).toString();
+ joiner.add(v);
+ } else {
+ String v = char2NOMap.get(c).toString();
+ joiner.add(v);
+ }
+ }
+ return joiner.toString();
+ }
+
+ /** 支持自动识别明文和密文，一键互转 */
+ @Test
+ public void test1() {
+ System.out.println(parse("FFEBFACFD"));
+ System.out.println(parse("665261364"));
+
+ System.out.println(parse("FFEBEFGAJ"));
+ System.out.println(parse("665256710"));
+ System.out.println(parse("\n"));
+ }
+}
+
+/*
+665261364
+FFEBFACFD
+665256710
+FFEBEFGAJ
+滚！！！
+*/
diff --git a/SZT-common/src/main/scala/cn/java666/sztcommon/util/SZmetro.scala b/SZT-common/src/main/scala/cn/java666/sztcommon/util/SZmetro.scala
new file mode 100644
index 0000000..29a0909
--- /dev/null
+++ b/SZT-common/src/main/scala/cn/java666/sztcommon/util/SZmetro.scala
@@ -0,0 +1,112 @@
+package cn.java666.sztcommon.util
+
+import cn.hutool.core.io.FileUtil
+import cn.hutool.core.util.StrUtil
+import cn.hutool.http.HttpUtil
+import cn.hutool.json.{JSONObject, JSONUtil}
+import org.junit.Test
+
+import java.util.UUID
+import scala.io.Source
+import scala.util.control.Breaks
+
+/**
+ * @author Geek
+ * @date 2020-04-25 23:51:08
+ *
+ * 解析深圳地铁站名，遍历所有可能的线路规划方案。合计 45932 种排列算法。
+ *
+ */
+case class SZmetro() {
+ val uuid = UUID.randomUUID
+
+ /**
+ * 解析 szmc.net-metro.json 到 szmc.net-metro.csv
+ * 1,地铁1号线,1,罗湖,0101
+ */
+ @Test
+ def json2CSV() {
+ // TODO val s = Source.fromFile("szmc.net-metro.json") //scala 原生 API 读取文件，支持相对路径
+ val s = FileUtil.readUtf8String(ClassLoader.getSystemResource("szmc.net-metro.json").getPath)
+ val obj = JSONUtil.parseObj(s)
+ val lineArray = obj.getJSONArray("l")
+
+ val lineSize = lineArray.size()
+ for (i <- 0 until lineSize) {
+ val lineObject = lineArray.get(i).asInstanceOf[JSONObject]
+ val line_name_ws_alias = lineObject.getStr("kn") // "kn": "地铁1号线(罗宝线)",
+ val line_name = StrUtil.subBefore(line_name_ws_alias, "(", false)
+
+ val stationArray = lineObject.getJSONArray("st")
+ val stationSize = stationArray.size()
+
+ for (i <- 0 until stationSize) {
+ Breaks.breakable {
+ val stationObject = stationArray.get(i).asInstanceOf[JSONObject]
+ val sName = stationObject.getStr("n") // 站名
+ val sID = stationObject.getStr("poiid") // 线号站号 0902 | "poiid": "BV10246013",
+ // 跳过 幽灵车站，大剧院 BV10246013
+ if (sID.contains("BV10246013")) {
+ Breaks.break()
+ }
+ val line_no = sID.substring(0, 2).toInt
+ val station_no = sID.substring(2, 4).toInt
+ val value = s"$line_no,$line_name,$station_no,$sName,$sID"
+ println(value)
+ FileUtil.appendUtf8String(value + "\n", "/tmp/" + uuid + "/szmc.net-metro.csv")
+ }
+ }
+ println("")
+ }
+ }
+
+ /** 2-站站组合结果用来查询线路规划 */
+ def searchPlan(sid1: String, sid2: String): Unit = {
+ val res = HttpUtil.createPost("https://www.szmc.net/algorithm/Ticketing/MinTimeJson.do")
+ .header("Content-Type", "application/x-www-form-urlencoded; charset=UTF-8")
+ .body(s"departureStation=$sid1&arriveStation=$sid2&ridingType=0")
+ .execute()
+
+ if (res.getStatus != 200) {
+ searchPlan(sid1, sid2)
+ } else {
+ val resObj = JSONUtil.parseObj(res.body())
+
+ // 3-所有线路规划写入 csv 表 | 文件容量 74MB
+ FileUtil.appendUtf8String(resObj.toString + "\n", s"/tmp/$uuid/MiniTime.jsons")
+ println(resObj)
+ }
+ }
+
+ /** 抓取过程大概耗时 50分钟，中途不要操作写入文件 */
+ @Test
+ def loopPlan() {
+ // 1-排列组合，站站组合方式 | szmc.net-metro.csv
+ val list = FileUtil.readUtf8Lines(ClassLoader.getSystemResource("szmc.net-metro.csv").getPath)
+ val size = list.size()
+
+ // 出发站任意
+ for (item1 <- 1 to size) { // 遍历站点
+ val s1 = list.get(item1 - 1)
+ val arr1 = s1.split(",")
+ val sid1 = arr1(4) // 逻辑出发点
+ val sName1 = arr1(3)
+
+ // 到达站任意，但不能在原地
+ for (item2 <- 1 to size) { // 遍历站点
+ if (item2 != item1) {
+ val s2 = list.get(item2 - 1)
+ val arr2 = s2.split(",")
+ val sid2 = arr2(4) // 逻辑到达点
+ val sName2 = arr2(3)
+ println(s"$sid1 $sName1 --> $sid2 $sName2 | ") // 1101 福田 --> 1102 车公庙 |
+
+ // 路径规划，跳过同名站点
+ if (!sName2.equals(sName1)) {
+ searchPlan(sid1, sid2)
+ }
+ }
+ }
+ }
+ }
+}
diff --git a/SZT-common/src/main/scala/cn/java666/sztcommon/util/TravelPlan.scala b/SZT-common/src/main/scala/cn/java666/sztcommon/util/TravelPlan.scala
new file mode 100644
index 0000000..e6fb84a
--- /dev/null
+++ b/SZT-common/src/main/scala/cn/java666/sztcommon/util/TravelPlan.scala
@@ -0,0 +1,61 @@
+package cn.java666.sztcommon.util
+
+import cn.hutool.core.io.FileUtil
+import cn.hutool.json.{JSONArray, JSONObject, JSONUtil}
+
+import java.util.UUID
+
+/**
+ * @author Geek
+ * @date 2020-04-26 20:15:11
+ *
+ * 解析抓取后的线路规划，json 转为 csv
+ */
+case class TravelPlan() {
+ val uuid: UUID = UUID.randomUUID
+
+ val path = """D:\tmp\tralel-plans\MiniTime.jsons"""
+
+ import org.junit._
+ @Test
+ def test1(): Unit = {
+ val list = FileUtil.readUtf8Lines(path)
+ for (i <- 0 until list.size()) {
+ val str = list.get(i)
+ val jsonStr = JSONUtil.parseObj(str)
+ val start_sid = jsonStr.getStr("qidiancode")
+ val end_sid = jsonStr.getStr("zhondiancode")
+ val switch_counts = jsonStr.getInt("times")
+
+ val lineArr = jsonStr.getJSONArray("lineList")
+ val size = lineArr.size() // size = switch_counts + 2
+ // 子行程
+ val tralev_all = new JSONArray(size - 1)
+ for (j <- 0 until (size - 1)) { // 最后一组是空的
+ val lineObj = lineArr.get(j).asInstanceOf[JSONObject]
+ val travel_time = lineObj.get("travelTime").toString
+ val switch_time = lineObj.getStr("transferTime")
+ val next_sid = lineObj.getStr("code")
+
+ val travelObj = new JSONObject
+ travelObj.put("travel_time", travel_time)
+ travelObj.put("switch_time", switch_time)
+ travelObj.put("next_sid", next_sid)
+ tralev_all.add(j, travelObj)
+ }
+
+ val line = s"$start_sid\t$end_sid\t$switch_counts\t$tralev_all"
+ println(line)
+ FileUtil.appendUtf8String(line + "\n", "/tmp/" + uuid + "-travel_plan.csv")
+ }
+ }
+
+ @Test
+ def test2() {
+ for (i <- 6 to 23) {
+ for (j <- 0 to 59) {
+ println(i + "," + j)
+ }
+ }
+ }
+}
diff --git a/SZT-common/src/test/java/TestRunnable.java b/SZT-common/src/test/java/TestRunnable.java
new file mode 100644
index 0000000..00086e6
--- /dev/null
+++ b/SZT-common/src/test/java/TestRunnable.java
@@ -0,0 +1,32 @@
+/**
+ * @author Geek
+ * @date 2021-05-08 09:25:33
+ */
+
+public class TestRunnable {
+ public static void main(String[] args) {
+ System.out.println("主线程的ID是： " + Thread.currentThread().getId());
+ MyRunnable r1 = new MyRunnable("线程1");
+ Thread t1 = new Thread(r1);
+ t1.start();
+
+ MyRunnable r2 = new MyRunnable("线程2");
+ Thread t2 = new Thread(r2);
+ /*直接调用run()方法，并不会创建新线程*/
+ t2.run();
+ }
+}
+
+class MyRunnable implements Runnable {
+
+ private String name;
+
+ public MyRunnable(String name) {
+ this.name = name;
+ }
+
+ @Override
+ public void run() {
+ System.out.println("名字" + name + "的线程ID是： " + Thread.currentThread().getId());
+ }
+}
diff --git a/SZT-common/src/test/java/cn/java666/sztcommon/demo/SZTData2.java b/SZT-common/src/test/java/cn/java666/sztcommon/demo/SZTData2.java
new file mode 100644
index 0000000..619e1da
--- /dev/null
+++ b/SZT-common/src/test/java/cn/java666/sztcommon/demo/SZTData2.java
@@ -0,0 +1,72 @@
+package cn.java666.sztcommon.demo;
+
+import java.util.concurrent.ArrayBlockingQueue;
+import java.util.concurrent.TimeUnit;
+
+import org.junit.Test;
+
+/**
+ * @author Geek
+ * @date 2020-04-13 19:11:04
+ *
+ * TODO 使用多线程+队列来抓取数据
+ */
+public class SZTData2 {
+
+ @Test
+ public void saveDataMultiThread() {
+ // 共享队列
+ ArrayBlockingQueue queue = new ArrayBlockingQueue<>(1000);
+ inQueueAsync(queue);
+ outQueueSync(queue);
+
+ System.out.println("--------------------------------------------");
+ }
+
+ /** 新线程入队 */
+ public void inQueueAsync(ArrayBlockingQueue queue) {
+ Runnable run1 = () -> {
+ for (int i = 1; i <= 1337 * 1000; i++) {
+ try {
+ boolean offer = queue.offer(i, Long.MAX_VALUE, TimeUnit.SECONDS);
+ if (offer) {
+ System.out.println("Thread_name=" + Thread.currentThread().getName() + ", offer=" + offer + ", i=" + i);
+ } else {
+ System.err.println("Thread_name=" + Thread.currentThread().getName() + ", offer=" + offer + ", i=" + i);
+ }
+ } catch (InterruptedException e) {
+ e.printStackTrace();
+ }
+ }
+ };
+ new Thread(run1).start();
+ }
+
+ /** 新线程出队 */
+ public void outQueueSync(ArrayBlockingQueue queue) {
+ Runnable run1 = () -> {
+ try {
+ while (true) {
+ try {
+ Integer poll = queue.poll(3, TimeUnit.SECONDS);
+ if (poll != null) {
+ System.out.println("Thread_name=" + Thread.currentThread().getName() + ", poll=" + poll);
+ } else {
+ System.err.println("Thread_name=" + Thread.currentThread().getName() + ", poll=" + poll);
+ throw new NullPointerException("队列消费完毕");
+ }
+ Thread.sleep(0);
+ } catch (InterruptedException e) {
+ e.printStackTrace();
+ }
+ }
+ } catch (NullPointerException e) {
+ // e.printStackTrace();
+ System.out.println(e.getMessage());
+ }
+ };
+
+ // new Thread(run1).start();
+ new Thread(run1).run();
+ }
+}
diff --git a/SZT-common/src/test/java/cn/java666/sztcommon/demo/ThreadQueue.java b/SZT-common/src/test/java/cn/java666/sztcommon/demo/ThreadQueue.java
new file mode 100644
index 0000000..6bd9679
--- /dev/null
+++ b/SZT-common/src/test/java/cn/java666/sztcommon/demo/ThreadQueue.java
@@ -0,0 +1,66 @@
+package cn.java666.sztcommon.demo;
+
+import java.util.concurrent.ArrayBlockingQueue;
+
+/**
+ * @author Geek
+ * @date 2021-05-08 22:01:08
+ *
+ * TODO queue demo
+ */
+public class ThreadQueue {
+
+ public static void main(String[] args) {
+ ArrayBlockingQueue queue = new ArrayBlockingQueue<>(100);
+ new Thread2(queue).start();
+ new Thread1(queue).start();
+
+ try {
+ Thread.sleep(60 * 60 * 1000);
+ } catch (InterruptedException e) {
+ e.printStackTrace();
+ }
+ }
+
+ static class Thread1 extends Thread {
+ private ArrayBlockingQueue queue;
+
+ public Thread1(ArrayBlockingQueue queue) {
+ this.queue = queue;
+ }
+
+ @Override
+ public void run() {
+ for (int i = 0; i < 10000; i++) {
+ try {
+ queue.put(i);
+ System.out.println(Thread.currentThread().getId() + ": put --- " + i);
+ Thread.sleep(2 * 1000);
+ } catch (InterruptedException e) {
+ e.printStackTrace();
+ }
+ }
+ }
+ }
+
+ static class Thread2 extends Thread {
+ private ArrayBlockingQueue queue;
+
+ public Thread2(ArrayBlockingQueue queue) {
+ this.queue = queue;
+ }
+
+ @Override
+ public void run() {
+ for (int i = 0; i < 10000; i++) {
+ try {
+ int take = queue.take();
+ System.out.println(Thread.currentThread().getId() + ": take --- " + take);
+ // Thread.sleep(2 * 1000);
+ } catch (InterruptedException e) {
+ e.printStackTrace();
+ }
+ }
+ }
+ }
+}
diff --git a/SZT-common/src/test/java/cn/java666/sztcommon/runnable/MyRunnable.java b/SZT-common/src/test/java/cn/java666/sztcommon/runnable/MyRunnable.java
new file mode 100644
index 0000000..e9921f8
--- /dev/null
+++ b/SZT-common/src/test/java/cn/java666/sztcommon/runnable/MyRunnable.java
@@ -0,0 +1,17 @@
+package cn.java666.sztcommon.runnable;
+
+/**
+ * @author Geek
+ * @date 2021-05-08 21:33:16
+ */
+
+public class MyRunnable implements Runnable {
+
+ @Override
+ public void run() {
+ for (int i = 1; i <= 100; i++) {
+ System.out.println(Thread.currentThread().getId() + ": --- " + i);
+ }
+ }
+
+}
diff --git a/SZT-common/src/test/java/cn/java666/sztcommon/runnable/RunnableDemo.java b/SZT-common/src/test/java/cn/java666/sztcommon/runnable/RunnableDemo.java
new file mode 100644
index 0000000..1f11c93
--- /dev/null
+++ b/SZT-common/src/test/java/cn/java666/sztcommon/runnable/RunnableDemo.java
@@ -0,0 +1,23 @@
+package cn.java666.sztcommon.runnable;
+
+/**
+ * @author Geek
+ * @date 2021-05-08 21:32:52
+ *
+ * https://www.jianshu.com/p/94c1c34053d0
+ */
+public class RunnableDemo {
+ public static void main(String[] args) {
+ System.out.println(Thread.currentThread().getId());
+
+ new Thread(new MyRunnable()).start();
+ // new Thread(new MyRunnable()).start();
+ new Thread(new MyRunnable()).start();
+
+ try {
+ Thread.sleep(1000 * 1000);
+ } catch (InterruptedException e) {
+ e.printStackTrace();
+ }
+ }
+}
diff --git a/SZT-common/src/test/java/cn/java666/sztcommon/thread/MyThread.java b/SZT-common/src/test/java/cn/java666/sztcommon/thread/MyThread.java
new file mode 100644
index 0000000..63c0ce6
--- /dev/null
+++ b/SZT-common/src/test/java/cn/java666/sztcommon/thread/MyThread.java
@@ -0,0 +1,14 @@
+package cn.java666.sztcommon.thread;
+
+/**
+ * @author Geek
+ * @date 2021-05-08 21:49:47
+ */
+public class MyThread extends Thread {
+ @Override
+ public void run() {
+ for (int i = 1; i <= 1000; i++) {
+ System.out.println(Thread.currentThread().getId() + ": --- " + i);
+ }
+ }
+}
diff --git a/SZT-common/src/test/java/cn/java666/sztcommon/thread/ThreadDemo.java b/SZT-common/src/test/java/cn/java666/sztcommon/thread/ThreadDemo.java
new file mode 100644
index 0000000..0866979
--- /dev/null
+++ b/SZT-common/src/test/java/cn/java666/sztcommon/thread/ThreadDemo.java
@@ -0,0 +1,17 @@
+package cn.java666.sztcommon.thread;
+
+/**
+ * @author Geek
+ * @date 2021-05-08 21:54:47
+ */
+public class ThreadDemo {
+ public static void main(String[] args) {
+ new MyThread().start();
+ new MyThread().start();
+ try {
+ Thread.sleep(1000 * 1000);
+ } catch (InterruptedException e) {
+ e.printStackTrace();
+ }
+ }
+}
diff --git a/SZT-flink/pom.xml b/SZT-flink/pom.xml
new file mode 100644
index 0000000..4c7e2d7
--- /dev/null
+++ b/SZT-flink/pom.xml
@@ -0,0 +1,147 @@
+
+
+ 4.0.0
+
+
+ cn.java666
+ SZT-bigdata
+ 0.1
+
+
+ SZT-flink
+
+
+ 本模块用于 flink 实时读取 kafka 数据流，结果集写入到 clickhouse
+
+
+
+
+ 1.10.0
+
+
+
+
+
+
+ org.apache.flink
+ flink-scala_${scala.binary.version}
+ ${flink.version}
+
+
+ org.apache.flink
+ flink-streaming-scala_${scala.binary.version}
+ ${flink.version}
+
+
+
+
+
+ org.apache.flink
+ flink-connector-kafka-0.11_${scala.binary.version}
+ ${flink.version}
+
+
+
+ ru.yandex.clickhouse
+ clickhouse-jdbc
+ 0.2.4
+
+
+
+
+
+
+
+
+
+
+
+ junit
+ junit
+ 4.12
+
+
+
+ org.slf4j
+ slf4j-log4j12
+ ${slf4j.version}
+
+
+ log4j
+ log4j
+ ${log4j.version}
+
+
+
+
+
+
+
+ net.alchim31.maven
+ scala-maven-plugin
+ 3.4.6
+
+
+
+
+ testCompile
+ compile
+
+
+
+
+
+
+ org.apache.maven.plugins
+ maven-shade-plugin
+ 3.1.0
+
+ false
+
+
+
+ package
+
+ shade
+
+
+
+
+
+ cn.java666.sztflink.realtime.Kafka2MyCH
+
+
+ reference.conf
+
+
+
+
+
+ *:*
+
+ META-INF/*.SF
+ META-INF/*.DSA
+ META-INF/*.RSA
+
+
+
+
+
+
+
+
+
+
+
+
+
diff --git a/SZT-flink/src/main/resources/log4j.properties b/SZT-flink/src/main/resources/log4j.properties
new file mode 100644
index 0000000..e9392e6
--- /dev/null
+++ b/SZT-flink/src/main/resources/log4j.properties
@@ -0,0 +1,6 @@
+log4j.rootLogger = warn,console
+
+log4j.appender.console = org.apache.log4j.ConsoleAppender
+log4j.appender.console.layout = org.apache.log4j.PatternLayout
+log4j.appender.console.layout.ConversionPattern=%d %p [%c] - %m%n
+
diff --git a/SZT-flink/src/main/resources/logback.xml b/SZT-flink/src/main/resources/logback.xml
new file mode 100644
index 0000000..f47fada
--- /dev/null
+++ b/SZT-flink/src/main/resources/logback.xml
@@ -0,0 +1,14 @@
+
+
+
+
+
+ %d{HH:mm:ss.SSS} [%thread] %-5level %logger{36} - %msg%n
+
+
+
+
+
+
+
diff --git a/SZT-flink/src/main/scala/cn/java666/sztflink/realtime/Kafka2CH2.scala b/SZT-flink/src/main/scala/cn/java666/sztflink/realtime/Kafka2CH2.scala
new file mode 100644
index 0000000..8bda562
--- /dev/null
+++ b/SZT-flink/src/main/scala/cn/java666/sztflink/realtime/Kafka2CH2.scala
@@ -0,0 +1,65 @@
+//package cn.java666.sztflink.realtime
+//
+//import java.util.Properties
+//
+//import org.apache.flink.api.common.serialization.SimpleStringSchema
+//import org.apache.flink.api.java.utils.ParameterTool
+//import org.apache.flink.streaming.api.scala._
+//import org.apache.flink.streaming.connectors.kafka.FlinkKafkaConsumer011
+//import org.junit.Test
+//import ru.ivi.opensource.flinkclickhousesink.ClickhouseSink
+//import ru.ivi.opensource.flinkclickhousesink.model.{ClickhouseClusterSettings, ClickhouseSinkConsts}
+//
+///**
+// * @author Geek
+// * @date 2020-05-24 18:14:27
+// *
+// * flink 读取 kafka 存到 ch【第三方】
+// *
+// * 暂不可用
+// *
+// */
+//@deprecated
+//case class Kafka2CH2() {
+//
+// @Test
+// def test1() {
+// val env = StreamExecutionEnvironment.getExecutionEnvironment
+// env.setParallelism(1)
+//
+// val kafka_prop = new Properties
+// kafka_prop.setProperty("bootstrap.servers", "cdh231:9092")
+// kafka_prop.setProperty("group.id", "consumer-group-flink")
+//
+// val globalParameters = new java.util.HashMap[String, String]()
+// globalParameters.put(ClickhouseClusterSettings.CLICKHOUSE_HOSTS, "cdh231:8123")
+// globalParameters.put(ClickhouseClusterSettings.CLICKHOUSE_USER, "default")
+// globalParameters.put(ClickhouseClusterSettings.CLICKHOUSE_PASSWORD, "")
+//
+// //sink
+// globalParameters.put(ClickhouseSinkConsts.TIMEOUT_SEC, "3000")
+// globalParameters.put(ClickhouseSinkConsts.FAILED_RECORDS_PATH, "/tmp")
+// globalParameters.put(ClickhouseSinkConsts.NUM_WRITERS, "1")
+// globalParameters.put(ClickhouseSinkConsts.NUM_RETRIES, "1")
+// globalParameters.put(ClickhouseSinkConsts.QUEUE_MAX_CAPACITY, "1000")
+//
+// val env_config = env.getConfig
+// env_config.setGlobalJobParameters(ParameterTool.fromMap(globalParameters))
+//
+// val ch_prop = new Properties
+// ch_prop.setProperty(ClickhouseSinkConsts.TARGET_TABLE_NAME, "test.test2")
+// ch_prop.setProperty(ClickhouseSinkConsts.MAX_BUFFER_SIZE, "1000")
+//
+// env.addSource[String](new FlinkKafkaConsumer011("topic-flink-szt", new SimpleStringSchema, kafka_prop))
+// .name("kafka-source")
+// .map(x => {
+// //Thread.sleep(1000)
+// x
+// })
+// //.print()
+// .addSink(new ClickhouseSink(ch_prop))
+// .name("ch-sink")
+//
+// env.execute("Kafka2CH")
+// }
+//}
diff --git a/SZT-flink/src/main/scala/cn/java666/sztflink/realtime/Kafka2MyCH.scala b/SZT-flink/src/main/scala/cn/java666/sztflink/realtime/Kafka2MyCH.scala
new file mode 100644
index 0000000..ea68933
--- /dev/null
+++ b/SZT-flink/src/main/scala/cn/java666/sztflink/realtime/Kafka2MyCH.scala
@@ -0,0 +1,59 @@
+package cn.java666.sztflink.realtime
+
+import java.util.Properties
+
+import cn.java666.sztflink.realtime.sink.MyClickhouseSinkFun
+import org.apache.flink.api.common.serialization.SimpleStringSchema
+import org.apache.flink.streaming.api.scala._
+import org.apache.flink.streaming.connectors.kafka.FlinkKafkaConsumer011
+import org.junit._
+
+/**
+ * @author Geek
+ * @date 2020-05-24 18:14:27
+ *
+ * flink 读取 kafka 存到 ch【自定义】
+ */
+case class Kafka2MyCH() {
+
+ @Test
+ def test1(): Unit = {
+
+ val env = StreamExecutionEnvironment.getExecutionEnvironment
+ env.setParallelism(1)
+
+ val kafka_prop = new Properties
+ kafka_prop.setProperty("bootstrap.servers", "cdh231:9092")
+ kafka_prop.setProperty("group.id", "consumer-group-flink")
+
+ env.addSource[String](
+ new FlinkKafkaConsumer011("topic-flink-szt", new SimpleStringSchema, kafka_prop)
+ .setStartFromEarliest()
+ )
+ .name("kafka-source")
+ .map(x => {
+ //Thread.sleep(1000)
+ x
+ })
+ .addSink(new MyClickhouseSinkFun("cdh231"))
+ .name("ch-sink")
+
+ env.execute("Kafka2CH")
+ }
+}
+
+/*
+
+
+ com.github.housepower
+ clickhouse-native-jdbc
+ 2.1-stable
+
+
+
+
+ ru.yandex.clickhouse
+ clickhouse-jdbc
+ 0.2.4
+
+ */
diff --git a/SZT-flink/src/main/scala/cn/java666/sztflink/realtime/sink/MyClickhouseSinkFun.scala b/SZT-flink/src/main/scala/cn/java666/sztflink/realtime/sink/MyClickhouseSinkFun.scala
new file mode 100644
index 0000000..10387c7
--- /dev/null
+++ b/SZT-flink/src/main/scala/cn/java666/sztflink/realtime/sink/MyClickhouseSinkFun.scala
@@ -0,0 +1,43 @@
+package cn.java666.sztflink.realtime.sink
+
+import java.sql.{Connection, DriverManager, Statement}
+
+import org.apache.flink.configuration.Configuration
+import org.apache.flink.streaming.api.functions.sink.{RichSinkFunction, SinkFunction}
+
+/**
+ * @author Geek
+ * @date 2020-05-24 23:28:12
+ *
+ * 自定义flink sink 到 clickhouse
+ */
+case class MyClickhouseSinkFun(
+ host: String = "localhost", port: Int = 8123, user: String = "default", passwd: String = ""
+) extends RichSinkFunction[String] {
+ var conn: Connection = _
+ var stat: Statement = _
+
+ override def open(parameters: Configuration): Unit = {
+ conn = DriverManager.getConnection("jdbc:clickhouse://" + host + ":" + port, user, passwd)
+ stat = conn.createStatement()
+ }
+
+ override def invoke(value: String, context: SinkFunction.Context[_]): Unit = {
+ //val set = stat.executeQuery("select * from system.clusters").asInstanceOf[ClickHouseResultSet]
+ stat.execute(s"INSERT INTO szt.szt_data VALUES ('${value}')")
+ println(value)
+ }
+
+ override def close(): Unit = {
+ conn.close()
+ }
+}
+
+/*
+
+CREATE DATABASE IF NOT EXISTS szt;
+CREATE TABLE szt.szt_data (string_value String) ENGINE = Log();
+
+SELECT * FROM szt.szt_data;
+
+*/
diff --git a/SZT-kafka-hbase/.gitignore b/SZT-kafka-hbase/.gitignore
new file mode 100644
index 0000000..a2a3040
--- /dev/null
+++ b/SZT-kafka-hbase/.gitignore
@@ -0,0 +1,31 @@
+HELP.md
+target/
+!.mvn/wrapper/maven-wrapper.jar
+!**/src/main/**
+!**/src/test/**
+
+### STS ###
+.apt_generated
+.classpath
+.factorypath
+.project
+.settings
+.springBeans
+.sts4-cache
+
+### IntelliJ IDEA ###
+.idea
+*.iws
+*.iml
+*.ipr
+
+### NetBeans ###
+/nbproject/private/
+/nbbuild/
+/dist/
+/nbdist/
+/.nb-gradle/
+build/
+
+### VS Code ###
+.vscode/
diff --git a/SZT-kafka-hbase/.pic/hbase-2GB.png b/SZT-kafka-hbase/.pic/hbase-2GB.png
new file mode 100644
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diff --git a/SZT-kafka-hbase/.pic/hbase-api-debug.png b/SZT-kafka-hbase/.pic/hbase-api-debug.png
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diff --git a/SZT-kafka-hbase/.pic/hbase-run.png b/SZT-kafka-hbase/.pic/hbase-run.png
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diff --git a/SZT-kafka-hbase/.pic/hbase-shell-10.png b/SZT-kafka-hbase/.pic/hbase-shell-10.png
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index 0000000..0e2a8aa
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diff --git a/SZT-kafka-hbase/.pic/hbase-shell-toString.png b/SZT-kafka-hbase/.pic/hbase-shell-toString.png
new file mode 100644
index 0000000..9b962f0
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diff --git a/SZT-kafka-hbase/.pic/hbase-ui.png b/SZT-kafka-hbase/.pic/hbase-ui.png
new file mode 100644
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diff --git a/SZT-kafka-hbase/.pic/hbase666.png b/SZT-kafka-hbase/.pic/hbase666.png
new file mode 100644
index 0000000..f582cd4
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diff --git a/SZT-kafka-hbase/.pic/hue-hbase-szt-versions-10.png b/SZT-kafka-hbase/.pic/hue-hbase-szt-versions-10.png
new file mode 100644
index 0000000..5a59828
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diff --git a/SZT-kafka-hbase/.pic/hue-hbase-szt.png b/SZT-kafka-hbase/.pic/hue-hbase-szt.png
new file mode 100644
index 0000000..c5c4198
Binary files /dev/null and b/SZT-kafka-hbase/.pic/hue-hbase-szt.png differ
diff --git a/SZT-kafka-hbase/pom.xml b/SZT-kafka-hbase/pom.xml
new file mode 100644
index 0000000..3f419e6
--- /dev/null
+++ b/SZT-kafka-hbase/pom.xml
@@ -0,0 +1,127 @@
+
+
+ 4.0.0
+
+
+ cn.java666
+ SZT-bigdata
+ 0.1
+
+
+ SZT-kafka-hbase
+
+
+ SZT-kafka-hbase project for Spring Boot2
+ 看过开源的 spring-boot-starter-hbase、spring-data-hadoop-hbase，
+ 基础依赖过于老旧，长期不更新；引入过程繁琐，而且 API 粒度受限；数据库连接没有复用，导致数据库服务读写成本太高。
+
+ 于是自己实现了 hbase-2.1 + springboot-2.1.13 + kafka-2.0 的集成，一个长会话完成 hbase 连续的增删改查👑👑👑，降低服务器资源的开销。
+
+
+
+
+
+
+
+ cn.java666
+ SZT-common
+ 0.1
+
+
+
+ org.springframework.boot
+ spring-boot-starter-web
+
+
+
+ org.springframework.boot
+ spring-boot-devtools
+ runtime
+ true
+
+
+ org.projectlombok
+ lombok
+ true
+
+
+ org.springframework.boot
+ spring-boot-starter-test
+
+
+
+
+
+ com.github.xiaoymin
+ knife4j-spring-boot-starter
+ 2.0.2
+
+
+ com.google.guava
+ guava
+ 20.0
+ compile
+
+
+
+
+ org.apache.hbase
+ hbase-client
+ ${hbase.version}
+
+
+ guava
+ com.google.guava
+
+
+ log4j
+ log4j
+
+
+ slf4j-log4j12
+ org.slf4j
+
+
+
+
+
+
+ org.springframework.kafka
+ spring-kafka
+
+
+
+
+
+
+
+ org.springframework.boot
+ spring-boot-dependencies
+ ${spring-boot.version}
+ pom
+ import
+
+
+
+
+
+
+
+ org.apache.maven.plugins
+ maven-compiler-plugin
+
+ 1.8
+ 1.8
+ UTF-8
+
+
+
+ org.springframework.boot
+ spring-boot-maven-plugin
+ ${spring-boot.version}
+
+
+
+
+
diff --git a/SZT-kafka-hbase/src/main/java/cn/java666/szthbase/SztHbaseApp.java b/SZT-kafka-hbase/src/main/java/cn/java666/szthbase/SztHbaseApp.java
new file mode 100644
index 0000000..76cd06d
--- /dev/null
+++ b/SZT-kafka-hbase/src/main/java/cn/java666/szthbase/SztHbaseApp.java
@@ -0,0 +1,12 @@
+package cn.java666.szthbase;
+
+import org.springframework.boot.SpringApplication;
+import org.springframework.boot.autoconfigure.SpringBootApplication;
+
+@SpringBootApplication
+public class SztHbaseApp {
+
+ public static void main(String[] args) {
+ SpringApplication.run(SztHbaseApp.class, args);
+ }
+}
diff --git a/SZT-kafka-hbase/src/main/java/cn/java666/szthbase/config/APIConfig.java b/SZT-kafka-hbase/src/main/java/cn/java666/szthbase/config/APIConfig.java
new file mode 100644
index 0000000..648b8f7
--- /dev/null
+++ b/SZT-kafka-hbase/src/main/java/cn/java666/szthbase/config/APIConfig.java
@@ -0,0 +1,65 @@
+package cn.java666.szthbase.config;
+
+import com.github.xiaoymin.knife4j.spring.annotations.EnableKnife4j;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.beans.factory.annotation.Value;
+import org.springframework.context.annotation.Bean;
+import org.springframework.context.annotation.Configuration;
+import org.springframework.context.annotation.Import;
+import springfox.bean.validators.configuration.BeanValidatorPluginsConfiguration;
+import springfox.documentation.builders.ApiInfoBuilder;
+import springfox.documentation.builders.PathSelectors;
+import springfox.documentation.builders.RequestHandlerSelectors;
+import springfox.documentation.service.ApiInfo;
+import springfox.documentation.spi.DocumentationType;
+import springfox.documentation.spring.web.plugins.Docket;
+import springfox.documentation.swagger2.annotations.EnableSwagger2;
+
+/**
+ * @author Geek
+ * @date 2020-04-29 20:56:47
+ *
+ * api 调试模块
+ */
+
+@Slf4j
+@Configuration
+@EnableSwagger2
+@EnableKnife4j
+@Import(BeanValidatorPluginsConfiguration.class)
+public class APIConfig {
+ @Value("${server.port}")
+ private int port;
+
+ @Value("${server.address}")
+ private String url;
+
+ private String docPath;
+
+ @Bean(value = "defaultApi2")
+ // @Bean
+ public Docket defaultApi2() {
+ docPath = "http://" + url + ":" + port + "/doc.html";
+ log.warn("API 文档地址={} --------------------", docPath);
+
+ return new Docket(DocumentationType.SWAGGER_2)
+ .apiInfo(apiInfo())
+ //分组名称
+ .groupName("SZT-hbase")
+ .select()
+ //这里指定Controller扫描包路径
+ .apis(RequestHandlerSelectors.basePackage("cn.java666.szthbase.controller"))
+ .paths(PathSelectors.any())
+ .build();
+ }
+
+ private ApiInfo apiInfo() {
+ return new ApiInfoBuilder()
+ .title("SZT-hbase")
+ .description(" RESTful API 调试 ")
+ .termsOfServiceUrl(docPath)
+ .contact("forsupergeeker@gmail.com")
+ .version("0.1")
+ .build();
+ }
+}
diff --git a/SZT-kafka-hbase/src/main/java/cn/java666/szthbase/config/KafkaConsumerConfig.java b/SZT-kafka-hbase/src/main/java/cn/java666/szthbase/config/KafkaConsumerConfig.java
new file mode 100644
index 0000000..de110c6
--- /dev/null
+++ b/SZT-kafka-hbase/src/main/java/cn/java666/szthbase/config/KafkaConsumerConfig.java
@@ -0,0 +1,72 @@
+package cn.java666.szthbase.config;
+
+import java.util.HashMap;
+import java.util.Map;
+
+import org.apache.kafka.clients.consumer.ConsumerConfig;
+import org.apache.kafka.common.serialization.StringDeserializer;
+import org.springframework.beans.factory.annotation.Value;
+import org.springframework.context.annotation.Bean;
+import org.springframework.context.annotation.Configuration;
+import org.springframework.kafka.annotation.EnableKafka;
+import org.springframework.kafka.config.ConcurrentKafkaListenerContainerFactory;
+import org.springframework.kafka.config.KafkaListenerContainerFactory;
+import org.springframework.kafka.core.ConsumerFactory;
+import org.springframework.kafka.core.DefaultKafkaConsumerFactory;
+import org.springframework.kafka.listener.ConcurrentMessageListenerContainer;
+
+/**
+ * @author Geek
+ * @date 2020-04-30 22:10:05
+ *
+ * kafka消费者配置
+ */
+@Configuration
+@EnableKafka
+public class KafkaConsumerConfig {
+
+ @Value("${kafka.consumer.servers}")
+ private String servers;
+ @Value("${kafka.consumer.enable.auto.commit}")
+ private boolean enableAutoCommit;
+ @Value("${kafka.consumer.session.timeout}")
+ private String sessionTimeout;
+ @Value("${kafka.consumer.auto.commit.interval}")
+ private String autoCommitInterval;
+ @Value("${kafka.consumer.group.id}")
+ private String groupId;
+ @Value("${kafka.consumer.auto.offset.reset}")
+ private String autoOffsetReset;
+ @Value("${kafka.consumer.concurrency}")
+ private int concurrency;
+ @Value("${kafka.consumer.max.poll.records}")
+ private int poll_records;
+
+ @Bean
+ public KafkaListenerContainerFactory> kafkaListenerContainerFactory() {
+ ConcurrentKafkaListenerContainerFactory factory = new ConcurrentKafkaListenerContainerFactory<>();
+ factory.setConsumerFactory(consumerFactory());
+ factory.setConcurrency(concurrency);
+ factory.getContainerProperties().setPollTimeout(1500);
+ return factory;
+ }
+
+ public ConsumerFactory consumerFactory() {
+ return new DefaultKafkaConsumerFactory<>(consumerConfigs());
+ }
+
+ public Map consumerConfigs() {
+ Map prop = new HashMap<>();
+ prop.put(ConsumerConfig.BOOTSTRAP_SERVERS_CONFIG, servers);
+ prop.put(ConsumerConfig.ENABLE_AUTO_COMMIT_CONFIG, enableAutoCommit);
+ prop.put(ConsumerConfig.AUTO_COMMIT_INTERVAL_MS_CONFIG, autoCommitInterval);
+ prop.put(ConsumerConfig.SESSION_TIMEOUT_MS_CONFIG, sessionTimeout);
+ prop.put(ConsumerConfig.KEY_DESERIALIZER_CLASS_CONFIG, StringDeserializer.class);
+ prop.put(ConsumerConfig.VALUE_DESERIALIZER_CLASS_CONFIG, StringDeserializer.class);
+ prop.put(ConsumerConfig.GROUP_ID_CONFIG, groupId);
+ prop.put(ConsumerConfig.AUTO_OFFSET_RESET_CONFIG, autoOffsetReset);// 由 group 自动维护
+ prop.put(ConsumerConfig.MAX_POLL_RECORDS_CONFIG, poll_records);
+ return prop;
+ }
+
+}
diff --git a/SZT-kafka-hbase/src/main/java/cn/java666/szthbase/config/KafkaProducerConfig.java b/SZT-kafka-hbase/src/main/java/cn/java666/szthbase/config/KafkaProducerConfig.java
new file mode 100644
index 0000000..ababa0b
--- /dev/null
+++ b/SZT-kafka-hbase/src/main/java/cn/java666/szthbase/config/KafkaProducerConfig.java
@@ -0,0 +1,60 @@
+package cn.java666.szthbase.config;
+
+import java.util.HashMap;
+import java.util.Map;
+
+import org.apache.kafka.clients.producer.ProducerConfig;
+import org.apache.kafka.common.serialization.StringSerializer;
+import org.springframework.beans.factory.annotation.Value;
+import org.springframework.context.annotation.Bean;
+import org.springframework.context.annotation.Configuration;
+import org.springframework.kafka.annotation.EnableKafka;
+import org.springframework.kafka.core.DefaultKafkaProducerFactory;
+import org.springframework.kafka.core.KafkaTemplate;
+import org.springframework.kafka.core.ProducerFactory;
+
+/**
+ * @author Geek
+ * @date 2020-04-30 22:06:15
+ *
+ * kafka生产配置
+ */
+
+@Configuration
+@EnableKafka
+public class KafkaProducerConfig {
+ @Value("${kafka.producer.servers}")
+ private String servers;
+ // @Value("${kafka.producer.retries}")
+ // private int retries;
+ @Value("${kafka.producer.batch.size}")
+ private int batchSize;
+ @Value("${kafka.producer.linger}")
+ private int linger;
+ @Value("${kafka.producer.buffer.memory}")
+ private int bufferMemory;
+ @Value("${kafka.producer.enable.idempotence}")
+ private boolean idempotence;
+
+ public Map producerConfigs() {
+ Map props = new HashMap<>();
+ props.put(ProducerConfig.BOOTSTRAP_SERVERS_CONFIG, servers);
+ // props.put(ProducerConfig.RETRIES_CONFIG, retries);
+ props.put(ProducerConfig.BATCH_SIZE_CONFIG, batchSize);
+ props.put(ProducerConfig.LINGER_MS_CONFIG, linger);
+ props.put(ProducerConfig.BUFFER_MEMORY_CONFIG, bufferMemory);
+ props.put(ProducerConfig.KEY_SERIALIZER_CLASS_CONFIG, StringSerializer.class);// 默认为 byte[] 数组
+ props.put(ProducerConfig.VALUE_SERIALIZER_CLASS_CONFIG, StringSerializer.class);// 默认为 byte[] 数组
+ props.put(ProducerConfig.ENABLE_IDEMPOTENCE_CONFIG, idempotence); // 幂等性，保证严格一次生产
+ return props;
+ }
+
+ public ProducerFactory producerFactory() {
+ return new DefaultKafkaProducerFactory<>(producerConfigs());
+ }
+
+ @Bean
+ public KafkaTemplate kafkaTemplate() {
+ return new KafkaTemplate(producerFactory());
+ }
+}
diff --git a/SZT-kafka-hbase/src/main/java/cn/java666/szthbase/controller/KafkaListen.java b/SZT-kafka-hbase/src/main/java/cn/java666/szthbase/controller/KafkaListen.java
new file mode 100644
index 0000000..ecd3f96
--- /dev/null
+++ b/SZT-kafka-hbase/src/main/java/cn/java666/szthbase/controller/KafkaListen.java
@@ -0,0 +1,44 @@
+package cn.java666.szthbase.controller;
+
+import javax.annotation.Resource;
+
+import cn.java666.sztcommon.pojo.SztDataBean;
+import cn.java666.szthbase.service.SztDataService;
+import com.alibaba.fastjson.JSONObject;
+import lombok.extern.slf4j.Slf4j;
+import org.apache.kafka.clients.consumer.ConsumerRecord;
+import org.springframework.beans.factory.annotation.Value;
+import org.springframework.kafka.annotation.KafkaListener;
+import org.springframework.stereotype.Component;
+import org.springframework.stereotype.Controller;
+
+/**
+ * @author Geek
+ * @date 2020-04-30 22:25:00
+ *
+ * kafka 监听器
+ */
+@Component
+@Slf4j
+@Controller
+public class KafkaListen {
+ @Value("${kafka.consumer.topic}")
+ private String topic;
+
+ @Resource
+ private SztDataService service;
+
+ /** 实时监听kafka数据 */
+ @KafkaListener(topics = {"${kafka.consumer.topic}"})
+ public void listen(ConsumerRecord record) {
+ String value = (String) record.value();
+ // log.warn("消费 [{}] | {}", topic, value);
+
+ sink2Hbase(value);// 如果达到业务瓶颈，可以考虑采用 异步非阻塞 方式写入。其次还要考虑 hbase 写入承受能力
+ }
+
+ /** 疯狂写入 hbase 可能导致 hbase oom，需要加大内存 */
+ private void sink2Hbase(String jsonStr) {
+ service.insert(JSONObject.parseObject(jsonStr, SztDataBean.class));
+ }
+}
diff --git a/SZT-kafka-hbase/src/main/java/cn/java666/szthbase/controller/ProducerController.java b/SZT-kafka-hbase/src/main/java/cn/java666/szthbase/controller/ProducerController.java
new file mode 100644
index 0000000..4f060df
--- /dev/null
+++ b/SZT-kafka-hbase/src/main/java/cn/java666/szthbase/controller/ProducerController.java
@@ -0,0 +1,32 @@
+package cn.java666.szthbase.controller;
+
+import javax.annotation.Resource;
+
+import org.springframework.beans.factory.annotation.Value;
+import org.springframework.kafka.core.KafkaTemplate;
+import org.springframework.web.bind.annotation.PostMapping;
+import org.springframework.web.bind.annotation.RequestBody;
+import org.springframework.web.bind.annotation.RequestMapping;
+import org.springframework.web.bind.annotation.RestController;
+
+/**
+ * @author Geek
+ * @date 2020-04-30 22:16:30
+ */
+
+@RestController
+@RequestMapping(value = "/kafka")
+public class ProducerController {
+ @Value("${kafka.producer.topic}")
+ private String topic_produce;
+
+ @Resource
+ private KafkaTemplate kafkaTemplate;
+
+ @PostMapping(value = "/producer")
+ public void consume(@RequestBody String msg) {
+ for (int i = 1; i <= 5; i++) {
+ kafkaTemplate.send(topic_produce, i + msg);
+ }
+ }
+}
diff --git a/SZT-kafka-hbase/src/main/java/cn/java666/szthbase/controller/RootController.java b/SZT-kafka-hbase/src/main/java/cn/java666/szthbase/controller/RootController.java
new file mode 100644
index 0000000..30b1bfd
--- /dev/null
+++ b/SZT-kafka-hbase/src/main/java/cn/java666/szthbase/controller/RootController.java
@@ -0,0 +1,34 @@
+package cn.java666.szthbase.controller;
+
+import java.time.LocalDateTime;
+
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.web.bind.annotation.GetMapping;
+import org.springframework.web.bind.annotation.RequestMapping;
+import org.springframework.web.bind.annotation.RestController;
+
+/**
+ * @author Geek
+ * @date 2020-04-29 21:11:59
+ *
+ * 默认的欢迎页信息，避免 erroe 页面的尴尬...
+ */
+@Slf4j
+@RestController
+@RequestMapping("/")
+public class RootController {
+
+ @GetMapping("/")
+ public String root() {
+ String s = "welcome " + LocalDateTime.now().toString();
+ log.warn(s);
+ return s;
+ }
+
+ @GetMapping("/test")
+ public String test() {
+ String s = "test " + LocalDateTime.now().toString();
+ log.warn(s);
+ return s;
+ }
+}
diff --git a/SZT-kafka-hbase/src/main/java/cn/java666/szthbase/controller/SztDataController.java b/SZT-kafka-hbase/src/main/java/cn/java666/szthbase/controller/SztDataController.java
new file mode 100644
index 0000000..ba3d53e
--- /dev/null
+++ b/SZT-kafka-hbase/src/main/java/cn/java666/szthbase/controller/SztDataController.java
@@ -0,0 +1,33 @@
+package cn.java666.szthbase.controller;
+
+import javax.annotation.Resource;
+
+import cn.java666.sztcommon.pojo.SztDataBean;
+import cn.java666.szthbase.service.SztDataService;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.web.bind.annotation.PostMapping;
+import org.springframework.web.bind.annotation.RequestMapping;
+import org.springframework.web.bind.annotation.RestController;
+
+/**
+ * @author Geek
+ * @date 2020-04-30 00:48:34
+ *
+ * 控制层，hbase 增删改查
+ */
+@Slf4j
+@RequestMapping("/szt")
+@RestController
+public class SztDataController {
+
+ @Resource
+ private SztDataService service;
+
+ @PostMapping("/insert")
+ public String insert(SztDataBean data) {
+ service.insert(data);
+ String res = System.currentTimeMillis() + " ------- insert success: " + data;
+ log.warn(res);
+ return res;
+ }
+}
diff --git a/SZT-kafka-hbase/src/main/java/cn/java666/szthbase/dao/SztDataDao.java b/SZT-kafka-hbase/src/main/java/cn/java666/szthbase/dao/SztDataDao.java
new file mode 100644
index 0000000..42c7d97
--- /dev/null
+++ b/SZT-kafka-hbase/src/main/java/cn/java666/szthbase/dao/SztDataDao.java
@@ -0,0 +1,100 @@
+package cn.java666.szthbase.dao;
+
+import java.io.IOException;
+
+import javax.annotation.PostConstruct;
+
+import lombok.extern.slf4j.Slf4j;
+import org.apache.hadoop.conf.Configuration;
+import org.apache.hadoop.hbase.*;
+import org.apache.hadoop.hbase.client.*;
+import org.springframework.beans.factory.annotation.Value;
+import org.springframework.stereotype.Repository;
+
+import static cn.java666.sztcommon.enums.SztEnum.SZT_NAME_SPACE;
+import static cn.java666.sztcommon.enums.SztEnum.SZT_TABLE_CF;
+import static cn.java666.sztcommon.enums.SztEnum.SZT_TABLE_NAME;
+
+/**
+ * @author Geek
+ * @date 2020-04-29 21:36:08
+ *
+ * 持久层，操作 hbase 数据库，连接复用，降低资源开销
+ */
+
+// 赋值给静态成员变量
+// @Component
+@Slf4j
+@Repository
+public class SztDataDao {
+
+ @Value("${szt.hbase.versions}")
+ private Integer version;
+
+ @Value("${hbase.zookeeper.quorum}")
+ private String hosts;
+
+ private Connection connection;
+
+ /** 初始化数据库 */
+ @PostConstruct
+ public void init() {
+ try {
+ initConnection();
+ initNamespace();
+ } catch (IOException e) {
+ e.printStackTrace();
+ }
+ }
+
+ public void initNamespace() throws IOException {
+ createNameSpace(SZT_NAME_SPACE.value());
+ createTable(SZT_TABLE_NAME.value(), SZT_TABLE_CF.value());
+ }
+
+ public void initConnection() throws IOException {
+ Configuration conf = HBaseConfiguration.create();
+ conf.set("hbase.zookeeper.quorum", hosts);
+ connection = ConnectionFactory.createConnection(conf);
+ }
+
+ public void createNameSpace(String nameSpace) throws IOException {
+ Admin admin = connection.getAdmin();
+ try {
+ admin.getNamespaceDescriptor(nameSpace);
+ } catch (NamespaceNotFoundException e) {
+ admin.createNamespace(NamespaceDescriptor.create(nameSpace).build());
+ } finally {
+ admin.close();
+ }
+ }
+
+ /** 指定列版本数量 */
+ public void createTable(String tableName, String... families) throws IOException {
+ createTable(tableName, version, families);
+ }
+
+ public void createTable(String tableName, Integer versions, String... families) throws IOException {
+ Admin admin = connection.getAdmin();
+ if (admin.tableExists(TableName.valueOf(tableName))) {
+ log.warn("table [{}] 已存在", tableName);
+ admin.close();
+ return;
+ }
+ HTableDescriptor tableDesc = new HTableDescriptor(TableName.valueOf(tableName));
+ for (String family : families) {
+ HColumnDescriptor columnDesc = new HColumnDescriptor(family);
+ columnDesc.setMaxVersions(versions);
+ tableDesc.addFamily(columnDesc);
+ }
+ admin.createTable(tableDesc);
+ admin.close();
+ }
+
+ public void putCell(String tableName, String rowKey, String family, String column, String value) throws IOException {
+ Table table = connection.getTable(TableName.valueOf(tableName));
+ Put put = new Put(rowKey.getBytes());
+ put.addColumn(family.getBytes(), column.getBytes(), value.getBytes());
+ table.put(put);
+ }
+}
diff --git a/SZT-kafka-hbase/src/main/java/cn/java666/szthbase/service/SztDataService.java b/SZT-kafka-hbase/src/main/java/cn/java666/szthbase/service/SztDataService.java
new file mode 100644
index 0000000..cd1aaf2
--- /dev/null
+++ b/SZT-kafka-hbase/src/main/java/cn/java666/szthbase/service/SztDataService.java
@@ -0,0 +1,49 @@
+package cn.java666.szthbase.service;
+
+import java.io.IOException;
+
+import javax.annotation.Resource;
+
+import cn.java666.sztcommon.pojo.SztDataBean;
+import cn.java666.szthbase.dao.SztDataDao;
+import lombok.extern.slf4j.Slf4j;
+import org.apache.commons.lang3.StringUtils;
+import org.springframework.stereotype.Service;
+
+import static cn.java666.sztcommon.enums.SztEnum.*;
+
+/**
+ * @author Geek
+ * @date 2020-04-29 22:19:33
+ * 业务逻辑层
+ */
+@Slf4j
+@Service
+public class SztDataService {
+ private String tb = SZT_TABLE_NAME.value();
+ private String cf = SZT_TABLE_CF.value();
+
+ @Resource
+ private SztDataDao dao;
+
+ /** 插入新数据 */
+ public void insert(SztDataBean data) {
+ try {
+ String card_no_re = StringUtils.reverse(data.getCard_no());
+ dao.putCell(tb, card_no_re, cf, SZT_CL_DEAL_DATE.value(), data.getDeal_date());
+ dao.putCell(tb, card_no_re, cf, SZT_CL_CLOSE_DATE.value(), data.getClose_date());
+ dao.putCell(tb, card_no_re, cf, SZT_CL_CARD_NO.value(), data.getCard_no());
+ dao.putCell(tb, card_no_re, cf, SZT_CL_DEAL_VALUE.value(), data.getDeal_value());
+ dao.putCell(tb, card_no_re, cf, SZT_CL_DEAL_TYPE.value(), data.getDeal_type());
+ dao.putCell(tb, card_no_re, cf, SZT_CL_LINE.value(), data.getCompany_name());
+ dao.putCell(tb, card_no_re, cf, SZT_CL_CAR_NO.value(), data.getCar_no());
+ dao.putCell(tb, card_no_re, cf, SZT_CL_STATION.value(), data.getStation());
+ dao.putCell(tb, card_no_re, cf, SZT_CL_CONN_MARK.value(), data.getConn_mark());
+ dao.putCell(tb, card_no_re, cf, SZT_CL_DEAL_MONEY.value(), data.getDeal_money());
+ dao.putCell(tb, card_no_re, cf, SZT_CL_EQU_NO.value(), data.getEqu_no());
+ log.warn("写入 hbase 成功 [{}]", data);
+ } catch (IOException e) {
+ e.printStackTrace();
+ }
+ }
+}
diff --git a/SZT-kafka-hbase/src/main/resources/application.properties b/SZT-kafka-hbase/src/main/resources/application.properties
new file mode 100644
index 0000000..78d8af0
--- /dev/null
+++ b/SZT-kafka-hbase/src/main/resources/application.properties
@@ -0,0 +1,82 @@
+#################################### common config : ####################################
+spring.application.name=SZT-hbase
+
+# 应用服务web访问端口
+server.port=6662
+server.address=localhost
+
+######################## my config : ########################
+
+logging.level.root=warn
+#logging.level.root=info
+
+######################### 实时热部署 ###################################
+# https://www.hangge.com/blog/cache/detail_2634.html
+
+#"关闭缓存, 即时刷新"
+spring.freemarker.cache=false
+spring.thymeleaf.cache=false
+
+#热部署生效
+spring.devtools.restart.enabled=true
+#是否支持livereload
+spring.devtools.livereload.enabled=true
+#设置重启的目录,添加那个目录的文件需要restart
+spring.devtools.restart.additional-paths=src/main/*
+#设置不需要重启的目录
+#spring.devtools.restart.exclude=static/**,public/**
+
+##################################################################### hbase 配置
+hbase.zookeeper.quorum=cdh231,cdh232,cdh233
+szt.hbase.versions=10
+
+##################################################################### kafka 生产配置
+#spring.kafka.bootstrap-servers=cdh231:9092,cdh232:9092,cdh233:9092
+#spring.kafka.producer.retries=1
+#spring.kafka.producer.batch-size=1000
+#spring.kafka.producer.buffer-memory=10MB
+
+#spring.kafka.template.default-topic=default-topic-1
+
+##################################################################### kafka 消费配置
+#spring.kafka.consumer.bootstrap-servers=cdh231:9092,cdh232:9092,cdh233:9092
+#spring.kafka.consumer.group-id=group-szt-hbase
+#spring.kafka.consumer.auto-offset-reset=none
+#spring.kafka.consumer.max-poll-records=1
+#spring.kafka.consumer.enable-auto-commit=false
+
+#spring.kafka.consumer.auto-commit-interval=1000
+
+##################################################################### 我的配置
+#szt.hbase.kafka.topic=topic-flink-szt
+
+##################################################################### kafka 消费配置
+kafka.consumer.servers=cdh231:9092,cdh232:9092,cdh233:9092
+
+# 开启自动提交，由 kafka server 端自动维护 group 消费组的 offset，默认设置为 true
+kafka.consumer.enable.auto.commit=true
+
+kafka.consumer.session.timeout=10000
+kafka.consumer.auto.commit.interval=100
+kafka.consumer.auto.offset.reset=none
+kafka.consumer.topic=topic-flink-szt
+#kafka.consumer.topic=topic-test-1
+kafka.consumer.group.id=group-szt-hbase
+kafka.consumer.concurrency=1
+kafka.consumer.max.poll.records=100
+##################################################################### kafka 生产配置
+kafka.producer.servers=cdh232:9092
+kafka.producer.topic=topic-test-1
+
+# 该配置会被 idempotence=true 接管
+#kafka.producer.retries=1
+
+# 生产者确认响应（-1=all），该配置会被 idempotence=true 接管
+#kafka.producer.acks=all
+
+kafka.producer.batch.size=4096
+kafka.producer.linger=1
+kafka.producer.buffer.memory=40960
+
+# 严格精确一次生产，幂等性，0.11版本之后
+kafka.producer.enable.idempotence=true
diff --git a/SZT-kafka-hbase/src/main/resources/banner.txt b/SZT-kafka-hbase/src/main/resources/banner.txt
new file mode 100644
index 0000000..bd66f5b
--- /dev/null
+++ b/SZT-kafka-hbase/src/main/resources/banner.txt
@@ -0,0 +1,9 @@
+${AnsiColor.BRIGHT_RED}
+ ___ ____ _____ _ _ __ _ _ _
+ / __| |_ / |_ _| ___ | |__ (_) / _` | __| | __ _ | |_ __ _
+ \__ \ / / | | |___| | '_ \ | | \__, | / _` | / _` | | _| / _` |
+ |___/ /___| _|_|_ _____ |_.__/ _|_|_ |___/ \__,_| \__,_| _\__| \__,_|
+_|"""""|_|"""""|_|"""""|_| |_|"""""|_|"""""|_|"""""|_|"""""|_|"""""|_|"""""|_|"""""|
+"`-0-0-'"`-0-0-'"`-0-0-'"`-0-0-'"`-0-0-'"`-0-0-'"`-0-0-'"`-0-0-'"`-0-0-'"`-0-0-'"`-0-0-'
+ ${AnsiColor.BRIGHT_GREEN}Springboot ${spring-boot.version}
+
\ No newline at end of file
diff --git a/SZT-kafka-hbase/src/test/java/cn/java666/szthbase/SztHbaseAppTests.java b/SZT-kafka-hbase/src/test/java/cn/java666/szthbase/SztHbaseAppTests.java
new file mode 100644
index 0000000..626cac5
--- /dev/null
+++ b/SZT-kafka-hbase/src/test/java/cn/java666/szthbase/SztHbaseAppTests.java
@@ -0,0 +1,15 @@
+package cn.java666.szthbase;
+
+import org.junit.Test;
+import org.junit.runner.RunWith;
+import org.springframework.boot.test.context.SpringBootTest;
+import org.springframework.test.context.junit4.SpringRunner;
+
+@RunWith(SpringRunner.class)
+@SpringBootTest
+public class SztHbaseAppTests {
+
+ @Test
+ public void contextLoads() {
+ }
+}
diff --git a/SZT-spark-hive/README.MD b/SZT-spark-hive/README.MD
new file mode 100644
index 0000000..fea7436
--- /dev/null
+++ b/SZT-spark-hive/README.MD
@@ -0,0 +1,17 @@
+# spark on hive 踩坑记录
+
+## lzo 压缩问题
+
+如果使用了 LZO ，开发主机必须和远程环境保持一致的 lzo 环境，否则无法解码：Compression codec com.hadoop.compression.lzo.LzopCodec not found，（hadoop-lzo-0.4.15-cdh6.2.1.jar），win10 适用的 lzo 本地库：
+hadoop-lzo-0.4.21-ok | scala windows本地配置lzo读取所需相关组件_运维_coolerzZ的博客-CSDN博客
+https://blog.csdn.net/coolerzz/article/details/103952188
+
+客户端也可以禁用 LZO 压缩配置：hive 客户端配置文件全局搜索”compress“，关闭所有压缩选项；
+java.lang.IllegalArgumentException: Compression codec com.hadoop.compression.lzo.LzoCodec not found. - 小象问答-hadoop,spark,storm,R,hive,hbase,redis,大数据问答社区
+ https://wenda.chinahadoop.cn/question/2983
+
+Cannot run program "/etc/hadoop/conf.cloudera.yarn/topology.py" (in directory "D:\，
+Win7_64位MyEclipse2015以yarn-client提交spark到CDH5.10.0任务报错及解决方法 - 耿廑 - 博客园| https://www.cnblogs.com/yesecangqiong/p/6567805.html，解决：core-site.xml，找到配置net.topology.script.file.name，将其value注释掉；
+
+InvalidClassException: org.apache.spark.sql.catalyst.expressions.AttributeReference; local class incompatible: stream classdesc serialVersionUID =
+yarn 远程提交，版本不兼容问题：无解，不推荐
diff --git a/SZT-spark-hive/pom.xml b/SZT-spark-hive/pom.xml
new file mode 100644
index 0000000..9e88cd7
--- /dev/null
+++ b/SZT-spark-hive/pom.xml
@@ -0,0 +1,112 @@
+
+
+ 4.0.0
+
+
+ cn.java666
+ SZT-bigdata
+ 0.1
+
+
+ SZT-spark-hive
+
+
+ Building Spark Applications | 6.2.x | Cloudera Documentation
+ https://docs.cloudera.com/documentation/enterprise/6/6.2/topics/spark_building.html
+
+
+
+
+
+
+ org.apache.spark
+ spark-hive_2.11
+ ${spark.version}
+
+
+
+
+
+ org.apache.spark
+ spark-sql_2.11
+ ${spark.version}
+
+
+
+
+ org.apache.spark
+ spark-yarn_2.11
+ ${spark.version}
+
+
+
+
+
+
+ mysql
+ mysql-connector-java
+ 8.0.16
+
+
+
+
+
+
+ junit
+ junit
+ ${junit.version}
+
+
+
+
+
+
+
+
+
+ net.alchim31.maven
+ scala-maven-plugin
+ 3.4.6
+
+
+
+ compile
+ testCompile
+
+
+
+
+
+
+
+
+
+
+
diff --git a/SZT-spark-hive/src/main/resources/core-site.xml b/SZT-spark-hive/src/main/resources/core-site.xml
new file mode 100644
index 0000000..e55a413
--- /dev/null
+++ b/SZT-spark-hive/src/main/resources/core-site.xml
@@ -0,0 +1,137 @@
+
+
+
+
+
+ fs.defaultFS
+ hdfs://cdh231:8020
+
+
+ fs.trash.interval
+ 1
+
+
+
+ hadoop.security.authentication
+ simple
+
+
+ hadoop.security.authorization
+ false
+
+
+ hadoop.rpc.protection
+ authentication
+
+
+ hadoop.security.auth_to_local
+ DEFAULT
+
+
+ hadoop.proxyuser.oozie.hosts
+ *
+
+
+ hadoop.proxyuser.oozie.groups
+ *
+
+
+ hadoop.proxyuser.flume.hosts
+ *
+
+
+ hadoop.proxyuser.flume.groups
+ *
+
+
+ hadoop.proxyuser.HTTP.hosts
+ *
+
+
+ hadoop.proxyuser.HTTP.groups
+ *
+
+
+ hadoop.proxyuser.hive.hosts
+ *
+
+
+ hadoop.proxyuser.hive.groups
+ *
+
+
+ hadoop.proxyuser.hue.hosts
+ *
+
+
+ hadoop.proxyuser.hue.groups
+ *
+
+
+ hadoop.proxyuser.httpfs.hosts
+ *
+
+
+ hadoop.proxyuser.httpfs.groups
+ *
+
+
+ hadoop.proxyuser.hdfs.groups
+ *
+
+
+ hadoop.proxyuser.hdfs.hosts
+ *
+
+
+ hadoop.proxyuser.yarn.hosts
+ *
+
+
+ hadoop.proxyuser.yarn.groups
+ *
+
+
+ hadoop.security.group.mapping
+ org.apache.hadoop.security.ShellBasedUnixGroupsMapping
+
+
+ hadoop.security.instrumentation.requires.admin
+ false
+
+
+
+ io.file.buffer.size
+ 65536
+
+
+ hadoop.ssl.enabled
+ false
+
+
+ hadoop.ssl.require.client.cert
+ false
+ true
+
+
+ hadoop.ssl.keystores.factory.class
+ org.apache.hadoop.security.ssl.FileBasedKeyStoresFactory
+ true
+
+
+ hadoop.ssl.server.conf
+ ssl-server.xml
+ true
+
+
+ hadoop.ssl.client.conf
+ ssl-client.xml
+ true
+
+
diff --git a/SZT-spark-hive/src/main/resources/hadoop-env.sh b/SZT-spark-hive/src/main/resources/hadoop-env.sh
new file mode 100644
index 0000000..b0b3315
--- /dev/null
+++ b/SZT-spark-hive/src/main/resources/hadoop-env.sh
@@ -0,0 +1,14 @@
+# Prepend/Append plugin parcel classpaths
+
+if [ "$HADOOP_USER_CLASSPATH_FIRST" = 'true' ]; then
+ # HADOOP_CLASSPATH={{HADOOP_CLASSPATH_APPEND}}
+ :
+else
+ # HADOOP_CLASSPATH={{HADOOP_CLASSPATH}}
+ :
+fi
+# JAVA_LIBRARY_PATH={{JAVA_LIBRARY_PATH}}
+
+export HADOOP_MAPRED_HOME=$( ([[ ! '{{CDH_MR2_HOME}}' =~ CDH_MR2_HOME ]] && echo {{CDH_MR2_HOME}} ) || echo ${CDH_MR2_HOME:-/usr/lib/hadoop-mapreduce/} )
+export YARN_OPTS="-Xmx825955249 -Djava.net.preferIPv4Stack=true $YARN_OPTS"
+export HADOOP_CLIENT_OPTS="-Djava.net.preferIPv4Stack=true $HADOOP_CLIENT_OPTS"
diff --git a/SZT-spark-hive/src/main/resources/hdfs-site.xml b/SZT-spark-hive/src/main/resources/hdfs-site.xml
new file mode 100644
index 0000000..560f31c
--- /dev/null
+++ b/SZT-spark-hive/src/main/resources/hdfs-site.xml
@@ -0,0 +1,69 @@
+
+
+
+
+
+ dfs.namenode.name.dir
+ file:///dfs/nn
+
+
+ dfs.namenode.servicerpc-address
+ cdh231:8022
+
+
+ dfs.https.address
+ cdh231:9871
+
+
+ dfs.https.port
+ 9871
+
+
+ dfs.namenode.http-address
+ cdh231:9870
+
+
+ dfs.replication
+ 2
+
+
+ dfs.blocksize
+ 268435456
+
+
+ dfs.client.use.datanode.hostname
+ false
+
+
+ fs.permissions.umask-mode
+ 022
+
+
+ dfs.client.block.write.locateFollowingBlock.retries
+ 7
+
+
+ dfs.namenode.acls.enabled
+ false
+
+
+ dfs.client.read.shortcircuit
+ false
+
+
+ dfs.domain.socket.path
+ /var/run/hdfs-sockets/dn
+
+
+ dfs.client.read.shortcircuit.skip.checksum
+ false
+
+
+ dfs.client.domain.socket.data.traffic
+ false
+
+
+ dfs.datanode.hdfs-blocks-metadata.enabled
+ true
+
+
diff --git a/SZT-spark-hive/src/main/resources/hive-env.sh b/SZT-spark-hive/src/main/resources/hive-env.sh
new file mode 100644
index 0000000..8ebd370
--- /dev/null
+++ b/SZT-spark-hive/src/main/resources/hive-env.sh
@@ -0,0 +1,8 @@
+# HIVE_AUX_JARS_PATH={{HIVE_AUX_JARS_PATH}}
+# JAVA_LIBRARY_PATH={{JAVA_LIBRARY_PATH}}
+export HADOOP_CONF_DIR="${HADOOP_CONF_DIR:-"$( cd "$( dirname "${BASH_SOURCE[0]}" )" && pwd )"}"
+HBASE_HIVE_DEFAULT_JAR=$(find /usr/lib/hive/lib -name hive-hbase-handler-*.jar 2> /dev/null | tail -n 1),$(sed "s: :,:g" <<< $(find /usr/lib/hbase -regextype posix-egrep -regex "/usr/lib/hbase/(hbase|hbase-client|hbase-server|hbase-protocol|hbase-common|hbase-hadoop-compat|hbase-hadoop2-compat|(lib/htrace-core.*)).jar" 2> /dev/null))
+HIVE_AUX_JARS_PATH=$([[ -n $HIVE_AUX_JARS_PATH ]] && echo $HIVE_AUX_JARS_PATH,)$( ([[ ! '{{HIVE_HBASE_JAR}}' =~ HIVE_HBASE_JAR ]] && echo {{HIVE_HBASE_JAR}}) || echo ${HBASE_HIVE_DEFAULT_JAR:-}),$(find /usr/share/java/mysql-connector-java.jar 2> /dev/null),$(find /usr/share/cmf/lib/postgresql-*jdbc*.jar 2> /dev/null | tail -n 1),$(find /usr/share/java/oracle-connector-java.jar 2> /dev/null)
+export HIVE_AUX_JARS_PATH=$(echo $HIVE_AUX_JARS_PATH | sed 's/,,*/,/g' | sed 's/^,//' | sed 's/,$//')
+export HIVE_OPTS="${HIVE_OPTS} --hiveconf hive.query.redaction.rules=${HIVE_CONF_DIR}/redaction-rules.json --hiveconf hive.exec.query.redactor.hooks=org.cloudera.hadoop.hive.ql.hooks.QueryRedactor"
+export HADOOP_CLIENT_OPTS="-Xmx2147483648 -Djava.net.preferIPv4Stack=true $HADOOP_CLIENT_OPTS"
diff --git a/SZT-spark-hive/src/main/resources/hive-site.xml b/SZT-spark-hive/src/main/resources/hive-site.xml
new file mode 100644
index 0000000..5ba9fc1
--- /dev/null
+++ b/SZT-spark-hive/src/main/resources/hive-site.xml
@@ -0,0 +1,261 @@
+
+
+
+
+
+ hive.metastore.uris
+ thrift://cdh231:9083
+
+
+ hive.metastore.client.socket.timeout
+ 300
+
+
+ hive.metastore.warehouse.dir
+ /warehouse
+
+
+ hive.warehouse.subdir.inherit.perms
+ true
+
+
+ hive.auto.convert.join
+ true
+
+
+ hive.auto.convert.join.noconditionaltask.size
+ 20971520
+
+
+ hive.optimize.bucketmapjoin.sortedmerge
+ false
+
+
+ hive.smbjoin.cache.rows
+ 10000
+
+
+ hive.server2.logging.operation.enabled
+ true
+
+
+ hive.server2.logging.operation.log.location
+ /var/log/hive/operation_logs
+
+
+ mapred.reduce.tasks
+ -1
+
+
+ hive.exec.reducers.bytes.per.reducer
+ 67108864
+
+
+ hive.exec.copyfile.maxsize
+ 33554432
+
+
+ hive.exec.reducers.max
+ 1099
+
+
+ hive.vectorized.groupby.checkinterval
+ 4096
+
+
+ hive.vectorized.groupby.flush.percent
+ 0.1
+
+
+ hive.compute.query.using.stats
+ false
+
+
+ hive.vectorized.execution.enabled
+ true
+
+
+ hive.vectorized.execution.reduce.enabled
+ true
+
+
+ hive.vectorized.use.vectorized.input.format
+ true
+
+
+ hive.vectorized.use.checked.expressions
+ true
+
+
+ hive.vectorized.use.vector.serde.deserialize
+ false
+
+
+ hive.vectorized.adaptor.usage.mode
+ chosen
+
+
+ hive.vectorized.input.format.excludes
+ org.apache.hadoop.hive.ql.io.parquet.MapredParquetInputFormat
+
+
+ hive.merge.mapfiles
+ true
+
+
+ hive.merge.mapredfiles
+ false
+
+
+ hive.cbo.enable
+ false
+
+
+ hive.fetch.task.conversion
+ minimal
+
+
+ hive.fetch.task.conversion.threshold
+ 268435456
+
+
+ hive.limit.pushdown.memory.usage
+ 0.1
+
+
+ hive.merge.sparkfiles
+ true
+
+
+ hive.merge.smallfiles.avgsize
+ 16777216
+
+
+ hive.merge.size.per.task
+ 268435456
+
+
+ hive.optimize.reducededuplication
+ true
+
+
+ hive.optimize.reducededuplication.min.reducer
+ 4
+
+
+ hive.map.aggr
+ true
+
+
+ hive.map.aggr.hash.percentmemory
+ 0.5
+
+
+ hive.optimize.sort.dynamic.partition
+ false
+
+
+ hive.execution.engine
+ spark
+
+
+ spark.executor.memory
+ 1073741824b
+
+
+ spark.driver.memory
+ 966367641b
+
+
+ spark.executor.cores
+ 4
+
+
+ spark.yarn.driver.memoryOverhead
+ 102m
+
+
+ spark.yarn.executor.memoryOverhead
+ 200m
+
+
+ spark.dynamicAllocation.enabled
+ true
+
+
+ spark.dynamicAllocation.initialExecutors
+ 1
+
+
+ spark.dynamicAllocation.minExecutors
+ 1
+
+
+ spark.dynamicAllocation.maxExecutors
+ 2147483647
+
+
+ hive.metastore.execute.setugi
+ true
+
+
+ hive.support.concurrency
+ true
+
+
+ hive.zookeeper.quorum
+ cdh231,cdh232,cdh233
+
+
+ hive.zookeeper.client.port
+ 2181
+
+
+ hive.zookeeper.namespace
+ hive_zookeeper_namespace_hive
+
+
+ hbase.zookeeper.quorum
+ cdh231,cdh232,cdh233
+
+
+ hbase.zookeeper.property.clientPort
+ 2181
+
+
+ hive.cluster.delegation.token.store.class
+ org.apache.hadoop.hive.thrift.MemoryTokenStore
+
+
+ hive.server2.enable.doAs
+ true
+
+
+ hive.server2.use.SSL
+ false
+
+
+ spark.shuffle.service.enabled
+ true
+
+
+ hive.strict.checks.orderby.no.limit
+ false
+
+
+ hive.strict.checks.no.partition.filter
+ false
+
+
+ hive.strict.checks.type.safety
+ true
+
+
+ hive.strict.checks.cartesian.product
+ false
+
+
+ hive.strict.checks.bucketing
+ true
+
+
diff --git a/SZT-spark-hive/src/main/resources/log4j.properties b/SZT-spark-hive/src/main/resources/log4j.properties
new file mode 100644
index 0000000..33d1682
--- /dev/null
+++ b/SZT-spark-hive/src/main/resources/log4j.properties
@@ -0,0 +1,7 @@
+log4j.rootLogger=${hive.root.logger}
+#hive.root.logger=INFO,console
+hive.root.logger=WARN,console
+log4j.appender.console=org.apache.log4j.ConsoleAppender
+log4j.appender.console.target=System.err
+log4j.appender.console.layout=org.apache.log4j.PatternLayout
+log4j.appender.console.layout.ConversionPattern=%d{yy/MM/dd HH:mm:ss} %p %c{2}: %m%n
diff --git a/SZT-spark-hive/src/main/resources/mapred-site.xml b/SZT-spark-hive/src/main/resources/mapred-site.xml
new file mode 100644
index 0000000..b519f41
--- /dev/null
+++ b/SZT-spark-hive/src/main/resources/mapred-site.xml
@@ -0,0 +1,189 @@
+
+
+
+
+
+ mapreduce.job.split.metainfo.maxsize
+ 10000000
+
+
+ mapreduce.job.counters.max
+ 120
+
+
+ mapreduce.job.counters.groups.max
+ 50
+
+
+ mapreduce.output.fileoutputformat.compress
+ false
+
+
+ mapreduce.output.fileoutputformat.compress.type
+ BLOCK
+
+
+ mapreduce.output.fileoutputformat.compress.codec
+ org.apache.hadoop.io.compress.DefaultCodec
+
+
+
+
+
+ mapreduce.task.io.sort.factor
+ 64
+
+
+ mapreduce.map.sort.spill.percent
+ 0.8
+
+
+ mapreduce.reduce.shuffle.parallelcopies
+ 10
+
+
+ mapreduce.task.timeout
+ 600000
+
+
+ mapreduce.client.submit.file.replication
+ 2
+
+
+ mapreduce.job.reduces
+ 14
+
+
+ mapreduce.task.io.sort.mb
+ 256
+
+
+ mapreduce.map.speculative
+ false
+
+
+ mapreduce.reduce.speculative
+ false
+
+
+ mapreduce.job.reduce.slowstart.completedmaps
+ 0.8
+
+
+ mapreduce.jobhistory.address
+ cdh231:10020
+
+
+ mapreduce.jobhistory.webapp.address
+ cdh231:19888
+
+
+ mapreduce.jobhistory.webapp.https.address
+ cdh231:19890
+
+
+ mapreduce.jobhistory.admin.address
+ cdh231:10033
+
+
+ mapreduce.framework.name
+ yarn
+
+
+ yarn.app.mapreduce.am.staging-dir
+ /user
+
+
+ mapreduce.am.max-attempts
+ 2
+
+
+ yarn.app.mapreduce.am.resource.mb
+ 1024
+
+
+ yarn.app.mapreduce.am.resource.cpu-vcores
+ 1
+
+
+ mapreduce.job.ubertask.enable
+ false
+
+
+ yarn.app.mapreduce.am.command-opts
+ -Djava.net.preferIPv4Stack=true -Xmx825955249
+
+
+ mapreduce.map.java.opts
+ -Djava.net.preferIPv4Stack=true
+
+
+ mapreduce.reduce.java.opts
+ -Djava.net.preferIPv4Stack=true
+
+
+ yarn.app.mapreduce.am.admin.user.env
+ LD_LIBRARY_PATH=$HADOOP_COMMON_HOME/lib/native:$JAVA_LIBRARY_PATH
+
+
+ mapreduce.map.memory.mb
+ 0
+
+
+ mapreduce.map.cpu.vcores
+ 1
+
+
+ mapreduce.reduce.memory.mb
+ 0
+
+
+ mapreduce.reduce.cpu.vcores
+ 1
+
+
+ mapreduce.job.heap.memory-mb.ratio
+ 0.8
+
+
+ mapreduce.application.classpath
+ $HADOOP_CLIENT_CONF_DIR,$PWD/mr-framework/*,$MR2_CLASSPATH
+
+
+ mapreduce.application.framework.path
+ hdfs://cdh231:8020//user/yarn/mapreduce/mr-framework/3.0.0-cdh6.2.1-mr-framework.tar.gz#mr-framework
+
+
+ mapreduce.jobhistory.jhist.format
+ binary
+
+
+ mapreduce.admin.user.env
+ LD_LIBRARY_PATH=$HADOOP_COMMON_HOME/lib/native:$JAVA_LIBRARY_PATH
+
+
+ mapreduce.job.redacted-properties
+ fs.s3a.access.key,fs.s3a.secret.key,fs.adl.oauth2.credential,dfs.adls.oauth2.credential,fs.azure.account.oauth2.client.secret
+
+
+ mapreduce.job.acl-view-job
+
+
+
+ mapreduce.job.acl-modify-job
+
+
+
+ mapreduce.cluster.acls.enabled
+ false
+
+
diff --git a/SZT-spark-hive/src/main/resources/redaction-rules.json b/SZT-spark-hive/src/main/resources/redaction-rules.json
new file mode 100644
index 0000000..2483d81
--- /dev/null
+++ b/SZT-spark-hive/src/main/resources/redaction-rules.json
@@ -0,0 +1,59 @@
+{
+ "version": 1,
+ "rules": [
+ {
+ "description": "Redact passwords from json files",
+ "trigger": "password",
+ "search": "\"password\"[ ]*:[ ]*\"[^\"]+\"",
+ "caseSensitive": false,
+ "replace": "\"password\": \"LOG-REDACTED\""
+ },
+ {
+ "description": "Redact password= and password:",
+ "trigger": "password",
+ "search": "password[:=][^ \"\\\\]+",
+ "caseSensitive": false,
+ "replace": "password=LOG-REDACTED"
+ },
+ {
+ "description": "Redact passwd= and passwd:",
+ "trigger": "passwd",
+ "search": "passwd[:=][^ \"\\\\]+",
+ "caseSensitive": false,
+ "replace": "passwd=LOG-REDACTED"
+ },
+ {
+ "description": "Redact pass= and pass:",
+ "trigger": "pass",
+ "search": "pass[:=][^ \"\\\\]+",
+ "caseSensitive": false,
+ "replace": "pass=LOG-REDACTED"
+ },
+ {
+ "description": "Redact PASSWORD,",
+ "trigger": "PASSWORD,",
+ "search": "PASSWORD,[^\"\\\\]+",
+ "caseSensitive": false,
+ "replace": "PASSWORD, LOG-REDACTED"
+ },
+ {
+ "description": "Redact secret= and secret:",
+ "trigger": "secret",
+ "search": "secret[:=][^ \"\\\\]+",
+ "caseSensitive": false,
+ "replace": "secret=LOG-REDACTED"
+ },
+ {
+ "description": "Credit Card numbers (with separator)",
+ "search": "\\d{4}[^\\w:]\\d{4}[^\\w:]\\d{4}[^\\w:]\\d{4}",
+ "caseSensitive": true,
+ "replace": "XXXX-XXXX-XXXX-XXXX"
+ },
+ {
+ "description": "Social Security numbers (with separator)",
+ "search": "\\d{3}[^\\w:]\\d{2}[^\\w:]\\d{4}",
+ "caseSensitive": true,
+ "replace": "XXX-XX-XXXX"
+ }
+ ]
+}
\ No newline at end of file
diff --git a/SZT-spark-hive/src/main/resources/ssl-client.xml b/SZT-spark-hive/src/main/resources/ssl-client.xml
new file mode 100644
index 0000000..06155b5
--- /dev/null
+++ b/SZT-spark-hive/src/main/resources/ssl-client.xml
@@ -0,0 +1,13 @@
+
+
+
+
+
+ ssl.client.truststore.type
+ jks
+
+
+ ssl.client.truststore.reload.interval
+ 10000
+
+
diff --git a/SZT-spark-hive/src/main/resources/topology.map b/SZT-spark-hive/src/main/resources/topology.map
new file mode 100644
index 0000000..5fb8dfd
--- /dev/null
+++ b/SZT-spark-hive/src/main/resources/topology.map
@@ -0,0 +1,11 @@
+
+
+
+
+
+
+
+
+
+
+
diff --git a/SZT-spark-hive/src/main/resources/topology.py b/SZT-spark-hive/src/main/resources/topology.py
new file mode 100644
index 0000000..34db946
--- /dev/null
+++ b/SZT-spark-hive/src/main/resources/topology.py
@@ -0,0 +1,59 @@
+#!/usr/bin/env python
+#
+# Copyright (c) 2016 Cloudera, Inc. All rights reserved.
+#
+
+'''
+This script is provided by CMF for hadoop to determine network/rack topology.
+It is automatically generated and could be replaced at any time. Any changes
+made to it will be lost when this happens.
+'''
+
+import os
+import sys
+import xml.dom.minidom
+
+try:
+ xrange
+except NameError:
+ # support for python3, which basically renamed xrange to range
+ xrange = range
+
+def main():
+ MAP_FILE = '{{CMF_CONF_DIR}}/topology.map'
+ DEFAULT_RACK = '/default'
+
+ if 'CMF_CONF_DIR' in MAP_FILE:
+ # variable was not substituted. Use this file's dir
+ MAP_FILE = os.path.join(os.path.dirname(__file__), "topology.map")
+
+ # We try to keep the default rack to have the same
+ # number of elements as the other hosts available.
+ # There are bugs in some versions of Hadoop which
+ # make the system error out.
+ max_elements = 1
+
+ map = dict()
+
+ try:
+ mapFile = open(MAP_FILE, 'r')
+
+ dom = xml.dom.minidom.parse(mapFile)
+ for node in dom.getElementsByTagName("node"):
+ rack = node.getAttribute("rack")
+ max_elements = max(max_elements, rack.count("/"))
+ map[node.getAttribute("name")] = node.getAttribute("rack")
+ except:
+ default_rack = "".join([ DEFAULT_RACK for _ in xrange(max_elements)])
+ print(default_rack)
+ return -1
+
+ default_rack = "".join([ DEFAULT_RACK for _ in xrange(max_elements)])
+ if len(sys.argv)==1:
+ print(default_rack)
+ else:
+ print(" ".join([map.get(i, default_rack) for i in sys.argv[1:]]))
+ return 0
+
+if __name__ == "__main__":
+ sys.exit(main())
diff --git a/SZT-spark-hive/src/main/resources/yarn-site.xml b/SZT-spark-hive/src/main/resources/yarn-site.xml
new file mode 100644
index 0000000..420be9f
--- /dev/null
+++ b/SZT-spark-hive/src/main/resources/yarn-site.xml
@@ -0,0 +1,125 @@
+
+
+
+
+
+ yarn.acl.enable
+ true
+
+
+ yarn.admin.acl
+ *
+
+
+ yarn.resourcemanager.address
+ cdh232:8032
+
+
+ yarn.resourcemanager.admin.address
+ cdh232:8033
+
+
+ yarn.resourcemanager.scheduler.address
+ cdh232:8030
+
+
+ yarn.resourcemanager.resource-tracker.address
+ cdh232:8031
+
+
+ yarn.resourcemanager.webapp.address
+ cdh232:8088
+
+
+ yarn.resourcemanager.webapp.https.address
+ cdh232:8090
+
+
+ yarn.resourcemanager.client.thread-count
+ 50
+
+
+ yarn.resourcemanager.scheduler.client.thread-count
+ 50
+
+
+ yarn.resourcemanager.admin.client.thread-count
+ 1
+
+
+ yarn.scheduler.minimum-allocation-mb
+ 1024
+
+
+ yarn.scheduler.increment-allocation-mb
+ 512
+
+
+ yarn.scheduler.maximum-allocation-mb
+ 4096
+
+
+ yarn.scheduler.minimum-allocation-vcores
+ 1
+
+
+ yarn.scheduler.increment-allocation-vcores
+ 1
+
+
+ yarn.scheduler.maximum-allocation-vcores
+ 16
+
+
+ yarn.resourcemanager.amliveliness-monitor.interval-ms
+ 1000
+
+
+ yarn.am.liveness-monitor.expiry-interval-ms
+ 600000
+
+
+ yarn.resourcemanager.am.max-attempts
+ 2
+
+
+ yarn.resourcemanager.container.liveness-monitor.interval-ms
+ 600000
+
+
+ yarn.resourcemanager.nm.liveness-monitor.interval-ms
+ 1000
+
+
+ yarn.nm.liveness-monitor.expiry-interval-ms
+ 600000
+
+
+ yarn.resourcemanager.resource-tracker.client.thread-count
+ 50
+
+
+ yarn.application.classpath
+ $HADOOP_CLIENT_CONF_DIR,$HADOOP_COMMON_HOME/*,$HADOOP_COMMON_HOME/lib/*,$HADOOP_HDFS_HOME/*,$HADOOP_HDFS_HOME/lib/*,$HADOOP_YARN_HOME/*,$HADOOP_YARN_HOME/lib/*
+
+
+ yarn.resourcemanager.scheduler.class
+ org.apache.hadoop.yarn.server.resourcemanager.scheduler.fair.FairScheduler
+
+
+ yarn.scheduler.capacity.resource-calculator
+ org.apache.hadoop.yarn.util.resource.DefaultResourceCalculator
+
+
+ yarn.resourcemanager.max-completed-applications
+ 10000
+
+
+ yarn.nodemanager.remote-app-log-dir
+ /tmp/logs
+
+
+ yarn.nodemanager.remote-app-log-dir-suffix
+ logs
+
+
diff --git a/SZT-spark-hive/src/main/scala/cn/java666/SZTsparkhive/SparkOnHive.scala b/SZT-spark-hive/src/main/scala/cn/java666/SZTsparkhive/SparkOnHive.scala
new file mode 100644
index 0000000..300b723
--- /dev/null
+++ b/SZT-spark-hive/src/main/scala/cn/java666/SZTsparkhive/SparkOnHive.scala
@@ -0,0 +1,231 @@
+package cn.java666.SZTsparkhive
+
+import org.apache.spark.sql.SparkSession
+import org.junit.Test
+/**
+ * @author Geek
+ * @date 2020-04-21 02:22:40
+ *
+ * spark on hive
+ * spark 操作 远程 hive 数据库
+ *
+ */
+case class SparkOnHive() {
+ val spark = SparkSession.builder()
+ .master("local[*]")
+ .appName("SparkOnHive")
+ .enableHiveSupport()
+ .config("spark.driver.host", "lx")
+ .getOrCreate()
+
+ import spark.sql
+ import spark.implicits._
+
+ @Test
+ def testSqls() {
+ val sqls =
+ """
+ |show databases;
+ |show tables in szt;
+ |use szt;
+ |select * from ads_card_deal_day_top;
+ |select * from ads_in_out_station_day_top;
+ |select * from ads_in_station_day_top;
+ |select * from ads_line_send_passengers_day_top;
+ |select * from ads_out_station_day_top;
+ |
+ |""".stripMargin
+ val sql_arr = sqls.split(";")
+
+ sql_arr.foreach(x => {
+ if (x.trim.nonEmpty) {
+ sql(x).show(10, 50) // sql 太大，一屏放不下🙄🙄🙄
+ }
+ })
+
+ spark.stop
+ }
+
+ @Test //不推荐此方式提交
+ def testYarn() {
+ val spark = SparkSession.builder()
+
+ //Detected yarn cluster mode, but isn't running on a cluster. Deployment to YARN is not supported directly by SparkContext. Please use spark-submit.
+ //.master("yarn-cluster")
+
+ //Detected yarn cluster mode, but isn't running on a cluster. Deployment to YARN is not supported directly by SparkContext. Please use spark-submit.
+ //https://github.com/apache/spark/blob/master/docs/configuration.md
+ //.config("spark.submit.deployMode", "cluster")
+
+ //spark.sql.catalyst.expressions.AttributeReference; local class incompatible: stream classdesc serialVersionUID ???
+
+ .master("yarn")
+ .appName("App1")
+ //.config("spark.jars", "target/SZT-spark-hive-0.1-jar-with-dependencies.jar")
+ .config("spark.jars", "target/SZT-spark-hive-0.1.jar")
+ .config("spark.driver.host", "lx") // 多网卡机器，会识别到错误的主机名，要写绝对地址，不要 localhost
+ .enableHiveSupport()
+ .getOrCreate()
+
+ spark.sparkContext.setLogLevel("warn")
+ import spark.sql
+
+ sql("show databases")
+ .show(100, false)
+ //|select * from test_score
+ //show databases
+
+ // 因为 HDFS 采用 LZO 压缩，spark 读取 HDFS 需要配置相应的 LZO 依赖，客户端也需要 LZO 环境，均要保证版本号兼容，lzo 项目年久失修，找不到匹配的版本了，所以 yarn 远程提交无法解码压缩文件 HDFS，建议取消压缩
+
+ spark.stop
+ }
+
+ /*
+ +------------+
+ |databaseName|
+ +------------+
+ |default |
+ |szt |
+ +------------+
+ */
+
+ @Test //ok
+ def testLocal() {
+ val spark = SparkSession.builder()
+ .master("local[*]")
+ .appName("AppLocal2")
+ .config("spark.driver.host", "lx") // 多网卡机器，会识别到错误的主机名，要写绝对地址，不要 localhost
+ .enableHiveSupport()
+ .getOrCreate()
+
+ //spark.sparkContext.setLogLevel("warn")
+ import spark.sql
+
+ //hdfs 启用 LZO 压缩以后，需要在客户端添加 LZO 依赖库的环境变量和 maven 坐标，windows本地配置lzo读取所需相关组件_运维_coolerzZ的博客-CSDN博客 https://blog.csdn.net/coolerzz/article/details/103952188
+ sql(
+ """
+ |select * from szt.ods_szt_data limit 100
+ |""".stripMargin)
+ .show(200, false)
+
+ spark.stop()
+ }
+}
+
+/*
+
++------------+
+|databaseName|
++------------+
+| default|
+| szt|
++------------+
+
++--------+--------------------------------+-----------+
+|database| tableName|isTemporary|
++--------+--------------------------------+-----------+
+| szt| ads_card_deal_day_top| false|
+| szt| ads_in_out_station_day_top| false|
+| szt| ads_in_station_day_top| false|
+| szt|ads_line_send_passengers_day_top| false|
+| szt| ads_out_station_day_top| false|
+| szt| dwd_fact_szt_in_detail| false|
+| szt| dwd_fact_szt_in_out_detail| false|
+| szt| dwd_fact_szt_out_detail| false|
+| szt| dws_card_record_day_wide| false|
+| szt| ods_szt_data| false|
++--------+--------------------------------+-----------+
+
+++
+||
+++
+++
+
+20/04/22 00:46:02 WARN conf.HiveConf: HiveConf of name hive.vectorized.use.checked.expressions does not exist
+20/04/22 00:46:02 WARN conf.HiveConf: HiveConf of name hive.strict.checks.no.partition.filter does not exist
+20/04/22 00:46:02 WARN conf.HiveConf: HiveConf of name hive.vectorized.use.vector.serde.deserialize does not exist
+20/04/22 00:46:02 WARN conf.HiveConf: HiveConf of name hive.strict.checks.orderby.no.limit does not exist
+20/04/22 00:46:02 WARN conf.HiveConf: HiveConf of name hive.vectorized.adaptor.usage.mode does not exist
+20/04/22 00:46:02 WARN conf.HiveConf: HiveConf of name hive.vectorized.use.vectorized.input.format does not exist
+20/04/22 00:46:02 WARN conf.HiveConf: HiveConf of name hive.vectorized.input.format.excludes does not exist
+20/04/22 00:46:02 WARN conf.HiveConf: HiveConf of name hive.strict.checks.bucketing does not exist
+20/04/22 00:46:02 WARN conf.HiveConf: HiveConf of name hive.strict.checks.type.safety does not exist
+20/04/22 00:46:02 WARN conf.HiveConf: HiveConf of name hive.strict.checks.cartesian.product does not exist
++---------+------------------------------------------------------------------------------------+--------+----------------------------------------------------+----------------------------+-------------+----------+--------------------------------------------+-----+----------+
+| card_no| deal_date_arr|deal_sum| company_name_arr| station_arr|conn_mark_arr|deal_m_sum| equ_no_arr|count| day|
++---------+------------------------------------------------------------------------------------+--------+----------------------------------------------------+----------------------------+-------------+----------+--------------------------------------------+-----+----------+
+|FHIGEIEDB|[2018-09-01 06:46:59, 2018-09-01 08:37:48, 2018-09-01 07:45:43, 2018-09-01 07:43:59]| 4800.0|[地铁十一号线, 地铁十一号线, 地铁三号线, 地铁三号线]|[福永站, 福永站, 益田, 益田]| [0, 0, 0, 0]| 4800.0|[241021107, 241021103, 261003110, 261003103]| 4|2018-09-01|
+|FHIGEIEDB|[2018-09-01 06:46:59, 2018-09-01 08:37:48, 2018-09-01 07:45:43, 2018-09-01 07:43:59]| 4800.0|[地铁十一号线, 地铁十一号线, 地铁三号线, 地铁三号线]|[福永站, 福永站, 益田, 益田]| [0, 0, 0, 0]| 4800.0|[241021107, 241021103, 261003110, 261003103]| 4|2018-09-01|
+|FHIGEIEDB|[2018-09-01 06:46:59, 2018-09-01 08:37:48, 2018-09-01 07:45:43, 2018-09-01 07:43:59]| 4800.0|[地铁十一号线, 地铁十一号线, 地铁三号线, 地铁三号线]|[福永站, 福永站, 益田, 益田]| [0, 0, 0, 0]| 4800.0|[241021107, 241021103, 261003110, 261003103]| 4|2018-09-01|
+|FHIGEIEDB|[2018-09-01 06:46:59, 2018-09-01 08:37:48, 2018-09-01 07:45:43, 2018-09-01 07:43:59]| 4800.0|[地铁十一号线, 地铁十一号线, 地铁三号线, 地铁三号线]|[福永站, 福永站, 益田, 益田]| [0, 0, 0, 0]| 4800.0|[241021107, 241021103, 261003110, 261003103]| 4|2018-09-01|
+|FHIGEIEDB|[2018-09-01 06:46:59, 2018-09-01 08:37:48, 2018-09-01 07:45:43, 2018-09-01 07:43:59]| 4800.0|[地铁十一号线, 地铁十一号线, 地铁三号线, 地铁三号线]|[福永站, 福永站, 益田, 益田]| [0, 0, 0, 0]| 4800.0|[241021107, 241021103, 261003110, 261003103]| 4|2018-09-01|
+|FHIGEIEDB|[2018-09-01 06:46:59, 2018-09-01 08:37:48, 2018-09-01 07:45:43, 2018-09-01 07:43:59]| 4800.0|[地铁十一号线, 地铁十一号线, 地铁三号线, 地铁三号线]|[福永站, 福永站, 益田, 益田]| [0, 0, 0, 0]| 4800.0|[241021107, 241021103, 261003110, 261003103]| 4|2018-09-01|
+|FHIGEIEDB|[2018-09-01 06:46:59, 2018-09-01 08:37:48, 2018-09-01 07:45:43, 2018-09-01 07:43:59]| 4800.0|[地铁十一号线, 地铁十一号线, 地铁三号线, 地铁三号线]|[福永站, 福永站, 益田, 益田]| [0, 0, 0, 0]| 4800.0|[241021107, 241021103, 261003110, 261003103]| 4|2018-09-01|
+|FHIGEIEDB|[2018-09-01 06:46:59, 2018-09-01 08:37:48, 2018-09-01 07:45:43, 2018-09-01 07:43:59]| 4800.0|[地铁十一号线, 地铁十一号线, 地铁三号线, 地铁三号线]|[福永站, 福永站, 益田, 益田]| [0, 0, 0, 0]| 4800.0|[241021107, 241021103, 261003110, 261003103]| 4|2018-09-01|
+|FHIGEIEDB|[2018-09-01 06:46:59, 2018-09-01 08:37:48, 2018-09-01 07:45:43, 2018-09-01 07:43:59]| 4800.0|[地铁十一号线, 地铁十一号线, 地铁三号线, 地铁三号线]|[福永站, 福永站, 益田, 益田]| [0, 0, 0, 0]| 4800.0|[241021107, 241021103, 261003110, 261003103]| 4|2018-09-01|
+|FHIGEIEDB|[2018-09-01 06:46:59, 2018-09-01 08:37:48, 2018-09-01 07:45:43, 2018-09-01 07:43:59]| 4800.0|[地铁十一号线, 地铁十一号线, 地铁三号线, 地铁三号线]|[福永站, 福永站, 益田, 益田]| [0, 0, 0, 0]| 4800.0|[241021107, 241021103, 261003110, 261003103]| 4|2018-09-01|
++---------+------------------------------------------------------------------------------------+--------+----------------------------------------------------+----------------------------+-------------+----------+--------------------------------------------+-----+----------+
+only showing top 10 rows
+
++-------+----------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------+-----+----------+
+|station| deal_date_arr| card_no_arr| deal_value_arr| deal_type_arr| company_name_arr| conn_mark_arr| deal_money_arr| equ_no_arr|count| day|
++-------+----------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------+-----+----------+
+| 五和|[2018-09-01 06:14:19, 2018-09-01 06:14:45, 2018-09-01 06:14:53, 2018-09-01 06:14:57, 2018-09-01 0...|[CBGEBCEEE, FIJAEGCJG, FHIEHFHGJ, FHHCEFFJE, BBJBABJI, FFEEACHIF, FHDCCIFIB, BHEADDEIH, CBGJIGJBI...|[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 200, 0, 200, 0, 0, 0, 0, 0, 0, 0, 0, 0,...|[地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, ...| [地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线...|[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...|[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 190, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...|[263026121, 263026115, 263026111, 263026121, 263026120, 263026120, 263026111, 263026111, 26302611...|16417|2018-09-01|
+| 布吉|[2018-09-01 06:18:57, 2018-09-01 06:19:10, 2018-09-01 06:19:13, 2018-09-01 06:19:14, 2018-09-01 0...|[FFAEJDDCH, FHDIHADJI, FHDBFDDBE, CBFBHABAC, CCAFDJJAF, BIFAGGIED, BCDGGIIA, FFGCJBEGF, FHGCHEGGJ...|[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...|[地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, ...| [地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁三号线, 地铁三号线, 地铁三号线...|[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...|[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...|[263032104, 263032105, 263032105, 263032103, 263032105, 263032105, 263032105, 263032105, 26303210...|14369|2018-09-01|
+| 罗湖站|[2018-09-01 06:15:13, 2018-09-01 06:19:10, 2018-09-01 06:19:17, 2018-09-01 06:19:25, 2018-09-01 0...|[HHAAABGEI, FHHCCAGCJ, FHGIFFBGJ, CFHCDGDEH, FHDIIBFBG, FHHGAJJJJ, FHDBGADAJ, FFEFEHCJA, CBIBCIFH...|[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...|[地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, ...| [地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线...|[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...|[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...|[268001112, 268001138, 268001138, 268001140, 268001136, 268001138, 268001137, 268001138, 26800113...|14182|2018-09-01|
+| 深圳北|[2018-09-01 06:20:34, 2018-09-01 06:20:38, 2018-09-01 06:20:39, 2018-09-01 06:20:48, 2018-09-01 0...|[FHHCEGIHD, CFBBDAGCC, CBGBBAEBI, FFIJGAFDA, CFAAHEIFE, CFHBDHAHG, CBJHFAJHH, CCJHBEJFH, BICECDDC...|[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...|[地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, ...| [地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线...|[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...|[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...|[263024131, 263024133, 263024134, 263024132, 263024134, 263024101, 263024102, 263024101, 26302410...|13718|2018-09-01|
+| 民治|[2018-09-01 06:15:56, 2018-09-01 06:16:05, 2018-09-01 06:16:23, 2018-09-01 06:16:40, 2018-09-01 0...|[CBGJJBJAD, DDABCJBGE, BIBIJFHCB, FHEGBCHDF, FHEICEICJ, BIDFEEEDB, FHDEAHICB, CFHBFACAF, FIJDBAFD...|[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...|[地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, ...| [地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线...|[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...|[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...|[263025115, 263025115, 263025113, 263025115, 263025106, 263025106, 263025114, 263025115, 26302511...|12475|2018-09-01|
+| 丹竹头|[2018-09-01 06:17:11, 2018-09-01 06:19:14, 2018-09-01 06:19:16, 2018-09-01 06:19:22, 2018-09-01 0...|[HHAAAAJJH, BIJGDBGJH, FHHFCGCEJ, FHDFCFBAJ, FHIGEHIHA, CFBEHCIED, FHFHJCHGB, CBCCEBJFB, CFADGHAC...|[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...|[地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, ...| [地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线...|[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...|[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...|[261021102, 261021117, 261021102, 261021102, 261021103, 261021116, 261021116, 261021103, 26102111...|11291|2018-09-01|
+| 龙华|[2018-09-01 06:15:58, 2018-09-01 06:16:04, 2018-09-01 06:16:20, 2018-09-01 06:16:56, 2018-09-01 0...|[CFAFCEBBE, CFHBAJFFA, BEBAJFJJJ, CFHJFJEJJ, CBHFFDBDA, FHGADIIAA, CFHCEBFBD, FHICJGBIA, BJHHIAED...|[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...|[地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, ...| [地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线...|[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...|[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...|[262012105, 262012105, 262012118, 262012111, 262012112, 262012111, 262012111, 262012111, 26201210...|11082|2018-09-01|
+| 清湖|[2018-09-01 06:14:18, 2018-09-01 06:14:28, 2018-09-01 06:14:50, 2018-09-01 06:15:16, 2018-09-01 0...|[FIJCJAIAA, FFAEJIJFF, FFHDHGDJF, FHIGDICBI, CBJDEJJAD, FHDDHDCGJ, CFHDJFEFG, FIAFEGHGJ, CFHDHAAD...|[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...|[地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, ...| [地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线...|[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...|[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...|[262011106, 262011104, 262011103, 262011104, 262011104, 262011106, 262011105, 262011106, 26201110...|10511|2018-09-01|
+| 南山站|[2018-09-01 06:14:07, 2018-09-01 06:14:18, 2018-09-01 06:15:23, 2018-09-01 06:15:39, 2018-09-01 0...|[FIBAHEDHA, BEBJBGGCG, HHJJAEIGB, HHAAACCJB, FHIHHJJGC, FHIHBACEI, FFGDDIBGJ, CBCHHACBI, FIACIJDI...|[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 200, 200, 0, 0, 0, 200, 0, 200, 200, 200, 0, 0, 0, 0, 0, ...|[地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁出站, 地铁出站, 地铁入站, ...|[地铁十一号线, 地铁十一号线, 地铁十一号线, 地铁十一号线, 地铁十一号线, 地铁十一号线, 地铁十一号线, 地铁十一号线, 地铁十一号线, 地铁十一号线, 地铁十一号线, 地铁十一号线, ...|[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...|[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 190, 0, 190, 190, 190, 0, 0, 0, 0, 0, 0, 0...|[241015127, 241015129, 241015128, 241015109, 241015128, 241015107, 241015109, 241015109, 24101512...| 9952|2018-09-01|
+| 黄贝岭|[2018-09-01 06:14:15, 2018-09-01 06:14:19, 2018-09-01 06:14:39, 2018-09-01 06:14:42, 2018-09-01 0...|[CBIGDJFFF, FFGEBGJFE, CBCJIJEGJ, CBAGHBHEH, CFAEBECAA, CBIBCGHJD, CCJHCBGEJ, CBGAEAHJI, CCJFGGEJ...|[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 200, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...|[地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, 地铁入站, ...| [地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线...|[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...|[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 190, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...|[263037118, 263037118, 263037117, 263037117, 263037110, 263037117, 263037113, 263037117, 26303711...| 9704|2018-09-01|
++-------+----------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------+-----+----------+
+only showing top 10 rows
+
++-------+----------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------+-----+----------+
+|station| deal_date_arr| card_no_arr| company_name_arr| equ_no_arr|count| day|
++-------+----------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------+-----+----------+
+| 五和|[2018-09-01 06:14:19, 2018-09-01 06:14:45, 2018-09-01 06:14:53, 2018-09-01 06:14:57, 2018-09-01 0...|[CBGEBCEEE, FIJAEGCJG, FHIEHFHGJ, FHHCEFFJE, BBJBABJI, FFEEACHIF, FHDCCIFIB, BHEADDEIH, CBGJIGJBI...|[地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线...|[263026121, 263026115, 263026111, 263026121, 263026120, 263026120, 263026111, 263026111, 26302611...|11359|2018-09-01|
+| 布吉|[2018-09-01 06:18:57, 2018-09-01 06:19:10, 2018-09-01 06:19:13, 2018-09-01 06:19:14, 2018-09-01 0...|[FFAEJDDCH, FHDIHADJI, FHDBFDDBE, CBFBHABAC, CCAFDJJAF, BIFAGGIED, BCDGGIIA, FFGCJBEGF, FHGCHEGGJ...|[地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁三号线, 地铁三号线, 地铁三号线...|[263032104, 263032105, 263032105, 263032103, 263032105, 263032105, 263032105, 263032105, 26303210...| 9871|2018-09-01|
+| 丹竹头|[2018-09-01 06:17:11, 2018-09-01 06:19:14, 2018-09-01 06:19:16, 2018-09-01 06:19:22, 2018-09-01 0...|[HHAAAAJJH, BIJGDBGJH, FHHFCGCEJ, FHDFCFBAJ, FHIGEHIHA, CFBEHCIED, FHFHJCHGB, CBCCEBJFB, CFADGHAC...|[地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线...|[261021102, 261021117, 261021102, 261021102, 261021103, 261021116, 261021116, 261021103, 26102111...| 8786|2018-09-01|
+| 民治|[2018-09-01 06:15:56, 2018-09-01 06:16:05, 2018-09-01 06:16:23, 2018-09-01 06:16:40, 2018-09-01 0...|[CBGJJBJAD, DDABCJBGE, BIBIJFHCB, FHEGBCHDF, FHEICEICJ, BIDFEEEDB, FHDEAHICB, CFHBFACAF, FIJDBAFD...|[地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线...|[263025115, 263025115, 263025113, 263025115, 263025106, 263025106, 263025114, 263025115, 26302511...| 8733|2018-09-01|
+| 龙华|[2018-09-01 06:15:58, 2018-09-01 06:16:04, 2018-09-01 06:16:20, 2018-09-01 06:16:56, 2018-09-01 0...|[CFAFCEBBE, CFHBAJFFA, BEBAJFJJJ, CFHJFJEJJ, CBHFFDBDA, FHGADIIAA, CFHCEBFBD, FHICJGBIA, BJHHIAED...|[地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线...|[262012105, 262012105, 262012118, 262012111, 262012112, 262012111, 262012111, 262012111, 26201210...| 7901|2018-09-01|
+| 清湖|[2018-09-01 06:14:18, 2018-09-01 06:14:28, 2018-09-01 06:14:50, 2018-09-01 06:15:16, 2018-09-01 0...|[FIJCJAIAA, FFAEJIJFF, FFHDHGDJF, FHIGDICBI, CBJDEJJAD, FHDDHDCGJ, CFHDJFEFG, FIAFEGHGJ, CFHDHAAD...|[地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线...|[262011106, 262011104, 262011103, 262011104, 262011104, 262011106, 262011105, 262011106, 26201110...| 7619|2018-09-01|
+| 下水径|[2018-09-01 06:15:34, 2018-09-01 06:15:39, 2018-09-01 06:16:19, 2018-09-01 06:16:57, 2018-09-01 0...|[FHIBCFCAA, CBFIBDAFA, FHFJDHGDJ, FHJAGEIGD, BEBJIJBBI, CFDJJEAJI, BIFBHBAAA, FHHEBIAIF, FFGBJBHJ...|[地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线...|[263030115, 263030117, 263030117, 263030116, 263030116, 263030117, 263030117, 263030117, 26303011...| 6697|2018-09-01|
+| 固戍|[2018-09-01 06:14:32, 2018-09-01 06:19:51, 2018-09-01 06:20:00, 2018-09-01 06:20:12, 2018-09-01 0...|[HHAAACDJH, FHGJBHDBC, FFJDJIECJ, FHIDFACHE, CBCDBIJAI, FHFJCEAIG, CFBCBJACG, FHGHHIJEC, CFCBGHFD...|[地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线...|[268034104, 268034105, 268034106, 268034104, 268034104, 268034105, 268034104, 268034106, 26803410...| 6631|2018-09-01|
+| 白石洲|[2018-09-01 06:14:41, 2018-09-01 06:14:47, 2018-09-01 06:15:06, 2018-09-01 06:15:13, 2018-09-01 0...|[CBHBDBFCJ, FFIJBHCEJ, FHDJHEFFA, FHGGGJJCE, CFCBFAJFI, FFIABECAE, CFHCCHAAG, BIBEAICDI, FHEFJECH...|[地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线...|[268022113, 268022121, 268022119, 268022119, 268022121, 268022121, 268022121, 268022121, 26802212...| 6019|2018-09-01|
+| 大芬|[2018-09-01 06:14:12, 2018-09-01 06:19:59, 2018-09-01 06:20:11, 2018-09-01 06:20:14, 2018-09-01 0...|[HHAAJBEID, FHFDDDECD, FFGEICDFD, FHEBCCEIG, FHJAAGBAA, CBFAIDIAD, FHGBBEJIE, FIABCGHGF, CCJFFDCG...|[地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线...|[261020101, 261020101, 261020101, 261020102, 261020101, 261020118, 261020102, 261020101, 26102010...| 5922|2018-09-01|
++-------+----------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------+-----+----------+
+only showing top 10 rows
+
++------------+------+----------+
+|company_name| count| day|
++------------+------+----------+
+| 地铁五号线|110020|2018-09-01|
+| 地铁三号线| 91218|2018-09-01|
+| 地铁一号线| 74798|2018-09-01|
+| 地铁四号线| 53981|2018-09-01|
+| 地铁七号线| 38420|2018-09-01|
+|地铁十一号线| 33056|2018-09-01|
+| 地铁二号线| 30786|2018-09-01|
+| 地铁九号线| 27789|2018-09-01|
++------------+------+----------+
+
++----------+----------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------+-----+----------+
+| station| deal_date_arr| card_no_arr| deal_value_arr| company_name_arr| conn_mark_arr| deal_money_arr| equ_no_arr|count| day|
++----------+----------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------+-----+----------+
+| 深圳北|[2018-09-01 06:35:51, 2018-09-01 06:38:12, 2018-09-01 06:38:14, 2018-09-01 06:38:16, 2018-09-01 0...|[BJFHFGCD, CFADCHJFJ, FHEBCIEAG, FHHAIFGII, BIBBEIGBD, FFHECHBCF, FHGDJGIHE, CCACGIAFF, FHFBCBCFI...|[200, 200, 200, 200, 200, 200, 300, 200, 200, 200, 200, 300, 300, 200, 200, 200, 200, 200, 300, 2...| [地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线...|[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, ...|[190, 190, 190, 190, 190, 190, 285, 190, 190, 190, 190, 285, 285, 190, 150, 190, 190, 190, 285, 1...|[263024122, 263024127, 263024125, 263024123, 263024120, 263024125, 263024126, 263024120, 26302412...| 8963|2018-09-01|
+| 罗湖站|[2018-09-01 06:31:08, 2018-09-01 06:37:23, 2018-09-01 06:39:48, 2018-09-01 06:56:10, 2018-09-01 0...|[FHGBHIIDG, FHIBJBIHI, HHJJAIJEE, CGJJAFJCG, CGJJAFJCG, FFGCBEGCI, BIBIHIDIA, CCABCGBJA, FIJEAFDF...|[200, 200, 200, 200, 200, 200, 200, 200, 300, 300, 500, 500, 300, 200, 400, 500, 500, 400, 200, 3...| [地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线...|[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...|[190, 190, 0, 0, 0, 190, 190, 190, 285, 285, 0, 475, 245, 190, 380, 475, 0, 380, 190, 245, 190, 2...|[268001134, 268001129, 268001115, 268001122, 268001134, 268001105, 268001142, 268001143, 26800110...| 8894|2018-09-01|
+| 福田口岸|[2018-09-01 06:38:33, 2018-09-01 06:38:37, 2018-09-01 06:38:40, 2018-09-01 06:38:44, 2018-09-01 0...|[FFEJACHHJ, HJDDJAAG, CCAFDBJAB, CBBACBDAF, FHGFFJCGB, CFCABAEED, CBJJBADEG, CFBHEFFEB, CCAFIJJAB...|[200, 200, 200, 200, 200, 200, 200, 200, 200, 200, 200, 200, 200, 200, 200, 200, 200, 200, 200, 2...| [地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线, 地铁四号线...|[0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, ...|[190, 190, 190, 190, 190, 190, 190, 150, 190, 190, 190, 190, 190, 190, 150, 190, 190, 190, 190, 1...|[268017120, 268017114, 268017101, 268017120, 268017116, 268017114, 268017119, 268017114, 26801712...| 6838|2018-09-01|
+|会展中心站|[2018-09-01 06:39:56, 2018-09-01 06:45:47, 2018-09-01 06:46:10, 2018-09-01 06:46:14, 2018-09-01 0...|[CFHJFEBIA, CFCJCCGJA, FHIGIGFBD, CBEFHAGBD, FIJGJIHDF, CBEJDCCFF, FIJHCEDBD, FFGFAGIJC, BIABFBEA...|[200, 200, 200, 300, 200, 300, 300, 200, 200, 200, 200, 300, 200, 200, 200, 400, 200, 200, 200, 2...| [地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线, 地铁一号线...|[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...|[190, 190, 190, 285, 190, 285, 285, 190, 190, 190, 190, 285, 190, 190, 190, 380, 190, 190, 190, 1...|[268008101, 268008128, 268008129, 268008111, 268008129, 268008125, 268008129, 268008126, 26800812...| 5841|2018-09-01|
+| 老街|[2018-09-01 06:20:27, 2018-09-01 06:37:42, 2018-09-01 06:38:17, 2018-09-01 06:44:30, 2018-09-01 0...|[FIJHHEDJF, BIHHHCGHJ, FHHEJEHBD, FIAHDBAJI, FIACGCJIE, BCAFBCDB, BICJFGIGJ, CBDEFGADJ, HHAAJAAAH...|[200, 300, 200, 300, 400, 400, 200, 200, 200, 300, 400, 200, 200, 300, 200, 500, 200, 400, 400, 5...| [地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线...|[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, ...|[190, 285, 190, 285, 380, 380, 190, 190, 0, 285, 380, 190, 190, 285, 190, 475, 190, 380, 380, 475...|[261012143, 261012110, 261012141, 261012153, 261012149, 261012109, 261012140, 261012141, 26101215...| 5696|2018-09-01|
+| 华强北|[2018-09-01 06:37:56, 2018-09-01 06:43:28, 2018-09-01 06:47:03, 2018-09-01 06:47:16, 2018-09-01 0...|[FHHCEGAIH, FHEACCFEB, CBGACAJGB, FFGHBFAHI, CBHJFDBJF, FHIJDCHFF, CFJGHCBFJ, FHEADCDIJ, FHGADEHE...|[200, 200, 400, 300, 300, 300, 200, 300, 300, 300, 300, 300, 200, 200, 200, 500, 300, 500, 200, 2...| [地铁二号线, 地铁二号线, 地铁七号线, 地铁二号线, 地铁二号线, 地铁二号线, 地铁二号线, 地铁二号线, 地铁二号线, 地铁七号线, 地铁二号线, 地铁二号线, 地铁二号线, 地铁七号线...|[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...|[190, 190, 380, 285, 285, 285, 190, 285, 285, 285, 285, 285, 190, 190, 0, 435, 285, 475, 190, 190...|[260034114, 260034116, 265030122, 260034120, 260034117, 260034117, 260034118, 260034120, 26003411...| 5683|2018-09-01|
+| 南山站|[2018-09-01 06:17:24, 2018-09-01 06:17:50, 2018-09-01 06:18:46, 2018-09-01 06:18:50, 2018-09-01 0...|[HHAAACCJB, HHJJAEIGB, CFBJHADGI, CBFHFCIAC, CBHBIGABC, FFGDDIBGJ, FFIABGIGD, FIFBJBGIF, FHDDFGJF...|[200, 200, 200, 200, 200, 200, 200, 300, 400, 300, 500, 300, 500, 300, 200, 200, 300, 500, 500, 2...|[地铁十一号线, 地铁十一号线, 地铁十一号线, 地铁十一号线, 地铁十一号线, 地铁十一号线, 地铁十一号线, 地铁十一号线, 地铁十一号线, 地铁十一号线, 地铁十一号线, 地铁十一号线, ...|[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...|[0, 0, 190, 190, 190, 190, 190, 285, 380, 285, 475, 285, 475, 285, 190, 190, 285, 475, 475, 0, 57...|[241015106, 241015105, 241015118, 241015116, 241015115, 241015119, 241015127, 241015116, 24101512...| 5424|2018-09-01|
+| 兴东|[2018-09-01 06:31:40, 2018-09-01 06:36:46, 2018-09-01 06:38:23, 2018-09-01 06:38:59, 2018-09-01 0...|[HHJJAEIFJ, HHAAABFDC, FHFEFHJFG, AHJJBDGCB, FHFEIFFFA, FHIHIGDBC, FIJIFCGCI, FHHCIEBEE, FFAECDDG...|[200, 200, 200, 200, 200, 200, 200, 200, 200, 300, 200, 200, 200, 200, 200, 200, 200, 200, 200, 2...| [地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线...|[0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...|[0, 0, 190, 190, 190, 190, 190, 150, 190, 285, 190, 190, 190, 190, 190, 190, 190, 190, 190, 190, ...|[263018108, 263018114, 263018112, 263018103, 263018106, 263018102, 263018101, 263018101, 26301810...| 5334|2018-09-01|
+| 五和|[2018-09-01 06:18:21, 2018-09-01 06:18:36, 2018-09-01 06:34:32, 2018-09-01 06:35:40, 2018-09-01 0...|[DDABFIAIA, HHAAAAJAC, FIJGHCFJF, FHDIGEIHJ, CBFEFDEEG, BICEDHEJC, FFFDJDJII, CBJHFAJHH, FIJBHCHF...|[200, 200, 200, 200, 200, 200, 200, 200, 200, 200, 200, 200, 200, 200, 300, 300, 200, 300, 300, 3...| [地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线, 地铁五号线...|[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...|[190, 0, 190, 190, 190, 190, 190, 190, 190, 190, 100, 190, 190, 190, 285, 285, 190, 245, 285, 285...|[263026103, 263026101, 263026106, 263026108, 263026101, 263026102, 263026101, 263026102, 26302611...| 5058|2018-09-01|
+| 福田|[2018-09-01 06:35:50, 2018-09-01 06:36:09, 2018-09-01 06:36:23, 2018-09-01 06:36:34, 2018-09-01 0...|[CCADDJFCI, FIJAAGGCG, BIJJHGDDD, CCJGICHBH, FHDHCDHDF, CBCCEFGGC, FFEBJGCJB, CBCDJJACA, FFEDDEHA...|[200, 200, 200, 200, 200, 200, 200, 200, 200, 200, 200, 200, 200, 200, 200, 200, 200, 200, 200, 3...| [地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线, 地铁三号线...|[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, ...|[190, 190, 190, 190, 190, 190, 190, 190, 190, 190, 190, 190, 190, 0, 190, 190, 190, 190, 190, 285...|[261006132, 261006110, 261006109, 261006108, 261006108, 261006128, 261006109, 261006167, 26100616...| 5019|2018-09-01|
++----------+----------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------+-----+----------+
+only showing top 10 rows
+
+*/
diff --git a/docker/elk/README.md b/docker/elk/README.md
new file mode 100644
index 0000000..76c84f4
--- /dev/null
+++ b/docker/elk/README.md
@@ -0,0 +1,60 @@
+
+
+## Compose sample application
+### Elasticsearch, Logstash, and Kibana (ELK) in single-node
+
+Project structure:
+```
+.
+└── docker-compose.yaml
+```
+
+[docker-compose.yaml](docker-compose.yaml)
+```
+services:
+ elasticsearch:
+ image: elasticsearch:7.8.0
+ ...
+ logstash:
+ image: logstash:7.8.0
+ ...
+ kibana:
+ image: kibana:7.8.0
+ ...
+```
+
+## Deploy with docker compose
+
+```
+$ docker compose up -d
+Creating network "elasticsearch-logstash-kibana_elastic" with driver "bridge"
+Creating es ... done
+Creating log ... done
+Creating kib ... done
+```
+
+## Expected result
+
+Listing containers must show three containers running and the port mapping as below:
+```
+$ docker ps
+CONTAINER ID IMAGE COMMAND CREATED STATUS PORTS NAMES
+173f0634ed33 logstash:7.8.0 "/usr/local/bin/dock…" 43 seconds ago Up 41 seconds 0.0.0.0:5000->5000/tcp, 0.0.0.0:5044->5044/tcp, 0.0.0.0:9600->9600/tcp, 0.0.0.0:5000->5000/udp log
+b448fd3e9b30 kibana:7.8.0 "/usr/local/bin/dumb…" 43 seconds ago Up 42 seconds 0.0.0.0:5601->5601/tcp kib
+366d358fb03d elasticsearch:7.8.0 "/tini -- /usr/local…" 43 seconds ago Up 42 seconds (healthy) 0.0.0.0:9200->9200/tcp, 0.0.0.0:9300->9300/tcp es
+```
+
+After the application starts, navigate to below links in your web browser:
+
+* Elasticsearch: [`http://localhost:9200`](http://localhost:9200)
+* Logstash: [`http://localhost:9600`](http://localhost:9600)
+* Kibana: [`http://localhost:5601/api/status`](http://localhost:5601/api/status)
+
+Stop and remove the containers
+```
+$ docker compose down
+```
+
+## Attribution
+
+The [example Nginx logs](https://github.com/docker/awesome-compose/tree/master/elasticsearch-logstash-kibana/logstash/nginx.log) are copied from [here](https://github.com/elastic/examples/blob/master/Common%20Data%20Formats/nginx_json_logs/nginx_json_logs).
diff --git a/docker/elk/docker-compose.yaml b/docker/elk/docker-compose.yaml
new file mode 100644
index 0000000..b0fba55
--- /dev/null
+++ b/docker/elk/docker-compose.yaml
@@ -0,0 +1,56 @@
+services:
+
+ elasticsearch:
+ image: elasticsearch:7.8.0
+ container_name: es
+ environment:
+ discovery.type: single-node
+ ES_JAVA_OPTS: "-Xms512m -Xmx512m"
+ ports:
+ - "29200:9200"
+ - "9300:9300"
+ healthcheck:
+ test: [ "CMD-SHELL", "curl --silent --fail localhost:9200/_cluster/health || exit 1" ]
+ interval: 10s
+ timeout: 10s
+ retries: 3
+ networks:
+ - elastic
+
+ logstash:
+ image: logstash:7.8.0
+ container_name: log
+ environment:
+ discovery.seed_hosts: logstash
+ LS_JAVA_OPTS: "-Xms512m -Xmx512m"
+ volumes:
+ - ./logstash/pipeline/logstash-nginx.config:/usr/share/logstash/pipeline/logstash-nginx.config
+ - ./logstash/nginx.log:/home/nginx.log
+ ports:
+ - "5000:5000/tcp"
+ - "5000:5000/udp"
+ - "5044:5044"
+ - "9600:9600"
+ depends_on:
+ - elasticsearch
+ networks:
+ - elastic
+ command: logstash -f /usr/share/logstash/pipeline/logstash-nginx.config
+
+ kibana:
+ image: kibana:7.8.0
+ container_name: kib
+ ports:
+ - "5601:5601"
+ depends_on:
+ - elasticsearch
+ environment:
+ ELASTICSEARCH_HOSTS: '["http://es:9200"]'
+ networks:
+ - elastic
+
+#networks:
+# elastic:
+# driver: bridge
+# attachable: true # driver 为 overlay 时使用, 如果设置为 true 则除了服务之外，独立容器也可以附加到该网络
+# external: true # 一些场景下，我们并不需要创建新的网络，而只需加入已存在的网络，此时可使用external选项
diff --git a/docker/elk/es.yaml b/docker/elk/es.yaml
new file mode 100644
index 0000000..9622ccf
--- /dev/null
+++ b/docker/elk/es.yaml
@@ -0,0 +1,26 @@
+services:
+ elasticsearch:
+ image: elasticsearch:7.8.0
+ container_name: es
+ environment:
+ discovery.type: single-node
+ ES_JAVA_OPTS: "-Xms512m -Xmx512m"
+ ports:
+ - "29200:9200"
+ - "9300:9300"
+ healthcheck:
+ test: [ "CMD-SHELL", "curl --silent --fail localhost:9200/_cluster/health || exit 1" ]
+ interval: 10s
+ timeout: 10s
+ retries: 3
+ networks:
+ - szt-network
+
+networks:
+ szt-network:
+ driver: bridge
+ name: szt-network
+# attachable: true # driver 为 overlay 时使用, 如果设置为 true 则除了服务之外，独立容器也可以附加到该网络
+# external: true # 一些场景下，我们并不需要创建新的网络，而只需加入已存在的网络，此时可使用external选项，必须提前创建
+
+# docker compose -f es.yaml up -d
diff --git a/docker/elk/kibana.yaml b/docker/elk/kibana.yaml
new file mode 100644
index 0000000..a02353a
--- /dev/null
+++ b/docker/elk/kibana.yaml
@@ -0,0 +1,18 @@
+services:
+
+ kibana:
+ image: kibana:7.8.0
+ container_name: kib
+ ports:
+ - "5601:5601"
+ environment:
+ ELASTICSEARCH_HOSTS: '["http://es:9200"]'
+ networks:
+ - szt-network
+
+networks:
+ szt-network:
+ driver: bridge
+ name: szt-network
+
+# docker compose -f kibana.yaml up -d
diff --git a/docker/elk/log.yaml b/docker/elk/log.yaml
new file mode 100644
index 0000000..293ebc8
--- /dev/null
+++ b/docker/elk/log.yaml
@@ -0,0 +1,26 @@
+services:
+
+ logstash:
+ image: logstash:7.8.0
+ container_name: log
+ environment:
+ discovery.seed_hosts: logstash
+ LS_JAVA_OPTS: "-Xms512m -Xmx512m"
+ volumes:
+ - ./logstash/pipeline/logstash-nginx.config:/usr/share/logstash/pipeline/logstash-nginx.config
+ - ./logstash/nginx.log:/home/nginx.log
+ ports:
+ - "5000:5000/tcp"
+ - "5000:5000/udp"
+ - "5044:5044"
+ - "9600:9600"
+ networks:
+ - szt-network
+ command: logstash -f /usr/share/logstash/pipeline/logstash-nginx.config
+
+networks:
+ szt-network:
+ driver: bridge
+ name: szt-network
+
+# docker compose -f log.yaml up -d
diff --git a/docker/elk/logstash/nginx.log b/docker/elk/logstash/nginx.log
new file mode 100644
index 0000000..5a521df
--- /dev/null
+++ b/docker/elk/logstash/nginx.log
@@ -0,0 +1,8130 @@
+{"time": "17/May/2015:08:05:32 +0000", "remote_ip": "93.180.71.3", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 304, "bytes": 0, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.21)"}
+{"time": "17/May/2015:08:05:23 +0000", "remote_ip": "93.180.71.3", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 304, "bytes": 0, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.21)"}
+{"time": "17/May/2015:08:05:24 +0000", "remote_ip": "80.91.33.133", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 304, "bytes": 0, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.17)"}
+{"time": "17/May/2015:08:05:34 +0000", "remote_ip": "217.168.17.5", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 200, "bytes": 490, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.10.3)"}
+{"time": "17/May/2015:08:05:09 +0000", "remote_ip": "217.168.17.5", "remote_user": "-", "request": "GET /downloads/product_2 HTTP/1.1", "response": 200, "bytes": 490, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.10.3)"}
+{"time": "17/May/2015:08:05:57 +0000", "remote_ip": "93.180.71.3", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 304, "bytes": 0, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.21)"}
+{"time": "17/May/2015:08:05:02 +0000", "remote_ip": "217.168.17.5", "remote_user": "-", "request": "GET /downloads/product_2 HTTP/1.1", "response": 404, "bytes": 337, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.10.3)"}
+{"time": "17/May/2015:08:05:42 +0000", "remote_ip": "217.168.17.5", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 404, "bytes": 332, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.10.3)"}
+{"time": "17/May/2015:08:05:01 +0000", "remote_ip": "80.91.33.133", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 304, "bytes": 0, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.17)"}
+{"time": "17/May/2015:08:05:27 +0000", "remote_ip": "93.180.71.3", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 304, "bytes": 0, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.21)"}
+{"time": "17/May/2015:08:05:12 +0000", "remote_ip": "217.168.17.5", "remote_user": "-", "request": "GET /downloads/product_2 HTTP/1.1", "response": 200, "bytes": 3316, "referrer": "-", "agent": "-"}
+{"time": "17/May/2015:08:05:49 +0000", "remote_ip": "188.138.60.101", "remote_user": "-", "request": "GET /downloads/product_2 HTTP/1.1", "response": 304, "bytes": 0, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.9.7.9)"}
+{"time": "17/May/2015:08:05:14 +0000", "remote_ip": "80.91.33.133", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 304, "bytes": 0, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.16)"}
+{"time": "17/May/2015:08:05:45 +0000", "remote_ip": "46.4.66.76", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 404, "bytes": 318, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (1.0.1ubuntu2)"}
+{"time": "17/May/2015:08:05:26 +0000", "remote_ip": "93.180.71.3", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 404, "bytes": 324, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.21)"}
+{"time": "17/May/2015:08:05:22 +0000", "remote_ip": "91.234.194.89", "remote_user": "-", "request": "GET /downloads/product_2 HTTP/1.1", "response": 304, "bytes": 0, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.9.7.9)"}
+{"time": "17/May/2015:08:05:07 +0000", "remote_ip": "80.91.33.133", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 304, "bytes": 0, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.17)"}
+{"time": "17/May/2015:08:05:38 +0000", "remote_ip": "37.26.93.214", "remote_user": "-", "request": "GET /downloads/product_2 HTTP/1.1", "response": 404, "bytes": 319, "referrer": "-", "agent": "Go 1.1 package http"}
+{"time": "17/May/2015:08:05:25 +0000", "remote_ip": "188.138.60.101", "remote_user": "-", "request": "GET /downloads/product_2 HTTP/1.1", "response": 304, "bytes": 0, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.9.7.9)"}
+{"time": "17/May/2015:08:05:11 +0000", "remote_ip": "93.180.71.3", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 404, "bytes": 340, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.21)"}
+{"time": "17/May/2015:08:05:02 +0000", "remote_ip": "46.4.66.76", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 304, "bytes": 0, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (1.0.1ubuntu2)"}
+{"time": "17/May/2015:08:05:06 +0000", "remote_ip": "62.75.198.179", "remote_user": "-", "request": "GET /downloads/product_2 HTTP/1.1", "response": 200, "bytes": 490, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.9.7.9)"}
+{"time": "17/May/2015:08:05:55 +0000", "remote_ip": "80.91.33.133", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 304, "bytes": 0, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.16)"}
+{"time": "17/May/2015:08:05:53 +0000", "remote_ip": "173.203.139.108", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 304, "bytes": 0, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.9.7.9)"}
+{"time": "17/May/2015:08:05:32 +0000", "remote_ip": "210.245.80.75", "remote_user": "-", "request": "GET /downloads/product_2 HTTP/1.1", "response": 304, "bytes": 0, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (1.0.1ubuntu2)"}
+{"time": "17/May/2015:08:05:52 +0000", "remote_ip": "46.4.83.163", "remote_user": "-", "request": "GET /downloads/product_2 HTTP/1.1", "response": 304, "bytes": 0, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.9.7.9)"}
+{"time": "17/May/2015:08:05:18 +0000", "remote_ip": "91.234.194.89", "remote_user": "-", "request": "GET /downloads/product_2 HTTP/1.1", "response": 304, "bytes": 0, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.9.7.9)"}
+{"time": "17/May/2015:08:05:24 +0000", "remote_ip": "31.22.86.126", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 304, "bytes": 0, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.16)"}
+{"time": "17/May/2015:08:05:25 +0000", "remote_ip": "217.168.17.5", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 200, "bytes": 3301, "referrer": "-", "agent": "-"}
+{"time": "17/May/2015:08:05:50 +0000", "remote_ip": "80.91.33.133", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 304, "bytes": 0, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.22)"}
+{"time": "17/May/2015:08:05:03 +0000", "remote_ip": "173.203.139.108", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 304, "bytes": 0, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.9.7.9)"}
+{"time": "17/May/2015:08:05:35 +0000", "remote_ip": "80.91.33.133", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 304, "bytes": 0, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.16)"}
+{"time": "17/May/2015:08:05:51 +0000", "remote_ip": "5.83.131.103", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 200, "bytes": 490, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.22)"}
+{"time": "17/May/2015:08:05:59 +0000", "remote_ip": "80.91.33.133", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 304, "bytes": 0, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.17)"}
+{"time": "17/May/2015:08:05:42 +0000", "remote_ip": "200.6.73.40", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 304, "bytes": 0, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.9.7.9)"}
+{"time": "17/May/2015:08:05:48 +0000", "remote_ip": "80.91.33.133", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 404, "bytes": 324, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.17)"}
+{"time": "17/May/2015:08:05:58 +0000", "remote_ip": "93.180.71.3", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 404, "bytes": 337, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.21)"}
+{"time": "17/May/2015:08:05:39 +0000", "remote_ip": "62.75.198.179", "remote_user": "-", "request": "GET /downloads/product_2 HTTP/1.1", "response": 304, "bytes": 0, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.9.7.9)"}
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+{"time": "20/May/2015:03:05:34 +0000", "remote_ip": "54.211.222.62", "remote_user": "-", "request": "GET /downloads/product_2 HTTP/1.1", "response": 404, "bytes": 338, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.21)"}
+{"time": "20/May/2015:03:05:05 +0000", "remote_ip": "54.211.222.62", "remote_user": "-", "request": "GET /downloads/product_2 HTTP/1.1", "response": 404, "bytes": 339, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.21)"}
+{"time": "20/May/2015:03:05:00 +0000", "remote_ip": "216.46.173.126", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 404, "bytes": 331, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.22)"}
+{"time": "20/May/2015:03:05:39 +0000", "remote_ip": "54.211.222.62", "remote_user": "-", "request": "GET /downloads/product_2 HTTP/1.1", "response": 404, "bytes": 336, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.21)"}
+{"time": "20/May/2015:03:05:06 +0000", "remote_ip": "54.211.222.62", "remote_user": "-", "request": "GET /downloads/product_2 HTTP/1.1", "response": 404, "bytes": 336, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.21)"}
+{"time": "20/May/2015:03:05:40 +0000", "remote_ip": "54.211.222.62", "remote_user": "-", "request": "GET /downloads/product_2 HTTP/1.1", "response": 404, "bytes": 333, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.21)"}
+{"time": "20/May/2015:03:05:46 +0000", "remote_ip": "216.46.173.126", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 404, "bytes": 328, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.22)"}
+{"time": "20/May/2015:03:05:57 +0000", "remote_ip": "162.217.12.67", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 200, "bytes": 2592, "referrer": "-", "agent": "urlgrabber/3.9.1 yum/3.2.29"}
+{"time": "20/May/2015:03:05:51 +0000", "remote_ip": "85.10.223.67", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 404, "bytes": 318, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (1.0.1ubuntu2)"}
+{"time": "20/May/2015:03:05:22 +0000", "remote_ip": "74.125.60.158", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 304, "bytes": 0, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (1.0.1ubuntu2)"}
+{"time": "20/May/2015:03:05:20 +0000", "remote_ip": "85.10.223.67", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 304, "bytes": 0, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (1.0.1ubuntu2)"}
+{"time": "20/May/2015:03:05:19 +0000", "remote_ip": "85.10.223.67", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 304, "bytes": 0, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (1.0.1ubuntu2)"}
+{"time": "20/May/2015:03:05:53 +0000", "remote_ip": "85.10.223.67", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 304, "bytes": 0, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (1.0.1ubuntu2)"}
+{"time": "20/May/2015:03:05:37 +0000", "remote_ip": "74.125.60.158", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 304, "bytes": 0, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (1.0.1ubuntu2)"}
+{"time": "20/May/2015:03:05:00 +0000", "remote_ip": "65.39.197.164", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 304, "bytes": 0, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.19)"}
+{"time": "20/May/2015:03:05:59 +0000", "remote_ip": "85.10.223.67", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 304, "bytes": 0, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (1.0.1ubuntu2)"}
+{"time": "20/May/2015:03:05:54 +0000", "remote_ip": "65.39.197.164", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 304, "bytes": 0, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.19)"}
+{"time": "20/May/2015:03:05:47 +0000", "remote_ip": "85.10.223.67", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 404, "bytes": 340, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (1.0.1ubuntu2)"}
+{"time": "20/May/2015:03:05:59 +0000", "remote_ip": "65.39.197.164", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 304, "bytes": 0, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.19)"}
+{"time": "20/May/2015:03:05:43 +0000", "remote_ip": "74.125.60.158", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 404, "bytes": 333, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (1.0.1ubuntu2)"}
+{"time": "20/May/2015:03:05:34 +0000", "remote_ip": "65.39.197.164", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 304, "bytes": 0, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.19)"}
+{"time": "20/May/2015:03:05:51 +0000", "remote_ip": "65.39.197.164", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 404, "bytes": 319, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.19)"}
+{"time": "20/May/2015:03:05:06 +0000", "remote_ip": "65.39.197.164", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 404, "bytes": 335, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.19)"}
+{"time": "20/May/2015:03:05:08 +0000", "remote_ip": "85.10.223.67", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 404, "bytes": 337, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (1.0.1ubuntu2)"}
+{"time": "20/May/2015:03:05:37 +0000", "remote_ip": "65.39.197.164", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 404, "bytes": 332, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.19)"}
+{"time": "20/May/2015:03:05:25 +0000", "remote_ip": "65.39.197.164", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 404, "bytes": 334, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.19)"}
+{"time": "20/May/2015:03:05:39 +0000", "remote_ip": "65.39.197.164", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 404, "bytes": 331, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.19)"}
+{"time": "20/May/2015:03:05:35 +0000", "remote_ip": "85.10.223.67", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 404, "bytes": 339, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (1.0.1ubuntu2)"}
+{"time": "20/May/2015:03:05:21 +0000", "remote_ip": "65.39.197.164", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 404, "bytes": 336, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.19)"}
+{"time": "20/May/2015:03:05:04 +0000", "remote_ip": "74.125.60.158", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 404, "bytes": 336, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (1.0.1ubuntu2)"}
+{"time": "20/May/2015:03:05:57 +0000", "remote_ip": "65.39.197.164", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 404, "bytes": 333, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.19)"}
+{"time": "20/May/2015:03:05:26 +0000", "remote_ip": "65.39.197.164", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 404, "bytes": 334, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.19)"}
+{"time": "20/May/2015:03:05:05 +0000", "remote_ip": "85.10.223.67", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 404, "bytes": 336, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (1.0.1ubuntu2)"}
+{"time": "20/May/2015:03:05:16 +0000", "remote_ip": "65.39.197.164", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 404, "bytes": 331, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.19)"}
+{"time": "20/May/2015:03:05:21 +0000", "remote_ip": "65.39.197.164", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 404, "bytes": 331, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.19)"}
+{"time": "20/May/2015:03:05:27 +0000", "remote_ip": "85.10.223.67", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 404, "bytes": 341, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (1.0.1ubuntu2)"}
+{"time": "20/May/2015:03:05:08 +0000", "remote_ip": "65.39.197.164", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 404, "bytes": 328, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.19)"}
+{"time": "20/May/2015:03:05:47 +0000", "remote_ip": "85.10.223.67", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 404, "bytes": 338, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (1.0.1ubuntu2)"}
+{"time": "20/May/2015:03:05:25 +0000", "remote_ip": "54.225.249.146", "remote_user": "-", "request": "GET /downloads/product_2 HTTP/1.1", "response": 304, "bytes": 0, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.21)"}
+{"time": "20/May/2015:03:05:01 +0000", "remote_ip": "54.225.249.146", "remote_user": "-", "request": "GET /downloads/product_2 HTTP/1.1", "response": 304, "bytes": 0, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.21)"}
+{"time": "20/May/2015:03:05:56 +0000", "remote_ip": "54.225.249.146", "remote_user": "-", "request": "GET /downloads/product_2 HTTP/1.1", "response": 304, "bytes": 0, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.21)"}
+{"time": "20/May/2015:03:05:45 +0000", "remote_ip": "85.10.223.67", "remote_user": "-", "request": "GET /downloads/product_1 HTTP/1.1", "response": 404, "bytes": 339, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (1.0.1ubuntu2)"}
+{"time": "20/May/2015:03:05:56 +0000", "remote_ip": "54.225.249.146", "remote_user": "-", "request": "GET /downloads/product_2 HTTP/1.1", "response": 304, "bytes": 0, "referrer": "-", "agent": "Debian APT-HTTP/1.3 (0.8.16~exp12ubuntu10.21)"}
diff --git a/docker/elk/logstash/pipeline/logstash-nginx.config b/docker/elk/logstash/pipeline/logstash-nginx.config
new file mode 100644
index 0000000..53179e7
--- /dev/null
+++ b/docker/elk/logstash/pipeline/logstash-nginx.config
@@ -0,0 +1,30 @@
+input {
+ file {
+ path => "/home/nginx.log"
+ start_position => "beginning"
+ sincedb_path => "/dev/null"
+ }
+}
+
+filter {
+ json {
+ source => "message"
+ }
+ geoip {
+ source => "remote_ip"
+ }
+ useragent {
+ source => "agent"
+ target => "useragent"
+ }
+}
+
+output {
+ elasticsearch {
+ hosts => ["http://es:9200"]
+ index => "nginx"
+ }
+ stdout {
+ codec => rubydebug
+ }
+}
diff --git a/pom.xml b/pom.xml
new file mode 100644
index 0000000..bea9f7a
--- /dev/null
+++ b/pom.xml
@@ -0,0 +1,44 @@
+
+
+ 4.0.0
+ pom
+
+ cn.java666
+ SZT-bigdata
+ 0.1
+
+
+
+ 1.8
+ 1.8
+ 1.8
+ UTF-8
+ UTF-8
+
+
+ 2.11.12
+ 2.11
+
+ 1.10.0
+ 2.4.3
+
+ 2.1.0
+
+ 1.2.17
+ 1.7.15
+ 4.12
+
+ 2.3.7.RELEASE
+
+
+
+ SZT-ETL
+ SZT-common
+ SZT-spark-hive
+ SZT-kafka-hbase
+ SZT-flink
+
+
+
diff --git a/sql+command/clickhouse.sql b/sql+command/clickhouse.sql
new file mode 100644
index 0000000..aed8e4d
--- /dev/null
+++ b/sql+command/clickhouse.sql
@@ -0,0 +1,7 @@
+CREATE DATABASE IF NOT EXISTS szt;
+drop table if exists szt.szt_data;
+show tables ;
+CREATE TABLE szt.szt_data (string_value String) ENGINE = Log();
+
+SELECT * FROM system.clusters;
+SELECT * FROM szt.szt_data;
diff --git a/sql+command/hbase.command b/sql+command/hbase.command
new file mode 100644
index 0000000..d62dcc2
--- /dev/null
+++ b/sql+command/hbase.command
@@ -0,0 +1,8 @@
+-- 全表扫描，并且格式化字符串
+scan 'szt:data', {FORMATTER => 'toString'}
+
+-- 查看历史版本
+scan 'szt:data', {FORMATTER => 'toString',VERSIONS=>10}
+
+-- 查看指定的 rowkey
+get 'szt:data','10drac',{COLUMN=>'card:station',VERSIONS=>10, FORMATTER => 'toString'}
diff --git a/sql+command/hive.sql b/sql+command/hive.sql
new file mode 100644
index 0000000..63b5112
--- /dev/null
+++ b/sql+command/hive.sql
@@ -0,0 +1,1316 @@
+SHOW DATABASES;
+
+CREATE DATABASE IF NOT EXISTS szt;
+
+USE szt;
+
+SHOW TABLES;
+
+--1 ODS 原始表， 不做改动， 直接加载
+DROP TABLE IF EXISTS ods_szt_data;
+CREATE EXTERNAL TABLE ods_szt_data(
+deal_date String,
+close_date String,
+card_no String,
+deal_value String,
+deal_type String,
+company_name String,
+car_no String,
+station String,
+conn_mark String,
+deal_money String,
+equ_no String)
+PARTITIONED BY(DAY STRING) ROW FORMAT DELIMITED FIELDS TERMINATED BY ',' LOCATION '/warehouse/szt.db/ods/ods_szt_data';
+
+LOAD DATA INPATH '/warehouse/szt.db/ods/szt-etl-data_2018-09-01.csv' OVERWRITE INTO TABLE ods_szt_data PARTITION(DAY = '2018-09-01');
+
+SELECT * FROM ods_szt_data WHERE DAY = '2018-09-01' LIMIT 10;
+
+SELECT collect_set(deal_type) FROM ods_szt_data; --["地铁出站", "地铁入站", "巴士"]
+
+--2 DWD 过滤掉 巴士， 过滤掉不在运营时间的地铁出入站数据
+-- DROP TABLE IF EXISTS dwd_fact_szt_detail;
+
+DROP TABLE IF EXISTS dwd_fact_szt_in_out_detail;--地铁出入站
+CREATE EXTERNAL TABLE dwd_fact_szt_in_out_detail(
+deal_date String,
+close_date String,
+card_no String,
+deal_value String,
+deal_type String,
+company_name String,
+car_no String,
+station String,
+conn_mark String,
+deal_money String,
+equ_no String)
+PARTITIONED BY(DAY STRING) ROW FORMAT DELIMITED FIELDS TERMINATED BY ',' LOCATION '/warehouse/szt.db/dwd/dwd_fact_szt_in_out_detail';
+
+INSERT OVERWRITE TABLE dwd_fact_szt_in_out_detail partition(DAY = '2018-09-01')
+SELECT deal_date,
+ close_date,
+ card_no,
+ deal_value,
+ deal_type,
+ company_name,
+ car_no,
+ station,
+ conn_mark,
+ deal_money,
+ equ_no
+FROM ods_szt_data
+WHERE deal_type != '巴士'
+ AND unix_timestamp(deal_date, 'yyyy-MM-dd HH:mm:ss') > unix_timestamp('2018-09-01 06:14:00', 'yyyy-MM-dd HH:mm:ss')
+ AND unix_timestamp(deal_date, 'yyyy-MM-dd HH:mm:ss') < unix_timestamp('2018-09-01 23:59:00', 'yyyy-MM-dd HH:mm:ss')
+ AND DAY = '2018-09-01'
+ORDER BY deal_date;
+
+
+SELECT count(*) FROM dwd_fact_szt_in_out_detail; --780937
+
+
+-- -- - dwd_fact_szt_in_detail
+DROP TABLE IF EXISTS dwd_fact_szt_in_detail;
+CREATE EXTERNAL TABLE dwd_fact_szt_in_detail(
+deal_date String,
+close_date String,
+card_no String,
+deal_value String,
+deal_type String,
+company_name String,
+car_no String,
+station String,
+conn_mark String,
+deal_money String,
+equ_no String)
+PARTITIONED BY(DAY STRING) ROW FORMAT DELIMITED FIELDS TERMINATED BY ',' LOCATION '/warehouse/szt.db/dwd/dwd_fact_szt_in_detail';
+
+
+INSERT OVERWRITE TABLE dwd_fact_szt_in_detail partition(DAY = '2018-09-01')
+SELECT deal_date,
+ close_date,
+ card_no,
+ deal_value,
+ deal_type,
+ company_name,
+ car_no,
+ station,
+ conn_mark,
+ deal_money,
+ equ_no
+FROM dwd_fact_szt_in_out_detail
+WHERE deal_type = '地铁入站'
+ AND DAY = '2018-09-01'
+ORDER BY deal_date ;
+
+SELECT count(*) FROM dwd_fact_szt_in_detail;
+--415386
+
+
+-- -- - dwd_fact_szt_out_detail
+DROP TABLE IF EXISTS dwd_fact_szt_out_detail;
+CREATE EXTERNAL TABLE dwd_fact_szt_out_detail(
+deal_date String,
+close_date String,
+card_no String,
+deal_value String,
+deal_type String,
+company_name String,
+car_no String,
+station String,
+conn_mark String,
+deal_money String,
+equ_no String)
+PARTITIONED BY(DAY STRING) ROW FORMAT DELIMITED FIELDS TERMINATED BY ',' LOCATION '/warehouse/szt.db/dwd/dwd_fact_szt_out_detail';
+
+
+SELECT count(*) FROM dwd_fact_szt_out_detail;
+
+INSERT OVERWRITE TABLE dwd_fact_szt_out_detail partition(DAY = '2018-09-01')
+SELECT deal_date,
+ close_date,
+ card_no,
+ deal_value,
+ deal_type,
+ company_name,
+ car_no,
+ station,
+ conn_mark,
+ deal_money,
+ equ_no
+FROM dwd_fact_szt_in_out_detail
+WHERE deal_type = '地铁出站'
+ AND DAY = '2018-09-01'
+ORDER BY deal_date ;--365551
+
+
+-- --DWS 宽表
+
+DROP TABLE IF EXISTS dws_card_record_day_wide;
+CREATE EXTERNAL TABLE dws_card_record_day_wide(
+card_no STRING,
+deal_date_arr ARRAY < STRING > ,
+deal_value_arr ARRAY < STRING > ,
+deal_type_arr ARRAY < STRING > ,
+company_name_arr ARRAY < STRING > ,
+station_arr ARRAY < STRING > ,
+conn_mark_arr ARRAY < STRING > ,
+deal_money_arr ARRAY < STRING > ,
+equ_no_arr ARRAY < STRING > ,
+`count` int)
+PARTITIONED BY(DAY STRING) ROW FORMAT DELIMITED FIELDS TERMINATED BY ',' LOCATION '/warehouse/szt.db/dws/dws_card_record_day_wide';
+
+INSERT OVERWRITE TABLE dws_card_record_day_wide PARTITION(DAY = '2018-09-01')
+SELECT card_no,
+ collect_list(deal_date),
+ collect_list(deal_value),
+ collect_list(deal_type),
+ collect_list(company_name),
+ collect_list(station),
+ collect_list(conn_mark),
+ collect_list(deal_money),
+ collect_list(equ_no),
+ count(*) c
+FROM dwd_fact_szt_in_out_detail
+WHERE DAY = '2018-09-01'
+GROUP BY card_no
+ORDER BY c DESC;
+
+--412082
+
+SELECT * FROM dws_card_record_day_wide LIMIT 100;
+
+--ADS 业务表， 当天的表现
+
+DROP TABLE IF EXISTS ads_in_station_day_top;
+CREATE EXTERNAL TABLE ads_in_station_day_top(
+station STRING,
+deal_date_arr ARRAY < STRING > ,
+card_no_arr ARRAY < STRING > ,
+company_name_arr ARRAY < STRING > ,
+equ_no_arr ARRAY < STRING > ,
+`count` int)
+PARTITIONED BY(DAY string) ROW FORMAT DELIMITED FIELDS TERMINATED BY ',' LOCATION '/warehouse/szt.db/ads/ads_in_station_day_top';
+
+INSERT OVERWRITE TABLE ads_in_station_day_top PARTITION(DAY = '2018-09-01')
+SELECT station,
+ collect_list(deal_date),
+ collect_list(card_no),
+ collect_list(company_name),
+ collect_list(equ_no),
+ count(*) c
+FROM dwd_fact_szt_in_detail
+WHERE DAY = '2018-09-01'
+GROUP BY station
+ORDER BY c DESC;
+
+SELECT * FROM ads_in_station_day_top LIMIT 20;
+
+---
+DROP TABLE IF EXISTS ads_out_station_day_top;
+CREATE EXTERNAL TABLE ads_out_station_day_top(
+station STRING,
+deal_date_arr ARRAY < STRING > ,
+card_no_arr ARRAY < STRING > ,
+deal_value_arr ARRAY < STRING > ,
+company_name_arr ARRAY < STRING > ,
+conn_mark_arr ARRAY < STRING > ,
+deal_money_arr ARRAY < STRING > ,
+equ_no_arr ARRAY < STRING > ,
+`count` int)
+PARTITIONED BY(DAY string) ROW FORMAT DELIMITED FIELDS TERMINATED BY ',' LOCATION '/warehouse/szt.db/ads/ads_out_station_day_top';
+
+INSERT OVERWRITE TABLE ads_out_station_day_top PARTITION(DAY = '2018-09-01')
+SELECT station,
+ collect_list(deal_date),
+ collect_list(card_no),
+ collect_list(deal_value),
+ collect_list(company_name),
+ collect_list(conn_mark),
+ collect_list(deal_money),
+ collect_list(equ_no),
+ count(*) c
+FROM dwd_fact_szt_out_detail
+WHERE DAY = '2018-09-01'
+GROUP BY station
+ORDER BY c DESC;
+
+SELECT * FROM ads_out_station_day_top LIMIT 20;
+SELECT collect_list(station) FROM ads_out_station_day_top;
+SELECT collect_list(station) FROM ads_in_station_day_top;
+
+---
+---ads_in_out_station_day_top
+DROP TABLE IF EXISTS ads_in_out_station_day_top;
+CREATE EXTERNAL TABLE ads_in_out_station_day_top(
+station STRING,
+deal_date_arr ARRAY < STRING > ,
+card_no_arr ARRAY < STRING > ,
+deal_value_arr ARRAY < STRING > ,
+deal_type_arr ARRAY < STRING > ,
+company_name_arr ARRAY < STRING > ,
+conn_mark_arr ARRAY < STRING > ,
+deal_money_arr ARRAY < STRING > ,
+equ_no_arr ARRAY < STRING > ,
+`count` int)
+PARTITIONED BY(DAY string) ROW FORMAT DELIMITED FIELDS TERMINATED BY ',' LOCATION '/warehouse/szt.db/ads/ads_in_out_station_day_top';
+
+INSERT OVERWRITE TABLE ads_in_out_station_day_top PARTITION(DAY = '2018-09-01')
+SELECT station,
+ collect_list(deal_date),
+ collect_list(card_no),
+ collect_list(deal_value),
+ collect_list(deal_type),
+ collect_list(company_name),
+ collect_list(conn_mark),
+ collect_list(deal_money),
+ collect_list(equ_no),
+ count(*) c
+FROM dwd_fact_szt_in_out_detail
+WHERE DAY = '2018-09-01'
+GROUP BY station
+ORDER BY c DESC;
+
+SELECT * FROM ads_in_out_station_day_top LIMIT 20;
+
+-------------------------------------------------------------
+---卡片单日消费排行榜
+DROP TABLE IF EXISTS ads_card_deal_day_top;
+CREATE EXTERNAL TABLE ads_card_deal_day_top (
+card_no STRING,
+deal_date_arr ARRAY,
+deal_sum DOUBLE,
+company_name_arr ARRAY,
+station_arr ARRAY,
+conn_mark_arr ARRAY,
+deal_m_sum DOUBLE,
+equ_no_arr ARRAY,
+`count` INT)
+PARTITIONED BY(DAY string) ROW FORMAT DELIMITED FIELDS TERMINATED BY ',' LOCATION '/warehouse/szt.db/ads/ads_card_deal_day_top';
+
+---
+insert overwrite table ads_card_deal_day_top partition (day='2018-09-01')
+SELECT
+ t1.card_no,
+ t1.deal_date_arr,
+ t2.deal_sum,
+ t1.company_name_arr,
+ t1.station_arr,
+ t1.conn_mark_arr,
+ t3.deal_m_sum,
+ t1.equ_no_arr,
+ t1.`count`
+from
+ dws_card_record_day_wide as t1,
+ (SELECT card_no, sum(deal_v) OVER(PARTITION BY card_no) AS deal_sum FROM dws_card_record_day_wide LATERAL VIEW explode(deal_value_arr) tmp as deal_v )t2,
+ (SELECT card_no, sum(deal_m) OVER(PARTITION BY card_no) AS deal_m_sum FROM dws_card_record_day_wide LATERAL VIEW explode(deal_money_arr) tmp as deal_m )t3
+
+ WHERE t1.day='2018-09-01' AND
+ t1.card_no = t2.card_no AND
+ t2.card_no = t3.card_no
+ ORDER BY t2.deal_sum DESC--ok
+;--ok
+
+SELECT * from ads_card_deal_day_top LIMIT 100;
+----------
+SELECT card_no, sum(deal_v) OVER(PARTITION BY card_no) AS deal_sum
+FROM dws_card_record_day_wide LATERAL VIEW explode(deal_value_arr) tmp as deal_v ORDER BY deal_sum DESC;--ok
+
+SELECT sum(c1) FROM
+dws_card_record_day_wide LATERAL VIEW explode(deal_value_arr) tmp as c1
+WHERE card_no='HHAAJICJB';--ok
+
+-- 分组
+SELECT
+card_no,
+sum(deal_value) OVER(PARTITION BY card_no) as deal_sum
+FROM
+dwd_fact_szt_out_detail
+ORDER BY deal_sum desc
+;--ok
+-----------------------------
+
+SELECT collect_set(company_name) FROM dwd_fact_szt_out_detail;
+--["地铁一号线","地铁四号线","地铁九号线","地铁五号线","地铁十一号线","地铁二号线","地铁三号线","地铁七号线"]
+
+-- ads_line_send_passengers_day_top
+DROP TABLE IF EXISTS ads_line_send_passengers_day_top;
+CREATE EXTERNAL TABLE ads_line_send_passengers_day_top(
+company_name String,
+`count` int
+)
+PARTITIONED BY(DAY STRING) ROW FORMAT DELIMITED FIELDS TERMINATED BY ',' LOCATION '/warehouse/szt.db/ads/ads_line_send_passengers_day_top';
+
+-- 查询 dwd_fact_szt_in_out_detail 进出站详情表 ，
+---------------------------------------------------------------------------
+-- 进站，线路 +1
+-- 出站直达，线路不加，-- 什么也不做
+-- 出站联程，线路 +1.
+--t1
+SELECT company_name,
+ deal_type,
+ conn_mark,
+ count(*) c
+FROM dwd_fact_szt_in_out_detail
+WHERE DAY = '2018-09-01' and deal_type='地铁入站'
+GROUP BY company_name,deal_type,conn_mark
+ORDER BY c DESC ;
+--LIMIT 10;
+
+--t2
+SELECT company_name,
+ deal_type,
+ conn_mark,
+ count(*) c
+FROM dwd_fact_szt_in_out_detail
+WHERE DAY = '2018-09-01' and deal_type='地铁出站' and conn_mark='1'
+GROUP BY company_name,deal_type,conn_mark
+ORDER BY c DESC ;
+
+--t3
+INSERT OVERWRITE TABLE ads_line_send_passengers_day_top PARTITION(DAY = '2018-09-01')
+SELECT t1.company_name,
+ t1.c+t2.c AS c
+FROM
+ (SELECT company_name,
+ deal_type,
+ conn_mark,
+ count(*) c
+ FROM dwd_fact_szt_in_out_detail
+ WHERE DAY = '2018-09-01' and deal_type='地铁入站'
+ GROUP BY company_name,deal_type,conn_mark)
+ t1,
+
+ (SELECT company_name,
+ deal_type,
+ conn_mark,
+ count(*) c
+ FROM dwd_fact_szt_in_out_detail
+ WHERE DAY = '2018-09-01' and deal_type='地铁出站' and conn_mark='1'
+ GROUP BY company_name,deal_type,conn_mark)
+ t2
+
+WHERE t1.company_name=t2.company_name
+ORDER BY c DESC ;
+
+select * from ads_line_send_passengers_day_top;
+
+
+-- 每日运输乘客最多的区间排行榜
+----------------------------------------------------------------------------------
+drop table if exists dws_in_out_sorted_card_date;
+create external table dws_in_out_sorted_card_date (
+card_no string,
+deal_date string,
+deal_type string,
+station string
+)
+partitioned by(day string) row format delimited fields terminated by ',' location '/warehouse/szt.db/dws/dws_in_out_sorted_card_date';
+
+insert overwrite table dws_in_out_sorted_card_date partition (day="2018-09-01")
+select
+card_no,
+deal_date,
+deal_type,
+station
+from dwd_fact_szt_in_out_detail
+where day="2018-09-01"
+order by card_no, deal_date;
+
+----------------------------------------------------------------------------------
+drop table if exists temp02;
+create table temp02 as
+select
+card_no,
+deal_date,
+deal_type,
+station,
+concat_ws('@', deal_type, station) deal_type_station
+from dws_in_out_sorted_card_date;
+
+drop table if exists temp03;
+create table temp03 as
+select
+card_no,
+deal_date,
+deal_type_station,
+LEAD(deal_type_station,1) over(partition by card_no order by deal_date) as next_station
+from temp02;
+
+drop table if exists temp04;
+create table temp04 as
+select
+card_no,
+deal_type_station,
+next_station,
+concat_ws('>', deal_type_station, next_station) as station2station
+from
+temp03 where
+substr(deal_type_station,0,4)='地铁入站'
+and
+substr(next_station,0,4)='地铁出站'
+;
+
+drop table if exists temp05;
+create table temp05 as
+select
+regexp_replace(station2station,'地铁入站@|地铁出站@','') short_stations
+from temp04;
+
+drop table if exists temp06;
+create table temp06 as
+select
+short_stations,
+count(*) as `count`
+from temp05
+group by short_stations
+order by `count` desc;
+----------------------------------------------------------------------------------
+
+-- 合并
+drop table if exists ads_stations_send_passengers_day_top;
+create external table ads_stations_send_passengers_day_top(
+short_stations string,
+`count` int
+)
+partitioned by(day string) row format delimited fields terminated by ',' location '/warehouse/szt.db/ads/ads_stations_send_passengers_day_top';
+
+insert overwrite table ads_stations_send_passengers_day_top partition (day="2018-09-01")
+select
+short_stations,
+count(*) as `count`
+from (
+ select
+ regexp_replace(station2station,'地铁入站@|地铁出站@','') short_stations
+ from (
+ select
+ card_no,
+ deal_type_station,
+ next_station,
+ concat_ws('>', deal_type_station, next_station) as station2station
+ from (
+ select
+ card_no,
+ deal_date,
+ deal_type_station,
+ LEAD(deal_type_station,1) over(partition by card_no order by deal_date) as next_station
+ from (
+ select
+ card_no,
+ deal_date,
+ deal_type,
+ station,
+ concat_ws('@', deal_type, station) deal_type_station
+ from dws_in_out_sorted_card_date
+ where day='2018-09-01'
+ ) temp02
+ ) temp03 where
+ substr(deal_type_station,0,4)='地铁入站'
+ and
+ substr(next_station,0,4)='地铁出站'
+ ) temp04
+) temp05
+group by short_stations
+order by `count` desc;
+----------------------------------------------------------------------------------
+
+----------------------------------------------------------------------------------
+--- 每条线路单程直达乘客耗时平均值排行榜
+--建宽表
+drop table if exists dws_in_out_sorted_card_date_wide;
+create external table dws_in_out_sorted_card_date_wide (
+card_no string,
+deal_date string,
+ts string,
+deal_value string,
+deal_type string,
+company_name string,
+station string,
+conn_mark string,
+deal_money string,
+equ_no string
+)
+partitioned by(day string) row format delimited fields terminated by ',' location '/warehouse/szt.db/dws/dws_in_out_sorted_card_date_wide';
+
+insert overwrite table dws_in_out_sorted_card_date_wide partition (day="2018-09-01")
+select
+card_no,
+deal_date,
+unix_timestamp(deal_date) ts,
+deal_value,
+deal_type,
+company_name,
+station,
+conn_mark,
+deal_money,
+equ_no
+from dwd_fact_szt_in_out_detail
+where day="2018-09-01"
+order by card_no, deal_date;
+
+----------------------------------------------------------------------------------
+
+-- 拼接单程，起始时间
+drop table if exists temp02;
+create table temp02 COMMENT '临时中间表，拼接单程+起始时间戳'
+row format delimited fields terminated by ',' location '/warehouse/szt.db/temp/temp02'
+as select
+card_no,
+ts,
+deal_type,
+company_name,
+station,
+conn_mark,
+concat_ws('@',ts, deal_type, station) ts_deal_type_station
+from dws_in_out_sorted_card_date_wide
+where day='2018-09-01'
+;
+
+-- 寻找下一程
+drop table if exists temp03;
+create table temp03 COMMENT '临时中间表，开窗寻找下一程'
+row format delimited fields terminated by ',' location '/warehouse/szt.db/temp/temp03'
+as select
+card_no,
+ts,
+company_name,
+conn_mark,
+ts_deal_type_station,
+LEAD(ts_deal_type_station,1) over(partition by card_no order by ts) as ts_next_station
+from temp02;
+
+
+select substr('1535767701@地铁出站@少年宫',0,10);
+select substr('1535767701@地铁出站@少年宫',11,1);
+select substr('1535765725@地铁入站@向西村',12,4);
+select substr('1535767701@地铁出站@少年宫',0,10)-substr('1535765725@地铁入站@向西村',0,10) as time_s;
+-- 过滤合法行程
+drop table if exists temp04;
+create table temp04 COMMENT '临时中间表，过滤合法记录'
+row format delimited fields terminated by ',' location '/warehouse/szt.db/temp/temp04'
+as select
+card_no,
+company_name,
+ts_deal_type_station,
+ts_next_station,
+-- 求时差
+substr(ts_next_station,0,10)-substr(ts_deal_type_station,0,10) as time_s
+from
+temp03 where
+substr(ts_deal_type_station ,12,4)='地铁入站'
+and
+substr(ts_next_station ,12,4)='地铁出站'
+and
+conn_mark ='0'
+;
+
+
+-- 分组求平均
+drop table if exists ads_line_single_ride_average_time_day_top;
+create external table ads_line_single_ride_average_time_day_top(
+company_name string,
+avg_time_s double
+)COMMENT '每条线路单程直达乘客耗时平均值排行榜'
+partitioned by(day string) row format delimited fields terminated by ',' location '/warehouse/szt.db/ads/ads_line_single_ride_average_time_day_top';
+
+insert overwrite table ads_line_single_ride_average_time_day_top partition (day="2018-09-01")
+select
+company_name,
+avg(time_s) avg_time_s
+from temp04
+group by company_name
+order by avg_time_s
+;
+
+select * from ads_line_single_ride_average_time_day_top;
+----------------------------------------------------------------------------------
+-- 合并
+
+drop table if exists ads_line_single_ride_average_time_day_top;
+create external table ads_line_single_ride_average_time_day_top(
+company_name string,
+avg_time_s double
+)COMMENT '每条线路单程直达乘客耗时平均值排行榜'
+partitioned by(day string) row format delimited fields terminated by ',' location '/warehouse/szt.db/ads/ads_line_single_ride_average_time_day_top';
+
+insert overwrite table ads_line_single_ride_average_time_day_top partition (day="2018-09-01")
+select
+company_name,
+avg(time_s) avg_time_s
+from (
+ select
+ card_no,
+ company_name,
+ ts_deal_type_station,
+ ts_next_station,
+ -- 求时差
+ substr(ts_next_station,0,10)-substr(ts_deal_type_station,0,10) as time_s
+ from (
+ select
+ card_no,
+ ts,
+ company_name,
+ conn_mark,
+ ts_deal_type_station,
+ LEAD(ts_deal_type_station,1) over(partition by card_no order by ts) as ts_next_station
+ from (
+ select
+ card_no,
+ ts,
+ deal_type,
+ company_name,
+ station,
+ conn_mark,
+ concat_ws('@',ts, deal_type, station) ts_deal_type_station
+ from dws_in_out_sorted_card_date_wide
+ where day='2018-09-01'
+ ) temp02
+ ) temp03 where
+ substr(ts_deal_type_station ,12,4)='地铁入站'
+ and
+ substr(ts_next_station ,12,4)='地铁出站'
+ and
+ conn_mark ='0'
+) temp04
+group by company_name
+order by avg_time_s
+;
+
+
+-----------------------------------------------------------------------------------
+--所有乘客通勤时间平均值
+--ads_all_passengers_single_ride_spend_time_average
+
+-- 拼接单程，起始时间
+drop table if exists temp02;
+create table temp02 COMMENT '临时中间表，拼接单程+起始时间戳'
+row format delimited fields terminated by ',' location '/warehouse/szt.db/temp/temp02'
+as select
+card_no,
+ts,
+deal_type,
+company_name,
+station,
+conn_mark,
+concat_ws('@',ts, deal_type, station) ts_deal_type_station
+from dws_in_out_sorted_card_date_wide where day='2018-09-01'
+;
+
+-- 寻找下一程
+drop table if exists temp03;
+create table temp03 COMMENT '临时中间表，开窗寻找下一程'
+row format delimited fields terminated by ',' location '/warehouse/szt.db/temp/temp03'
+as select
+card_no,
+ts,
+company_name,
+conn_mark,
+ts_deal_type_station,
+LEAD(ts_deal_type_station,1) over(partition by card_no order by ts) as ts_next_station
+from temp02;
+
+
+select substr('1535767701@地铁出站@少年宫',0,10);
+select substr('1535767701@地铁出站@少年宫',11,1);
+select substr('1535765725@地铁入站@向西村',12,4);
+select substr('1535767701@地铁出站@少年宫',0,10)-substr('1535765725@地铁入站@向西村',0,10) as time_s;
+-- 过滤合法行程，允许多程，添加联程字段
+drop table if exists temp04;
+create table temp04 COMMENT '临时中间表，过滤合法记录'
+row format delimited fields terminated by ',' location '/warehouse/szt.db/temp/temp04'
+as select
+card_no,
+company_name,
+conn_mark,
+ts_deal_type_station,
+ts_next_station,
+-- 求时差
+substr(ts_next_station,0,10)-substr(ts_deal_type_station,0,10) as time_s
+from
+temp03 where
+substr(ts_deal_type_station ,12,4)='地铁入站'
+and
+substr(ts_next_station ,12,4)='地铁出站'
+;
+
+
+-- 全表求平均
+drop table if exists ads_all_passengers_single_ride_spend_time_average;
+create external table ads_all_passengers_single_ride_spend_time_average (
+all_avg_time_s double
+)COMMENT '所有乘客通勤时间平均值'
+partitioned by(day string) row format delimited fields terminated by ',' location '/warehouse/szt.db/ads/ads_all_passengers_single_ride_spend_time_average';
+
+insert overwrite table ads_all_passengers_single_ride_spend_time_average partition (day="2018-09-01")
+select
+avg(time_s) all_avg_time_s
+from temp04
+;
+
+select * from ads_all_passengers_single_ride_spend_time_average;
+----------------------------------------------------------------------------------
+-- 合并，注意这里有一些可以复用的临时表
+
+drop table if exists ads_all_passengers_single_ride_spend_time_average;
+create external table ads_all_passengers_single_ride_spend_time_average (
+all_avg_time_s double
+)COMMENT '所有乘客通勤时间平均值'
+partitioned by(day string) row format delimited fields terminated by ',' location '/warehouse/szt.db/ads/ads_all_passengers_single_ride_spend_time_average';
+
+SET hive.load.dynamic.partitions.thread=15;
+
+insert overwrite table ads_all_passengers_single_ride_spend_time_average partition (day="2018-09-01")
+select
+avg(time_s) all_avg_time_s
+from (
+ select
+ card_no,
+ company_name,
+ conn_mark,
+ ts_deal_type_station,
+ ts_next_station,
+ -- 求时差
+ substr(ts_next_station,0,10)-substr(ts_deal_type_station,0,10) as time_s
+ from (
+ select
+ card_no,
+ ts,
+ company_name,
+ conn_mark,
+ ts_deal_type_station,
+ LEAD(ts_deal_type_station,1) over(partition by card_no order by ts) as ts_next_station
+ from (
+ select
+ card_no,
+ ts,
+ deal_type,
+ company_name,
+ station,
+ conn_mark,
+ concat_ws('@',ts, deal_type, station) ts_deal_type_station
+ from dws_in_out_sorted_card_date_wide
+ where day='2018-09-01'
+ ) temp02
+ ) temp03 where
+ substr(ts_deal_type_station ,12,4)='地铁入站'
+ and
+ substr(ts_next_station ,12,4)='地铁出站'
+) temp04
+;
+
+select * from ads_all_passengers_single_ride_spend_time_average;
+-----------------------------------------------------------------------------------
+
+
+--深圳地铁乘客单程通勤时间排行榜 ads_passenger_spend_time_day_top
+
+--合并 过滤合法行程+ ads 建表
+drop table if exists ads_passenger_spend_time_day_top;
+create external table ads_passenger_spend_time_day_top
+(
+ card_no string,
+ company_name string,
+ ts_deal_type_station string,
+ ts_next_station string,
+ time_s double
+)
+COMMENT '通勤时间排行榜倒序'
+partitioned by (day string) row format delimited fields terminated by ','
+location '/warehouse/szt.db/ads/ads_passenger_spend_time_day_top';
+
+insert overwrite table ads_passenger_spend_time_day_top partition (day='2018-09-01')
+select
+card_no,
+company_name,
+ts_deal_type_station,
+ts_next_station,
+substr(ts_next_station,0,10)-substr(ts_deal_type_station,0,10) as time_s
+from (
+ select
+ card_no,
+ ts,
+ company_name,
+ conn_mark,
+ ts_deal_type_station,
+ LEAD(ts_deal_type_station,1) over(partition by card_no order by ts) as ts_next_station
+ from
+ (
+ select
+ card_no,
+ ts,
+ deal_type,
+ company_name,
+ station,
+ conn_mark,
+ concat_ws('@',ts, deal_type, station) ts_deal_type_station
+ from dws_in_out_sorted_card_date_wide
+ where day='2018-09-01'
+ ) temp02
+)
+temp03 where
+substr(ts_deal_type_station ,12,4)='地铁入站'
+and
+substr(ts_next_station ,12,4)='地铁出站'
+order by time_s desc
+;
+
+select * from ads_passenger_spend_time_day_top;
+-----------------------------------------------------------------
+
+-----------------------------------------------------------------
+
+--内部表 每个站点入站闸机数量 ads_station_in_equ_num_top
+--内部表 每个站点出站闸机数量 ads_station_out_equ_num_top
+
+drop table if exists ads_station_in_equ_num_top;
+create table ads_station_in_equ_num_top
+row format delimited fields terminated by ',' location '/warehouse/szt.db/ads/ads_station_in_equ_num_top'
+as
+select company_name,station,
+count(distinct equ_no) c
+from dwd_fact_szt_in_detail
+group by company_name,station
+order by c desc
+;
+
+select * from ads_station_in_equ_num_top;
+
+
+drop table if exists ads_station_out_equ_num_top;
+create table ads_station_out_equ_num_top
+row format delimited fields terminated by ',' location '/warehouse/szt.db/ads/ads_station_out_equ_num_top'
+as
+select company_name,station,
+count(distinct equ_no) c
+from dwd_fact_szt_out_detail
+group by company_name,station
+order by c desc
+;
+select * from ads_station_out_equ_num_top;
+
+-- 各线路进站闸机数统计排行榜
+drop table if exists ads_line_in_equ_num_top;
+create table ads_line_in_equ_num_top
+row format delimited fields terminated by ',' location '/warehouse/szt.db/ads/ads_line_in_equ_num_top'
+as
+select
+company_name,
+count(distinct equ_no) c
+from
+dwd_fact_szt_in_detail
+group by company_name
+order by c desc
+;
+
+select * from ads_line_in_equ_num_top;
+
+-- 各线路出站闸机数统计排行榜
+drop table if exists ads_line_out_equ_num_top;
+create table ads_line_out_equ_num_top
+row format delimited fields terminated by ',' location '/warehouse/szt.db/ads/ads_line_out_equ_num_top'
+as
+select
+company_name,
+count(distinct equ_no) c
+from
+dwd_fact_szt_out_detail
+group by company_name
+order by c desc
+;
+
+SELECT * from ads_line_out_equ_num_top;
+
+------------------------------------------------------------------------------------
+-- 车站收入排行榜 ads_station_deal_top
+
+drop table if exists ads_station_deal_top;
+create external table ads_station_deal_top(
+company_name string,
+station string,
+deal_money_sum double,
+deal_value_sum double
+)
+partitioned by(day string) row format delimited fields terminated by ',' location '/warehouse/szt.db/ads/ads_station_deal_top';
+
+insert overwrite table ads_station_deal_top partition (day="2018-09-01")
+select
+company_name,
+station,
+sum(deal_money)/100 deal_money_sum,
+sum(deal_value)/100 deal_value_sum
+from dwd_fact_szt_out_detail
+where day='2018-09-01'
+group by company_name, station
+order by deal_money_sum desc
+;
+select * from ads_station_deal_top;
+
+-- 线路收入排行榜 ads_line_deal_top
+
+drop table if exists ads_line_deal_top;
+create external table ads_line_deal_top(
+company_name string,
+deal_money_sum double,
+deal_value_sum double
+)
+partitioned by(day string) row format delimited fields terminated by ',' location '/warehouse/szt.db/ads/ads_line_deal_top';
+
+insert overwrite table ads_line_deal_top partition (day="2018-09-01")
+select
+company_name,
+sum(deal_money)/100 deal_money_sum,
+sum(deal_value)/100 deal_value_sum
+from dwd_fact_szt_out_detail
+where day='2018-09-01'
+group by company_name
+order by deal_money_sum desc
+;
+select * from ads_line_deal_top;
+------------------------------------------------------------------------------------
+-- 各线路换乘出站乘客百分比排行榜
+
+-- 各线路出站乘客统计
+SELECT
+company_name,
+count(*) c1
+from dwd_fact_szt_out_detail
+where day='2018-09-01'
+GROUP BY company_name
+;--t1
+
+-- 各线路出站直达乘客统计
+SELECT
+company_name,
+count(*) c2
+from dwd_fact_szt_out_detail
+where day='2018-09-01' and conn_mark='1'
+GROUP BY company_name
+;--t2
+
+
+-- 求比例，排序
+drop table if exists ads_conn_ratio_day_top;
+CREATE EXTERNAL TABLE ads_conn_ratio_day_top(
+company_name STRING,
+ratio DOUBLE
+)
+COMMENT '联程百分比'
+partitioned by(day string) row format delimited fields terminated by ',' location '/warehouse/szt.db/ads/ads_conn_ratio_day_top';
+
+insert overwrite table ads_conn_ratio_day_top partition (day="2018-09-01")
+SELECT
+t1.company_name,
+t2.c2/t1.c1*100 rate
+from
+(
+ SELECT
+ company_name,
+ count(*) c1
+ from dwd_fact_szt_out_detail
+ where day='2018-09-01'
+ GROUP BY company_name
+)
+t1 FULL join
+(
+ SELECT
+ company_name,
+ count(*) c2
+ from dwd_fact_szt_out_detail
+ where day='2018-09-01' and conn_mark='1'
+ GROUP BY company_name
+)
+t2
+on t1.company_name=t2.company_name
+ORDER BY rate desc
+;
+
+SELECT * from ads_conn_ratio_day_top;
+------------------------------------------------------------------------------------
+
+---各线路车费优惠人次百分比
+
+-- 各线路出站乘客统计
+SELECT
+company_name,
+count(*) c1
+from dwd_fact_szt_out_detail
+where day='2018-09-01'
+GROUP BY company_name
+;--t1
+
+-- 各线路直达出站并且享受优惠的人数
+SELECT
+company_name,
+count( if(deal_value - deal_money=0,null,1) ) sale_count
+from dwd_fact_szt_out_detail
+where day='2018-09-01' and conn_mark='0'
+GROUP BY company_name
+;--t2
+
+-------------------------
+drop table if exists ads_line_sale_ratio_top;
+CREATE EXTERNAL TABLE ads_line_sale_ratio_top(
+company_name STRING,
+ratio DOUBLE
+)
+partitioned by(day string) row format delimited fields terminated by ',' location '/warehouse/szt.db/ads/ads_line_sale_ratio_top';
+
+insert overwrite table ads_line_sale_ratio_top partition (day="2018-09-01")
+SELECT t1.company_name,
+t2.sale_count/t1.c1*100 ratio
+from
+(
+ SELECT
+ company_name,
+ count(*) c1
+ from dwd_fact_szt_out_detail
+ where day='2018-09-01'
+ GROUP BY company_name
+)
+t1,
+(
+ SELECT
+ company_name,
+ count( if(deal_value - deal_money=0,null,1) ) sale_count
+ from dwd_fact_szt_out_detail
+ where day='2018-09-01' and conn_mark='0'
+ GROUP BY company_name
+)
+t2
+where t1.company_name=t2.company_name
+order by ratio desc
+;
+SELECT * from ads_line_sale_ratio_top;
+
+------------------------------------------------------------------------------------
+
+-------------------------------------------------------------
+-- 换乘时间最久的乘客排行榜
+
+-- 拼接单程，起始时间
+drop table if exists temp022;
+create table temp022 COMMENT '临时中间表，拼接单程:前缀：联程标记+# 起始时间戳+行程'
+row format delimited fields terminated by ',' location '/warehouse/szt.db/temp/temp022'
+as select
+card_no,
+ts,
+deal_type,
+company_name,
+station,
+conn_mark,
+concat_ws('@',conn_mark, ts, deal_type, station) conn_ts_deal_type_station
+from dws_in_out_sorted_card_date_wide where day='2018-09-01'
+;
+
+-- 寻找下一程
+drop table if exists temp033;
+create table temp033 COMMENT '临时中间表，开窗寻找下一程'
+row format delimited fields terminated by ',' location '/warehouse/szt.db/temp/temp033'
+as select
+card_no,
+ts,
+company_name,
+conn_mark,
+conn_ts_deal_type_station,
+LEAD(conn_ts_deal_type_station,1) over(partition by card_no order by ts) as conn_ts_next_station
+from temp022;
+
+select substr('0@1535760350@地铁入站@益田',3,10);
+
+-- 过滤合法行程，允许多程，添加联程字段
+drop table if exists temp044;
+create table temp044 COMMENT '临时中间表，过滤合法记录'
+row format delimited fields terminated by ',' location '/warehouse/szt.db/temp/temp044'
+as select
+card_no,
+company_name,
+conn_mark,
+conn_ts_deal_type_station,
+conn_ts_next_station,
+substr(conn_ts_next_station,3,10)-substr(conn_ts_deal_type_station,3,10) as time_s
+from
+temp033 where
+substr(conn_ts_deal_type_station ,14,4)='地铁入站'
+and
+substr(conn_ts_next_station ,14,4)='地铁出站'
+;
+
+-- 创建行程表
+create external table dws_travel_info(
+card_no string,
+company_name string,
+conn_mark string,
+conn_ts_deal_type_station string,
+conn_ts_next_station string,
+time_s double
+)
+partitioned by(day string) row format delimited fields terminated by ',' location '/warehouse/szt.db/dws/dws_travel_info';
+
+insert overwrite table dws_travel_info partition (day="2018-09-01")
+select
+card_no,
+company_name,
+conn_mark,
+conn_ts_deal_type_station,
+conn_ts_next_station,
+substr(conn_ts_next_station,3,10)-substr(conn_ts_deal_type_station,3,10) as time_s
+from
+(
+ select
+ card_no,
+ ts,
+ company_name,
+ conn_mark,
+ conn_ts_deal_type_station,
+ LEAD(conn_ts_deal_type_station,1) over(partition by card_no order by ts) as conn_ts_next_station
+ from
+ (
+ select
+ card_no,
+ ts,
+ deal_type,
+ company_name,
+ station,
+ conn_mark,
+ concat_ws('@',conn_mark, ts, deal_type, station) conn_ts_deal_type_station
+ from dws_in_out_sorted_card_date_wide where day='2018-09-01'
+ )
+ temp022
+)
+temp033 where
+substr(conn_ts_deal_type_station ,14,4)='地铁入站'
+and
+substr(conn_ts_next_station ,14,4)='地铁出站'
+;
+
+drop table if exists temp055;
+create table temp055
+row format delimited fields terminated by ',' location '/warehouse/szt.db/temp/temp055'
+as select
+card_no,
+company_name,
+substr(conn_ts_deal_type_station,19) pre_station,
+substr(conn_ts_next_station,19) last_station,
+time_s
+from temp044
+where
+substr(conn_ts_next_station,1,1)='1'
+order by time_s desc
+;
+
+
+select
+card_no,
+company_name,
+pre_station,
+last_station,
+time_s
+from temp055
+where pre_station != last_station
+order by time_s desc
+;
+
+
+------------------------合并
+drop table if exists ads_conn_spend_time_top;
+CREATE EXTERNAL TABLE ads_conn_spend_time_top(
+card_no string,
+company_name STRING,
+pre_station string,
+last_station string,
+time_s double
+)
+partitioned by(day string) row format delimited fields terminated by ',' location '/warehouse/szt.db/ads/ads_conn_spend_time_top';
+
+insert overwrite table ads_conn_spend_time_top partition (day="2018-09-01")
+select
+card_no,
+company_name,
+pre_station,
+last_station,
+time_s
+from
+(
+ select
+ card_no,
+ company_name,
+ substr(conn_ts_deal_type_station,19) pre_station,
+ substr(conn_ts_next_station,19) last_station,
+ time_s
+ from
+ dws_travel_info where day='2018-09-01'
+ where
+ substr(conn_ts_next_station,1,1)='1'
+ order by time_s desc
+)
+temp055
+where pre_station != last_station
+order by time_s desc
+;
+
+select * from ads_conn_spend_time_top;
+------------------------------------------------------------------------------------
+
+--------------------------------------- 孖岭
+drop table if exists ods_line_station;
+create table ods_line_station
+(
+ line_no string comment '线路编号',
+ line_name string comment '线路名称',
+ station_no string comment '车站编号',
+ station_name string comment '车站名称',
+ line_station_id string comment '线站唯一名称'
+) comment '线站详情表|孖岭|szmc.net-metro.csv' row format delimited fields terminated by ',' location '/warehouse/szt.db/ods/ods_line_station';
+load data inpath '/warehouse/szt.db/ods/szmc.net-metro.csv' overwrite into table ods_line_station;
+
+select * from ods_line_station;
+
+----------------------------------------------------------------------------
+-- 线路规划表，指定必要字段
+drop table if exists ods_travel_plan;
+create table ods_travel_plan
+(
+ start_station_id string comment '始发站 id|qidiancode',
+ end_station_id string comment '终到站 id|zhondiancode',
+ switch_counts string comment '换乘次数|times',
+ tralev_all string comment '所有行程'
+) comment '线路规划、换乘方案，来自深圳地铁官网，45932 条|MiniTime.jsons -->45932 csv'
+ row format delimited fields terminated by '\t' location '/warehouse/szt.db/ods/ods_travel_plan';
+
+load data inpath '/warehouse/szt.db/ods/travel_plan.csv' overwrite into table ods_travel_plan;
+select * from ods_travel_plan;
+
+select get_json_object(tralev_all, "$.[0,1,2].next_sid")
+from ods_travel_plan limit 1000,1050;
+
+select start_station_id,
+ end_station_id,
+ switch_counts,
+ get_json_object( tralev_all, "$.[0,1,2,3,4,5].travel_time") travel_time,
+ get_json_object( tralev_all, "$.[0,1,2,3,4,5].switch_time") switch_time,
+ get_json_object( tralev_all, "$.[0:5:1].next_sid") next_sid,
+ get_json_object( tralev_all, "$.[0].next_sid") next_sid1,
+ get_json_object( tralev_all, "$.[0::1].next_sid") next_sid2
+from ods_travel_plan limit 1000,1100;
+
+------------------------------------------------------------------------------------------------------
+-- 合并 ods_line_station + ods_travel_plan ---> dwd_travel_plan_detail
+drop table if exists dwd_travel_plan_detail;
+
+drop table if exists dwd_travel_plan_detail;
+create table dwd_travel_plan_detail row format delimited fields terminated by '\t' location '/warehouse/szt.db/dwd/dwd_travel_plan_detail' as
+select start_station_id,
+ line1.station_name as start_station_name,
+ end_station_id,
+ line2.station_name as end_station_name,
+ switch_counts,
+ tralev_all
+from ods_line_station as line1,
+ ods_travel_plan as plan,
+ ods_line_station as line2
+where line1.line_station_id =
+ plan.start_station_id
+ and plan.end_station_id =
+ line2.line_station_id;
+-- 所有换乘方案
+select * from dwd_travel_plan_detail;
+
+
+ 
+ 
+ 
+ 
+ 
+ 
+ 
+ 
+