OpenCV --- 基于 OpenCV 的百度路况研究记录 (五) 性能测试
背景
功能
基于百度地图的路况分析服务目前实现的功能有:
- 根据给定的行政区划(省,市,区,县等)获取任一缩放等级下的瓦片
- 提取分析拥堵数据(拥堵等级,拥堵点集,拥堵空间数据,拥堵距离,道路代码,省,市,区县,镇,街区,道路名,道路车道数,拥堵方向,拥堵描述,拥堵趋势变化,拥堵时长)
- 分析性能监控,日志记录
特性:
- 简单: 提供 web 界面,可支持在线查看,分析,调试路况信息
- 实时: 提供根据给定的区域范围 (矩形区域) 实时分析该区域拥堵数据的 API
- 弹性: 分布式计算分析,弹性增加或减少机器
- 易部署: 所有复杂的环境和依赖都已打包成镜像, 一条命令即可部署启动
- 少依赖: 服务的地理位置解析不依赖互联网接口及其他第三方接口,全部由分析服务自己解决
输入输出
输入: 百度地图瓦片
输出: 拥堵数据
环境
数据
合肥市(行政区划范围)第 17 等级下的全部地图瓦片, 共 61172 张瓦片,其中有道路信息(截止 2019-06-28) 的有 18092 张
环境依赖
- centOS : 7.5
- openjdk : 12
- openCV : 4.1.0
- docker : 18.09
- docker compose : 1.24.0
- redis : 5.0.5
- zookeeper : 3.5.5
- rabbitMQ : 3.7.15-management
- mariadb: 10.4.6
- postgres : 11.4
- node : 8.16.0
- PostGIS : 2.5.0
- PHP : 7.3.6 (PHP-pgsql, PHP-intl)
- Apache : 2.4
测试机器配置
暂时没有找到更合适的机器用来长时间运行测试,本次使用的是公司的机器,运行着几个服务,但对系统资源的占用都不大,可以忽略对本次性能测试的影响
CPU : Intel(R) Core(TM) i7-4770 CPU @ 3.40GHz x64 / 单颗 / 8 核
GPU : Intel Corporation Xeon E3-1200 v3/4th Gen Core Processor Integrated Graphics Controller / 核显
MEM : 组合内存, 4 个插槽, 共 24G
1. 8G Kingston DDR3 1600MHz
2. 8G Kingston DDR3 1600MHz
3. 4G Samsung DDR3 1600MHz
4. 4G Hynix/Hyundai DDR3 1600MHz
DISK : INTEL SSDSC2BW240H6 240G
NETWORK : Intel Corporation Ethernet Connection I217-LM 1000M
网络 : 中国电信 50M 对等宽带, PING 60ms, 抖动 28ms, 丢包 0% (公司网络正常使用情况下)
局域网 : 100M 局域网
测试
测试说明
- 服务部署在单台机器上, 线程跑满
- 目前已稳定运行一星期 (2019年06月28日 - 2019年07月05日)
- 从中抽取其中 1 天的分析数据 (2019年07月04日13:12:40 - 2019年07月05日13:12:40)
- 本次测试的功能包含了已经开发完成的全部功能
测试数据
| id | task_id | max_thread_size | start_time | end_time | total_time | network_time | all_count | error_count | congest_count |
|---|---|---|---|---|---|---|---|---|---|
| 102 | 1562217160232 | 8 | 2019-07-04 13:12:40 | 2019-07-04 13:14:16 | 95 | 84 | 18902 | 0 | 152 |
| 103 | 1562217280004 | 8 | 2019-07-04 13:14:40 | 2019-07-04 13:16:18 | 98 | 89 | 18902 | 0 | 153 |
| 104 | 1562217400004 | 8 | 2019-07-04 13:16:40 | 2019-07-04 13:18:14 | 94 | 85 | 18902 | 0 | 142 |
| 105 | 1562217520003 | 8 | 2019-07-04 13:18:40 | 2019-07-04 13:20:18 | 98 | 87 | 18902 | 0 | 151 |
| 106 | 1562217640004 | 8 | 2019-07-04 13:20:40 | 2019-07-04 13:22:21 | 101 | 90 | 18902 | 0 | 158 |
| 107 | 1562217760003 | 8 | 2019-07-04 13:22:40 | 2019-07-04 13:24:13 | 93 | 82 | 18902 | 0 | 166 |
| 108 | 1562217880004 | 8 | 2019-07-04 13:24:40 | 2019-07-04 13:26:16 | 96 | 85 | 18902 | 0 | 165 |
| 109 | 1562218000003 | 8 | 2019-07-04 13:26:40 | 2019-07-04 13:28:17 | 97 | 87 | 18902 | 0 | 157 |
| 110 | 1562218120004 | 8 | 2019-07-04 13:28:40 | 2019-07-04 13:30:18 | 98 | 86 | 18902 | 0 | 171 |
| 111 | 1562218240003 | 8 | 2019-07-04 13:30:40 | 2019-07-04 13:32:16 | 96 | 85 | 18902 | 0 | 164 |
| 112 | 1562218360003 | 8 | 2019-07-04 13:32:40 | 2019-07-04 13:34:29 | 109 | 97 | 18902 | 0 | 163 |
| 113 | 1562218480004 | 8 | 2019-07-04 13:34:40 | 2019-07-04 13:36:16 | 96 | 85 | 18902 | 0 | 169 |
| 114 | 1562218600003 | 8 | 2019-07-04 13:36:40 | 2019-07-04 13:38:17 | 97 | 86 | 18902 | 0 | 182 |
| 115 | 1562218720003 | 8 | 2019-07-04 13:38:40 | 2019-07-04 13:40:17 | 97 | 86 | 18902 | 0 | 182 |
| 116 | 1562218840004 | 8 | 2019-07-04 13:40:40 | 2019-07-04 13:42:18 | 98 | 86 | 18902 | 0 | 201 |
| 117 | 1562218960004 | 8 | 2019-07-04 13:42:40 | 2019-07-04 13:44:19 | 99 | 88 | 18902 | 0 | 196 |
| 118 | 1562219080003 | 8 | 2019-07-04 13:44:40 | 2019-07-04 13:46:16 | 96 | 84 | 18902 | 0 | 188 |
| 119 | 1562219200003 | 8 | 2019-07-04 13:46:40 | 2019-07-04 13:48:15 | 95 | 83 | 18902 | 0 | 174 |
| 120 | 1562219320003 | 8 | 2019-07-04 13:48:40 | 2019-07-04 13:50:16 | 96 | 83 | 18902 | 0 | 176 |
| 121 | 1562219440003 | 8 | 2019-07-04 13:50:40 | 2019-07-04 13:52:19 | 99 | 86 | 18902 | 0 | 195 |
| 122 | 1562219560003 | 8 | 2019-07-04 13:52:40 | 2019-07-04 13:54:26 | 106 | 93 | 18902 | 0 | 182 |
| 123 | 1562219680003 | 8 | 2019-07-04 13:54:40 | 2019-07-04 13:56:27 | 107 | 95 | 18902 | 0 | 185 |
| 124 | 1562219800003 | 8 | 2019-07-04 13:56:40 | 2019-07-04 13:58:19 | 99 | 89 | 18902 | 0 | 189 |
| 125 | 1562219920003 | 8 | 2019-07-04 13:58:40 | 2019-07-04 14:00:28 | 108 | 96 | 18902 | 0 | 195 |
| 126 | 1562220040003 | 8 | 2019-07-04 14:00:40 | 2019-07-04 14:02:25 | 105 | 93 | 18902 | 0 | 209 |
| 127 | 1562220160003 | 8 | 2019-07-04 14:02:40 | 2019-07-04 14:04:22 | 102 | 90 | 18902 | 0 | 205 |
| 128 | 1562220280003 | 8 | 2019-07-04 14:04:40 | 2019-07-04 14:06:18 | 98 | 87 | 18902 | 0 | 214 |
| 129 | 1562220400003 | 8 | 2019-07-04 14:06:40 | 2019-07-04 14:08:16 | 96 | 83 | 18901 | 1 | 219 |
| 130 | 1562220520003 | 8 | 2019-07-04 14:08:40 | 2019-07-04 14:10:16 | 96 | 83 | 18902 | 0 | 226 |
| 131 | 1562220640003 | 8 | 2019-07-04 14:10:40 | 2019-07-04 14:12:19 | 99 | 88 | 18902 | 0 | 240 |
| 132 | 1562220760002 | 8 | 2019-07-04 14:12:40 | 2019-07-04 14:14:18 | 98 | 85 | 18902 | 0 | 228 |
| 133 | 1562220880003 | 8 | 2019-07-04 14:14:40 | 2019-07-04 14:16:22 | 102 | 89 | 18902 | 0 | 219 |
| 134 | 1562221000003 | 8 | 2019-07-04 14:16:40 | 2019-07-04 14:18:17 | 97 | 85 | 18902 | 0 | 230 |
| 135 | 1562221120003 | 8 | 2019-07-04 14:18:40 | 2019-07-04 14:20:20 | 100 | 88 | 18902 | 0 | 247 |
| 136 | 1562221240003 | 8 | 2019-07-04 14:20:40 | 2019-07-04 14:22:17 | 97 | 86 | 18902 | 0 | 218 |
| 137 | 1562221360003 | 8 | 2019-07-04 14:22:40 | 2019-07-04 14:24:18 | 98 | 85 | 18902 | 0 | 256 |
| 138 | 1562221480003 | 8 | 2019-07-04 14:24:40 | 2019-07-04 14:26:23 | 103 | 89 | 18902 | 0 | 233 |
| 139 | 1562221600003 | 8 | 2019-07-04 14:26:40 | 2019-07-04 14:28:23 | 103 | 89 | 18902 | 0 | 246 |
| 140 | 1562221720003 | 8 | 2019-07-04 14:28:40 | 2019-07-04 14:30:22 | 102 | 87 | 18902 | 0 | 241 |
| 141 | 1562221840003 | 8 | 2019-07-04 14:30:40 | 2019-07-04 14:32:15 | 95 | 82 | 18902 | 0 | 231 |
| 142 | 1562221960004 | 8 | 2019-07-04 14:32:40 | 2019-07-04 14:34:17 | 97 | 83 | 18902 | 0 | 241 |
| 143 | 1562222080003 | 8 | 2019-07-04 14:34:40 | 2019-07-04 14:36:17 | 97 | 84 | 18902 | 0 | 241 |
| 144 | 1562222200002 | 8 | 2019-07-04 14:36:40 | 2019-07-04 14:38:52 | 132 | 120 | 18902 | 0 | 258 |
| 145 | 1562222340003 | 8 | 2019-07-04 14:39:00 | 2019-07-04 14:40:37 | 97 | 82 | 18901 | 1 | 263 |
| 146 | 1562222500043 | 8 | 2019-07-04 14:41:40 | 2019-07-04 14:43:14 | 94 | 81 | 18902 | 0 | 219 |
| 147 | 1562222620004 | 8 | 2019-07-04 14:43:40 | 2019-07-04 14:45:29 | 109 | 97 | 18902 | 0 | 208 |
| 148 | 1562222740004 | 8 | 2019-07-04 14:45:40 | 2019-07-04 14:47:18 | 98 | 84 | 18902 | 0 | 219 |
| 149 | 1562222860004 | 8 | 2019-07-04 14:47:40 | 2019-07-04 14:49:12 | 92 | 80 | 18902 | 0 | 237 |
| 150 | 1562222980003 | 8 | 2019-07-04 14:49:40 | 2019-07-04 14:51:12 | 92 | 79 | 18902 | 0 | 212 |
| 151 | 1562223100004 | 8 | 2019-07-04 14:51:40 | 2019-07-04 14:53:15 | 95 | 81 | 18902 | 0 | 248 |
| 152 | 1562223220003 | 8 | 2019-07-04 14:53:40 | 2019-07-04 14:55:22 | 102 | 89 | 18902 | 0 | 242 |
| 153 | 1562223340003 | 8 | 2019-07-04 14:55:40 | 2019-07-04 14:57:18 | 98 | 84 | 18902 | 0 | 258 |
| 154 | 1562223460003 | 8 | 2019-07-04 14:57:40 | 2019-07-04 14:59:19 | 99 | 84 | 18902 | 0 | 258 |
| 155 | 1562223580003 | 8 | 2019-07-04 14:59:40 | 2019-07-04 15:01:24 | 104 | 88 | 18900 | 2 | 270 |
| 156 | 1562223700003 | 8 | 2019-07-04 15:01:40 | 2019-07-04 15:03:18 | 98 | 85 | 18902 | 0 | 254 |
| 157 | 1562223820003 | 8 | 2019-07-04 15:03:40 | 2019-07-04 15:05:57 | 137 | 113 | 18902 | 0 | 253 |
| 158 | 1562223960003 | 8 | 2019-07-04 15:06:00 | 2019-07-04 15:07:50 | 110 | 97 | 18902 | 0 | 262 |
| 159 | 1562224080004 | 8 | 2019-07-04 15:08:00 | 2019-07-04 15:09:44 | 104 | 90 | 18902 | 0 | 250 |
| 160 | 1562224200003 | 8 | 2019-07-04 15:10:00 | 2019-07-04 15:11:44 | 104 | 92 | 18902 | 0 | 244 |
| 161 | 1562224320004 | 8 | 2019-07-04 15:12:00 | 2019-07-04 15:13:46 | 106 | 93 | 18902 | 0 | 259 |
| 162 | 1562224440003 | 8 | 2019-07-04 15:14:00 | 2019-07-04 15:15:42 | 102 | 88 | 18902 | 0 | 239 |
| 163 | 1562224560003 | 8 | 2019-07-04 15:16:00 | 2019-07-04 15:17:43 | 103 | 89 | 18902 | 0 | 269 |
| 164 | 1562224680003 | 8 | 2019-07-04 15:18:00 | 2019-07-04 15:19:35 | 95 | 83 | 18902 | 0 | 241 |
| 165 | 1562224780003 | 8 | 2019-07-04 15:19:40 | 2019-07-04 15:21:19 | 99 | 86 | 18902 | 0 | 254 |
| 166 | 1562224900003 | 8 | 2019-07-04 15:21:40 | 2019-07-04 15:23:16 | 96 | 83 | 18902 | 0 | 262 |
| 167 | 1562225020003 | 8 | 2019-07-04 15:23:40 | 2019-07-04 15:25:16 | 96 | 82 | 18902 | 0 | 268 |
| 168 | 1562225140003 | 8 | 2019-07-04 15:25:40 | 2019-07-04 15:27:35 | 115 | 99 | 18900 | 2 | 254 |
| 169 | 1562225260003 | 8 | 2019-07-04 15:27:40 | 2019-07-04 15:29:52 | 132 | 118 | 18902 | 0 | 252 |
| 170 | 1562225400003 | 8 | 2019-07-04 15:30:00 | 2019-07-04 15:31:57 | 117 | 103 | 18902 | 0 | 240 |
| 171 | 1562225520003 | 8 | 2019-07-04 15:32:00 | 2019-07-04 15:33:44 | 104 | 88 | 18902 | 0 | 260 |
| 172 | 1562225640003 | 8 | 2019-07-04 15:34:00 | 2019-07-04 15:35:42 | 102 | 88 | 18902 | 0 | 264 |
| 173 | 1562225760003 | 8 | 2019-07-04 15:36:00 | 2019-07-04 15:37:41 | 101 | 86 | 18902 | 0 | 277 |
| 174 | 1562225880002 | 8 | 2019-07-04 15:38:00 | 2019-07-04 15:39:50 | 110 | 94 | 18900 | 2 | 275 |
| 175 | 1562226000003 | 8 | 2019-07-04 15:40:00 | 2019-07-04 15:41:39 | 99 | 84 | 18902 | 0 | 281 |
| 176 | 1562226100003 | 8 | 2019-07-04 15:41:40 | 2019-07-04 15:43:17 | 97 | 82 | 18902 | 0 | 304 |
| 177 | 1562226220004 | 8 | 2019-07-04 15:43:40 | 2019-07-04 15:45:21 | 101 | 87 | 18902 | 0 | 269 |
| 178 | 1562226340002 | 8 | 2019-07-04 15:45:40 | 2019-07-04 15:47:24 | 104 | 89 | 18902 | 0 | 284 |
| 179 | 1562226460003 | 8 | 2019-07-04 15:47:40 | 2019-07-04 15:49:22 | 102 | 87 | 18902 | 0 | 290 |
| 180 | 1562226580003 | 8 | 2019-07-04 15:49:40 | 2019-07-04 15:51:23 | 103 | 89 | 18902 | 0 | 287 |
| 181 | 1562226700003 | 8 | 2019-07-04 15:51:40 | 2019-07-04 15:53:21 | 101 | 89 | 18902 | 0 | 260 |
| 182 | 1562226820003 | 8 | 2019-07-04 15:53:40 | 2019-07-04 15:55:34 | 114 | 99 | 18902 | 0 | 276 |
| 183 | 1562226940004 | 8 | 2019-07-04 15:55:40 | 2019-07-04 15:57:50 | 130 | 113 | 18901 | 1 | 280 |
| 184 | 1562227080003 | 8 | 2019-07-04 15:58:00 | 2019-07-04 15:59:54 | 114 | 99 | 18902 | 0 | 259 |
| 185 | 1562227200003 | 8 | 2019-07-04 16:00:00 | 2019-07-04 16:01:43 | 103 | 89 | 18902 | 0 | 258 |
| 186 | 1562227320003 | 8 | 2019-07-04 16:02:00 | 2019-07-04 16:03:48 | 108 | 94 | 18902 | 0 | 265 |
| 187 | 1562227440002 | 8 | 2019-07-04 16:04:00 | 2019-07-04 16:05:39 | 99 | 86 | 18902 | 0 | 257 |
| 188 | 1562227540003 | 8 | 2019-07-04 16:05:40 | 2019-07-04 16:07:21 | 101 | 87 | 18901 | 1 | 251 |
| 189 | 1562227660003 | 8 | 2019-07-04 16:07:40 | 2019-07-04 16:09:20 | 100 | 85 | 18902 | 0 | 239 |
| 190 | 1562227780003 | 8 | 2019-07-04 16:09:40 | 2019-07-04 16:11:28 | 108 | 95 | 18902 | 0 | 264 |
| 191 | 1562227900003 | 8 | 2019-07-04 16:11:40 | 2019-07-04 16:13:15 | 95 | 82 | 18902 | 0 | 284 |
| 192 | 1562228020002 | 8 | 2019-07-04 16:13:40 | 2019-07-04 16:15:46 | 126 | 114 | 18902 | 0 | 247 |
| 193 | 1562228160003 | 8 | 2019-07-04 16:16:00 | 2019-07-04 16:17:39 | 99 | 86 | 18902 | 0 | 274 |
| 194 | 1562228260003 | 8 | 2019-07-04 16:17:40 | 2019-07-04 16:19:22 | 102 | 89 | 18902 | 0 | 269 |
| 195 | 1562228380003 | 8 | 2019-07-04 16:19:40 | 2019-07-04 16:21:28 | 108 | 93 | 18901 | 1 | 252 |
| 196 | 1562228500004 | 8 | 2019-07-04 16:21:40 | 2019-07-04 16:23:33 | 113 | 97 | 18899 | 3 | 252 |
| 197 | 1562228620003 | 8 | 2019-07-04 16:23:40 | 2019-07-04 16:25:46 | 126 | 101 | 18898 | 4 | 269 |
| 198 | 1562228760002 | 8 | 2019-07-04 16:26:00 | 2019-07-04 16:27:51 | 111 | 93 | 18899 | 3 | 250 |
| 199 | 1562228880003 | 8 | 2019-07-04 16:28:00 | 2019-07-04 16:29:35 | 95 | 82 | 18902 | 0 | 247 |
| 200 | 1562228980002 | 8 | 2019-07-04 16:29:40 | 2019-07-04 16:31:22 | 102 | 87 | 18902 | 0 | 252 |
| 201 | 1562229100003 | 8 | 2019-07-04 16:31:40 | 2019-07-04 16:33:21 | 101 | 89 | 18902 | 0 | 226 |
| 202 | 1562229220003 | 8 | 2019-07-04 16:33:40 | 2019-07-04 16:35:23 | 103 | 91 | 18902 | 0 | 241 |
| 203 | 1562229340002 | 8 | 2019-07-04 16:35:40 | 2019-07-04 16:37:28 | 108 | 91 | 18899 | 3 | 266 |
| 204 | 1562229460003 | 8 | 2019-07-04 16:37:40 | 2019-07-04 16:40:41 | 181 | 159 | 18901 | 1 | 264 |
| 205 | 1562229660003 | 8 | 2019-07-04 16:41:00 | 2019-07-04 16:42:42 | 102 | 87 | 18902 | 0 | 260 |
| 206 | 1562229780002 | 8 | 2019-07-04 16:43:00 | 2019-07-04 16:44:36 | 96 | 85 | 18902 | 0 | 240 |
| 207 | 1562229880003 | 8 | 2019-07-04 16:44:40 | 2019-07-04 16:46:20 | 100 | 85 | 18901 | 1 | 242 |
| 208 | 1562230000003 | 8 | 2019-07-04 16:46:40 | 2019-07-04 16:48:22 | 102 | 89 | 18902 | 0 | 243 |
| 209 | 1562230120002 | 8 | 2019-07-04 16:48:40 | 2019-07-04 16:50:33 | 113 | 88 | 18900 | 2 | 255 |
| 210 | 1562230240003 | 8 | 2019-07-04 16:50:40 | 2019-07-04 16:52:27 | 106 | 93 | 18902 | 0 | 244 |
| 211 | 1562230360003 | 8 | 2019-07-04 16:52:40 | 2019-07-04 16:54:21 | 101 | 88 | 18902 | 0 | 276 |
| 212 | 1562230480003 | 8 | 2019-07-04 16:54:40 | 2019-07-04 16:56:25 | 105 | 89 | 18900 | 2 | 284 |
| 213 | 1562230600003 | 8 | 2019-07-04 16:56:40 | 2019-07-04 16:58:19 | 99 | 83 | 18902 | 0 | 290 |
| 214 | 1562230720002 | 8 | 2019-07-04 16:58:40 | 2019-07-04 17:00:57 | 137 | 97 | 18894 | 8 | 282 |
| 215 | 1562230860003 | 8 | 2019-07-04 17:01:00 | 2019-07-04 17:02:40 | 100 | 85 | 18901 | 1 | 264 |
| 216 | 1562230980002 | 8 | 2019-07-04 17:03:00 | 2019-07-04 17:04:50 | 110 | 97 | 18902 | 0 | 296 |
| 217 | 1562231100003 | 8 | 2019-07-04 17:05:00 | 2019-07-04 17:06:58 | 118 | 102 | 18902 | 0 | 267 |
| 218 | 1562231220003 | 8 | 2019-07-04 17:07:00 | 2019-07-04 17:09:00 | 120 | 103 | 18902 | 0 | 289 |
| 219 | 1562231380003 | 8 | 2019-07-04 17:09:40 | 2019-07-04 17:11:37 | 117 | 101 | 18902 | 0 | 360 |
| 220 | 1562231500003 | 8 | 2019-07-04 17:11:40 | 2019-07-04 17:13:46 | 126 | 100 | 18901 | 1 | 347 |
| 221 | 1562231640003 | 8 | 2019-07-04 17:14:00 | 2019-07-04 17:16:21 | 141 | 122 | 18901 | 1 | 342 |
| 222 | 1562231800003 | 8 | 2019-07-04 17:16:40 | 2019-07-04 17:18:52 | 132 | 113 | 18902 | 0 | 354 |
| 223 | 1562231940003 | 8 | 2019-07-04 17:19:00 | 2019-07-04 17:20:56 | 116 | 97 | 18901 | 1 | 349 |
| 224 | 1562232060003 | 8 | 2019-07-04 17:21:00 | 2019-07-04 17:22:51 | 111 | 93 | 18902 | 0 | 352 |
| 225 | 1562232180003 | 8 | 2019-07-04 17:23:00 | 2019-07-04 17:24:44 | 104 | 87 | 18902 | 0 | 375 |
| 226 | 1562232300002 | 8 | 2019-07-04 17:25:00 | 2019-07-04 17:27:01 | 121 | 91 | 18899 | 3 | 385 |
| 227 | 1562232460002 | 8 | 2019-07-04 17:27:40 | 2019-07-04 17:29:30 | 110 | 91 | 18902 | 0 | 390 |
| 228 | 1562232580002 | 8 | 2019-07-04 17:29:40 | 2019-07-04 17:31:47 | 127 | 105 | 18900 | 2 | 407 |
| 229 | 1562232720003 | 8 | 2019-07-04 17:32:00 | 2019-07-04 17:33:46 | 105 | 86 | 18902 | 0 | 415 |
| 230 | 1562232840003 | 8 | 2019-07-04 17:34:00 | 2019-07-04 17:35:54 | 114 | 82 | 18901 | 1 | 431 |
| 231 | 1562232960003 | 8 | 2019-07-04 17:36:00 | 2019-07-04 17:37:56 | 116 | 93 | 18901 | 1 | 468 |
| 232 | 1562233080003 | 8 | 2019-07-04 17:38:00 | 2019-07-04 17:39:45 | 105 | 82 | 18902 | 0 | 499 |
| 233 | 1562233200003 | 8 | 2019-07-04 17:40:00 | 2019-07-04 17:41:47 | 107 | 85 | 18902 | 0 | 490 |
| 234 | 1562233320002 | 8 | 2019-07-04 17:42:00 | 2019-07-04 17:43:55 | 115 | 89 | 18902 | 0 | 499 |
| 235 | 1562233440002 | 8 | 2019-07-04 17:44:00 | 2019-07-04 17:45:42 | 102 | 78 | 18902 | 0 | 491 |
| 236 | 1562233560003 | 8 | 2019-07-04 17:46:00 | 2019-07-04 17:47:49 | 109 | 84 | 18902 | 0 | 506 |
| 237 | 1562233680002 | 8 | 2019-07-04 17:48:00 | 2019-07-04 17:49:46 | 106 | 80 | 18902 | 0 | 521 |
| 238 | 1562233800002 | 8 | 2019-07-04 17:50:00 | 2019-07-04 17:51:49 | 109 | 83 | 18902 | 0 | 547 |
| 239 | 1562233920003 | 8 | 2019-07-04 17:52:00 | 2019-07-04 17:53:48 | 108 | 81 | 18902 | 0 | 558 |
| 240 | 1562234040003 | 8 | 2019-07-04 17:54:00 | 2019-07-04 17:55:51 | 111 | 84 | 18902 | 0 | 557 |
| 241 | 1562234160002 | 8 | 2019-07-04 17:56:00 | 2019-07-04 17:57:51 | 111 | 82 | 18902 | 0 | 574 |
| 242 | 1562234280002 | 8 | 2019-07-04 17:58:00 | 2019-07-04 17:59:51 | 111 | 80 | 18902 | 0 | 613 |
| 243 | 1562234400003 | 8 | 2019-07-04 18:00:00 | 2019-07-04 18:01:58 | 118 | 84 | 18899 | 3 | 577 |
| 244 | 1562234520003 | 8 | 2019-07-04 18:02:00 | 2019-07-04 18:03:45 | 105 | 78 | 18902 | 0 | 568 |
| 245 | 1562234640003 | 8 | 2019-07-04 18:04:00 | 2019-07-04 18:05:47 | 107 | 78 | 18902 | 0 | 554 |
| 246 | 1562234760003 | 8 | 2019-07-04 18:06:00 | 2019-07-04 18:07:47 | 107 | 78 | 18902 | 0 | 561 |
| 247 | 1562234880002 | 8 | 2019-07-04 18:08:00 | 2019-07-04 18:09:46 | 106 | 81 | 18902 | 0 | 533 |
| 248 | 1562235000003 | 8 | 2019-07-04 18:10:00 | 2019-07-04 18:11:47 | 107 | 81 | 18902 | 0 | 530 |
| 249 | 1562235120002 | 8 | 2019-07-04 18:12:00 | 2019-07-04 18:13:48 | 108 | 80 | 18902 | 0 | 571 |
| 250 | 1562235240002 | 8 | 2019-07-04 18:14:00 | 2019-07-04 18:15:52 | 112 | 81 | 18902 | 0 | 582 |
| 251 | 1562235360003 | 8 | 2019-07-04 18:16:00 | 2019-07-04 18:17:50 | 110 | 81 | 18902 | 0 | 602 |
| 252 | 1562235480003 | 8 | 2019-07-04 18:18:00 | 2019-07-04 18:19:48 | 108 | 80 | 18902 | 0 | 571 |
| 253 | 1562235600002 | 8 | 2019-07-04 18:20:00 | 2019-07-04 18:21:52 | 112 | 81 | 18902 | 0 | 588 |
| 254 | 1562235720003 | 8 | 2019-07-04 18:22:00 | 2019-07-04 18:23:53 | 113 | 84 | 18902 | 0 | 588 |
| 255 | 1562235840003 | 8 | 2019-07-04 18:24:00 | 2019-07-04 18:25:48 | 108 | 79 | 18902 | 0 | 565 |
| 256 | 1562235960002 | 8 | 2019-07-04 18:26:00 | 2019-07-04 18:27:51 | 111 | 81 | 18902 | 0 | 577 |
| 257 | 1562236080003 | 8 | 2019-07-04 18:28:00 | 2019-07-04 18:29:48 | 108 | 81 | 18902 | 0 | 558 |
| 258 | 1562236200003 | 8 | 2019-07-04 18:30:00 | 2019-07-04 18:31:50 | 110 | 82 | 18902 | 0 | 555 |
| 259 | 1562236320002 | 8 | 2019-07-04 18:32:00 | 2019-07-04 18:33:50 | 110 | 82 | 18902 | 0 | 547 |
| 260 | 1562236440004 | 8 | 2019-07-04 18:34:00 | 2019-07-04 18:35:46 | 106 | 80 | 18902 | 0 | 546 |
| 261 | 1562236560003 | 8 | 2019-07-04 18:36:00 | 2019-07-04 18:37:51 | 111 | 84 | 18902 | 0 | 508 |
| 262 | 1562236680003 | 8 | 2019-07-04 18:38:00 | 2019-07-04 18:39:46 | 106 | 81 | 18902 | 0 | 509 |
| 263 | 1562236800003 | 8 | 2019-07-04 18:40:00 | 2019-07-04 18:41:54 | 114 | 83 | 18901 | 1 | 511 |
| 264 | 1562236920003 | 8 | 2019-07-04 18:42:00 | 2019-07-04 18:43:49 | 109 | 83 | 18902 | 0 | 517 |
| 265 | 1562237040003 | 8 | 2019-07-04 18:44:00 | 2019-07-04 18:45:45 | 105 | 81 | 18902 | 0 | 493 |
| 266 | 1562237160003 | 8 | 2019-07-04 18:46:00 | 2019-07-04 18:47:45 | 105 | 81 | 18902 | 0 | 498 |
| 267 | 1562237280003 | 8 | 2019-07-04 18:48:00 | 2019-07-04 18:49:47 | 107 | 82 | 18902 | 0 | 482 |
| 268 | 1562237400002 | 8 | 2019-07-04 18:50:00 | 2019-07-04 18:51:44 | 104 | 80 | 18902 | 0 | 466 |
| 269 | 1562237520003 | 8 | 2019-07-04 18:52:00 | 2019-07-04 18:53:44 | 104 | 81 | 18902 | 0 | 458 |
| 270 | 1562237640003 | 8 | 2019-07-04 18:54:00 | 2019-07-04 18:55:42 | 102 | 80 | 18902 | 0 | 458 |
| 271 | 1562237760002 | 8 | 2019-07-04 18:56:00 | 2019-07-04 18:57:42 | 102 | 80 | 18902 | 0 | 453 |
| 272 | 1562237880003 | 8 | 2019-07-04 18:58:00 | 2019-07-04 18:59:44 | 104 | 84 | 18902 | 0 | 440 |
| 273 | 1562238000002 | 8 | 2019-07-04 19:00:00 | 2019-07-04 19:01:41 | 101 | 81 | 18902 | 0 | 403 |
| 274 | 1562238120003 | 8 | 2019-07-04 19:02:00 | 2019-07-04 19:03:41 | 101 | 83 | 18902 | 0 | 381 |
| 275 | 1562238240002 | 8 | 2019-07-04 19:04:00 | 2019-07-04 19:05:41 | 101 | 84 | 18902 | 0 | 349 |
| 276 | 1562238360002 | 8 | 2019-07-04 19:06:00 | 2019-07-04 19:07:37 | 97 | 79 | 18902 | 0 | 352 |
| 277 | 1562238460003 | 8 | 2019-07-04 19:07:40 | 2019-07-04 19:09:16 | 96 | 79 | 18902 | 0 | 329 |
| 278 | 1562238580002 | 8 | 2019-07-04 19:09:40 | 2019-07-04 19:11:18 | 98 | 81 | 18902 | 0 | 354 |
| 279 | 1562238700002 | 8 | 2019-07-04 19:11:40 | 2019-07-04 19:13:17 | 97 | 82 | 18902 | 0 | 329 |
| 280 | 1562238820003 | 8 | 2019-07-04 19:13:40 | 2019-07-04 19:15:15 | 95 | 81 | 18902 | 0 | 320 |
| 281 | 1562238940002 | 8 | 2019-07-04 19:15:40 | 2019-07-04 19:17:15 | 95 | 82 | 18902 | 0 | 296 |
| 282 | 1562239060002 | 8 | 2019-07-04 19:17:40 | 2019-07-04 19:19:17 | 97 | 83 | 18902 | 0 | 303 |
| 283 | 1562239180003 | 8 | 2019-07-04 19:19:40 | 2019-07-04 19:21:17 | 97 | 82 | 18902 | 0 | 311 |
| 284 | 1562239300002 | 8 | 2019-07-04 19:21:40 | 2019-07-04 19:23:16 | 96 | 81 | 18902 | 0 | 304 |
| 285 | 1562239420003 | 8 | 2019-07-04 19:23:40 | 2019-07-04 19:25:12 | 92 | 78 | 18902 | 0 | 314 |
| 286 | 1562239540003 | 8 | 2019-07-04 19:25:40 | 2019-07-04 19:27:13 | 93 | 80 | 18902 | 0 | 280 |
| 287 | 1562239660003 | 8 | 2019-07-04 19:27:40 | 2019-07-04 19:29:11 | 91 | 77 | 18902 | 0 | 299 |
| 288 | 1562239780002 | 8 | 2019-07-04 19:29:40 | 2019-07-04 19:31:14 | 94 | 80 | 18902 | 0 | 312 |
| 289 | 1562239900002 | 8 | 2019-07-04 19:31:40 | 2019-07-04 19:33:15 | 95 | 83 | 18902 | 0 | 269 |
| 290 | 1562240020002 | 8 | 2019-07-04 19:33:40 | 2019-07-04 19:35:14 | 94 | 82 | 18902 | 0 | 264 |
| 291 | 1562240140003 | 8 | 2019-07-04 19:35:40 | 2019-07-04 19:37:18 | 98 | 84 | 18902 | 0 | 243 |
| 292 | 1562240260002 | 8 | 2019-07-04 19:37:40 | 2019-07-04 19:39:14 | 94 | 82 | 18902 | 0 | 262 |
| 293 | 1562240380003 | 8 | 2019-07-04 19:39:40 | 2019-07-04 19:41:16 | 96 | 84 | 18902 | 0 | 275 |
| 294 | 1562240500003 | 8 | 2019-07-04 19:41:40 | 2019-07-04 19:43:18 | 98 | 85 | 18902 | 0 | 269 |
| 295 | 1562240620003 | 8 | 2019-07-04 19:43:40 | 2019-07-04 19:45:16 | 96 | 83 | 18902 | 0 | 268 |
| 296 | 1562240740003 | 8 | 2019-07-04 19:45:40 | 2019-07-04 19:47:15 | 95 | 82 | 18902 | 0 | 258 |
| 297 | 1562240860003 | 8 | 2019-07-04 19:47:40 | 2019-07-04 19:49:18 | 98 | 85 | 18902 | 0 | 261 |
| 298 | 1562240980002 | 8 | 2019-07-04 19:49:40 | 2019-07-04 19:51:16 | 96 | 83 | 18902 | 0 | 264 |
| 299 | 1562241100003 | 8 | 2019-07-04 19:51:40 | 2019-07-04 19:53:13 | 93 | 81 | 18902 | 0 | 256 |
| 300 | 1562241220003 | 8 | 2019-07-04 19:53:40 | 2019-07-04 19:55:14 | 94 | 82 | 18902 | 0 | 280 |
| 301 | 1562241340002 | 8 | 2019-07-04 19:55:40 | 2019-07-04 19:57:15 | 95 | 82 | 18902 | 0 | 278 |
| 302 | 1562241460003 | 8 | 2019-07-04 19:57:40 | 2019-07-04 19:59:12 | 92 | 80 | 18902 | 0 | 265 |
| 303 | 1562241580003 | 8 | 2019-07-04 19:59:40 | 2019-07-04 20:01:14 | 94 | 82 | 18902 | 0 | 258 |
| 304 | 1562241700003 | 8 | 2019-07-04 20:01:40 | 2019-07-04 20:03:14 | 94 | 82 | 18902 | 0 | 265 |
| 305 | 1562241820003 | 8 | 2019-07-04 20:03:40 | 2019-07-04 20:05:12 | 92 | 81 | 18902 | 0 | 266 |
| 306 | 1562241940003 | 8 | 2019-07-04 20:05:40 | 2019-07-04 20:07:16 | 96 | 81 | 18902 | 0 | 296 |
| 307 | 1562242060002 | 8 | 2019-07-04 20:07:40 | 2019-07-04 20:09:15 | 95 | 80 | 18902 | 0 | 296 |
| 308 | 1562242180002 | 8 | 2019-07-04 20:09:40 | 2019-07-04 20:11:17 | 97 | 82 | 18902 | 0 | 306 |
| 309 | 1562242300003 | 8 | 2019-07-04 20:11:40 | 2019-07-04 20:13:16 | 96 | 83 | 18902 | 0 | 291 |
| 310 | 1562242420003 | 8 | 2019-07-04 20:13:40 | 2019-07-04 20:15:12 | 92 | 80 | 18902 | 0 | 267 |
| 311 | 1562242540002 | 8 | 2019-07-04 20:15:40 | 2019-07-04 20:17:11 | 91 | 79 | 18902 | 0 | 255 |
| 312 | 1562242660003 | 8 | 2019-07-04 20:17:40 | 2019-07-04 20:19:16 | 96 | 83 | 18902 | 0 | 273 |
| 313 | 1562242780003 | 8 | 2019-07-04 20:19:40 | 2019-07-04 20:21:14 | 94 | 82 | 18902 | 0 | 284 |
| 314 | 1562242900002 | 8 | 2019-07-04 20:21:40 | 2019-07-04 20:23:15 | 95 | 81 | 18902 | 0 | 260 |
| 315 | 1562243020003 | 8 | 2019-07-04 20:23:40 | 2019-07-04 20:25:12 | 92 | 80 | 18902 | 0 | 266 |
| 316 | 1562243140003 | 8 | 2019-07-04 20:25:40 | 2019-07-04 20:27:18 | 98 | 87 | 18902 | 0 | 269 |
| 317 | 1562243260008 | 8 | 2019-07-04 20:27:40 | 2019-07-04 20:29:18 | 98 | 86 | 18902 | 0 | 297 |
| 318 | 1562243380003 | 8 | 2019-07-04 20:29:40 | 2019-07-04 20:31:20 | 100 | 87 | 18902 | 0 | 289 |
| 319 | 1562243500002 | 8 | 2019-07-04 20:31:40 | 2019-07-04 20:33:16 | 96 | 83 | 18902 | 0 | 264 |
| 320 | 1562243620002 | 8 | 2019-07-04 20:33:40 | 2019-07-04 20:35:16 | 96 | 83 | 18902 | 0 | 278 |
| 321 | 1562243740002 | 8 | 2019-07-04 20:35:40 | 2019-07-04 20:37:15 | 95 | 82 | 18902 | 0 | 269 |
| 322 | 1562243860003 | 8 | 2019-07-04 20:37:40 | 2019-07-04 20:39:13 | 93 | 81 | 18902 | 0 | 264 |
| 323 | 1562243980002 | 8 | 2019-07-04 20:39:40 | 2019-07-04 20:41:16 | 96 | 84 | 18902 | 0 | 236 |
| 324 | 1562244100002 | 8 | 2019-07-04 20:41:40 | 2019-07-04 20:43:16 | 96 | 84 | 18902 | 0 | 248 |
| 325 | 1562244220002 | 8 | 2019-07-04 20:43:40 | 2019-07-04 20:45:14 | 94 | 82 | 18902 | 0 | 273 |
| 326 | 1562244340002 | 8 | 2019-07-04 20:45:40 | 2019-07-04 20:47:12 | 92 | 79 | 18902 | 0 | 256 |
| 327 | 1562244460004 | 8 | 2019-07-04 20:47:40 | 2019-07-04 20:49:15 | 95 | 82 | 18902 | 0 | 274 |
| 328 | 1562244580003 | 8 | 2019-07-04 20:49:40 | 2019-07-04 20:51:15 | 95 | 82 | 18902 | 0 | 284 |
| 329 | 1562244700002 | 8 | 2019-07-04 20:51:40 | 2019-07-04 20:53:15 | 95 | 83 | 18902 | 0 | 276 |
| 330 | 1562244820002 | 8 | 2019-07-04 20:53:40 | 2019-07-04 20:55:15 | 95 | 83 | 18902 | 0 | 235 |
| 331 | 1562244940003 | 8 | 2019-07-04 20:55:40 | 2019-07-04 20:57:12 | 92 | 80 | 18902 | 0 | 250 |
| 332 | 1562245060003 | 8 | 2019-07-04 20:57:40 | 2019-07-04 20:59:13 | 93 | 80 | 18902 | 0 | 273 |
| 333 | 1562245180003 | 8 | 2019-07-04 20:59:40 | 2019-07-04 21:01:10 | 90 | 78 | 18902 | 0 | 259 |
| 334 | 1562245300002 | 8 | 2019-07-04 21:01:40 | 2019-07-04 21:03:13 | 93 | 80 | 18902 | 0 | 214 |
| 335 | 1562245420002 | 8 | 2019-07-04 21:03:40 | 2019-07-04 21:05:11 | 91 | 79 | 18902 | 0 | 226 |
| 336 | 1562245540002 | 8 | 2019-07-04 21:05:40 | 2019-07-04 21:07:15 | 95 | 84 | 18902 | 0 | 237 |
| 337 | 1562245660002 | 8 | 2019-07-04 21:07:40 | 2019-07-04 21:09:11 | 91 | 80 | 18902 | 0 | 219 |
| 338 | 1562245780003 | 8 | 2019-07-04 21:09:40 | 2019-07-04 21:11:19 | 99 | 87 | 18902 | 0 | 236 |
| 339 | 1562245900002 | 8 | 2019-07-04 21:11:40 | 2019-07-04 21:13:10 | 90 | 81 | 18902 | 0 | 220 |
| 340 | 1562246020003 | 8 | 2019-07-04 21:13:40 | 2019-07-04 21:15:13 | 93 | 81 | 18902 | 0 | 222 |
| 341 | 1562246140003 | 8 | 2019-07-04 21:15:40 | 2019-07-04 21:17:10 | 90 | 79 | 18902 | 0 | 197 |
| 342 | 1562246260003 | 8 | 2019-07-04 21:17:40 | 2019-07-04 21:19:11 | 91 | 79 | 18902 | 0 | 218 |
| 343 | 1562246380002 | 8 | 2019-07-04 21:19:40 | 2019-07-04 21:21:15 | 95 | 83 | 18902 | 0 | 212 |
| 344 | 1562246500003 | 8 | 2019-07-04 21:21:40 | 2019-07-04 21:23:14 | 94 | 82 | 18902 | 0 | 199 |
| 345 | 1562246620002 | 8 | 2019-07-04 21:23:40 | 2019-07-04 21:25:14 | 94 | 82 | 18902 | 0 | 208 |
| 346 | 1562246740003 | 8 | 2019-07-04 21:25:40 | 2019-07-04 21:27:14 | 94 | 83 | 18902 | 0 | 212 |
| 347 | 1562246860003 | 8 | 2019-07-04 21:27:40 | 2019-07-04 21:29:14 | 94 | 83 | 18902 | 0 | 211 |
| 348 | 1562246980003 | 8 | 2019-07-04 21:29:40 | 2019-07-04 21:31:16 | 96 | 85 | 18902 | 0 | 207 |
| 349 | 1562247100003 | 8 | 2019-07-04 21:31:40 | 2019-07-04 21:33:19 | 99 | 87 | 18902 | 0 | 212 |
| 350 | 1562247220002 | 8 | 2019-07-04 21:33:40 | 2019-07-04 21:35:20 | 100 | 89 | 18902 | 0 | 193 |
| 351 | 1562247340002 | 8 | 2019-07-04 21:35:40 | 2019-07-04 21:37:23 | 103 | 91 | 18902 | 0 | 198 |
| 352 | 1562247460002 | 8 | 2019-07-04 21:37:40 | 2019-07-04 21:39:16 | 96 | 85 | 18902 | 0 | 206 |
| 353 | 1562247580002 | 8 | 2019-07-04 21:39:40 | 2019-07-04 21:41:13 | 93 | 81 | 18902 | 0 | 223 |
| 354 | 1562247700002 | 8 | 2019-07-04 21:41:40 | 2019-07-04 21:43:14 | 94 | 82 | 18902 | 0 | 210 |
| 355 | 1562247820002 | 8 | 2019-07-04 21:43:40 | 2019-07-04 21:45:13 | 93 | 81 | 18902 | 0 | 209 |
| 356 | 1562247940002 | 8 | 2019-07-04 21:45:40 | 2019-07-04 21:47:09 | 89 | 78 | 18902 | 0 | 191 |
| 357 | 1562248060003 | 8 | 2019-07-04 21:47:40 | 2019-07-04 21:49:12 | 92 | 81 | 18902 | 0 | 187 |
| 358 | 1562248180002 | 8 | 2019-07-04 21:49:40 | 2019-07-04 21:51:11 | 91 | 80 | 18902 | 0 | 181 |
| 359 | 1562248300003 | 8 | 2019-07-04 21:51:40 | 2019-07-04 21:53:13 | 93 | 82 | 18902 | 0 | 185 |
| 360 | 1562248420003 | 8 | 2019-07-04 21:53:40 | 2019-07-04 21:55:12 | 92 | 81 | 18902 | 0 | 173 |
| 361 | 1562248540002 | 8 | 2019-07-04 21:55:40 | 2019-07-04 21:57:06 | 86 | 77 | 18902 | 0 | 158 |
| 362 | 1562248660034 | 8 | 2019-07-04 21:57:40 | 2019-07-04 21:59:12 | 92 | 82 | 18902 | 0 | 178 |
| 363 | 1562248780002 | 8 | 2019-07-04 21:59:40 | 2019-07-04 22:01:14 | 94 | 83 | 18902 | 0 | 182 |
| 364 | 1562248900002 | 8 | 2019-07-04 22:01:40 | 2019-07-04 22:03:12 | 92 | 79 | 18902 | 0 | 195 |
| 365 | 1562249020002 | 8 | 2019-07-04 22:03:40 | 2019-07-04 22:05:10 | 90 | 80 | 18902 | 0 | 189 |
| 366 | 1562249140003 | 8 | 2019-07-04 22:05:40 | 2019-07-04 22:07:13 | 93 | 82 | 18902 | 0 | 171 |
| 367 | 1562249260002 | 8 | 2019-07-04 22:07:40 | 2019-07-04 22:09:19 | 99 | 88 | 18902 | 0 | 170 |
| 368 | 1562249380002 | 8 | 2019-07-04 22:09:40 | 2019-07-04 22:11:16 | 96 | 87 | 18902 | 0 | 173 |
| 369 | 1562249500003 | 8 | 2019-07-04 22:11:40 | 2019-07-04 22:13:19 | 99 | 89 | 18902 | 0 | 175 |
| 370 | 1562249620003 | 8 | 2019-07-04 22:13:40 | 2019-07-04 22:15:16 | 96 | 86 | 18902 | 0 | 153 |
| 371 | 1562249740002 | 8 | 2019-07-04 22:15:40 | 2019-07-04 22:17:15 | 95 | 85 | 18902 | 0 | 171 |
| 372 | 1562249860003 | 8 | 2019-07-04 22:17:40 | 2019-07-04 22:19:12 | 92 | 81 | 18902 | 0 | 193 |
| 373 | 1562249980002 | 8 | 2019-07-04 22:19:40 | 2019-07-04 22:21:10 | 90 | 80 | 18902 | 0 | 172 |
| 374 | 1562250100002 | 8 | 2019-07-04 22:21:40 | 2019-07-04 22:23:11 | 91 | 81 | 18902 | 0 | 158 |
| 375 | 1562250220003 | 8 | 2019-07-04 22:23:40 | 2019-07-04 22:25:10 | 90 | 81 | 18902 | 0 | 159 |
| 376 | 1562250340003 | 8 | 2019-07-04 22:25:40 | 2019-07-04 22:27:11 | 91 | 82 | 18902 | 0 | 146 |
| 377 | 1562250460002 | 8 | 2019-07-04 22:27:40 | 2019-07-04 22:29:11 | 91 | 82 | 18902 | 0 | 153 |
| 378 | 1562250580002 | 8 | 2019-07-04 22:29:40 | 2019-07-04 22:31:07 | 87 | 78 | 18902 | 0 | 132 |
| 379 | 1562250700003 | 8 | 2019-07-04 22:31:40 | 2019-07-04 22:33:12 | 92 | 83 | 18902 | 0 | 131 |
| 380 | 1562250820002 | 8 | 2019-07-04 22:33:40 | 2019-07-04 22:35:13 | 93 | 84 | 18902 | 0 | 133 |
| 381 | 1562250940003 | 8 | 2019-07-04 22:35:40 | 2019-07-04 22:37:16 | 96 | 86 | 18902 | 0 | 143 |
| 382 | 1562251060002 | 8 | 2019-07-04 22:37:40 | 2019-07-04 22:39:15 | 95 | 84 | 18902 | 0 | 145 |
| 383 | 1562251180003 | 8 | 2019-07-04 22:39:40 | 2019-07-04 22:41:13 | 93 | 83 | 18902 | 0 | 142 |
| 384 | 1562251300003 | 8 | 2019-07-04 22:41:40 | 2019-07-04 22:43:10 | 90 | 80 | 18902 | 0 | 127 |
| 385 | 1562251420004 | 8 | 2019-07-04 22:43:40 | 2019-07-04 22:45:08 | 88 | 78 | 18902 | 0 | 140 |
| 386 | 1562251540004 | 8 | 2019-07-04 22:45:40 | 2019-07-04 22:47:09 | 89 | 78 | 18902 | 0 | 145 |
| 387 | 1562251660003 | 8 | 2019-07-04 22:47:40 | 2019-07-04 22:49:11 | 91 | 81 | 18902 | 0 | 142 |
| 388 | 1562251780002 | 8 | 2019-07-04 22:49:40 | 2019-07-04 22:51:08 | 88 | 78 | 18902 | 0 | 137 |
| 389 | 1562251900003 | 8 | 2019-07-04 22:51:40 | 2019-07-04 22:53:15 | 95 | 86 | 18902 | 0 | 142 |
| 390 | 1562252020004 | 8 | 2019-07-04 22:53:40 | 2019-07-04 22:55:10 | 90 | 81 | 18902 | 0 | 138 |
| 391 | 1562252140002 | 8 | 2019-07-04 22:55:40 | 2019-07-04 22:57:08 | 88 | 79 | 18902 | 0 | 136 |
| 392 | 1562252260004 | 8 | 2019-07-04 22:57:40 | 2019-07-04 22:59:13 | 93 | 84 | 18902 | 0 | 141 |
| 393 | 1562252380005 | 8 | 2019-07-04 22:59:40 | 2019-07-04 23:01:13 | 93 | 84 | 18902 | 0 | 117 |
| 394 | 1562252500005 | 8 | 2019-07-04 23:01:40 | 2019-07-04 23:03:12 | 92 | 82 | 18902 | 0 | 124 |
| 395 | 1562252620003 | 8 | 2019-07-04 23:03:40 | 2019-07-04 23:05:13 | 93 | 83 | 18902 | 0 | 118 |
| 396 | 1562252740002 | 8 | 2019-07-04 23:05:40 | 2019-07-04 23:07:11 | 91 | 82 | 18902 | 0 | 106 |
| 397 | 1562252860002 | 8 | 2019-07-04 23:07:40 | 2019-07-04 23:09:11 | 91 | 81 | 18902 | 0 | 125 |
| 398 | 1562252980003 | 8 | 2019-07-04 23:09:40 | 2019-07-04 23:11:11 | 91 | 81 | 18902 | 0 | 144 |
| 399 | 1562253100002 | 8 | 2019-07-04 23:11:40 | 2019-07-04 23:13:13 | 93 | 83 | 18902 | 0 | 141 |
| 400 | 1562253220005 | 8 | 2019-07-04 23:13:40 | 2019-07-04 23:15:15 | 95 | 86 | 18902 | 0 | 135 |
| 401 | 1562253340004 | 8 | 2019-07-04 23:15:40 | 2019-07-04 23:17:16 | 96 | 86 | 18902 | 0 | 141 |
| 402 | 1562253460005 | 8 | 2019-07-04 23:17:40 | 2019-07-04 23:19:12 | 92 | 83 | 18902 | 0 | 126 |
| 403 | 1562253580004 | 8 | 2019-07-04 23:19:40 | 2019-07-04 23:21:11 | 91 | 82 | 18902 | 0 | 118 |
| 404 | 1562253700003 | 8 | 2019-07-04 23:21:40 | 2019-07-04 23:23:10 | 90 | 82 | 18902 | 0 | 107 |
| 405 | 1562253820006 | 8 | 2019-07-04 23:23:40 | 2019-07-04 23:25:10 | 90 | 80 | 18902 | 0 | 123 |
| 406 | 1562253940005 | 8 | 2019-07-04 23:25:40 | 2019-07-04 23:27:09 | 89 | 81 | 18902 | 0 | 105 |
| 407 | 1562254060006 | 8 | 2019-07-04 23:27:40 | 2019-07-04 23:29:14 | 94 | 85 | 18902 | 0 | 106 |
| 408 | 1562254180008 | 8 | 2019-07-04 23:29:40 | 2019-07-04 23:31:13 | 93 | 85 | 18902 | 0 | 109 |
| 409 | 1562254300005 | 8 | 2019-07-04 23:31:40 | 2019-07-04 23:33:13 | 93 | 85 | 18902 | 0 | 89 |
| 410 | 1562254420003 | 8 | 2019-07-04 23:33:40 | 2019-07-04 23:35:13 | 93 | 85 | 18902 | 0 | 93 |
| 411 | 1562254540006 | 8 | 2019-07-04 23:35:40 | 2019-07-04 23:37:13 | 93 | 85 | 18902 | 0 | 99 |
| 412 | 1562254660006 | 8 | 2019-07-04 23:37:40 | 2019-07-04 23:39:10 | 90 | 81 | 18902 | 0 | 107 |
| 413 | 1562254780004 | 8 | 2019-07-04 23:39:40 | 2019-07-04 23:41:08 | 88 | 79 | 18902 | 0 | 108 |
| 414 | 1562254900005 | 8 | 2019-07-04 23:41:40 | 2019-07-04 23:43:05 | 85 | 76 | 18902 | 0 | 112 |
| 415 | 1562255020004 | 8 | 2019-07-04 23:43:40 | 2019-07-04 23:45:10 | 90 | 81 | 18902 | 0 | 116 |
| 416 | 1562255140004 | 8 | 2019-07-04 23:45:40 | 2019-07-04 23:47:10 | 90 | 81 | 18902 | 0 | 122 |
| 417 | 1562255260005 | 8 | 2019-07-04 23:47:40 | 2019-07-04 23:49:12 | 92 | 82 | 18902 | 0 | 110 |
| 418 | 1562255380004 | 8 | 2019-07-04 23:49:40 | 2019-07-04 23:51:15 | 95 | 86 | 18902 | 0 | 126 |
| 419 | 1562255500005 | 8 | 2019-07-04 23:51:40 | 2019-07-04 23:53:15 | 95 | 86 | 18902 | 0 | 121 |
| 420 | 1562255620004 | 8 | 2019-07-04 23:53:40 | 2019-07-04 23:55:13 | 93 | 84 | 18902 | 0 | 110 |
| 421 | 1562255740005 | 8 | 2019-07-04 23:55:40 | 2019-07-04 23:57:10 | 90 | 81 | 18902 | 0 | 116 |
| 422 | 1562255860005 | 8 | 2019-07-04 23:57:40 | 2019-07-04 23:59:07 | 87 | 78 | 18902 | 0 | 128 |
| 423 | 1562255980005 | 8 | 2019-07-04 23:59:40 | 2019-07-05 00:01:07 | 87 | 79 | 18902 | 0 | 110 |
| 424 | 1562256100005 | 8 | 2019-07-05 00:01:40 | 2019-07-05 00:03:07 | 87 | 79 | 18902 | 0 | 97 |
| 425 | 1562256220005 | 8 | 2019-07-05 00:03:40 | 2019-07-05 00:05:09 | 89 | 81 | 18902 | 0 | 105 |
| 426 | 1562256340006 | 8 | 2019-07-05 00:05:40 | 2019-07-05 00:07:08 | 88 | 80 | 18902 | 0 | 97 |
| 427 | 1562256460006 | 8 | 2019-07-05 00:07:40 | 2019-07-05 00:09:09 | 89 | 80 | 18902 | 0 | 102 |
| 428 | 1562256580005 | 8 | 2019-07-05 00:09:40 | 2019-07-05 00:11:05 | 85 | 77 | 18902 | 0 | 101 |
| 429 | 1562256700006 | 8 | 2019-07-05 00:11:40 | 2019-07-05 00:13:08 | 88 | 81 | 18902 | 0 | 92 |
| 430 | 1562256820005 | 8 | 2019-07-05 00:13:40 | 2019-07-05 00:15:08 | 88 | 81 | 18902 | 0 | 93 |
| 431 | 1562256940005 | 8 | 2019-07-05 00:15:40 | 2019-07-05 00:17:06 | 86 | 78 | 18902 | 0 | 85 |
| 432 | 1562257060006 | 8 | 2019-07-05 00:17:40 | 2019-07-05 00:19:10 | 90 | 82 | 18902 | 0 | 84 |
| 433 | 1562257180006 | 8 | 2019-07-05 00:19:40 | 2019-07-05 00:21:09 | 89 | 81 | 18902 | 0 | 89 |
| 434 | 1562257300005 | 8 | 2019-07-05 00:21:40 | 2019-07-05 00:23:03 | 83 | 75 | 18902 | 0 | 83 |
| 435 | 1562257420005 | 8 | 2019-07-05 00:23:40 | 2019-07-05 00:25:05 | 85 | 77 | 18902 | 0 | 89 |
| 436 | 1562257540004 | 8 | 2019-07-05 00:25:40 | 2019-07-05 00:27:05 | 85 | 77 | 18902 | 0 | 96 |
| 437 | 1562257660005 | 8 | 2019-07-05 00:27:40 | 2019-07-05 00:29:15 | 95 | 87 | 18902 | 0 | 107 |
| 438 | 1562257780003 | 8 | 2019-07-05 00:29:40 | 2019-07-05 00:31:15 | 95 | 87 | 18902 | 0 | 97 |
| 439 | 1562257900005 | 8 | 2019-07-05 00:31:40 | 2019-07-05 00:33:16 | 96 | 86 | 18902 | 0 | 107 |
| 440 | 1562258020005 | 8 | 2019-07-05 00:33:40 | 2019-07-05 00:35:13 | 93 | 84 | 18902 | 0 | 111 |
| 441 | 1562258140005 | 8 | 2019-07-05 00:35:40 | 2019-07-05 00:37:10 | 90 | 82 | 18902 | 0 | 99 |
| 442 | 1562258260005 | 8 | 2019-07-05 00:37:40 | 2019-07-05 00:39:10 | 90 | 82 | 18902 | 0 | 92 |
| 443 | 1562258380004 | 8 | 2019-07-05 00:39:40 | 2019-07-05 00:41:11 | 91 | 83 | 18902 | 0 | 109 |
| 444 | 1562258500013 | 8 | 2019-07-05 00:41:40 | 2019-07-05 00:43:11 | 91 | 82 | 18902 | 0 | 105 |
| 445 | 1562258620292 | 8 | 2019-07-05 00:43:40 | 2019-07-05 00:45:08 | 88 | 80 | 18902 | 0 | 105 |
| 446 | 1562258740004 | 8 | 2019-07-05 00:45:40 | 2019-07-05 00:47:00 | 80 | 72 | 18902 | 0 | 106 |
| 447 | 1562258860002 | 8 | 2019-07-05 00:47:40 | 2019-07-05 00:49:15 | 95 | 86 | 18902 | 0 | 102 |
| 448 | 1562258980004 | 8 | 2019-07-05 00:49:40 | 2019-07-05 00:51:10 | 90 | 82 | 18902 | 0 | 105 |
| 449 | 1562259100004 | 8 | 2019-07-05 00:51:40 | 2019-07-05 00:53:08 | 88 | 80 | 18902 | 0 | 78 |
| 450 | 1562259220002 | 8 | 2019-07-05 00:53:40 | 2019-07-05 00:55:10 | 90 | 83 | 18902 | 0 | 83 |
| 451 | 1562259340004 | 8 | 2019-07-05 00:55:40 | 2019-07-05 00:57:11 | 91 | 84 | 18902 | 0 | 80 |
| 452 | 1562259460004 | 8 | 2019-07-05 00:57:40 | 2019-07-05 00:59:12 | 92 | 85 | 18902 | 0 | 76 |
| 453 | 1562259580006 | 8 | 2019-07-05 00:59:40 | 2019-07-05 01:01:12 | 92 | 84 | 18902 | 0 | 84 |
| 454 | 1562259700005 | 8 | 2019-07-05 01:01:40 | 2019-07-05 01:03:12 | 92 | 84 | 18902 | 0 | 88 |
| 455 | 1562259820005 | 8 | 2019-07-05 01:03:40 | 2019-07-05 01:05:09 | 89 | 81 | 18902 | 0 | 83 |
| 456 | 1562259940004 | 8 | 2019-07-05 01:05:40 | 2019-07-05 01:07:12 | 92 | 84 | 18902 | 0 | 97 |
| 457 | 1562260060005 | 8 | 2019-07-05 01:07:40 | 2019-07-05 01:09:16 | 95 | 87 | 18902 | 0 | 98 |
| 458 | 1562260180004 | 8 | 2019-07-05 01:09:40 | 2019-07-05 01:11:14 | 94 | 86 | 18902 | 0 | 88 |
| 459 | 1562260300005 | 8 | 2019-07-05 01:11:40 | 2019-07-05 01:13:12 | 92 | 84 | 18902 | 0 | 101 |
| 460 | 1562260420005 | 8 | 2019-07-05 01:13:40 | 2019-07-05 01:15:12 | 92 | 84 | 18902 | 0 | 107 |
| 461 | 1562260540004 | 8 | 2019-07-05 01:15:40 | 2019-07-05 01:17:13 | 93 | 85 | 18902 | 0 | 102 |
| 462 | 1562260660004 | 8 | 2019-07-05 01:17:40 | 2019-07-05 01:19:16 | 96 | 88 | 18902 | 0 | 96 |
| 463 | 1562260780004 | 8 | 2019-07-05 01:19:40 | 2019-07-05 01:21:18 | 98 | 90 | 18902 | 0 | 97 |
| 464 | 1562260900004 | 8 | 2019-07-05 01:21:40 | 2019-07-05 01:23:15 | 95 | 87 | 18902 | 0 | 91 |
| 465 | 1562261020005 | 8 | 2019-07-05 01:23:40 | 2019-07-05 01:25:13 | 93 | 85 | 18902 | 0 | 97 |
| 466 | 1562261140004 | 8 | 2019-07-05 01:25:40 | 2019-07-05 01:27:13 | 93 | 85 | 18902 | 0 | 93 |
| 467 | 1562261260005 | 8 | 2019-07-05 01:27:40 | 2019-07-05 01:29:12 | 92 | 85 | 18902 | 0 | 82 |
| 468 | 1562261380005 | 8 | 2019-07-05 01:29:40 | 2019-07-05 01:31:07 | 87 | 79 | 18902 | 0 | 82 |
| 469 | 1562261500005 | 8 | 2019-07-05 01:31:40 | 2019-07-05 01:33:12 | 92 | 85 | 18902 | 0 | 74 |
| 470 | 1562261620007 | 8 | 2019-07-05 01:33:40 | 2019-07-05 01:35:11 | 91 | 83 | 18902 | 0 | 74 |
| 471 | 1562261740005 | 8 | 2019-07-05 01:35:40 | 2019-07-05 01:37:12 | 92 | 85 | 18902 | 0 | 85 |
| 472 | 1562261860006 | 8 | 2019-07-05 01:37:40 | 2019-07-05 01:39:16 | 96 | 88 | 18902 | 0 | 96 |
| 473 | 1562261980005 | 8 | 2019-07-05 01:39:40 | 2019-07-05 01:41:12 | 92 | 84 | 18902 | 0 | 72 |
| 474 | 1562262100004 | 8 | 2019-07-05 01:41:40 | 2019-07-05 01:43:10 | 90 | 82 | 18902 | 0 | 81 |
| 475 | 1562262220004 | 8 | 2019-07-05 01:43:40 | 2019-07-05 01:45:05 | 85 | 78 | 18902 | 0 | 83 |
| 476 | 1562262340007 | 8 | 2019-07-05 01:45:40 | 2019-07-05 01:47:04 | 84 | 77 | 18902 | 0 | 75 |
| 477 | 1562262460010 | 8 | 2019-07-05 01:47:40 | 2019-07-05 01:49:17 | 97 | 90 | 18902 | 0 | 77 |
| 478 | 1562262580007 | 8 | 2019-07-05 01:49:40 | 2019-07-05 01:51:13 | 93 | 85 | 18902 | 0 | 97 |
| 479 | 1562262700005 | 8 | 2019-07-05 01:51:40 | 2019-07-05 01:53:13 | 93 | 86 | 18902 | 0 | 85 |
| 480 | 1562262954308 | 8 | 2019-07-05 01:55:54 | 2019-07-05 01:57:24 | 90 | 81 | 18902 | 0 | 75 |
| 481 | 1562263060006 | 8 | 2019-07-05 01:57:40 | 2019-07-05 01:59:07 | 87 | 80 | 18902 | 0 | 78 |
| 482 | 1562263180006 | 8 | 2019-07-05 01:59:40 | 2019-07-05 02:01:12 | 92 | 85 | 18902 | 0 | 86 |
| 483 | 1562263300006 | 8 | 2019-07-05 02:01:40 | 2019-07-05 02:03:12 | 92 | 84 | 18902 | 0 | 88 |
| 484 | 1562263420005 | 8 | 2019-07-05 02:03:40 | 2019-07-05 02:05:08 | 88 | 80 | 18902 | 0 | 89 |
| 485 | 1562263540008 | 8 | 2019-07-05 02:05:40 | 2019-07-05 02:07:06 | 86 | 77 | 18902 | 0 | 92 |
| 486 | 1562263660005 | 8 | 2019-07-05 02:07:40 | 2019-07-05 02:09:03 | 83 | 76 | 18902 | 0 | 90 |
| 487 | 1562263780006 | 8 | 2019-07-05 02:09:40 | 2019-07-05 02:11:15 | 95 | 88 | 18902 | 0 | 83 |
| 488 | 1562263900003 | 8 | 2019-07-05 02:11:40 | 2019-07-05 02:13:17 | 97 | 88 | 18902 | 0 | 83 |
| 489 | 1562264020005 | 8 | 2019-07-05 02:13:40 | 2019-07-05 02:15:12 | 92 | 84 | 18902 | 0 | 94 |
| 490 | 1562264140005 | 8 | 2019-07-05 02:15:40 | 2019-07-05 02:17:11 | 91 | 83 | 18902 | 0 | 91 |
| 491 | 1562264260005 | 8 | 2019-07-05 02:17:40 | 2019-07-05 02:19:10 | 90 | 83 | 18902 | 0 | 83 |
| 492 | 1562264380004 | 8 | 2019-07-05 02:19:40 | 2019-07-05 02:21:10 | 90 | 83 | 18902 | 0 | 82 |
| 493 | 1562264500004 | 8 | 2019-07-05 02:21:40 | 2019-07-05 02:23:11 | 91 | 83 | 18902 | 0 | 90 |
| 494 | 1562264620006 | 8 | 2019-07-05 02:23:40 | 2019-07-05 02:25:11 | 91 | 83 | 18902 | 0 | 82 |
| 495 | 1562264740007 | 8 | 2019-07-05 02:25:40 | 2019-07-05 02:27:11 | 91 | 83 | 18902 | 0 | 81 |
| 496 | 1562264860005 | 8 | 2019-07-05 02:27:40 | 2019-07-05 02:29:11 | 91 | 83 | 18902 | 0 | 86 |
| 497 | 1562264980010 | 8 | 2019-07-05 02:29:40 | 2019-07-05 02:31:10 | 90 | 83 | 18902 | 0 | 90 |
| 498 | 1562265100006 | 8 | 2019-07-05 02:31:40 | 2019-07-05 02:33:12 | 92 | 83 | 18902 | 0 | 89 |
| 499 | 1562265220006 | 8 | 2019-07-05 02:33:40 | 2019-07-05 02:35:11 | 91 | 83 | 18902 | 0 | 85 |
| 500 | 1562265340008 | 8 | 2019-07-05 02:35:40 | 2019-07-05 02:37:13 | 93 | 84 | 18902 | 0 | 90 |
| 501 | 1562265460006 | 8 | 2019-07-05 02:37:40 | 2019-07-05 02:39:13 | 93 | 86 | 18902 | 0 | 74 |
| 502 | 1562265580006 | 8 | 2019-07-05 02:39:40 | 2019-07-05 02:41:14 | 94 | 86 | 18902 | 0 | 91 |
| 503 | 1562265700004 | 8 | 2019-07-05 02:41:40 | 2019-07-05 02:43:14 | 94 | 85 | 18902 | 0 | 97 |
| 504 | 1562265820005 | 8 | 2019-07-05 02:43:40 | 2019-07-05 02:45:11 | 91 | 82 | 18902 | 0 | 99 |
| 505 | 1562265940004 | 8 | 2019-07-05 02:45:40 | 2019-07-05 02:47:02 | 82 | 75 | 18902 | 0 | 108 |
| 506 | 1562266060005 | 8 | 2019-07-05 02:47:40 | 2019-07-05 02:49:08 | 88 | 80 | 18902 | 0 | 107 |
| 507 | 1562266180006 | 8 | 2019-07-05 02:49:40 | 2019-07-05 02:51:08 | 88 | 80 | 18902 | 0 | 98 |
| 508 | 1562266300003 | 8 | 2019-07-05 02:51:40 | 2019-07-05 02:53:07 | 87 | 78 | 18902 | 0 | 107 |
| 509 | 1562266420003 | 8 | 2019-07-05 02:53:40 | 2019-07-05 02:55:04 | 84 | 77 | 18902 | 0 | 88 |
| 510 | 1562266540003 | 8 | 2019-07-05 02:55:40 | 2019-07-05 02:57:03 | 83 | 74 | 18902 | 0 | 107 |
| 511 | 1562266660006 | 8 | 2019-07-05 02:57:40 | 2019-07-05 02:59:13 | 93 | 85 | 18902 | 0 | 92 |
| 512 | 1562266780005 | 8 | 2019-07-05 02:59:40 | 2019-07-05 03:01:10 | 90 | 83 | 18902 | 0 | 90 |
| 513 | 1562266900006 | 8 | 2019-07-05 03:01:40 | 2019-07-05 03:03:13 | 93 | 85 | 18902 | 0 | 100 |
| 514 | 1562267020031 | 8 | 2019-07-05 03:03:40 | 2019-07-05 03:05:13 | 93 | 85 | 18902 | 0 | 101 |
| 515 | 1562267140284 | 8 | 2019-07-05 03:05:40 | 2019-07-05 03:07:15 | 94 | 87 | 18902 | 0 | 89 |
| 516 | 1562267260005 | 8 | 2019-07-05 03:07:40 | 2019-07-05 03:09:16 | 96 | 88 | 18902 | 0 | 87 |
| 517 | 1562267380273 | 8 | 2019-07-05 03:09:40 | 2019-07-05 03:11:16 | 96 | 87 | 18902 | 0 | 97 |
| 518 | 1562267500290 | 8 | 2019-07-05 03:11:40 | 2019-07-05 03:13:14 | 94 | 86 | 18902 | 0 | 92 |
| 519 | 1562267620291 | 8 | 2019-07-05 03:13:40 | 2019-07-05 03:15:14 | 93 | 86 | 18902 | 0 | 92 |
| 520 | 1562267740004 | 8 | 2019-07-05 03:15:40 | 2019-07-05 03:17:08 | 88 | 80 | 18902 | 0 | 79 |
| 521 | 1562267860005 | 8 | 2019-07-05 03:17:40 | 2019-07-05 03:19:03 | 83 | 76 | 18902 | 0 | 63 |
| 522 | 1562267980004 | 8 | 2019-07-05 03:19:40 | 2019-07-05 03:21:07 | 87 | 80 | 18902 | 0 | 52 |
| 523 | 1562268100005 | 8 | 2019-07-05 03:21:40 | 2019-07-05 03:23:06 | 86 | 79 | 18902 | 0 | 55 |
| 524 | 1562268220005 | 8 | 2019-07-05 03:23:40 | 2019-07-05 03:25:02 | 82 | 75 | 18902 | 0 | 55 |
| 525 | 1562268340005 | 8 | 2019-07-05 03:25:40 | 2019-07-05 03:27:04 | 84 | 77 | 18902 | 0 | 63 |
| 526 | 1562268460004 | 8 | 2019-07-05 03:27:40 | 2019-07-05 03:29:06 | 86 | 79 | 18902 | 0 | 67 |
| 527 | 1562268580005 | 8 | 2019-07-05 03:29:40 | 2019-07-05 03:31:10 | 90 | 83 | 18902 | 0 | 51 |
| 528 | 1562268700005 | 8 | 2019-07-05 03:31:40 | 2019-07-05 03:33:10 | 90 | 82 | 18902 | 0 | 66 |
| 529 | 1562268820005 | 8 | 2019-07-05 03:33:40 | 2019-07-05 03:35:11 | 91 | 84 | 18902 | 0 | 63 |
| 530 | 1562268940004 | 8 | 2019-07-05 03:35:40 | 2019-07-05 03:37:12 | 92 | 85 | 18902 | 0 | 51 |
| 531 | 1562269060003 | 8 | 2019-07-05 03:37:40 | 2019-07-05 03:39:12 | 92 | 85 | 18902 | 0 | 62 |
| 532 | 1562269180006 | 8 | 2019-07-05 03:39:40 | 2019-07-05 03:41:13 | 93 | 85 | 18902 | 0 | 61 |
| 533 | 1562269300041 | 8 | 2019-07-05 03:41:40 | 2019-07-05 03:43:12 | 92 | 85 | 18902 | 0 | 61 |
| 534 | 1562269420005 | 8 | 2019-07-05 03:43:40 | 2019-07-05 03:45:12 | 92 | 85 | 18902 | 0 | 71 |
| 535 | 1562269540005 | 8 | 2019-07-05 03:45:40 | 2019-07-05 03:47:12 | 92 | 85 | 18902 | 0 | 67 |
| 536 | 1562269660005 | 8 | 2019-07-05 03:47:40 | 2019-07-05 03:49:11 | 91 | 84 | 18902 | 0 | 79 |
| 537 | 1562269780005 | 8 | 2019-07-05 03:49:40 | 2019-07-05 03:51:11 | 91 | 83 | 18902 | 0 | 74 |
| 538 | 1562269900004 | 8 | 2019-07-05 03:51:40 | 2019-07-05 03:53:11 | 91 | 83 | 18902 | 0 | 81 |
| 539 | 1562270020005 | 8 | 2019-07-05 03:53:40 | 2019-07-05 03:55:11 | 91 | 83 | 18902 | 0 | 80 |
| 540 | 1562270140005 | 8 | 2019-07-05 03:55:40 | 2019-07-05 03:57:11 | 91 | 83 | 18902 | 0 | 73 |
| 541 | 1562270260305 | 8 | 2019-07-05 03:57:40 | 2019-07-05 03:59:09 | 88 | 81 | 18902 | 0 | 67 |
| 542 | 1562270380004 | 8 | 2019-07-05 03:59:40 | 2019-07-05 04:01:08 | 88 | 80 | 18902 | 0 | 59 |
| 543 | 1562270500005 | 8 | 2019-07-05 04:01:40 | 2019-07-05 04:03:10 | 90 | 83 | 18902 | 0 | 60 |
| 544 | 1562270620003 | 8 | 2019-07-05 04:03:40 | 2019-07-05 04:05:11 | 91 | 83 | 18902 | 0 | 70 |
| 545 | 1562270740003 | 8 | 2019-07-05 04:05:40 | 2019-07-05 04:07:11 | 91 | 83 | 18902 | 0 | 67 |
| 546 | 1562270860004 | 8 | 2019-07-05 04:07:40 | 2019-07-05 04:09:11 | 91 | 82 | 18902 | 0 | 74 |
| 547 | 1562270980007 | 8 | 2019-07-05 04:09:40 | 2019-07-05 04:11:11 | 91 | 83 | 18902 | 0 | 74 |
| 548 | 1562271100006 | 8 | 2019-07-05 04:11:40 | 2019-07-05 04:13:12 | 92 | 83 | 18902 | 0 | 67 |
| 549 | 1562271220003 | 8 | 2019-07-05 04:13:40 | 2019-07-05 04:15:11 | 91 | 84 | 18902 | 0 | 61 |
| 550 | 1562271340003 | 8 | 2019-07-05 04:15:40 | 2019-07-05 04:17:13 | 93 | 86 | 18902 | 0 | 73 |
| 551 | 1562271460005 | 8 | 2019-07-05 04:17:40 | 2019-07-05 04:19:16 | 96 | 88 | 18902 | 0 | 74 |
| 552 | 1562271580010 | 8 | 2019-07-05 04:19:40 | 2019-07-05 04:21:14 | 94 | 86 | 18902 | 0 | 78 |
| 553 | 1562271700004 | 8 | 2019-07-05 04:21:40 | 2019-07-05 04:23:12 | 92 | 85 | 18902 | 0 | 83 |
| 554 | 1562271820005 | 8 | 2019-07-05 04:23:40 | 2019-07-05 04:25:12 | 92 | 84 | 18902 | 0 | 65 |
| 555 | 1562271940004 | 8 | 2019-07-05 04:25:40 | 2019-07-05 04:27:12 | 92 | 85 | 18902 | 0 | 75 |
| 556 | 1562272060003 | 8 | 2019-07-05 04:27:40 | 2019-07-05 04:29:13 | 93 | 85 | 18902 | 0 | 72 |
| 557 | 1562272180002 | 8 | 2019-07-05 04:29:40 | 2019-07-05 04:31:15 | 95 | 87 | 18902 | 0 | 81 |
| 558 | 1562272300005 | 8 | 2019-07-05 04:31:40 | 2019-07-05 04:33:15 | 95 | 87 | 18902 | 0 | 88 |
| 559 | 1562272420003 | 8 | 2019-07-05 04:33:40 | 2019-07-05 04:35:14 | 94 | 87 | 18902 | 0 | 85 |
| 560 | 1562272540002 | 8 | 2019-07-05 04:35:40 | 2019-07-05 04:37:13 | 93 | 85 | 18902 | 0 | 72 |
| 561 | 1562272660005 | 8 | 2019-07-05 04:37:40 | 2019-07-05 04:39:09 | 89 | 81 | 18902 | 0 | 70 |
| 562 | 1562272780004 | 8 | 2019-07-05 04:39:40 | 2019-07-05 04:41:07 | 87 | 79 | 18902 | 0 | 84 |
| 563 | 1562272900004 | 8 | 2019-07-05 04:41:40 | 2019-07-05 04:43:07 | 87 | 79 | 18902 | 0 | 80 |
| 564 | 1562273020005 | 8 | 2019-07-05 04:43:40 | 2019-07-05 04:45:05 | 85 | 77 | 18902 | 0 | 76 |
| 565 | 1562273140005 | 8 | 2019-07-05 04:45:40 | 2019-07-05 04:47:11 | 91 | 84 | 18902 | 0 | 61 |
| 566 | 1562273260004 | 8 | 2019-07-05 04:47:40 | 2019-07-05 04:49:12 | 92 | 84 | 18902 | 0 | 68 |
| 567 | 1562273380288 | 8 | 2019-07-05 04:49:40 | 2019-07-05 04:51:12 | 92 | 84 | 18902 | 0 | 63 |
| 568 | 1562273500174 | 8 | 2019-07-05 04:51:40 | 2019-07-05 04:53:12 | 91 | 84 | 18902 | 0 | 58 |
| 569 | 1562273620003 | 8 | 2019-07-05 04:53:40 | 2019-07-05 04:55:11 | 91 | 84 | 18902 | 0 | 50 |
| 570 | 1562273740003 | 8 | 2019-07-05 04:55:40 | 2019-07-05 04:57:10 | 90 | 83 | 18902 | 0 | 57 |
| 571 | 1562273860002 | 8 | 2019-07-05 04:57:40 | 2019-07-05 04:59:10 | 90 | 83 | 18902 | 0 | 55 |
| 572 | 1562273980003 | 8 | 2019-07-05 04:59:40 | 2019-07-05 05:01:10 | 90 | 82 | 18902 | 0 | 56 |
| 573 | 1562274100002 | 8 | 2019-07-05 05:01:40 | 2019-07-05 05:03:10 | 90 | 82 | 18902 | 0 | 62 |
| 574 | 1562274220003 | 8 | 2019-07-05 05:03:40 | 2019-07-05 05:05:14 | 94 | 87 | 18902 | 0 | 53 |
| 575 | 1562274340002 | 8 | 2019-07-05 05:05:40 | 2019-07-05 05:07:16 | 96 | 88 | 18902 | 0 | 53 |
| 576 | 1562274460003 | 8 | 2019-07-05 05:07:40 | 2019-07-05 05:09:13 | 93 | 85 | 18902 | 0 | 55 |
| 577 | 1562274580002 | 8 | 2019-07-05 05:09:40 | 2019-07-05 05:11:10 | 90 | 83 | 18902 | 0 | 55 |
| 578 | 1562274700002 | 8 | 2019-07-05 05:11:40 | 2019-07-05 05:13:09 | 89 | 81 | 18902 | 0 | 69 |
| 579 | 1562274820003 | 8 | 2019-07-05 05:13:40 | 2019-07-05 05:15:07 | 87 | 79 | 18902 | 0 | 57 |
| 580 | 1562274940003 | 8 | 2019-07-05 05:15:40 | 2019-07-05 05:17:08 | 88 | 81 | 18902 | 0 | 63 |
| 581 | 1562275060002 | 8 | 2019-07-05 05:17:40 | 2019-07-05 05:19:02 | 82 | 75 | 18902 | 0 | 58 |
| 582 | 1562275180002 | 8 | 2019-07-05 05:19:40 | 2019-07-05 05:21:05 | 85 | 78 | 18902 | 0 | 51 |
| 583 | 1562275300003 | 8 | 2019-07-05 05:21:40 | 2019-07-05 05:23:06 | 86 | 78 | 18902 | 0 | 49 |
| 584 | 1562275420003 | 8 | 2019-07-05 05:23:40 | 2019-07-05 05:25:11 | 91 | 84 | 18902 | 0 | 49 |
| 585 | 1562275540003 | 8 | 2019-07-05 05:25:40 | 2019-07-05 05:27:09 | 89 | 81 | 18902 | 0 | 53 |
| 586 | 1562275660003 | 8 | 2019-07-05 05:27:40 | 2019-07-05 05:29:11 | 91 | 83 | 18902 | 0 | 64 |
| 587 | 1562275780003 | 8 | 2019-07-05 05:29:40 | 2019-07-05 05:31:11 | 91 | 83 | 18902 | 0 | 60 |
| 588 | 1562275900002 | 8 | 2019-07-05 05:31:40 | 2019-07-05 05:33:10 | 90 | 83 | 18902 | 0 | 52 |
| 589 | 1562276020003 | 8 | 2019-07-05 05:33:40 | 2019-07-05 05:35:09 | 89 | 82 | 18902 | 0 | 54 |
| 590 | 1562276140002 | 8 | 2019-07-05 05:35:40 | 2019-07-05 05:37:10 | 90 | 83 | 18902 | 0 | 53 |
| 591 | 1562276260003 | 8 | 2019-07-05 05:37:40 | 2019-07-05 05:39:10 | 90 | 82 | 18902 | 0 | 74 |
| 592 | 1562276380002 | 8 | 2019-07-05 05:39:40 | 2019-07-05 05:41:10 | 90 | 83 | 18902 | 0 | 54 |
| 593 | 1562276500002 | 8 | 2019-07-05 05:41:40 | 2019-07-05 05:43:10 | 90 | 83 | 18902 | 0 | 63 |
| 594 | 1562276620003 | 8 | 2019-07-05 05:43:40 | 2019-07-05 05:45:04 | 84 | 77 | 18902 | 0 | 68 |
| 595 | 1562276740002 | 8 | 2019-07-05 05:45:40 | 2019-07-05 05:47:08 | 88 | 80 | 18902 | 0 | 82 |
| 596 | 1562276860003 | 8 | 2019-07-05 05:47:40 | 2019-07-05 05:49:09 | 89 | 82 | 18902 | 0 | 61 |
| 597 | 1562276980003 | 8 | 2019-07-05 05:49:40 | 2019-07-05 05:51:08 | 88 | 81 | 18902 | 0 | 60 |
| 598 | 1562277100003 | 8 | 2019-07-05 05:51:40 | 2019-07-05 05:53:04 | 84 | 76 | 18902 | 0 | 73 |
| 599 | 1562277220003 | 8 | 2019-07-05 05:53:40 | 2019-07-05 05:55:06 | 86 | 79 | 18902 | 0 | 64 |
| 600 | 1562277340002 | 8 | 2019-07-05 05:55:40 | 2019-07-05 05:57:08 | 88 | 81 | 18902 | 0 | 79 |
| 601 | 1562277460003 | 8 | 2019-07-05 05:57:40 | 2019-07-05 05:59:07 | 87 | 79 | 18902 | 0 | 77 |
| 602 | 1562277580003 | 8 | 2019-07-05 05:59:40 | 2019-07-05 06:01:07 | 87 | 79 | 18902 | 0 | 74 |
| 603 | 1562277700003 | 8 | 2019-07-05 06:01:40 | 2019-07-05 06:03:10 | 90 | 83 | 18902 | 0 | 74 |
| 604 | 1562277820003 | 8 | 2019-07-05 06:03:40 | 2019-07-05 06:05:10 | 90 | 82 | 18902 | 0 | 75 |
| 605 | 1562277940003 | 8 | 2019-07-05 06:05:40 | 2019-07-05 06:07:10 | 90 | 82 | 18902 | 0 | 80 |
| 606 | 1562278060002 | 8 | 2019-07-05 06:07:40 | 2019-07-05 06:09:10 | 90 | 82 | 18902 | 0 | 73 |
| 607 | 1562278180002 | 8 | 2019-07-05 06:09:40 | 2019-07-05 06:11:04 | 84 | 77 | 18902 | 0 | 70 |
| 608 | 1562278300003 | 8 | 2019-07-05 06:11:40 | 2019-07-05 06:13:04 | 84 | 76 | 18902 | 0 | 80 |
| 609 | 1562278420002 | 8 | 2019-07-05 06:13:40 | 2019-07-05 06:15:07 | 87 | 80 | 18902 | 0 | 97 |
| 610 | 1562278540003 | 8 | 2019-07-05 06:15:40 | 2019-07-05 06:17:09 | 89 | 80 | 18902 | 0 | 103 |
| 611 | 1562278660003 | 8 | 2019-07-05 06:17:40 | 2019-07-05 06:19:07 | 87 | 79 | 18902 | 0 | 104 |
| 612 | 1562278780003 | 8 | 2019-07-05 06:19:40 | 2019-07-05 06:21:06 | 86 | 78 | 18902 | 0 | 65 |
| 613 | 1562278900003 | 8 | 2019-07-05 06:21:40 | 2019-07-05 06:23:13 | 93 | 85 | 18902 | 0 | 76 |
| 614 | 1562279020003 | 8 | 2019-07-05 06:23:40 | 2019-07-05 06:25:15 | 95 | 86 | 18902 | 0 | 88 |
| 615 | 1562279140003 | 8 | 2019-07-05 06:25:40 | 2019-07-05 06:27:15 | 95 | 87 | 18902 | 0 | 101 |
| 616 | 1562279260003 | 8 | 2019-07-05 06:27:40 | 2019-07-05 06:29:14 | 94 | 87 | 18902 | 0 | 75 |
| 617 | 1562279380002 | 8 | 2019-07-05 06:29:40 | 2019-07-05 06:31:14 | 94 | 86 | 18902 | 0 | 97 |
| 618 | 1562279500003 | 8 | 2019-07-05 06:31:40 | 2019-07-05 06:33:15 | 95 | 86 | 18902 | 0 | 97 |
| 619 | 1562279620003 | 8 | 2019-07-05 06:33:40 | 2019-07-05 06:35:11 | 91 | 83 | 18902 | 0 | 90 |
| 620 | 1562279740003 | 8 | 2019-07-05 06:35:40 | 2019-07-05 06:37:07 | 87 | 78 | 18902 | 0 | 95 |
| 621 | 1562279860003 | 8 | 2019-07-05 06:37:40 | 2019-07-05 06:39:05 | 85 | 76 | 18902 | 0 | 86 |
| 622 | 1562279980003 | 8 | 2019-07-05 06:39:40 | 2019-07-05 06:41:12 | 92 | 84 | 18902 | 0 | 91 |
| 623 | 1562280100002 | 8 | 2019-07-05 06:41:40 | 2019-07-05 06:43:11 | 91 | 83 | 18902 | 0 | 94 |
| 624 | 1562280220002 | 8 | 2019-07-05 06:43:40 | 2019-07-05 06:45:12 | 92 | 83 | 18902 | 0 | 91 |
| 625 | 1562280340003 | 8 | 2019-07-05 06:45:40 | 2019-07-05 06:47:11 | 91 | 83 | 18902 | 0 | 88 |
| 626 | 1562280460002 | 8 | 2019-07-05 06:47:40 | 2019-07-05 06:49:12 | 92 | 83 | 18902 | 0 | 121 |
| 627 | 1562280580003 | 8 | 2019-07-05 06:49:40 | 2019-07-05 06:51:11 | 91 | 83 | 18902 | 0 | 97 |
| 628 | 1562280700002 | 8 | 2019-07-05 06:51:40 | 2019-07-05 06:53:10 | 90 | 82 | 18902 | 0 | 76 |
| 629 | 1562280820003 | 8 | 2019-07-05 06:53:40 | 2019-07-05 06:55:10 | 90 | 82 | 18902 | 0 | 98 |
| 630 | 1562280940002 | 8 | 2019-07-05 06:55:40 | 2019-07-05 06:57:15 | 95 | 87 | 18902 | 0 | 114 |
| 631 | 1562281060003 | 8 | 2019-07-05 06:57:40 | 2019-07-05 06:59:15 | 95 | 87 | 18902 | 0 | 106 |
| 632 | 1562281180002 | 8 | 2019-07-05 06:59:40 | 2019-07-05 07:01:16 | 96 | 88 | 18902 | 0 | 116 |
| 633 | 1562281300003 | 8 | 2019-07-05 07:01:40 | 2019-07-05 07:03:14 | 94 | 85 | 18902 | 0 | 123 |
| 634 | 1562281420002 | 8 | 2019-07-05 07:03:40 | 2019-07-05 07:05:08 | 88 | 79 | 18902 | 0 | 126 |
| 635 | 1562281540003 | 8 | 2019-07-05 07:05:40 | 2019-07-05 07:07:09 | 89 | 80 | 18902 | 0 | 121 |
| 636 | 1562281660002 | 8 | 2019-07-05 07:07:40 | 2019-07-05 07:09:14 | 94 | 85 | 18902 | 0 | 137 |
| 637 | 1562281780003 | 8 | 2019-07-05 07:09:40 | 2019-07-05 07:11:13 | 93 | 83 | 18902 | 0 | 156 |
| 638 | 1562281900002 | 8 | 2019-07-05 07:11:40 | 2019-07-05 07:13:11 | 91 | 80 | 18902 | 0 | 141 |
| 639 | 1562282020003 | 8 | 2019-07-05 07:13:40 | 2019-07-05 07:15:10 | 90 | 80 | 18902 | 0 | 167 |
| 640 | 1562282140003 | 8 | 2019-07-05 07:15:40 | 2019-07-05 07:17:13 | 93 | 81 | 18902 | 0 | 189 |
| 641 | 1562282260003 | 8 | 2019-07-05 07:17:40 | 2019-07-05 07:19:12 | 92 | 80 | 18902 | 0 | 183 |
| 642 | 1562282380003 | 8 | 2019-07-05 07:19:40 | 2019-07-05 07:21:15 | 95 | 84 | 18902 | 0 | 182 |
| 643 | 1562282500002 | 8 | 2019-07-05 07:21:40 | 2019-07-05 07:23:15 | 95 | 84 | 18902 | 0 | 198 |
| 644 | 1562282620003 | 8 | 2019-07-05 07:23:40 | 2019-07-05 07:25:12 | 92 | 79 | 18902 | 0 | 208 |
| 645 | 1562282740002 | 8 | 2019-07-05 07:25:40 | 2019-07-05 07:27:09 | 89 | 77 | 18902 | 0 | 227 |
| 646 | 1562282860003 | 8 | 2019-07-05 07:27:40 | 2019-07-05 07:29:15 | 95 | 81 | 18902 | 0 | 249 |
| 647 | 1562282980003 | 8 | 2019-07-05 07:29:40 | 2019-07-05 07:31:17 | 97 | 83 | 18902 | 0 | 273 |
| 648 | 1562283100003 | 8 | 2019-07-05 07:31:40 | 2019-07-05 07:33:17 | 97 | 81 | 18902 | 0 | 287 |
| 649 | 1562283220002 | 8 | 2019-07-05 07:33:40 | 2019-07-05 07:35:14 | 94 | 77 | 18902 | 0 | 297 |
| 650 | 1562283340003 | 8 | 2019-07-05 07:35:40 | 2019-07-05 07:37:17 | 97 | 80 | 18902 | 0 | 311 |
| 651 | 1562283460002 | 8 | 2019-07-05 07:37:40 | 2019-07-05 07:39:22 | 102 | 84 | 18902 | 0 | 329 |
| 652 | 1562283580003 | 8 | 2019-07-05 07:39:40 | 2019-07-05 07:41:16 | 96 | 79 | 18902 | 0 | 319 |
| 653 | 1562283700002 | 8 | 2019-07-05 07:41:40 | 2019-07-05 07:43:17 | 97 | 80 | 18902 | 0 | 306 |
| 654 | 1562283820003 | 8 | 2019-07-05 07:43:40 | 2019-07-05 07:45:19 | 99 | 81 | 18902 | 0 | 348 |
| 655 | 1562283940002 | 8 | 2019-07-05 07:45:40 | 2019-07-05 07:47:19 | 99 | 80 | 18902 | 0 | 359 |
| 656 | 1562284060003 | 8 | 2019-07-05 07:47:40 | 2019-07-05 07:49:16 | 96 | 78 | 18902 | 0 | 363 |
| 657 | 1562284180002 | 8 | 2019-07-05 07:49:40 | 2019-07-05 07:51:17 | 97 | 79 | 18902 | 0 | 380 |
| 658 | 1562284300002 | 8 | 2019-07-05 07:51:40 | 2019-07-05 07:53:22 | 102 | 82 | 18902 | 0 | 381 |
| 659 | 1562284420003 | 8 | 2019-07-05 07:53:40 | 2019-07-05 07:55:20 | 100 | 80 | 18902 | 0 | 400 |
| 660 | 1562284540002 | 8 | 2019-07-05 07:55:40 | 2019-07-05 07:57:15 | 95 | 77 | 18902 | 0 | 383 |
| 661 | 1562284660002 | 8 | 2019-07-05 07:57:40 | 2019-07-05 07:59:19 | 99 | 80 | 18902 | 0 | 396 |
| 662 | 1562284780003 | 8 | 2019-07-05 07:59:40 | 2019-07-05 08:01:25 | 105 | 86 | 18902 | 0 | 378 |
| 663 | 1562284900002 | 8 | 2019-07-05 08:01:40 | 2019-07-05 08:03:23 | 103 | 82 | 18902 | 0 | 390 |
| 664 | 1562285020002 | 8 | 2019-07-05 08:03:40 | 2019-07-05 08:05:23 | 103 | 82 | 18902 | 0 | 385 |
| 665 | 1562285140002 | 8 | 2019-07-05 08:05:40 | 2019-07-05 08:07:22 | 102 | 82 | 18902 | 0 | 395 |
| 666 | 1562285260003 | 8 | 2019-07-05 08:07:40 | 2019-07-05 08:09:20 | 100 | 78 | 18902 | 0 | 415 |
| 667 | 1562285380002 | 8 | 2019-07-05 08:09:40 | 2019-07-05 08:11:21 | 101 | 80 | 18902 | 0 | 411 |
| 668 | 1562285500002 | 8 | 2019-07-05 08:11:40 | 2019-07-05 08:13:24 | 104 | 84 | 18902 | 0 | 398 |
| 669 | 1562285620003 | 8 | 2019-07-05 08:13:40 | 2019-07-05 08:15:24 | 104 | 83 | 18902 | 0 | 390 |
| 670 | 1562285740002 | 8 | 2019-07-05 08:15:40 | 2019-07-05 08:17:24 | 104 | 82 | 18901 | 1 | 396 |
| 671 | 1562285860003 | 8 | 2019-07-05 08:17:40 | 2019-07-05 08:19:25 | 105 | 82 | 18902 | 0 | 393 |
| 672 | 1562285980002 | 8 | 2019-07-05 08:19:40 | 2019-07-05 08:21:23 | 103 | 78 | 18902 | 0 | 440 |
| 673 | 1562286100002 | 8 | 2019-07-05 08:21:40 | 2019-07-05 08:23:29 | 109 | 87 | 18902 | 0 | 426 |
| 674 | 1562286220002 | 8 | 2019-07-05 08:23:40 | 2019-07-05 08:25:29 | 109 | 87 | 18902 | 0 | 425 |
| 675 | 1562286340002 | 8 | 2019-07-05 08:25:40 | 2019-07-05 08:27:28 | 108 | 87 | 18902 | 0 | 419 |
| 676 | 1562286460003 | 8 | 2019-07-05 08:27:40 | 2019-07-05 08:29:27 | 107 | 83 | 18902 | 0 | 412 |
| 677 | 1562286580003 | 8 | 2019-07-05 08:29:40 | 2019-07-05 08:31:22 | 102 | 81 | 18902 | 0 | 410 |
| 678 | 1562286700003 | 8 | 2019-07-05 08:31:40 | 2019-07-05 08:33:20 | 100 | 79 | 18902 | 0 | 406 |
| 679 | 1562286820003 | 8 | 2019-07-05 08:33:40 | 2019-07-05 08:35:34 | 114 | 90 | 18900 | 2 | 410 |
| 680 | 1562286940003 | 8 | 2019-07-05 08:35:40 | 2019-07-05 08:37:24 | 104 | 82 | 18902 | 0 | 370 |
| 681 | 1562287060003 | 8 | 2019-07-05 08:37:40 | 2019-07-05 08:39:24 | 104 | 83 | 18902 | 0 | 369 |
| 682 | 1562287180002 | 8 | 2019-07-05 08:39:40 | 2019-07-05 08:41:28 | 108 | 88 | 18902 | 0 | 386 |
| 683 | 1562287300003 | 8 | 2019-07-05 08:41:40 | 2019-07-05 08:43:27 | 107 | 88 | 18902 | 0 | 368 |
| 684 | 1562287420002 | 8 | 2019-07-05 08:43:40 | 2019-07-05 08:45:25 | 105 | 86 | 18902 | 0 | 376 |
| 685 | 1562287540002 | 8 | 2019-07-05 08:45:40 | 2019-07-05 08:47:24 | 104 | 84 | 18902 | 0 | 379 |
| 686 | 1562287660003 | 8 | 2019-07-05 08:47:40 | 2019-07-05 08:49:22 | 102 | 82 | 18902 | 0 | 363 |
| 687 | 1562287780003 | 8 | 2019-07-05 08:49:40 | 2019-07-05 08:51:26 | 106 | 85 | 18902 | 0 | 365 |
| 688 | 1562287900003 | 8 | 2019-07-05 08:51:40 | 2019-07-05 08:53:23 | 103 | 84 | 18902 | 0 | 377 |
| 689 | 1562288020002 | 8 | 2019-07-05 08:53:40 | 2019-07-05 08:55:21 | 101 | 82 | 18902 | 0 | 367 |
| 690 | 1562288140003 | 8 | 2019-07-05 08:55:40 | 2019-07-05 08:57:20 | 100 | 82 | 18902 | 0 | 351 |
| 691 | 1562288260003 | 8 | 2019-07-05 08:57:40 | 2019-07-05 08:59:21 | 101 | 82 | 18902 | 0 | 321 |
| 692 | 1562288380003 | 8 | 2019-07-05 08:59:40 | 2019-07-05 09:01:18 | 98 | 81 | 18902 | 0 | 330 |
| 693 | 1562288500002 | 8 | 2019-07-05 09:01:40 | 2019-07-05 09:03:18 | 98 | 82 | 18902 | 0 | 309 |
| 694 | 1562288620003 | 8 | 2019-07-05 09:03:40 | 2019-07-05 09:05:22 | 102 | 85 | 18902 | 0 | 310 |
| 695 | 1562288740003 | 8 | 2019-07-05 09:05:40 | 2019-07-05 09:07:19 | 99 | 83 | 18902 | 0 | 309 |
| 696 | 1562288860002 | 8 | 2019-07-05 09:07:40 | 2019-07-05 09:09:19 | 99 | 81 | 18902 | 0 | 326 |
| 697 | 1562288980003 | 8 | 2019-07-05 09:09:40 | 2019-07-05 09:11:13 | 93 | 77 | 18902 | 0 | 312 |
| 698 | 1562289100002 | 8 | 2019-07-05 09:11:40 | 2019-07-05 09:13:13 | 93 | 78 | 18902 | 0 | 299 |
| 699 | 1562289220003 | 8 | 2019-07-05 09:13:40 | 2019-07-05 09:15:20 | 100 | 84 | 18902 | 0 | 298 |
| 700 | 1562289340003 | 8 | 2019-07-05 09:15:40 | 2019-07-05 09:17:44 | 124 | 107 | 18900 | 2 | 262 |
| 701 | 1562289480003 | 8 | 2019-07-05 09:18:00 | 2019-07-05 09:21:22 | 202 | 172 | 18900 | 2 | 311 |
| 702 | 1562289700003 | 8 | 2019-07-05 09:21:40 | 2019-07-05 09:23:38 | 118 | 102 | 18902 | 0 | 321 |
| 703 | 1562289820003 | 8 | 2019-07-05 09:23:40 | 2019-07-05 09:26:13 | 153 | 124 | 18900 | 2 | 326 |
| 704 | 1562290000003 | 8 | 2019-07-05 09:26:40 | 2019-07-05 09:29:12 | 152 | 129 | 18902 | 0 | 333 |
| 705 | 1562290180003 | 8 | 2019-07-05 09:29:40 | 2019-07-05 09:32:59 | 199 | 178 | 18900 | 2 | 322 |
| 706 | 1562290380003 | 8 | 2019-07-05 09:33:00 | 2019-07-05 09:36:27 | 207 | 162 | 18897 | 5 | 315 |
| 707 | 1562290600003 | 8 | 2019-07-05 09:36:40 | 2019-07-05 09:41:17 | 277 | 238 | 18896 | 6 | 306 |
| 708 | 1562290900002 | 8 | 2019-07-05 09:41:40 | 2019-07-05 09:45:31 | 231 | 201 | 18899 | 3 | 336 |
| 709 | 1562291140003 | 8 | 2019-07-05 09:45:40 | 2019-07-05 09:47:49 | 129 | 111 | 18902 | 0 | 341 |
| 710 | 1562291280002 | 8 | 2019-07-05 09:48:00 | 2019-07-05 09:49:40 | 100 | 83 | 18902 | 0 | 325 |
| 711 | 1562291400002 | 8 | 2019-07-05 09:50:00 | 2019-07-05 09:51:38 | 98 | 81 | 18902 | 0 | 314 |
| 712 | 1562291500002 | 8 | 2019-07-05 09:51:40 | 2019-07-05 09:53:19 | 99 | 83 | 18902 | 0 | 297 |
| 713 | 1562291620002 | 8 | 2019-07-05 09:53:40 | 2019-07-05 09:55:22 | 102 | 85 | 18902 | 0 | 317 |
| 714 | 1562291740003 | 8 | 2019-07-05 09:55:40 | 2019-07-05 09:57:26 | 106 | 89 | 18901 | 1 | 293 |
| 715 | 1562291860003 | 8 | 2019-07-05 09:57:40 | 2019-07-05 09:59:27 | 107 | 91 | 18902 | 0 | 313 |
| 716 | 1562291980002 | 8 | 2019-07-05 09:59:40 | 2019-07-05 10:01:25 | 105 | 88 | 18902 | 0 | 319 |
| 717 | 1562292100003 | 8 | 2019-07-05 10:01:40 | 2019-07-05 10:03:22 | 102 | 84 | 18901 | 1 | 297 |
| 718 | 1562292220002 | 8 | 2019-07-05 10:03:40 | 2019-07-05 10:05:25 | 105 | 87 | 18900 | 2 | 290 |
| 719 | 1562292340002 | 8 | 2019-07-05 10:05:40 | 2019-07-05 10:07:16 | 96 | 81 | 18902 | 0 | 292 |
| 720 | 1562292460002 | 8 | 2019-07-05 10:07:40 | 2019-07-05 10:09:23 | 103 | 88 | 18902 | 0 | 270 |
| 721 | 1562292580003 | 8 | 2019-07-05 10:09:40 | 2019-07-05 10:11:29 | 109 | 93 | 18902 | 0 | 288 |
| 722 | 1562292700003 | 8 | 2019-07-05 10:11:40 | 2019-07-05 10:13:24 | 104 | 87 | 18901 | 1 | 289 |
| 723 | 1562292820003 | 8 | 2019-07-05 10:13:40 | 2019-07-05 10:15:32 | 112 | 94 | 18899 | 3 | 299 |
| 724 | 1562292940002 | 8 | 2019-07-05 10:15:40 | 2019-07-05 10:17:16 | 96 | 79 | 18902 | 0 | 287 |
| 725 | 1562293060002 | 8 | 2019-07-05 10:17:40 | 2019-07-05 10:19:17 | 97 | 82 | 18902 | 0 | 301 |
| 726 | 1562293180002 | 8 | 2019-07-05 10:19:40 | 2019-07-05 10:21:48 | 128 | 101 | 18901 | 1 | 283 |
| 727 | 1562293320002 | 8 | 2019-07-05 10:22:00 | 2019-07-05 10:23:46 | 106 | 90 | 18902 | 0 | 314 |
| 728 | 1562293440003 | 8 | 2019-07-05 10:24:00 | 2019-07-05 10:25:43 | 103 | 87 | 18902 | 0 | 299 |
| 729 | 1562293560003 | 8 | 2019-07-05 10:26:00 | 2019-07-05 10:27:38 | 98 | 82 | 18902 | 0 | 301 |
| 730 | 1562293660003 | 8 | 2019-07-05 10:27:40 | 2019-07-05 10:29:24 | 104 | 87 | 18902 | 0 | 295 |
| 731 | 1562293780002 | 8 | 2019-07-05 10:29:40 | 2019-07-05 10:31:21 | 101 | 85 | 18902 | 0 | 269 |
| 732 | 1562293900003 | 8 | 2019-07-05 10:31:40 | 2019-07-05 10:33:21 | 101 | 87 | 18902 | 0 | 266 |
| 733 | 1562294020002 | 8 | 2019-07-05 10:33:40 | 2019-07-05 10:35:17 | 97 | 81 | 18902 | 0 | 267 |
| 734 | 1562294140002 | 8 | 2019-07-05 10:35:40 | 2019-07-05 10:37:15 | 95 | 82 | 18902 | 0 | 254 |
| 735 | 1562294260002 | 8 | 2019-07-05 10:37:40 | 2019-07-05 10:39:20 | 100 | 87 | 18902 | 0 | 235 |
| 736 | 1562294380003 | 8 | 2019-07-05 10:39:40 | 2019-07-05 10:41:18 | 98 | 82 | 18902 | 0 | 252 |
| 737 | 1562294500003 | 8 | 2019-07-05 10:41:40 | 2019-07-05 10:43:23 | 103 | 87 | 18902 | 0 | 265 |
| 738 | 1562294620002 | 8 | 2019-07-05 10:43:40 | 2019-07-05 10:45:30 | 110 | 94 | 18902 | 0 | 274 |
| 739 | 1562294740002 | 8 | 2019-07-05 10:45:40 | 2019-07-05 10:47:23 | 103 | 87 | 18902 | 0 | 260 |
| 740 | 1562294860003 | 8 | 2019-07-05 10:47:40 | 2019-07-05 10:49:22 | 102 | 85 | 18902 | 0 | 271 |
| 741 | 1562294980002 | 8 | 2019-07-05 10:49:40 | 2019-07-05 10:51:25 | 105 | 90 | 18902 | 0 | 268 |
| 742 | 1562295100002 | 8 | 2019-07-05 10:51:40 | 2019-07-05 10:53:23 | 103 | 88 | 18902 | 0 | 286 |
| 743 | 1562295220003 | 8 | 2019-07-05 10:53:40 | 2019-07-05 10:55:25 | 105 | 88 | 18902 | 0 | 258 |
| 744 | 1562295340003 | 8 | 2019-07-05 10:55:40 | 2019-07-05 10:57:54 | 134 | 117 | 18901 | 1 | 252 |
| 745 | 1562295480002 | 8 | 2019-07-05 10:58:00 | 2019-07-05 10:59:55 | 115 | 98 | 18902 | 0 | 266 |
| 746 | 1562295600002 | 8 | 2019-07-05 11:00:00 | 2019-07-05 11:01:44 | 104 | 87 | 18902 | 0 | 265 |
| 747 | 1562295720002 | 8 | 2019-07-05 11:02:00 | 2019-07-05 11:03:49 | 109 | 94 | 18902 | 0 | 267 |
| 748 | 1562295840003 | 8 | 2019-07-05 11:04:00 | 2019-07-05 11:05:45 | 105 | 86 | 18901 | 1 | 267 |
| 749 | 1562295960002 | 8 | 2019-07-05 11:06:00 | 2019-07-05 11:07:46 | 106 | 91 | 18902 | 0 | 251 |
| 750 | 1562296080002 | 8 | 2019-07-05 11:08:00 | 2019-07-05 11:09:41 | 101 | 85 | 18901 | 1 | 250 |
| 751 | 1562296200002 | 8 | 2019-07-05 11:10:00 | 2019-07-05 11:11:48 | 108 | 91 | 18901 | 1 | 264 |
| 752 | 1562296320003 | 8 | 2019-07-05 11:12:00 | 2019-07-05 11:13:41 | 101 | 86 | 18902 | 0 | 270 |
| 753 | 1562296440003 | 8 | 2019-07-05 11:14:00 | 2019-07-05 11:15:45 | 105 | 90 | 18902 | 0 | 272 |
| 754 | 1562296560003 | 8 | 2019-07-05 11:16:00 | 2019-07-05 11:17:42 | 102 | 88 | 18901 | 1 | 273 |
| 755 | 1562296680003 | 8 | 2019-07-05 11:18:00 | 2019-07-05 11:19:40 | 100 | 86 | 18902 | 0 | 279 |
| 756 | 1562296800002 | 8 | 2019-07-05 11:20:00 | 2019-07-05 11:21:44 | 104 | 91 | 18902 | 0 | 252 |
| 757 | 1562296920002 | 8 | 2019-07-05 11:22:00 | 2019-07-05 11:23:50 | 110 | 95 | 18902 | 0 | 265 |
| 758 | 1562297040003 | 8 | 2019-07-05 11:24:00 | 2019-07-05 11:25:40 | 100 | 86 | 18902 | 0 | 257 |
| 759 | 1562297160003 | 8 | 2019-07-05 11:26:00 | 2019-07-05 11:27:41 | 101 | 87 | 18902 | 0 | 265 |
| 760 | 1562297280002 | 8 | 2019-07-05 11:28:00 | 2019-07-05 11:29:47 | 107 | 93 | 18902 | 0 | 260 |
| 761 | 1562297400002 | 8 | 2019-07-05 11:30:00 | 2019-07-05 11:31:45 | 105 | 92 | 18902 | 0 | 235 |
| 762 | 1562297520002 | 8 | 2019-07-05 11:32:00 | 2019-07-05 11:33:38 | 98 | 87 | 18902 | 0 | 197 |
| 763 | 1562297620002 | 8 | 2019-07-05 11:33:40 | 2019-07-05 11:35:26 | 106 | 94 | 18902 | 0 | 209 |
| 764 | 1562297740002 | 8 | 2019-07-05 11:35:40 | 2019-07-05 11:37:21 | 101 | 88 | 18902 | 0 | 212 |
| 765 | 1562297860003 | 8 | 2019-07-05 11:37:40 | 2019-07-05 11:39:19 | 99 | 84 | 18902 | 0 | 224 |
| 766 | 1562297980003 | 8 | 2019-07-05 11:39:40 | 2019-07-05 11:41:13 | 93 | 80 | 18902 | 0 | 220 |
| 767 | 1562298100002 | 8 | 2019-07-05 11:41:40 | 2019-07-05 11:43:37 | 117 | 102 | 18901 | 1 | 215 |
| 768 | 1562298220003 | 8 | 2019-07-05 11:43:40 | 2019-07-05 11:45:27 | 107 | 95 | 18902 | 0 | 217 |
| 769 | 1562298340003 | 8 | 2019-07-05 11:45:40 | 2019-07-05 11:47:31 | 111 | 98 | 18902 | 0 | 209 |
| 770 | 1562298460002 | 8 | 2019-07-05 11:47:40 | 2019-07-05 11:49:21 | 101 | 89 | 18902 | 0 | 221 |
| 771 | 1562298580002 | 8 | 2019-07-05 11:49:40 | 2019-07-05 11:51:18 | 97 | 85 | 18902 | 0 | 231 |
| 772 | 1562298700002 | 8 | 2019-07-05 11:51:40 | 2019-07-05 11:53:23 | 103 | 92 | 18902 | 0 | 232 |
| 773 | 1562298820002 | 8 | 2019-07-05 11:53:40 | 2019-07-05 11:55:20 | 100 | 89 | 18902 | 0 | 220 |
| 774 | 1562298940003 | 8 | 2019-07-05 11:55:40 | 2019-07-05 11:57:24 | 104 | 90 | 18900 | 2 | 225 |
| 775 | 1562299060002 | 8 | 2019-07-05 11:57:40 | 2019-07-05 11:59:57 | 137 | 121 | 18899 | 3 | 233 |
| 776 | 1562299200005 | 8 | 2019-07-05 12:00:00 | 2019-07-05 12:01:41 | 101 | 85 | 18901 | 1 | 207 |
| 777 | 1562299320002 | 8 | 2019-07-05 12:02:00 | 2019-07-05 12:03:37 | 97 | 86 | 18902 | 0 | 203 |
| 778 | 1562299420003 | 8 | 2019-07-05 12:03:40 | 2019-07-05 12:05:18 | 98 | 88 | 18902 | 0 | 193 |
| 779 | 1562299540003 | 8 | 2019-07-05 12:05:40 | 2019-07-05 12:07:17 | 97 | 83 | 18902 | 0 | 197 |
| 780 | 1562299660003 | 8 | 2019-07-05 12:07:40 | 2019-07-05 12:09:10 | 90 | 77 | 18902 | 0 | 196 |
| 781 | 1562299780002 | 8 | 2019-07-05 12:09:40 | 2019-07-05 12:11:10 | 90 | 78 | 18902 | 0 | 211 |
| 782 | 1562299900002 | 8 | 2019-07-05 12:11:40 | 2019-07-05 12:13:19 | 99 | 86 | 18901 | 1 | 203 |
| 783 | 1562300020002 | 8 | 2019-07-05 12:13:40 | 2019-07-05 12:15:17 | 97 | 86 | 18902 | 0 | 190 |
| 784 | 1562300140002 | 8 | 2019-07-05 12:15:40 | 2019-07-05 12:17:18 | 98 | 87 | 18902 | 0 | 187 |
| 785 | 1562300260003 | 8 | 2019-07-05 12:17:40 | 2019-07-05 12:19:20 | 100 | 89 | 18902 | 0 | 183 |
| 786 | 1562300380002 | 8 | 2019-07-05 12:19:40 | 2019-07-05 12:21:25 | 105 | 95 | 18902 | 0 | 183 |
| 787 | 1562300500010 | 8 | 2019-07-05 12:21:40 | 2019-07-05 12:23:19 | 99 | 87 | 18901 | 1 | 172 |
| 788 | 1562300620004 | 8 | 2019-07-05 12:23:40 | 2019-07-05 12:25:13 | 93 | 82 | 18902 | 0 | 184 |
| 789 | 1562300740004 | 8 | 2019-07-05 12:25:40 | 2019-07-05 12:27:20 | 100 | 89 | 18902 | 0 | 190 |
| 790 | 1562300860003 | 8 | 2019-07-05 12:27:40 | 2019-07-05 12:29:20 | 100 | 89 | 18902 | 0 | 171 |
| 791 | 1562300980004 | 8 | 2019-07-05 12:29:40 | 2019-07-05 12:31:25 | 105 | 94 | 18902 | 0 | 169 |
| 792 | 1562301100003 | 8 | 2019-07-05 12:31:40 | 2019-07-05 12:33:19 | 99 | 88 | 18902 | 0 | 182 |
| 793 | 1562301220004 | 8 | 2019-07-05 12:33:40 | 2019-07-05 12:35:16 | 96 | 86 | 18902 | 0 | 172 |
| 794 | 1562301340003 | 8 | 2019-07-05 12:35:40 | 2019-07-05 12:37:21 | 101 | 89 | 18902 | 0 | 164 |
| 795 | 1562301460004 | 8 | 2019-07-05 12:37:40 | 2019-07-05 12:39:17 | 97 | 85 | 18902 | 0 | 158 |
| 796 | 1562301580003 | 8 | 2019-07-05 12:39:40 | 2019-07-05 12:41:25 | 105 | 93 | 18902 | 0 | 184 |
| 797 | 1562301700005 | 8 | 2019-07-05 12:41:40 | 2019-07-05 12:43:19 | 99 | 88 | 18902 | 0 | 173 |
| 798 | 1562301820004 | 8 | 2019-07-05 12:43:40 | 2019-07-05 12:45:14 | 94 | 84 | 18902 | 0 | 155 |
| 799 | 1562301940004 | 8 | 2019-07-05 12:45:40 | 2019-07-05 12:47:20 | 100 | 88 | 18902 | 0 | 158 |
| 800 | 1562302060004 | 8 | 2019-07-05 12:47:40 | 2019-07-05 12:49:18 | 98 | 88 | 18902 | 0 | 146 |
| 801 | 1562302180003 | 8 | 2019-07-05 12:49:40 | 2019-07-05 12:51:26 | 106 | 93 | 18902 | 0 | 165 |
| 802 | 1562302300003 | 8 | 2019-07-05 12:51:40 | 2019-07-05 12:53:23 | 103 | 92 | 18902 | 0 | 172 |
| 803 | 1562302420004 | 8 | 2019-07-05 12:53:40 | 2019-07-05 12:55:29 | 109 | 96 | 18902 | 0 | 183 |
| 804 | 1562302540005 | 8 | 2019-07-05 12:55:40 | 2019-07-05 12:57:26 | 106 | 95 | 18902 | 0 | 140 |
| 805 | 1562302660004 | 8 | 2019-07-05 12:57:40 | 2019-07-05 12:59:20 | 100 | 89 | 18902 | 0 | 143 |
| 806 | 1562302780004 | 8 | 2019-07-05 12:59:40 | 2019-07-05 13:01:21 | 101 | 89 | 18902 | 0 | 145 |
| 807 | 1562302900004 | 8 | 2019-07-05 13:01:40 | 2019-07-05 13:03:25 | 105 | 94 | 18902 | 0 | 155 |
| 808 | 1562303020005 | 8 | 2019-07-05 13:03:40 | 2019-07-05 13:05:18 | 98 | 86 | 18902 | 0 | 164 |
| 809 | 1562303140004 | 8 | 2019-07-05 13:05:40 | 2019-07-05 13:07:19 | 99 | 89 | 18902 | 0 | 176 |
| 810 | 1562303260007 | 8 | 2019-07-05 13:07:40 | 2019-07-05 13:09:22 | 102 | 91 | 18902 | 0 | 153 |
| 811 | 1562303380006 | 8 | 2019-07-05 13:09:40 | 2019-07-05 13:11:21 | 101 | 91 | 18902 | 0 | 166 |
| 812 | 1562303500005 | 8 | 2019-07-05 13:11:40 | 2019-07-05 13:13:18 | 98 | 85 | 18901 | 1 | 151 |
完整数据
完整数据可通过连接数据库查看:
DBType: MariaDB
schemas: traffic-service-v2host: 192.168.10.224
port: 3306
username: root
password: 123456
数据分析
通过以上数据,我们可以做个简单汇总分析:
- 一个分析周期内网络请求所消耗的时间占用了总消耗时间的 4/5, 这里说的网络请求时间指的是请求百度瓦片所消耗的时间
- 一个分析周期内: 总消耗时间的平均值为: 98.7 s, 网络请求所消耗的平均时间为: 85.7 s, 服务处理所消耗的平均时间为 13 s ;至于时间为什么会呈这样的分布,下面会有详细的解释
- 7 月 4 日的晚高峰拥堵时间开始与 17:09 左右, 于 19:33 左右结束, 并且在 17:58 至 18:00 达到了最高峰; 在最高峰时间服务分析耗时 31 s, 处理了 613 张拥堵瓦片.同理,还可以对 7 月 5 日进行同样的分析,这里不再列举
- 单张瓦片平均处理时间为 : 0.06976290 s
- 每个分析周期都会请求 18902 次瓦片,为什么有的周期请求时间断,而有的周期请求时间长?
原因有 2 :
1. 请求过程中可能会发生阻塞的情况,虽然这种情况较少,但是会拖慢单个线程的处理速度
2. 每次分析的拥堵状况不同, 涉及拥堵的瓦片被填充的有效像素点的数量也不同,这就导致每次同一编号瓦片,但是大小不同,消耗的时间也就不同
机器表现
经过一周的服务性能测试,机器的表现如下
- CPU
这是一个分析周期的资源占用情况, 一个分析周期指的是分析完一遍合肥市拥堵情况的动作
截取其中几分钟的的监控情况如下:
简单解释:
第二张图中每个驼峰代表一次分析过程,图中 11:06 - 11:13,经过了 4 个分析周期,每个分析周期的的大致状态是前期和后期 CPU 占用率都不高,中间部分 CPU 占有率高, 约 80% 左右
这是因为在抓取地图瓦片的时候是按 从北向南 , 从西向东 的顺序来抓取的
很显然合肥市市内是较整个合肥市拥堵情况较重的,而市内是则位于整片区域的中心部分
于是就能解释为什么在一个分析周期前期和后期 CPU 占用率都不高,中间部分 CPU 占有率高的原因
- 线程
简单解释:
重点看 ts_ 前缀开头的线程
这 8 条线代表分析服务的 8 个线程,绿色代表正在运行, 黄色代表在等待中
中间被隔开代表分析服务已经进行了一个周期
可以看出单个线程在执行一个分析周期的时候,有至少三分之一的时间是处于等待的
这是因为服务分析速度很快,分析完毕之后就从队列中拿出下一条任务出来分析,而在分析之前,会先进行网络请求
请求瓦片是 TCP 请求, 经历上一次请求关闭的四次挥手和连接建立的三次握手, 这种 IO 请求的耗时对 CPU 来说简直如隔三秋
( 对于一次分析周期,去除无道路信息的瓦片,有 18902 张瓦片, 这些都是几十 KB 到几百 KB 大小不等的图片, 需要进行 18902 次 IO 请求,其开销必然不小 )
但是 CPU 不会闲着,他会去处理其他线程的请求
这样的分析也能够解释了上述表格中 总耗时 和 网络请求耗时 之间的关系
线程中甚至还会出现这样的情况
这种情况会拖慢单个线程的执行效率
这种情况是因为在请求百度瓦片的时候某一张耗时过长被阻塞了,导致线程一直在等待,直到等待时间大于等于连接超时时间或者数据传输超时时间,该线程会被主动释放,后面又恢复正常运行
不过这种情况出现的次数比较少,主要看网络的稳定性,有出现的情况都在日志里记录下来了,即上述表格中的出错数
- 内存
对于服务器内存来说, 24G 内存还是比较吃紧的
其中最消耗服务器内存是核心分析服务, 为 java 服务
java 12 初始化堆大小和最大堆大小均没有配置,为缺省值
这时最大堆大小 Xmx 为物理内存的 1/4 , 即 6 GB
通过上面的图可以得出:
核心分析服务达到峰值时, 以达到最大内存 6G, 后来内存占用又会减少,很有可能是 6G 内存不够使用,已触发 GC, 导致内存释放
结合整个机器内存占用普遍在 80% 以上, 更能说明这一点
- 磁盘
磁盘的 IO 情况其实并没有太大变动,只是在分析的高峰会有写入和读取
- 网络
8 线程并发请求, 外网下载速度平稳在 350 kb/s 左右, 对网络带宽大小要求不高,但要求网络稳定,无抖动,无丢包
性能优化
经过上面的分析,我认为可以从下面几个点再继续优化:
- 提示机器内存: 显然测试机器的内存有点吃紧, 至少 64 G 为合适
- CPU 的频率不需要太高,可选择核数多 CPU, 因为整个耗时最长的是网络请求时间, 而这种 IO 并不消耗 CPU 时间,可将线程数调节至 CPU 逻辑核心数的 3 倍到 5 倍. 推荐 IntelXeon E5 系列 CPU
- 提供更稳定的网络
- 既然请求百度的瓦片耗时高,那么先缓存一部分瓦片到本地进行分析,效率是否更高? (下面进行测试) 不过带来的坏处就是丧失了分析服务的实时性
本地缓存分析
我事先缓存了 2019年07月04日17:00:00 到 2019年07月04日18:00:00, 60 分钟内每分钟的瓦片数据, 共计 18902 * 60 = 1134120 张瓦片到本地磁盘
Nginx 读取
将这 110w 张瓦片放到 nginx 目录下, 在进行测试
发现测试结果并不能够令人满意,和上面的结果几乎无差,这里就不再贴出表格数据了
仔细分析结果是没错的.还是同样的 TCP 请求,只不过不同的是从远端服务器变成了本地服务器
本地读取瓦片
将 TCP 请求更换为本地读取文件形式,结果分析时间令人欣慰, 这里也不贴出表格数据了,放一张日志的截图对比下
总结
- 本分析服务对服务器的要求并不高, 要求 CPU 尽量多核心,网络稳定
- 开销时间主要集中在网络请求耗时, 目前较好的解决方式是先本地缓存再分析,牺牲了分析的实时性