├── model ├── 20231204-192802B_LSTM2_batchsize.h5 └── 20231204-174742LSTM2_lr100_batchsize.h5 ├── logs ├── 20231204-192802B_LSTM2_batchsize │ ├── train │ │ └── events.out.tfevents.1701689282.����˶�Ļ�˶��.21700.12.v2 │ └── validation │ │ └── events.out.tfevents.1701689286.����˶�Ļ�˶��.21700.13.v2 └── 20231204-174742LSTM2_lr100_batchsize │ ├── train │ └── events.out.tfevents.1701683262.����˶�Ļ�˶��.21700.10.v2 │ └── validation │ └── events.out.tfevents.1701683266.����˶�Ļ�˶��.21700.11.v2 ├── README.md └── Bicolorballs.csv /model/20231204-192802B_LSTM2_batchsize.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yinqishuo/Bicolorballs-AI/HEAD/model/20231204-192802B_LSTM2_batchsize.h5 -------------------------------------------------------------------------------- /model/20231204-174742LSTM2_lr100_batchsize.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yinqishuo/Bicolorballs-AI/HEAD/model/20231204-174742LSTM2_lr100_batchsize.h5 -------------------------------------------------------------------------------- /logs/20231204-192802B_LSTM2_batchsize/train/events.out.tfevents.1701689282.����˶�Ļ�˶��.21700.12.v2: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yinqishuo/Bicolorballs-AI/HEAD/logs/20231204-192802B_LSTM2_batchsize/train/events.out.tfevents.1701689282.����˶�Ļ�˶��.21700.12.v2 -------------------------------------------------------------------------------- /logs/20231204-174742LSTM2_lr100_batchsize/train/events.out.tfevents.1701683262.����˶�Ļ�˶��.21700.10.v2: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yinqishuo/Bicolorballs-AI/HEAD/logs/20231204-174742LSTM2_lr100_batchsize/train/events.out.tfevents.1701683262.����˶�Ļ�˶��.21700.10.v2 -------------------------------------------------------------------------------- /logs/20231204-192802B_LSTM2_batchsize/validation/events.out.tfevents.1701689286.����˶�Ļ�˶��.21700.13.v2: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yinqishuo/Bicolorballs-AI/HEAD/logs/20231204-192802B_LSTM2_batchsize/validation/events.out.tfevents.1701689286.����˶�Ļ�˶��.21700.13.v2 -------------------------------------------------------------------------------- /logs/20231204-174742LSTM2_lr100_batchsize/validation/events.out.tfevents.1701683266.����˶�Ļ�˶��.21700.11.v2: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yinqishuo/Bicolorballs-AI/HEAD/logs/20231204-174742LSTM2_lr100_batchsize/validation/events.out.tfevents.1701683266.����˶�Ļ�˶��.21700.11.v2 -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 |
2 |

Bicolorballs-AI 🎰

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🎱基于深度学习模型推理下一次的双色球号码🎱

4 | 5 |
6 | 7 | 爬虫爬取最近150次的双色球中奖结果，使用训练好的深度学习模型推理下一次的中奖号码 8 | 9 | ## 开发环境 10 | 11 | **python3.9、tensorflow2.10、keras2.10、jupter Lab** 12 | ## 结果预览 13 | 使用历史数据模拟的10次下注，每次10元，中6等奖7次，5等奖1次。 14 | ``` 15 | 红球开奖结果： [0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 1 0 0 0 1 0 0 0 1 0 0 0 0 0 0] 16 | 蓝球开奖结果： [0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0] 17 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为10 ----> 很遗憾，你没有中奖 18 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为14 ----> 很遗憾，你没有中奖 19 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为11 ----> 恭喜你，你中六等奖了！！5块钱 20 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为15 ----> 很遗憾，你没有中奖 21 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为4 ----> 很遗憾，你没有中奖 22 | ``` 23 | ``` 24 | 红球开奖结果： [0 0 1 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 1 0 0 0 0 0 0 0] 25 | 蓝球开奖结果： [0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0] 26 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为8 ----> 很遗憾，你没有中奖 27 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为14 ----> 很遗憾，你没有中奖 28 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为10 ----> 恭喜你，你中六等奖了！！5块钱 29 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为5 ----> 很遗憾，你没有中奖 30 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为15 ----> 很遗憾，你没有中奖 31 | ``` 32 | ``` 33 | 红球开奖结果： [0 0 0 0 1 1 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0] 34 | 蓝球开奖结果： [0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0] 35 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为8 ----> 很遗憾，你没有中奖 36 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为5 ----> 很遗憾，你没有中奖 37 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为4 ----> 很遗憾，你没有中奖 38 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为12 ----> 很遗憾，你没有中奖 39 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为15 ----> 很遗憾，你没有中奖 40 | ``` 41 | ``` 42 | 红球开奖结果： [0 0 0 0 1 0 0 1 1 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1] 43 | 蓝球开奖结果： [0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0] 44 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为12 ----> 很遗憾，你没有中奖 45 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为4 ----> 恭喜你，你中六等奖了！！5块钱 46 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为14 ----> 很遗憾，你没有中奖 47 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为9 ----> 很遗憾，你没有中奖 48 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为3 ----> 很遗憾，你没有中奖 49 | ``` 50 | ``` 51 | 红球开奖结果： [0 0 0 1 1 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0] 52 | 蓝球开奖结果： [0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0] 53 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为14 ----> 很遗憾，你没有中奖 54 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为10 ----> 很遗憾，你没有中奖 55 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为11 ----> 很遗憾，你没有中奖 56 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为1 ----> 很遗憾，你没有中奖 57 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为3 ----> 恭喜你，你中六等奖了！！5块钱 58 | ``` 59 | ``` 60 | 红球开奖结果： [0 0 1 0 0 0 0 0 1 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0] 61 | 蓝球开奖结果： [1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] 62 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为1 ----> 恭喜你，你中六等奖了！！5块钱 63 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为5 ----> 很遗憾，你没有中奖 64 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为10 ----> 很遗憾，你没有中奖 65 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为12 ----> 很遗憾，你没有中奖 66 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为8 ----> 很遗憾，你没有中奖 67 | ``` 68 | ``` 69 | 红球开奖结果： [0 0 0 0 0 1 1 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0] 70 | 蓝球开奖结果： [1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] 71 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为1 ----> 恭喜你，你中六等奖了！！5块钱 72 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为5 ----> 很遗憾，你没有中奖 73 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为4 ----> 很遗憾，你没有中奖 74 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为3 ----> 很遗憾，你没有中奖 75 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为8 ----> 很遗憾，你没有中奖 76 | ``` 77 | ``` 78 | 红球开奖结果： [0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 1 1 0 0 0 0 0 0 0 0 1 0] 79 | 蓝球开奖结果： [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1] 80 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为13 ----> 很遗憾，你没有中奖 81 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为9 ----> 很遗憾，你没有中奖 82 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为7 ----> 很遗憾，你没有中奖 83 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为15 ----> 很遗憾，你没有中奖 84 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为3 ----> 很遗憾，你没有中奖 85 | ``` 86 | ``` 87 | 红球开奖结果： [0 0 0 0 0 0 0 1 1 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1] 88 | 蓝球开奖结果： [0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0] 89 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为9 ----> 很遗憾，你没有中奖 90 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为16 ----> 很遗憾，你没有中奖 91 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为15 ----> 很遗憾，你没有中奖 92 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为3 ----> 很遗憾，你没有中奖 93 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为4 ----> 恭喜你，你中六等奖了！！5块钱 94 | ``` 95 | 96 | ``` 97 | 红球开奖结果： [0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 1 1 0 0 0 0 0 1 0 0 0 0 0 1] 98 | 蓝球开奖结果： [1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] 99 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为9 ----> 很遗憾，你没有中奖 100 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为16 ----> 很遗憾，你没有中奖 101 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为4 ----> 很遗憾，你没有中奖 102 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为13 ----> 很遗憾，你没有中奖 103 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为1 ----> 恭喜你，你中五等奖了！！10块钱 104 | ``` 105 | 106 | ## 引言 107 | 108 | 事情的起因是父亲被亲戚安利，突然喜欢上了双色球，连规则和开奖结果怎么看都不懂的他，让我研究研究这个事，给他选个号。他还说老家有好几个人中了几百万，买个车买了房，我.......，谁能拒绝一个2块钱就能买到的百万奖金的梦想呢？---------------------20231204 109 | 110 | ## 一、双色球规则 111 | 112 | ![R.75407fbe8031231449f4c3a4e7adc38d](https://blog-1257904201.cos.ap-shanghai.myqcloud.com/img/R.75407fbe8031231449f4c3a4e7adc38d.png) 113 | 114 | 1. 双色球由红色球和蓝色球组成。红色球共有33个号码（01-33），蓝色球共有16个号码（01-16）。 115 | 2. 在每期双色球开奖中，从红色球中选择6个号码，从蓝色球中选择1个号码，共选出7个号码作为投注号码。 116 | 3. 您可以选择手动选号或者使用机选功能。手动选号时，您可以自行选择6个红色球和1个蓝色球的号码。机选功能会随机生成一组号码。 117 | 4. 每注双色球的投注金额为2元人民币。 118 | 5. 您可以选择单式投注或复式投注。单式投注是指只选择一组号码进行投注，而复式投注是指选择多组号码进行投注，增加中奖机会。 119 | 6. 双色球每周进行两次开奖，分别是每周二、四、日的晚上9点。 120 | 7. 开奖时，会先从红色球中摇出6个号码作为中奖号码，然后再从蓝色球中摇出1个号码作为蓝色球号码。 121 | 8. 中奖规则根据您选择的号码与中奖号码的匹配情况来确定。奖金分为一等奖、二等奖、三等奖、四等奖、五等奖、六等奖和七等奖，其中一等奖为中6红+1蓝，二等奖为中6红，依此类推。 122 | 123 | 下面是双色球各个奖项的中奖概率和奖金(总中奖概率为**6.71%**)： 124 | 125 | | 奖项 | 中奖概率 | 奖金（估计） | 126 | | ------------------------------- | ---------- | ------------ | 127 | | 一等奖（中6红+1蓝） | 1/17721088 | 数百万元 | 128 | | 二等奖（中6红） | 0.0000846% | 约 50万元 | 129 | | 三等奖（中5红+1蓝） | 0.000914% | 3000元 | 130 | | 四等奖（中5红或4红+1蓝） | 0.0434% | 200元 | 131 | | 五等奖（中4红或3红+1蓝） | 0.7758% | 10元 | 132 | | 六等奖（中1/2红+1蓝或仅中蓝球） | 5.889% | 5元 | 133 | 134 | **投入2元的双色球，平均你可以拿到的收益为1元不到，为0.9377元** 135 | 136 | ## 二、研究思路及目的 137 | 138 | 想研究一个中头奖的算法显然是不太可能，所以初步目标是希望将**4等奖**的中奖概率提升到**1/100**。这样便可以保证自己每买100注，便可以中一个4等奖，不赚不亏。理想非常丰满，hahahaha，让我们现在开始动起手来。 139 | 140 | - 显然每次双色球都是一个独立随机事件，前后的结果是没有联系。但是我还是首先尝试把它建立成一个时间序列模型。下一次的中奖结果由前N次结果推导得到。 141 | - 既然搞玄学，那必须得搞一手深度学习。炼丹与玄学简直不要太配。首选深度学习网络LSTM 142 | - 模型有了，还需要用数据去调教。那就必须上一手爬虫，把近几十年的中奖结果搞出来。 143 | 144 | 说干就干！ 145 | 146 | ## 三、获取历史中奖结果 147 | 148 | ### 分析网页源码 149 | 150 | ![image-20231204082407590](https://blog-1257904201.cos.ap-shanghai.myqcloud.com/img/image-20231204082407590.png) 151 | 152 | 1. 选择中彩网，打开浏览器源码使用F12查看源码，网页在每次查询的时候都会发送一个异步的jQuery请求，返回json格式的查询结果。（非计算机专业，对网页前后端的机制仅是简单了解） 153 | 2. 使用python request库模仿请求，爬取历史数据 154 | 3. 简单将这个url直接请求返回的数据为空；简单搜索一下，可以知道这个是jQuery在进行跨域请求的时候利用jsonp进行处理造成的现象。注意几点：1）需要设置`Referer`头，因为这是跨域请求；2）`_=1701651618276`是时间戳； 155 | 156 | 4. 为了保险起见，又添加了cookie和User-Agent头 157 | 158 | ```python 159 | import requests 160 | import json 161 | import random 162 | url = 'https://jc.zhcw.com/port/client_json.php' 163 | headers = { 164 | "User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/119.0.0.0 Safari/537.36 Edg/119.0.0.0", 165 | "Referer": "https://www.zhcw.com/" 166 | } 167 | cookies = { 168 | "Hm_lvt_692bd5f9c07d3ebd0063062fb0d7622f": "1701622572", 169 | "_gid": "GA1.2.1218667687.1701622572", 170 | "Hm_lvt_12e4883fd1649d006e3ae22a39f97330": "1701622573", 171 | "PHPSESSID": "6k70gq2h44nksmou3n8374jq13", 172 | "_ga_9FDP3NWFMS": "GS1.1.1701622572.1.1.1701623257.0.0.0", 173 | "_ga": "GA1.2.1720843243.1701622572", 174 | "Hm_lpvt_12e4883fd1649d006e3ae22a39f97330": "1701623257", 175 | "Hm_lpvt_692bd5f9c07d3ebd0063062fb0d7622f": "1701623258" 176 | } 177 | params = { 178 | 'callback':'jQuery112208474410773064831_1701622567918', 179 | 'transactionType':10001001, 180 | 'lotteryId':1, 181 | 'issueCount':0, 182 | 'startIssue':'', 183 | 'endIssue':'', 184 | 'startDate':'2003-02-01', 185 | 'endDate':'2003-04-01', 186 | 'type':2, 187 | 'pageNum':1,'pageSize':30, 188 | "tt": random.random(), 189 | "_": str(int(time.time() * 1000)) 190 | } 191 | # 发送HTTP GET请求 192 | response = requests.get(url,headers=headers,cookies=cookies,params=params) 193 | 194 | # 提取JSONP响应中的JSON数据 195 | json_data = response.text.split('(')[1].split(')')[0] 196 | # 解析JSON数据 197 | data = json.loads(json_data) 198 | # 提取双色球号码信息 199 | for entry in data['data']: 200 | issue = entry['issue'] 201 | openTime = entry["openTime"] 202 | front_winning_num = entry['frontWinningNum'] 203 | back_winning_num = entry['backWinningNum'] 204 | saleMoney = entry["saleMoney"] 205 | print(f"{issue} |{openTime}|{front_winning_num} |{back_winning_num} |{saleMoney}") 206 | 207 | ``` 208 | 209 | ``` 210 | 结果输出： 211 | 2003011 |2003-03-30|04 05 11 12 30 32 |15 |12782494 212 | 2003010 |2003-03-27|01 02 08 13 17 24 |13 |12402130 213 | 2003009 |2003-03-23|05 09 18 20 22 30 |09 |12386072 214 | ... 215 | ``` 216 | 217 | 218 | 219 | 220 | 221 | 222 | 223 | ### 保存到文件 224 | 225 | ![image-20231204092839207](https://blog-1257904201.cos.ap-shanghai.myqcloud.com/img/image-20231204092839207.png) 226 | 227 | 1. 每一期的的信息有很多：日期、开奖日期、中奖号、销售额、奖池、中奖情况。但是一些早期数据一些数据是缺失的，所以我选择保留**开奖日期**、**期号**、**中奖号码**、**销售额**、奖金池。 228 | 229 | 2. 保存最简单的方式就是以纯文本保存到CSV里。 230 | 231 | 3. 因为每次只能爬取30条数据，所以我们按照月份来划分，每2个月爬取一次，2个月内不会超过30次开奖。双色球从2003年2月16日，我们便从20230201开始爬取 ,生成每次的时间节点字符串。 232 | 233 | ```python 234 | import datetime 235 | def add_two_months(date_str): 236 | date_format = "%Y-%m-%d" 237 | current_date = datetime.datetime.strptime(date_str, date_format) 238 | now = datetime.datetime.now() 239 | datestart = [] 240 | dateend = [] 241 | while current_date < now: 242 | datestart.append(current_date.strftime(date_format)) 243 | current_date_end = current_date + datetime.timedelta(days=59) 244 | if current_date_end < now: 245 | dateend.append(current_date_end.strftime(date_format)) 246 | else: 247 | dateend.append(now.strftime(date_format)) 248 | current_date = current_date + datetime.timedelta(days=60) 249 | return datestart,dateend 250 | start_date = "2003-02-01" 251 | datestart,dateend = add_two_months(start_date) 252 | print(datestart) 253 | print(dateend) 254 | ``` 255 | 256 | ``` 257 | 输出结果： 258 | ['2003-02-01', '2003-04-02', '2003-06-01', '2003-07-31',...,'2023-02-16', '2023-04-17', '2023-06-16', '2023-08-15', '2023-10-14'] 259 | ['2003-04-01', '2003-05-31', '2003-07-30', '2003-09-28',..., '2023-04-16', '2023-06-15', '2023-08-14', '2023-10-13', '2023-12-04'] 260 | ``` 261 | 262 | 4. 循环爬取并保存 263 | 264 | ```python 265 | file = open('Bicolorballs.csv', 'w') # 打开Bicolorballs.csv文件，写模式 266 | for s,e in zip(datestart,dateend): 267 | params = { 268 | 'callback':'jQuery112208474410773064831_1701622567918', 269 | 'transactionType':10001001, 270 | 'lotteryId':1, 271 | 'issueCount':0, 272 | 'startIssue':'', 273 | 'endIssue':'', 274 | 'startDate':s, 275 | 'endDate':e, 276 | 'type':2, 277 | 'pageNum':1,'pageSize':30, 278 | "tt": random.random(), 279 | "_": str(int(time.time() * 1000)) 280 | } 281 | # 发送HTTP GET请求 282 | response = requests.get(url,headers=headers,cookies=cookies,params=params) 283 | 284 | # 提取JSONP响应中的JSON数据 285 | json_data = response.text.split('(')[1].split(')')[0] 286 | # 解析JSON数据 287 | data = json.loads(json_data) 288 | # 提取双色球号码信息 289 | for entry in data['data']: 290 | issue = entry['issue'] 291 | openTime = entry["openTime"] 292 | front_winning_num = entry['frontWinningNum'] 293 | back_winning_num = entry['backWinningNum'] 294 | saleMoney = entry["saleMoney"] 295 | prizePoolMoney = entry["prizePoolMoney"] 296 | data = f"{issue},{openTime},{front_winning_num},{back_winning_num},{saleMoney},{prizePoolMoney}\r\n" 297 | file.write(data) 298 | file.close() # 关闭文件 299 | ``` 300 | 301 | ![image-20231204104235092](https://blog-1257904201.cos.ap-shanghai.myqcloud.com/img/image-20231204104235092.png) 302 | 303 | 5. 因为多次请求，响应返回的时间不同会导致数据的顺序是乱的，但这不重要，使用excel打开，排一下序就可以了。 304 | 305 | 6. 突然想到一个有趣的事，近20年的双彩球的销售额曲线会是怎样的呢？哈哈哈，会不会和国家经济发展曲线完全吻合呢？ 306 | 307 | ![image-20231204105508973](https://blog-1257904201.cos.ap-shanghai.myqcloud.com/img/image-20231204105508973.png) 308 | 309 | 下图是2003年到2023年的国家GDP变化情况： 310 | 311 | ![China GDP](https://blog-1257904201.cos.ap-shanghai.myqcloud.com/img/china-gdp.png) 312 | 313 | **不能说毫无关系，只能说近乎一模一样，彩票销售额从长期来看大致和国家经济发展有关，其销售额在2016年以后基本保持稳定，猜测可能有两个原因：市场规模增长到上限或者和近几年中国经济增长放缓有关。除此之外销售额也会还会受到各种突发状况的冲击，比如2020年的疫情，使得销售了出现了一个明显的低谷；在2022年疫情恢复后，又反弹到一个小高峰。除此之外，销售额还表现出周期性，每年的年初和年末比较高，年中比较低，这是个有趣的现象，推测出现此现象的原因1）回家过年2）年终奖 3）年底发工资。** 314 | 315 | 最后附上一张销售额和奖金池的历史变化曲线： 316 | 317 | ![image-20231204115553164](https://blog-1257904201.cos.ap-shanghai.myqcloud.com/img/image-20231204115553164.png) 318 | 319 | ## 四、构建算法模型 320 | 321 | ### 1.原始数据分布 322 | 323 | 我们首先从原始数据的概率分布入手，看一下能不能找到一些规律。统计所有球中奖的概率分布： 324 | 325 | ![image-20231204133949925](https://blog-1257904201.cos.ap-shanghai.myqcloud.com/img/image-20231204133949925.png) 326 | 327 | 概率最大的5个红色球为：**14**，**24**，**1**，**22**，**6**，**17**；蓝色球为**1**。频次分别为614，614，597，594，586，585和213。 328 | 329 | ### 2.模型v0.1 330 | 331 | #### 数据集构造 332 | 333 | 我们首先简单**假设下一次球的数字仅受之前中奖数字的影响**。那么数据集只需要引入红色球编号和蓝色球编号2个变量。红球编号为1-33的5个不重复数字，蓝球为1-16的单个数字。我将其构造为 334 | $$ 335 | R = I_{33\times 1 }, 336 | B = I_{16\times 1},其中i_奖 = 1,i_无 = 0 337 | $$ 338 | 339 | 之前观察到彩票销售额的年内周期变化规律，我简单的假设下一次的中奖球编号收到之前一年的中奖(约150次)结果的影响，即： 340 | $$ 341 | R_t,B_t = f(R_{t-1},B_{t-1},R_{t-2},B_{t-2},...R_{t-150},B_{t-150}) 342 | $$ 343 | 我们的目的即为构造时间序列推理**模型f**。 344 | 345 | 基于我目前所学的知识，我选择LSTM深度学习模型([长短期记忆递归神经网络](https://zhuanlan.zhihu.com/p/123857569))。 346 | 347 | 基于双色球的游戏规则，蓝色球中奖比红色球中要重要的多，我们显然应该在模型内部给与蓝色球更多的关注。但作为此模型的早期版本，我们假设**红篮球中奖结果相互独立**，将上述模型进一步简化为： 348 | $$ 349 | R_t = f_1(R_{t-1},R_{t-2},...R_{t-150}) ,\\ 350 | B_t = f_2(B_{t-1},B_{t-2},...B_{t-150}) 351 | $$ 352 | 353 | 即分别训练2个LSTM模型单独推理红球和蓝球。到此我们可以开始着手构造我们的数据集了： 354 | 355 | **读取数据** 356 | 357 | ```python 358 | import numpy as np 359 | import tensorflow as tf 360 | 361 | with open('Bicolorballs.csv', 'r') as file: 362 | reader = csv.reader(file) 363 | red_balls = [] 364 | blue_balls = [] 365 | for row in reader: 366 | red = np.array([int(i)-1 for i in row[2].split(' ')]) 367 | # 编码 368 | red = tf.one_hot(red, depth=33) 369 | red = tf.reduce_sum(red, axis=0) 370 | red_balls.append(red) 371 | blue = np.array([int(row[3])-1]) 372 | blue = tf.one_hot(blue, depth=16) 373 | blue = tf.reduce_sum(blue, axis=0) 374 | blue_balls.append(blue) 375 | print("数据集长度为：",len(red_balls)) 376 | print("红球编码后为：",red_balls[0].numpy()) 377 | print("蓝球编码后为：",blue_balls[0].numpy()) 378 | #输出结果： 379 | #数据集长度为： 3083 380 | #红球编码后为： [0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0.] 381 | #蓝球编码后为： [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.] 382 | ``` 383 | 384 | **构建红球的数据集，时间步为150，前面80%的数据为训练集，20%为测试集** 385 | 386 | ```python 387 | data = tf.stack(red_balls) 388 | # 定义超参数 389 | n_steps = 150 # 时间步数，即每个样本包含的历史时间步数 390 | T = len(data) 391 | features = [] 392 | for i in range(T-n_steps): 393 | features.append(data[i: n_steps + i,:]) 394 | labels = data[n_steps:,:] 395 | features = tf.stack(features) 396 | 397 | # 将数据集划分为训练集和测试集 398 | train_size = int(len(data) * 0.8) 399 | train_X, train_y = features[:train_size], labels[:train_size] 400 | test_X, test_y = features[train_size:],labels[train_size:] 401 | 402 | # 创建tf.data.Dataset对象 403 | train_dataset = tf.data.Dataset.from_tensor_slices((train_X, train_y)) 404 | test_dataset = tf.data.Dataset.from_tensor_slices((test_X, test_y)) 405 | 406 | # 可选：对数据集进行一些预处理操作，例如乱序、批量化和缓存等 407 | train_dataset = train_dataset.shuffle(100).batch(32).prefetch(tf.data.AUTOTUNE) 408 | test_dataset = test_dataset.batch(32).cache().prefetch(tf.data.AUTOTUNE) 409 | 410 | #测试数据集的的形状 411 | #data,label = iter(train_dataset.take(1)).next() 412 | #print(data.shape) 413 | #(32, 150, 33) #(B,T,C) 414 | ``` 415 | 416 | #### 构造模型 417 | 418 | 首先搭建一个简单的**双层LSTM网络**，LSTM单元数量为64/128/256，输出层使用全连接层（33），将输出变为33通道的输出，再接**sigmoid**层将输出向量映射到0-1之间的概率。损失函数使用多分类的**交叉熵损失函数**。 419 | 420 | ```python 421 | import tensorflow as tf 422 | from tensorflow.keras.models import Sequential 423 | from tensorflow.keras.layers import LSTM, Dense 424 | # 定义输入和输出形状 425 | input_shape = (150, 33) 426 | output_shape = (1, 33) 427 | # 创建双层LSTM网络 428 | model = Sequential() 429 | model.add(LSTM(64, return_sequences=True, input_shape=input_shape)) # 第一层LSTM 430 | model.add(LSTM(64)) # 第二层LSTM 431 | model.add(Dense(output_shape[-1], activation='sigmoid')) # 输出层 432 | # 编译模型 433 | model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy']) 434 | # 打印模型结构 435 | model.summary() 436 | ################################################ 437 | #Model: "sequential" 438 | #_________________________________________________________________ 439 | # Layer (type) Output Shape Param # 440 | #================================================================= 441 | # lstm (LSTM) (None, 150, 64) 25088 442 | # 443 | # lstm_1 (LSTM) (None, 64) 33024 444 | # 445 | # dense (Dense) (None, 33) 2145 446 | # 447 | #================================================================= 448 | #Total params: 60,257 449 | #Trainable params: 60,257 450 | #Non-trainable params: 0 451 | ``` 452 | 453 | #### 模型训练 454 | 455 | **开始训练，见证我一天的研究成果。将训练日志和最优参数保存下来，学习率默认为0.001** 456 | 457 | ```python 458 | from datetime import datetime 459 | from tensorflow import keras 460 | EPOCHS = 200 461 | NetNAME = 'LSTM2' 462 | tf.debugging.set_log_device_placement(True) 463 | timestamp = datetime.now().strftime("%Y%m%d-%H%M%S") 464 | NAME = timestamp + NetNAME +"_batchsize";print(NAME) 465 | logdir = "./logs/" + NAME 466 | modeldir = "./model/"+NAME+".h5" 467 | tensorboard_callback = keras.callbacks.TensorBoard(log_dir=logdir) 468 | checkpoint = tf.keras.callbacks.ModelCheckpoint(filepath=modeldir, monitor='val_accuracy', verbose=1, save_best_only=True, mode = 'max') 469 | with tf.device('/GPU:0'): 470 | model.fit( 471 | x=train_dataset, 472 | epochs=EPOCHS, 473 | validation_data=test_dataset, 474 | callbacks=[tensorboard_callback,checkpoint]) 475 | ``` 476 | 477 | 训练了几遍后，目前看起来还算说的过去的结果是这样的。测试集和训练集的损失函数会下降一点，但绝对值还是很大，模型是不收敛的。看精度变化曲线的话，在训练200轮的过程中，是有几次精度比较高的，说明模型偶然猜对了部分数据。 478 | 479 | ![image-20231204191600099](https://blog-1257904201.cos.ap-shanghai.myqcloud.com/img/image-20231204191600099.png) 480 | 481 | ![image-20231204191637930](https://blog-1257904201.cos.ap-shanghai.myqcloud.com/img/image-20231204191637930.png) 482 | 483 | 此外，我们采用同样的方法训练**蓝球模型**。因为蓝球最终只有一个结果，所以输出层的激活函数我们选择**softmax层**，损失函数选择**二分类交叉熵损失函数**。 484 | 485 | ```python 486 | import tensorflow as tf 487 | from tensorflow.keras.models import Sequential 488 | from tensorflow.keras.layers import LSTM, Dense 489 | from tensorflow.keras.callbacks import LearningRateScheduler 490 | from datetime import datetime 491 | from tensorflow import keras 492 | from tensorflow.keras.callbacks import LearningRateScheduler 493 | 494 | data = tf.stack(blue_balls) 495 | # 定义超参数 496 | n_steps = 150 # 时间步数，即每个样本包含的历史时间步数 497 | T = len(data) 498 | features = [] 499 | for i in range(T-n_steps): 500 | features.append(data[i: n_steps + i,:]) 501 | labels = data[n_steps:,:] 502 | features = tf.stack(features) 503 | 504 | # 将数据集划分为训练集和测试集 505 | train_size = int(len(data) * 0.8) 506 | train_X, train_y = features[:train_size], labels[:train_size] 507 | test_X, test_y = features[train_size:],labels[train_size:] 508 | 509 | # 创建tf.data.Dataset对象 510 | train_dataset = tf.data.Dataset.from_tensor_slices((train_X, train_y)) 511 | test_dataset = tf.data.Dataset.from_tensor_slices((test_X, test_y)) 512 | 513 | # 可选：对数据集进行一些预处理操作，例如乱序、批量化和缓存等 514 | train_dataset = train_dataset.shuffle(100).batch(32).prefetch(tf.data.AUTOTUNE) 515 | test_dataset = test_dataset.batch(32).cache().prefetch(tf.data.AUTOTUNE) 516 | 517 | # 定义输入和输出形状 518 | input_shape = (150, 16) 519 | output_shape = (1, 16) 520 | # 创建双层LSTM网络 521 | model = Sequential() 522 | model.add(LSTM(64, return_sequences=True, input_shape=input_shape)) # 第一层LSTM 523 | model.add(LSTM(64)) # 第二层LSTM 524 | model.add(Dense(output_shape[-1], activation='softmax')) # 输出层 525 | # 编译模型 526 | model.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy']) 527 | # 打印模型结构 528 | 529 | 530 | EPOCHS = 400 531 | NetNAME = 'B_LSTM2' 532 | tf.debugging.set_log_device_placement(True) 533 | timestamp = datetime.now().strftime("%Y%m%d-%H%M%S") 534 | NAME = timestamp + NetNAME +"_batchsize";print(NAME) 535 | logdir = "./logs/" + NAME 536 | modeldir = "./model/"+NAME+".h5" 537 | 538 | def lr_scheduler(epoch, lr): 539 | if epoch % 100 == 0 and epoch != 0: 540 | lr = lr / 2 541 | return lr 542 | lr_callback = LearningRateScheduler(lr_scheduler) 543 | tensorboard_callback = keras.callbacks.TensorBoard(log_dir=logdir) 544 | checkpoint = tf.keras.callbacks.ModelCheckpoint(filepath=modeldir, monitor='val_accuracy', verbose=1, save_best_only=True, mode = 'max') 545 | with tf.device('/GPU:0'): 546 | model.fit( 547 | x=train_dataset, 548 | epochs=EPOCHS, 549 | validation_data=test_dataset, 550 | callbacks=[tensorboard_callback,checkpoint]) 551 | ``` 552 | 553 | 哎！蓝球你是一点也学不会啊，严重过拟合了。 554 | 555 | ![image-20231204194418091](https://blog-1257904201.cos.ap-shanghai.myqcloud.com/img/image-20231204194418091.png) 556 | 557 | #### 模型推理 558 | 559 | 加载红球和蓝球模型进行推理，红色球取概率值最高的6个，蓝色球取最高的5个。猜测五次，每次红球不变蓝球变。根据真值判断自己得了几等奖，**开玩！！！！！** 560 | 561 | ```python 562 | import tensorflow as tf 563 | from tensorflow.keras.models import load_model 564 | 565 | def CalculateTheAwards(R,B,Rlabel,Blabel): 566 | R = R.numpy() 567 | B = B.numpy() 568 | Rlabel = Rlabel.numpy() 569 | Blabel = Blabel.numpy() 570 | Rcount = 0 571 | Bcount = Blabel[B] 572 | for r in R: 573 | Rcount = Rcount + Rlabel[r] 574 | if Bcount+Rcount ==7: 575 | print('恭喜你，你中一等奖了！！') 576 | elif Rcount ==6 and Bcount ==0: 577 | print('恭喜你，你中二等奖了！！') 578 | elif Rcount ==5 and Bcount ==1: 579 | print('恭喜你，你中三等奖了！！') 580 | elif Bcount+Rcount ==5: 581 | print('恭喜你，你中四等奖了！！') 582 | elif Bcount+Rcount ==4: 583 | print('恭喜你，你中五等奖了！！') 584 | elif Bcount ==1 : 585 | print('恭喜你，你中六等奖了！！') 586 | else: 587 | print('很遗憾，你没有中奖') 588 | # 加载模型 589 | Rmodel = load_model('model/20231204-174742LSTM2_lr100_batchsize.h5') #20231204-173622LSTM2_batchsize.h5 590 | Bmodel = load_model('model/20231204-192802B_LSTM2_batchsize.h5') 591 | 592 | i = 2 #测试数据编号 593 | # 加载新的数据进行推理 594 | R = tf.expand_dims(tf.stack(red_balls[-150-i:-i]), axis=0) 595 | B = tf.expand_dims(tf.stack(blue_balls[-150-i:-i]), axis=0) 596 | Rlabel = red_balls[-i+1] 597 | Blabel = blue_balls[-i+1] 598 | print(Rlabel.numpy()) 599 | print(Blabel.numpy()) 600 | # 对新数据进行预测 601 | Rpredictions = Rmodel.predict(R,verbose=0) 602 | Bpredictions = Bmodel.predict(B,verbose=0) 603 | # # 打印预测结果 604 | # print(Rpredictions) 605 | # print(Bpredictions) 606 | 607 | # 选择出最大的5/6个元素的索引 608 | _, Rindices = tf.math.top_k(tf.constant(Rpredictions[0]), k=6) 609 | _, Bindices = tf.math.top_k(tf.constant(Bpredictions[0]), k=5) 610 | print(f'预测结果是红球编号{(Rindices+1).numpy()},蓝球编号为{(Bindices[0]+1).numpy()}') 611 | CalculateTheAwards(Rindices,Bindices[0],Rlabel,Blabel) 612 | print(f'预测结果是红球编号{(Rindices+1).numpy()},蓝球编号为{(Bindices[1]+1).numpy()}') 613 | CalculateTheAwards(Rindices,Bindices[1],Rlabel,Blabel) 614 | print(f'预测结果是红球编号{(Rindices+1).numpy()},蓝球编号为{(Bindices[2]+1).numpy()}') 615 | CalculateTheAwards(Rindices,Bindices[2],Rlabel,Blabel) 616 | print(f'预测结果是红球编号{(Rindices+1).numpy()},蓝球编号为{(Bindices[3]+1).numpy()}') 617 | CalculateTheAwards(Rindices,Bindices[3],Rlabel,Blabel) 618 | print(f'预测结果是红球编号{(Rindices+1).numpy()},蓝球编号为{(Bindices[4]+1).numpy()}') 619 | CalculateTheAwards(Rindices,Bindices[4],Rlabel,Blabel) 620 | ``` 621 | 622 | #### 模拟游戏 623 | 624 | 我们使用我们的模型，基于历史开奖数据进行模拟游戏。**每次下注结果都是使用前150次的中奖数字通过模型推理得到的**。每次买5注，10块钱。我们先玩10次看看 625 | 626 | ``` 627 | 红球开奖结果： [0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 1 0 0 0 1 0 0 0 1 0 0 0 0 0 0] 628 | 蓝球开奖结果： [0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0] 629 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为10 ----> 很遗憾，你没有中奖 630 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为14 ----> 很遗憾，你没有中奖 631 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为11 ----> 恭喜你，你中六等奖了！！5块钱 632 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为15 ----> 很遗憾，你没有中奖 633 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为4 ----> 很遗憾，你没有中奖 634 | ``` 635 | ``` 636 | 红球开奖结果： [0 0 1 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 1 0 0 0 0 0 0 0] 637 | 蓝球开奖结果： [0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0] 638 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为8 ----> 很遗憾，你没有中奖 639 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为14 ----> 很遗憾，你没有中奖 640 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为10 ----> 恭喜你，你中六等奖了！！5块钱 641 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为5 ----> 很遗憾，你没有中奖 642 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为15 ----> 很遗憾，你没有中奖 643 | ``` 644 | ``` 645 | 红球开奖结果： [0 0 0 0 1 1 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0] 646 | 蓝球开奖结果： [0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0] 647 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为8 ----> 很遗憾，你没有中奖 648 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为5 ----> 很遗憾，你没有中奖 649 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为4 ----> 很遗憾，你没有中奖 650 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为12 ----> 很遗憾，你没有中奖 651 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为15 ----> 很遗憾，你没有中奖 652 | ``` 653 | ``` 654 | 红球开奖结果： [0 0 0 0 1 0 0 1 1 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1] 655 | 蓝球开奖结果： [0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0] 656 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为12 ----> 很遗憾，你没有中奖 657 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为4 ----> 恭喜你，你中六等奖了！！5块钱 658 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为14 ----> 很遗憾，你没有中奖 659 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为9 ----> 很遗憾，你没有中奖 660 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为3 ----> 很遗憾，你没有中奖 661 | ``` 662 | ``` 663 | 红球开奖结果： [0 0 0 1 1 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0] 664 | 蓝球开奖结果： [0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0] 665 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为14 ----> 很遗憾，你没有中奖 666 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为10 ----> 很遗憾，你没有中奖 667 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为11 ----> 很遗憾，你没有中奖 668 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为1 ----> 很遗憾，你没有中奖 669 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为3 ----> 恭喜你，你中六等奖了！！5块钱 670 | ``` 671 | ``` 672 | 红球开奖结果： [0 0 1 0 0 0 0 0 1 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0] 673 | 蓝球开奖结果： [1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] 674 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为1 ----> 恭喜你，你中六等奖了！！5块钱 675 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为5 ----> 很遗憾，你没有中奖 676 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为10 ----> 很遗憾，你没有中奖 677 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为12 ----> 很遗憾，你没有中奖 678 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为8 ----> 很遗憾，你没有中奖 679 | ``` 680 | ``` 681 | 红球开奖结果： [0 0 0 0 0 1 1 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0] 682 | 蓝球开奖结果： [1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] 683 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为1 ----> 恭喜你，你中六等奖了！！5块钱 684 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为5 ----> 很遗憾，你没有中奖 685 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为4 ----> 很遗憾，你没有中奖 686 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为3 ----> 很遗憾，你没有中奖 687 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为8 ----> 很遗憾，你没有中奖 688 | ``` 689 | ``` 690 | 红球开奖结果： [0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 1 1 0 0 0 0 0 0 0 0 1 0] 691 | 蓝球开奖结果： [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1] 692 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为13 ----> 很遗憾，你没有中奖 693 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为9 ----> 很遗憾，你没有中奖 694 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为7 ----> 很遗憾，你没有中奖 695 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为15 ----> 很遗憾，你没有中奖 696 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为3 ----> 很遗憾，你没有中奖 697 | ``` 698 | ``` 699 | 红球开奖结果： [0 0 0 0 0 0 0 1 1 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1] 700 | 蓝球开奖结果： [0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0] 701 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为9 ----> 很遗憾，你没有中奖 702 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为16 ----> 很遗憾，你没有中奖 703 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为15 ----> 很遗憾，你没有中奖 704 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为3 ----> 很遗憾，你没有中奖 705 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为4 ----> 恭喜你，你中六等奖了！！5块钱 706 | ``` 707 | 708 | ``` 709 | 红球开奖结果： [0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 1 1 0 0 0 0 0 1 0 0 0 0 0 1] 710 | 蓝球开奖结果： [1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] 711 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为9 ----> 很遗憾，你没有中奖 712 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为16 ----> 很遗憾，你没有中奖 713 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为4 ----> 很遗憾，你没有中奖 714 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为13 ----> 很遗憾，你没有中奖 715 | 预测结果是红球编号[14 16 29 20 11 33],蓝球编号为1 ----> 恭喜你，你中五等奖了！！10块钱 716 | ``` 717 | 718 | **hahahahahahahahahaha**，红球模型的输出结果每次是不同的，但概率最高的永远是这6个数，**有问题的**，它似乎只喜欢买这几个号。但不管怎样，6等奖概率还可以。今天算是没白干（耗费11h），**以后有空再搞v0.2**。 719 | 720 | #### 问题总结 721 | 722 | 方便下次改进，1）红球输出是固定的，2）蓝球模型是严重过拟合的。两个模型都基本是无法收敛的，不过这也正常，但我觉得应该还有优化空间。 723 | 724 | 725 | 726 | 727 | 728 | ## 五、双色球应用程序 729 | 730 | 从网站上爬取最近150次的中奖结果，输入模型进行预测，得到红蓝球数字。 731 | 732 | ```python 733 | import requests 734 | import json 735 | import random 736 | import tensorflow as tf 737 | import numpy as np 738 | from datetime import datetime,date 739 | from tensorflow.keras.models import load_model 740 | # 加载模型 741 | Rmodel = load_model('model/20231204-174742LSTM2_lr100_batchsize.h5') #20231204-173622LSTM2_batchsize.h5 742 | Bmodel = load_model('model/20231204-192802B_LSTM2_batchsize.h5') 743 | 744 | url = 'https://jc.zhcw.com/port/client_json.php' 745 | headers = { 746 | "User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/119.0.0.0 Safari/537.36 Edg/119.0.0.0", 747 | "Referer": "https://www.zhcw.com/" 748 | } 749 | cookies = { 750 | "Hm_lvt_692bd5f9c07d3ebd0063062fb0d7622f": "1701622572", 751 | "_gid": "GA1.2.1218667687.1701622572", 752 | "Hm_lvt_12e4883fd1649d006e3ae22a39f97330": "1701622573", 753 | "PHPSESSID": "6k70gq2h44nksmou3n8374jq13", 754 | "_ga_9FDP3NWFMS": "GS1.1.1701622572.1.1.1701623257.0.0.0", 755 | "_ga": "GA1.2.1720843243.1701622572", 756 | "Hm_lpvt_12e4883fd1649d006e3ae22a39f97330": "1701623257", 757 | "Hm_lpvt_692bd5f9c07d3ebd0063062fb0d7622f": "1701623258" 758 | } 759 | 760 | history = [] 761 | for i in range(1,6): 762 | params = { 763 | 'callback':'jQuery112208474410773064831_1701622567918', 764 | 'transactionType':10001001, 765 | 'lotteryId':1, 766 | 'issueCount':150, 767 | 'startIssue':'', 768 | 'endIssue':'', 769 | 'startDate':'', 770 | 'endDate':'', 771 | 'type':0, 772 | 'pageNum':i,'pageSize':30, 773 | "tt": random.random(), 774 | "_": str(int(time.time() * 1000)) 775 | } 776 | # 发送HTTP GET请求 777 | response = requests.get(url,headers=headers,cookies=cookies,params=params) 778 | 779 | # 提取JSONP响应中的JSON数据 780 | json_data = response.text.split('(')[1].split(')')[0] 781 | # 解析JSON数据 782 | data = json.loads(json_data) 783 | # 提取双色球号码信息 784 | for entry in data['data']: 785 | issue = int(entry['issue']) 786 | front_winning_num = entry['frontWinningNum'] 787 | back_winning_num = entry['backWinningNum'] 788 | history.append([issue,front_winning_num,back_winning_num]) 789 | # 按照期号进行排序 790 | history = sorted(history, key=lambda x: x[0]) 791 | #print(history) 792 | 793 | red_history = [] 794 | blue_history = [] 795 | # 构造模型的输入数据 796 | for h in history: 797 | red = np.array([int(i)-1 for i in h[1].split(' ')]) 798 | # 编码 799 | red = tf.one_hot(red, depth=33) 800 | red = tf.reduce_sum(red, axis=0) 801 | red_history.append(red) 802 | blue = np.array([int(h[2])-1]) 803 | blue = tf.one_hot(blue, depth=16) 804 | blue = tf.reduce_sum(blue, axis=0) 805 | blue_history.append(blue) 806 | #print(blue_balls) 807 | 808 | 809 | 810 | # # 加载新的数据进行推理 811 | R = tf.expand_dims(tf.stack(red_history), axis=0) 812 | B = tf.expand_dims(tf.stack(blue_history), axis=0) 813 | 814 | 815 | # 对新数据进行预测 816 | Rpredictions = Rmodel.predict(R,verbose=0) 817 | Bpredictions = Bmodel.predict(B,verbose=0) 818 | # # 打印预测结果 819 | #print(Rpredictions) 820 | # print(Bpredictions) 821 | 822 | # # 选择出最大的5个元素及其索引 823 | _, Rindices = tf.math.top_k(tf.constant(Rpredictions[0]), k=6) 824 | _, Bindices = tf.math.top_k(tf.constant(Bpredictions[0]), k=5) 825 | print('今天是:', date.today(),' 推理下一次双色球的号码是：') 826 | print(f'1：红球编号{(Rindices+1).numpy()},蓝球编号为{(Bindices[0]+1).numpy()}') 827 | print(f'2：红球编号{(Rindices+1).numpy()},蓝球编号为{(Bindices[1]+1).numpy()}') 828 | print(f'3：红球编号{(Rindices+1).numpy()},蓝球编号为{(Bindices[2]+1).numpy()}') 829 | print(f'4：红球编号{(Rindices+1).numpy()},蓝球编号为{(Bindices[3]+1).numpy()}') 830 | print(f'5：红球编号{(Rindices+1).numpy()},蓝球编号为{(Bindices[4]+1).numpy()}') 831 | ``` 832 | 结果如下： 833 | ``` 834 | 今天是: 2023-12-04 推理下一次双色球的号码是： 835 | 1：红球编号[14 16 29 20 11 33],蓝球编号为1 836 | 2：红球编号[14 16 29 20 11 33],蓝球编号为10 837 | 3：红球编号[14 16 29 20 11 33],蓝球编号为12 838 | 4：红球编号[14 16 29 20 11 33],蓝球编号为7 839 | 5：红球编号[14 16 29 20 11 33],蓝球编号为13 840 | ``` 841 | 842 | -------------------------------------------------------------------------------- /Bicolorballs.csv: 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2003018,2003/4/24,05 16 19 20 25 28,13,14339392,0 19 | 2003019,2003/4/27,04 08 12 13 16 33,9,15159580,0 20 | 2003020,2003/5/1,07 10 25 26 27 32,4,14670860,0 21 | 2003021,2003/5/4,14 15 18 25 26 30,1,13537342,0 22 | 2003022,2003/5/8,02 07 11 12 14 32,8,13869188,0 23 | 2003023,2003/5/11,01 10 20 22 26 31,2,15374822,0 24 | 2003024,2003/5/15,02 07 15 17 22 30,14,15035104,0 25 | 2003025,2003/5/18,01 05 11 13 14 27,12,16536260,0 26 | 2003026,2003/5/22,08 13 15 26 29 31,16,16245314,0 27 | 2003027,2003/5/25,01 11 14 17 27 28,15,17626250,0 28 | 2003028,2003/5/29,06 13 16 20 28 32,7,17442014,0 29 | 2003029,2003/6/1,02 07 15 26 29 32,10,17515374,0 30 | 2003030,2003/6/5,02 06 13 14 23 27,7,16765384,0 31 | 2003031,2003/6/8,11 17 20 22 28 32,1,18101608,0 32 | 2003032,2003/6/12,04 11 25 27 29 30,13,20115568,0 33 | 2003033,2003/6/15,01 07 14 20 27 30,10,22266754,0 34 | 2003034,2003/6/19,08 13 14 16 23 25,14,22899946,0 35 | 2003035,2003/6/22,03 04 05 08 10 11,8,25179768,0 36 | 2003036,2003/6/26,07 21 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27,11,63510334,0 73 | 2003073,2003/11/2,02 12 14 21 23 30,13,57551772,0 74 | 2003074,2003/11/6,02 12 19 22 27 32,1,59866792,0 75 | 2003075,2003/11/9,16 17 19 22 31 33,11,52503898,0 76 | 2003076,2003/11/13,01 13 16 18 20 29,2,58283200,0 77 | 2003077,2003/11/16,04 12 16 22 24 25,6,59628070,0 78 | 2003078,2003/11/20,07 12 23 26 29 30,11,61385292,0 79 | 2003079,2003/11/23,12 15 22 23 26 31,4,61225192,0 80 | 2003080,2003/11/27,09 20 24 25 28 30,10,61168028,0 81 | 2003081,2003/11/30,01 02 14 26 29 30,7,62508530,0 82 | 2003082,2003/12/4,07 17 18 19 30 31,14,61740044,0 83 | 2003083,2003/12/7,01 03 14 18 26 28,1,59695084,0 84 | 2003084,2003/12/11,02 06 07 10 17 33,3,62314966,0 85 | 2003085,2003/12/14,01 04 11 12 19 27,14,62490224,0 86 | 2003086,2003/12/18,05 12 16 18 26 30,13,64581496,0 87 | 2003087,2003/12/21,02 03 04 05 24 28,13,66127570,0 88 | 2003088,2003/12/25,03 10 21 22 24 33,12,64097276,0 89 | 2003089,2003/12/28,18 19 21 26 27 33,16,67728980,0 90 | 2004001,2004/1/1,01 02 03 07 10 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32,1,90275684,137909685 264 | 2005053,2005/5/10,04 07 10 14 27 29,9,76967356,128885553 265 | 2005054,2005/5/12,05 13 17 18 21 29,14,81854430,129088876 266 | 2005055,2005/5/15,05 20 22 30 32 33,9,93309308,128789536 267 | 2005056,2005/5/17,12 17 19 27 29 31,9,76174508,114443196 268 | 2005057,2005/5/19,05 06 10 15 30 31,13,79892628,116178805 269 | 2005058,2005/5/22,04 06 10 21 25 26,10,93045298,119093702 270 | 2005059,2005/5/24,07 11 14 18 24 29,7,78358206,97237525 271 | 2005060,2005/5/26,09 12 21 25 31 33,13,80020874,101091978 272 | 2005061,2005/5/29,05 09 14 21 23 24,1,91763234,109736636 273 | 2005062,2005/5/31,02 07 11 12 20 23,7,78069394,96133228 274 | 2005063,2005/6/2,02 11 13 18 22 30,4,78062342,100469382 275 | 2005064,2005/6/4,10 18 23 27 30 32,8,91725346,99870563 276 | 2005065,2005/6/7,12 16 17 21 22 23,16,78406326,105283750 277 | 2005066,2005/6/9,02 04 10 11 25 28,5,78834656,100868190 278 | 2005067,2005/6/12,03 12 16 20 21 26,16,91360150,100447230 279 | 2005068,2005/6/14,01 08 10 13 25 33,13,76931454,91663380 280 | 2005069,2005/6/16,07 09 21 24 31 33,12,77421708,106203875 281 | 2005070,2005/6/19,03 04 08 14 16 26,4,93029490,105174796 282 | 2005071,2005/6/21,04 08 12 14 16 22,10,76440970,111539233 283 | 2005072,2005/6/23,06 10 19 20 24 33,11,79624618,96894783 284 | 2005073,2005/6/26,01 06 08 09 18 20,1,91231396,106273162 285 | 2005074,2005/6/28,06 09 18 20 26 29,9,77117314,90304588 286 | 2005075,2005/6/30,11 13 14 16 18 31,14,77727922,89204914 287 | 2005076,2005/7/3,04 09 11 22 25 28,13,89406860,100832903 288 | 2005077,2005/7/5,08 17 22 24 32 33,16,76776232,103010197 289 | 2005078,2005/7/7,03 11 15 20 26 32,11,78597462,104648720 290 | 2005079,2005/7/10,03 09 20 24 25 28,5,90690486,101141394 291 | 2005080,2005/7/12,01 12 14 26 27 32,16,77732422,103587874 292 | 2005081,2005/7/14,02 04 10 12 26 30,3,78229226,98671500 293 | 2005082,2005/7/17,01 07 11 14 19 20,12,90397368,111449207 294 | 2005083,2005/7/19,03 05 09 14 16 30,13,76251350,99788079 295 | 2005084,2005/7/21,01 02 07 15 19 20,3,78941520,76757496 296 | 2005085,2005/7/24,08 09 13 14 20 22,12,89568388,91933970 297 | 2005086,2005/7/26,07 11 12 24 27 29,12,77364602,81535680 298 | 2005087,2005/7/28,08 09 15 16 23 26,8,79213276,88467922 299 | 2005088,2005/7/31,01 03 07 18 20 24,7,90904986,93975816 300 | 2005089,2005/8/2,05 19 20 23 26 31,12,79337620,111214886 301 | 2005090,2005/8/4,01 09 21 25 29 32,3,82913536,114008382 302 | 2005091,2005/8/7,01 11 12 15 26 27,13,95665834,110381478 303 | 2005092,2005/8/9,08 13 19 26 28 31,10,82564864,96434568 304 | 2005093,2005/8/11,04 06 17 23 25 29,14,81066546,96312056 305 | 2005094,2005/8/14,03 05 09 23 27 33,3,92955416,116888019 306 | 2005095,2005/8/16,09 12 18 21 28 29,5,81902156,123187891 307 | 2005096,2005/8/18,04 05 17 18 26 33,4,85977004,126668644 308 | 2005097,2005/8/21,05 10 23 27 28 30,15,95744622,112545980 309 | 2005098,2005/8/23,12 15 19 22 31 33,1,82354218,110972222 310 | 2005099,2005/8/25,10 13 16 22 24 31,9,84539242,98913156 311 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327 | 2005116,2005/10/4,04 06 08 14 15 30,10,82761716,100311500 328 | 2005117,2005/10/6,06 17 22 27 28 32,3,88046422,103478865 329 | 2005118,2005/10/9,04 09 12 15 26 31,16,100005930,97330794 330 | 2005119,2005/10/11,01 07 11 18 20 22,2,84606492,111323443 331 | 2005120,2005/10/13,01 06 13 18 30 32,14,85309164,119219696 332 | 2005121,2005/10/16,01 07 20 25 31 32,12,98424618,122045276 333 | 2005122,2005/10/18,01 04 07 14 30 32,9,86580310,122740488 334 | 2005123,2005/10/20,11 12 13 17 18 25,7,88748762,106298320 335 | 2005124,2005/10/23,05 06 10 19 31 33,11,100141228,95778891 336 | 2005125,2005/10/25,06 14 18 28 31 32,3,87866546,86331035 337 | 2005126,2005/10/27,02 08 13 19 25 26,9,89725146,64551075 338 | 2005127,2005/10/30,04 06 11 14 23 25,12,100319936,67651420 339 | 2005128,2005/11/1,02 04 14 23 29 33,15,90364038,69975632 340 | 2005129,2005/11/3,05 10 14 20 27 33,3,92402414,80168399 341 | 2005130,2005/11/6,03 05 09 15 20 25,16,107409392,67536960 342 | 2005131,2005/11/8,02 07 10 11 12 24,3,92470384,82298616 343 | 2005132,2005/11/10,02 04 10 18 27 29,15,94130152,103362613 344 | 2005133,2005/11/13,01 07 14 16 18 25,11,112647856,101654338 345 | 2005134,2005/11/15,04 13 14 18 26 30,1,96024468,110313635 346 | 2005135,2005/11/17,01 05 13 15 21 25,11,98055380,110858234 347 | 2005136,2005/11/20,05 14 16 18 25 27,13,110922040,109954896 348 | 2005137,2005/11/22,03 09 15 23 25 33,12,94838566,106407506 349 | 2005138,2005/11/24,03 05 06 11 20 22,13,99148234,116771293 350 | 2005139,2005/11/27,02 07 20 23 32 33,10,113954368,104663808 351 | 2005140,2005/11/29,04 06 07 08 12 17,7,97816778,103404410 352 | 2005141,2005/12/1,03 05 08 12 16 19,15,98736818,92018980 353 | 2005142,2005/12/4,07 10 12 17 22 29,5,107920884,76423134 354 | 2005143,2005/12/6,03 10 15 17 20 32,8,89833786,69017880 355 | 2005144,2005/12/8,01 08 14 15 19 27,9,93615492,64279302 356 | 2005145,2005/12/11,03 07 08 17 20 28,15,107763236,62495300 357 | 2005146,2005/12/13,07 11 19 20 24 28,2,91683000,63695577 358 | 2005147,2005/12/15,06 07 15 27 28 30,10,92151598,79730381 359 | 2005148,2005/12/18,03 15 17 23 24 29,13,107658676,78871896 360 | 2005149,2005/12/20,11 16 21 23 25 32,7,93699080,84032106 361 | 2005150,2005/12/22,03 07 10 14 18 20,2,94339478,100206958 362 | 2005151,2005/12/25,04 11 12 13 19 30,5,112380820,92564091 363 | 2005152,2005/12/27,01 05 12 14 21 27,3,94543810,66041168 364 | 2005153,2005/12/29,04 05 07 21 26 29,1,97908590,83439714 365 | 2006001,2006/1/1,01 12 15 19 21 28,3,118081372,101571550 366 | 2006002,2006/1/3,07 13 16 21 26 28,9,94624640,82549305 367 | 2006003,2006/1/5,02 04 05 06 16 20,12,97626902,82391486 368 | 2006004,2006/1/8,04 08 17 27 28 31,7,110726140,62785044 369 | 2006005,2006/1/10,03 19 20 24 26 27,11,95099522,63085358 370 | 2006006,2006/1/12,08 21 22 23 26 32,14,95871778,61496982 371 | 2006007,2006/1/15,04 16 18 27 32 33,7,111611858,77433748 372 | 2006008,2006/1/17,03 05 09 18 28 32,16,91800142,64683656 373 | 2006009,2006/1/19,05 06 08 20 26 30,6,91943224,53869004 374 | 2006010,2006/1/22,04 06 12 19 27 29,8,110089308,30000000 375 | 2006011,2006/1/24,05 07 08 14 27 31,11,89227522,32470552 376 | 2006012,2006/1/26,09 11 13 27 31 33,10,101562774,37022589 377 | 2006013,2006/2/5,01 05 06 12 16 21,11,84977250,49687923 378 | 2006014,2006/2/7,06 14 26 29 32 33,7,82668894,53020860 379 | 2006015,2006/2/9,02 03 09 15 29 32,3,88355360,40249445 380 | 2006016,2006/2/12,01 07 13 17 23 30,16,103427620,49855100 381 | 2006017,2006/2/14,03 04 08 31 32 33,2,89616926,57626236 382 | 2006018,2006/2/16,01 13 14 17 24 26,5,87008450,70286614 383 | 2006019,2006/2/19,04 06 13 22 26 32,7,105480332,78092000 384 | 2006020,2006/2/21,05 09 21 23 26 29,6,93253284,90611991 385 | 2006021,2006/2/23,01 02 05 20 21 22,9,94454936,89973418 386 | 2006022,2006/2/26,02 03 04 13 16 27,13,109077186,98963672 387 | 2006023,2006/2/28,04 13 14 19 23 28,8,94622606,79005696 388 | 2006024,2006/3/2,02 07 09 11 21 27,6,99899450,90168028 389 | 2006025,2006/3/5,03 04 17 19 24 32,5,114242160,104040034 390 | 2006026,2006/3/7,01 02 18 22 29 32,3,101697504,100694096 391 | 2006027,2006/3/9,06 08 11 14 16 27,15,105074006,96381836 392 | 2006028,2006/3/12,05 07 14 16 17 27,4,115594746,92516142 393 | 2006029,2006/3/14,03 04 07 09 14 19,8,101076256,93284310 394 | 2006030,2006/3/16,08 13 15 17 20 32,14,104007536,114378629 395 | 2006031,2006/3/19,03 10 12 16 31 32,14,124118424,128524999 396 | 2006032,2006/3/21,05 18 20 24 26 31,9,110906190,113683396 397 | 2006033,2006/3/23,15 20 22 23 27 31,6,111163226,122970002 398 | 2006034,2006/3/26,02 10 15 16 17 33,13,128871804,112727952 399 | 2006035,2006/3/28,03 09 13 21 27 29,13,107522946,113614740 400 | 2006036,2006/3/30,04 07 10 16 17 21,9,109841862,117338673 401 | 2006037,2006/4/2,02 12 23 24 25 32,14,124438394,124709476 402 | 2006038,2006/4/4,02 14 17 19 22 30,10,101996466,121715084 403 | 2006039,2006/4/6,16 19 22 28 31 32,3,106258396,124949353 404 | 2006040,2006/4/9,15 22 25 26 28 33,3,123352566,138991437 405 | 2006041,2006/4/11,03 10 16 18 21 28,4,105725214,138392950 406 | 2006042,2006/4/13,03 16 23 26 28 31,11,105723260,139676741 407 | 2006043,2006/4/16,05 12 13 16 23 32,3,125637310,143000486 408 | 2006044,2006/4/18,02 10 18 21 30 31,5,107026164,151058247 409 | 2006045,2006/4/20,06 07 10 14 20 21,4,109852122,160942652 410 | 2006046,2006/4/23,13 18 23 29 31 32,8,128175586,153531387 411 | 2006047,2006/4/25,02 17 20 22 28 32,3,109048914,154170844 412 | 2006048,2006/4/27,09 13 19 25 29 32,12,108892170,143211009 413 | 2006049,2006/4/30,06 10 12 13 17 20,3,123714924,140966397 414 | 2006050,2006/5/1,02 06 12 15 25 31,7,94915860,138448657 415 | 2006051,2006/5/4,02 06 07 17 27 30,16,97800512,140350449 416 | 2006052,2006/5/7,11 24 26 27 30 32,3,118886736,146136139 417 | 2006053,2006/5/9,01 11 17 27 28 31,2,100676240,119397726 418 | 2006054,2006/5/11,03 05 07 10 28 30,4,103152448,112143957 419 | 2006055,2006/5/14,04 05 28 29 31 33,11,119895110,93348960 420 | 2006056,2006/5/16,11 13 15 21 23 25,8,103929956,60756660 421 | 2006057,2006/5/18,03 04 17 18 21 31,8,99929702,70227630 422 | 2006058,2006/5/21,01 12 22 23 24 25,14,116033720,81135276 423 | 2006059,2006/5/23,05 10 15 17 27 29,11,100396304,81841407 424 | 2006060,2006/5/25,05 15 19 23 30 32,14,103935570,103787721 425 | 2006061,2006/5/28,05 13 17 19 25 30,11,119567188,100176429 426 | 2006062,2006/5/30,18 22 23 24 26 30,1,103173418,107665930 427 | 2006063,2006/6/1,04 05 15 21 23 24,8,101449632,106641730 428 | 2006064,2006/6/4,03 12 14 21 24 28,11,120208036,94302188 429 | 2006065,2006/6/6,04 08 17 28 29 30,13,105179330,101227502 430 | 2006066,2006/6/8,06 08 11 18 30 33,5,105113854,104811700 431 | 2006067,2006/6/11,07 08 11 16 17 24,13,119304720,116658336 432 | 2006068,2006/6/13,03 07 10 14 30 33,10,101776294,113605314 433 | 2006069,2006/6/15,05 16 20 22 29 30,8,103486846,115666244 434 | 2006070,2006/6/18,02 03 11 13 20 27,2,117810232,116179310 435 | 2006071,2006/6/20,05 11 12 19 29 31,1,98069610,115888856 436 | 2006072,2006/6/22,02 03 05 20 21 24,8,97222706,124246824 437 | 2006073,2006/6/25,05 13 16 18 27 29,12,113367342,111844608 438 | 2006074,2006/6/27,01 03 15 19 25 33,4,97994678,120780908 439 | 2006075,2006/6/29,10 21 22 23 25 33,11,98135212,120547424 440 | 2006076,2006/7/2,04 10 17 21 29 32,14,111315098,91956935 441 | 2006077,2006/7/4,08 09 12 13 19 33,9,95566810,98162082 442 | 2006078,2006/7/6,03 05 17 22 31 33,12,96331128,106559472 443 | 2006079,2006/7/9,06 11 13 17 20 32,8,113367342,99173775 444 | 2006080,2006/7/11,15 17 20 22 26 29,9,95689488,116315344 445 | 2006081,2006/7/13,14 16 18 21 22 32,4,94879564,120292242 446 | 2006082,2006/7/16,03 13 15 23 28 29,9,110771614,90186744 447 | 2006083,2006/7/18,07 09 18 19 26 29,10,94698606,73263015 448 | 2006084,2006/7/20,01 12 17 21 25 28,12,95796786,67114345 449 | 2006085,2006/7/23,02 06 18 21 24 25,8,113841824,66565353 450 | 2006086,2006/7/25,04 06 10 24 26 31,6,100268238,65991876 451 | 2006087,2006/7/27,04 05 08 09 12 30,5,100404616,68575468 452 | 2006088,2006/7/30,03 11 20 24 25 26,1,114786458,71337415 453 | 2006089,2006/8/1,01 13 16 18 19 22,1,94591130,86285876 454 | 2006090,2006/8/3,02 11 15 20 23 29,11,96271594,81755244 455 | 2006091,2006/8/6,07 08 12 21 22 24,7,117308110,90646515 456 | 2006092,2006/8/8,02 08 11 16 20 21,14,100741394,101941173 457 | 2006093,2006/8/10,02 12 16 18 19 23,5,103069550,112211224 458 | 2006094,2006/8/13,15 16 17 18 24 33,13,118981520,114861640 459 | 2006095,2006/8/15,01 03 17 20 21 29,16,102008350,123013291 460 | 2006096,2006/8/17,01 05 09 13 18 33,14,104405910,133571360 461 | 2006097,2006/8/20,11 14 15 20 26 27,12,121243358,142398104 462 | 2006098,2006/8/22,06 07 10 11 18 23,16,106596798,143945640 463 | 2006099,2006/8/24,09 12 18 23 24 27,5,104632276,136601442 464 | 2006100,2006/8/27,01 11 18 26 30 32,3,121377382,143109384 465 | 2006101,2006/8/29,09 12 20 26 27 28,16,103642530,139155564 466 | 2006102,2006/8/31,01 04 13 19 20 24,11,101870248,145599783 467 | 2006103,2006/9/3,12 14 15 25 28 31,6,121181078,148745838 468 | 2006104,2006/9/5,03 07 22 27 28 31,11,103600434,153867079 469 | 2006105,2006/9/7,05 12 14 15 20 31,1,107101384,164297659 470 | 2006106,2006/9/10,02 12 14 19 28 33,10,125436850,159571905 471 | 2006107,2006/9/12,01 06 08 13 17 30,7,104721686,143020688 472 | 2006108,2006/9/14,02 06 08 20 24 30,9,109119888,117656898 473 | 2006109,2006/9/17,01 05 17 18 23 26,13,126119150,121401005 474 | 2006110,2006/9/19,09 12 14 18 27 33,13,109867074,133669148 475 | 2006111,2006/9/21,01 08 11 16 17 22,15,108913454,128132828 476 | 2006112,2006/9/24,04 09 13 15 31 33,11,125399344,128216984 477 | 2006113,2006/9/26,05 14 17 18 28 33,2,107572058,115495976 478 | 2006114,2006/9/28,08 10 14 20 27 29,16,108934344,116771282 479 | 2006115,2006/10/1,01 10 20 26 28 29,15,124883314,88229360 480 | 2006116,2006/10/3,05 16 21 22 32 33,9,98613202,84271636 481 | 2006117,2006/10/5,06 14 20 22 23 26,9,102567054,109790770 482 | 2006118,2006/10/8,01 03 07 08 10 30,5,120456838,114506559 483 | 2006119,2006/10/10,01 02 14 20 27 30,2,104253630,109004982 484 | 2006120,2006/10/12,06 08 14 15 24 33,9,106800148,59338240 485 | 2006121,2006/10/15,03 04 06 27 31 33,6,121563190,81572370 486 | 2006122,2006/10/17,04 05 06 08 22 24,3,106944306,65977722 487 | 2006123,2006/10/19,02 03 20 25 28 32,6,109186124,90869747 488 | 2006124,2006/10/22,12 13 14 18 31 32,13,126512484,98741457 489 | 2006125,2006/10/24,15 19 23 30 32 33,6,108541420,125085299 490 | 2006126,2006/10/26,02 08 13 16 24 33,9,112001142,106706025 491 | 2006127,2006/10/29,03 04 11 17 19 30,1,132007038,114489426 492 | 2006128,2006/10/31,04 15 21 30 31 33,5,112378664,113709638 493 | 2006129,2006/11/2,09 14 18 22 27 29,12,114763814,55852518 494 | 2006130,2006/11/5,01 12 21 22 30 32,2,127450422,76044452 495 | 2006131,2006/11/7,03 04 09 22 26 33,1,109252010,104396474 496 | 2006132,2006/11/9,06 14 22 26 30 33,1,112975272,117608722 497 | 2006133,2006/11/12,04 06 20 25 29 31,3,132260424,127782601 498 | 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15 32,15,115306168,117578658 514 | 2006150,2006/12/21,08 09 12 18 25 27,12,115993740,107609196 515 | 2006151,2006/12/24,01 03 04 06 16 22,8,138410226,100254102 516 | 2006152,2006/12/26,01 14 20 25 27 31,15,119601334,103194508 517 | 2006153,2006/12/28,01 07 11 20 30 33,10,116654792,96548648 518 | 2006154,2006/12/31,07 14 18 20 30 33,13,141112320,97703100 519 | 2007001,2007/1/2,02 04 09 10 20 26,14,107551896,109312240 520 | 2007002,2007/1/4,05 06 14 20 21 22,1,112130528,115844064 521 | 2007003,2007/1/7,05 09 11 12 22 27,15,129783464,118050456 522 | 2007004,2007/1/9,03 07 10 13 25 33,10,109946044,111071937 523 | 2007005,2007/1/11,01 05 06 16 24 30,12,113427606,115070485 524 | 2007006,2007/1/14,06 10 14 22 26 27,11,130460716,88001697 525 | 2007007,2007/1/16,04 12 15 17 22 32,14,111917406,93623739 526 | 2007008,2007/1/18,01 04 05 18 19 25,10,116492752,108205308 527 | 2007009,2007/1/21,02 04 14 15 25 27,15,132693662,104424915 528 | 2007010,2007/1/23,03 08 14 17 30 32,5,115335536,96939315 529 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2007042,2007/4/15,03 13 16 19 32 33,8,142691830,130625495 561 | 2007043,2007/4/17,03 08 10 11 14 30,5,122386058,118014140 562 | 2007044,2007/4/19,09 13 20 21 24 32,8,124340438,125002097 563 | 2007045,2007/4/22,01 12 18 21 28 30,10,136615924,125430648 564 | 2007046,2007/4/24,02 06 07 09 19 26,14,119427296,115125408 565 | 2007047,2007/4/26,02 04 16 18 23 30,6,119916622,110480448 566 | 2007048,2007/4/29,02 11 12 15 17 28,12,136379094,97830540 567 | 2007049,2007/5/1,04 14 18 19 31 33,2,109032730,112092768 568 | 2007050,2007/5/3,01 05 08 13 18 25,2,105495070,107678022 569 | 2007051,2007/5/6,03 14 16 26 27 33,13,128364720,86681988 570 | 2007052,2007/5/8,02 03 07 08 26 29,7,107460952,76681988 571 | 2007053,2007/5/10,10 13 16 17 18 27,11,109175190,78099634 572 | 2007054,2007/5/13,01 03 16 18 23 28,5,126641628,94220186 573 | 2007055,2007/5/15,02 06 11 22 28 29,2,109364728,107553346 574 | 2007056,2007/5/17,14 17 21 29 31 32,12,111070368,110967359 575 | 2007057,2007/5/20,05 11 18 19 20 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28,2,225210868,116765796 994 | 2010015,2010/2/4,01 04 16 21 23 28,6,228269280,164365828 995 | 2010016,2010/2/7,02 08 10 12 30 33,16,254137478,159326008 996 | 2010017,2010/2/9,01 03 06 11 12 23,11,221450104,132229206 997 | 2010018,2010/2/11,11 28 29 30 32 33,2,229188092,156455688 998 | 2010019,2010/2/21,02 10 22 24 26 27,6,234815252,182320448 999 | 2010020,2010/2/23,05 06 14 22 24 26,9,215066270,95136920 1000 | 2010021,2010/2/25,02 09 16 17 19 25,4,217152080,106625245 1001 | 2010022,2010/2/28,01 02 18 29 31 32,2,245991044,125523464 1002 | 2010023,2010/3/2,02 09 11 22 24 27,11,220109148,119787710 1003 | 2010024,2010/3/4,07 16 26 27 29 31,14,224928938,129470556 1004 | 2010025,2010/3/7,04 05 07 10 13 25,11,248648212,133189084 1005 | 2010026,2010/3/9,02 04 05 08 19 22,12,220382336,150691839 1006 | 2010027,2010/3/11,03 04 15 25 26 30,13,234693930,144930639 1007 | 2010028,2010/3/14,01 03 06 12 16 32,12,256691698,184385240 1008 | 2010029,2010/3/16,01 05 14 16 17 22,3,236373590,160680592 1009 | 2010030,2010/3/18,03 06 10 16 25 31,5,239533728,161999500 1010 | 2010031,2010/3/21,05 07 13 24 25 28,4,267151062,131780112 1011 | 2010032,2010/3/23,08 18 21 28 29 33,8,236489598,30000000 1012 | 2010033,2010/3/25,08 10 11 12 25 29,9,224347302,30000000 1013 | 2010034,2010/3/28,06 11 13 22 25 32,12,252670562,64363617 1014 | 2010035,2010/3/30,09 10 11 18 19 21,10,228911294,44965300 1015 | 2010036,2010/4/1,06 13 14 28 29 30,8,229557916,35828200 1016 | 2010037,2010/4/4,03 16 19 21 24 26,6,247240280,69165892 1017 | 2010038,2010/4/6,01 06 07 11 13 16,1,226161590,61171668 1018 | 2010039,2010/4/8,08 17 21 23 25 32,12,226833664,107909662 1019 | 2010040,2010/4/11,12 19 24 25 30 32,11,257165686,110698090 1020 | 2010041,2010/4/13,03 05 13 19 25 29,12,232591320,116268750 1021 | 2010042,2010/4/15,03 06 11 20 31 32,10,231323160,112387849 1022 | 2010043,2010/4/18,04 10 19 22 28 33,4,265889144,128312224 1023 | 2010044,2010/4/20,03 09 21 23 27 31,5,237978418,76358160 1024 | 2010045,2010/4/22,02 03 04 13 20 29,1,235205392,72583137 1025 | 2010046,2010/4/25,11 12 21 23 27 32,5,257876882,122776494 1026 | 2010047,2010/4/27,03 10 13 20 21 32,15,230736816,127710520 1027 | 2010048,2010/4/29,01 06 08 10 23 33,2,227901710,144359586 1028 | 2010049,2010/5/2,01 06 10 26 27 28,2,238207928,172606158 1029 | 2010050,2010/5/4,07 21 22 26 28 30,11,217484954,187830266 1030 | 2010051,2010/5/6,04 17 23 27 28 32,3,229638378,171582525 1031 | 2010052,2010/5/9,01 02 19 23 27 29,10,254114154,187259932 1032 | 2010053,2010/5/11,03 22 24 27 28 30,14,233188676,202467090 1033 | 2010054,2010/5/13,01 06 08 12 14 25,6,240532550,200266356 1034 | 2010055,2010/5/16,02 03 13 19 20 23,8,265950816,167046450 1035 | 2010056,2010/5/18,01 02 03 08 13 32,7,243521976,144121435 1036 | 2010057,2010/5/20,05 11 12 19 25 32,5,241998022,79463070 1037 | 2010058,2010/5/23,01 04 11 17 19 29,12,258079782,97559109 1038 | 2010059,2010/5/25,01 09 11 12 18 30,10,232718404,110448675 1039 | 2010060,2010/5/27,01 08 15 18 22 27,9,239669684,102409895 1040 | 2010061,2010/5/30,02 04 16 19 22 26,12,261848018,122145796 1041 | 2010062,2010/6/1,11 13 15 20 31 33,3,235535320,153894811 1042 | 2010063,2010/6/3,02 06 10 17 23 24,3,236083458,160977474 1043 | 2010064,2010/6/6,08 14 25 26 30 31,11,259371022,144757616 1044 | 2010065,2010/6/8,02 07 08 17 30 32,12,234372332,156497436 1045 | 2010066,2010/6/10,01 03 21 22 31 32,7,237425002,178105520 1046 | 2010067,2010/6/13,01 07 10 14 21 25,1,258825118,210515402 1047 | 2010068,2010/6/15,03 13 18 20 23 28,13,215863382,162443021 1048 | 2010069,2010/6/17,12 14 20 22 24 32,11,225582108,192202020 1049 | 2010070,2010/6/20,08 13 23 27 31 33,7,254342696,201343140 1050 | 2010071,2010/6/22,05 13 14 17 20 26,1,232948886,226135872 1051 | 2010072,2010/6/24,06 08 22 23 30 31,1,235231488,252006552 1052 | 2010073,2010/6/27,01 16 20 23 27 31,2,263364832,276101361 1053 | 2010074,2010/6/29,02 10 17 18 19 29,15,236056644,261116352 1054 | 2010075,2010/7/1,05 09 12 13 15 22,14,229619238,263060130 1055 | 2010076,2010/7/4,01 12 14 29 31 32,15,249655268,306216932 1056 | 2010077,2010/7/6,02 08 14 20 21 24,9,233330914,315959373 1057 | 2010078,2010/7/8,01 03 09 11 17 23,12,240635560,302715558 1058 | 2010079,2010/7/11,08 11 12 14 18 22,2,269970928,321832084 1059 | 2010080,2010/7/13,08 10 13 14 16 23,16,241525992,325852197 1060 | 2010081,2010/7/15,02 03 09 24 26 27,5,242647146,337006341 1061 | 2010082,2010/7/18,01 08 13 14 27 31,2,266766152,342091855 1062 | 2010083,2010/7/20,02 20 21 22 23 31,12,239182242,361652319 1063 | 2010084,2010/7/22,02 10 14 18 20 30,3,243838210,368329515 1064 | 2010085,2010/7/25,01 08 12 13 24 27,8,275602494,258388125 1065 | 2010086,2010/7/27,05 21 28 29 30 31,8,243138962,299513812 1066 | 2010087,2010/7/29,01 08 16 17 25 30,10,235879868,278080281 1067 | 2010088,2010/8/1,05 06 15 23 27 30,12,264168238,231375816 1068 | 2010089,2010/8/3,07 08 09 16 23 26,1,239719796,226126120 1069 | 2010090,2010/8/5,01 06 10 15 25 31,14,232731512,242084181 1070 | 2010091,2010/8/8,06 13 16 20 22 24,16,266211592,232206160 1071 | 2010092,2010/8/10,03 13 19 27 28 30,2,235395046,30000000 1072 | 2010093,2010/8/12,09 10 19 28 32 33,6,214376608,30846725 1073 | 2010094,2010/8/15,03 05 07 27 31 32,10,250015372,28759580 1074 | 2010095,2010/8/17,09 11 16 17 25 27,14,226093634,52335356 1075 | 2010096,2010/8/19,07 12 21 23 24 28,3,235984000,39097968 1076 | 2010097,2010/8/22,10 16 18 21 24 26,1,263433286,97825621 1077 | 2010098,2010/8/24,01 03 08 16 29 33,7,235404960,90075708 1078 | 2010099,2010/8/26,03 04 17 24 27 30,6,240688192,125043492 1079 | 2010100,2010/8/29,01 06 12 22 23 26,8,271091664,78136487 1080 | 2010101,2010/8/31,04 09 18 21 25 26,6,245688390,109636800 1081 | 2010102,2010/9/2,04 11 16 20 22 29,10,243505778,117855152 1082 | 2010103,2010/9/5,06 09 14 17 20 33,9,278768450,104968990 1083 | 2010104,2010/9/7,07 17 23 24 27 32,2,248944388,86741347 1084 | 2010105,2010/9/9,01 08 09 19 21 31,11,244881210,30000000 1085 | 2010106,2010/9/12,02 06 08 15 26 29,16,263785876,56725410 1086 | 2010107,2010/9/14,08 12 15 17 22 33,16,237514142,113189084 1087 | 2010108,2010/9/16,02 04 08 20 23 24,7,240681452,138341254 1088 | 2010109,2010/9/19,04 15 18 25 29 32,15,270100048,128589910 1089 | 2010110,2010/9/21,01 03 12 24 26 27,1,230609584,99634210 1090 | 2010111,2010/9/23,04 07 08 13 17 18,10,223004690,142526411 1091 | 2010112,2010/9/26,01 08 18 24 29 30,16,276435492,199944920 1092 | 2010113,2010/9/28,05 10 15 18 20 28,10,245484314,221251005 1093 | 2010114,2010/9/30,01 08 11 15 17 25,1,249642432,231087438 1094 | 2010115,2010/10/3,01 22 24 25 29 33,15,254889502,291680631 1095 | 2010116,2010/10/5,05 09 10 20 22 26,7,236885436,43362216 1096 | 2010117,2010/10/7,01 08 20 22 24 28,1,232007386,43404219 1097 | 2010118,2010/10/10,05 08 11 13 15 25,5,278863970,46394658 1098 | 2010119,2010/10/12,07 17 25 27 30 31,9,260972766,30000000 1099 | 2010120,2010/10/14,01 02 05 06 10 29,16,260841502,76099293 1100 | 2010121,2010/10/17,08 11 13 18 25 30,15,288389490,123843444 1101 | 2010122,2010/10/19,02 09 12 16 25 27,6,270548316,135863964 1102 | 2010123,2010/10/21,06 12 15 18 29 32,10,278792718,92347814 1103 | 2010124,2010/10/24,02 06 08 11 12 25,2,303307488,86330028 1104 | 2010125,2010/10/26,06 07 13 23 28 29,9,266084300,103319060 1105 | 2010126,2010/10/28,03 13 18 20 27 28,5,272220524,101922030 1106 | 2010127,2010/10/31,01 04 08 17 25 33,1,308473622,30000000 1107 | 2010128,2010/11/2,04 11 19 20 24 28,12,264631266,30000000 1108 | 2010129,2010/11/4,04 08 14 25 28 32,16,263068470,86641823 1109 | 2010130,2010/11/7,01 02 07 15 21 31,16,301606730,153897490 1110 | 2010131,2010/11/9,05 06 15 16 19 26,6,275057550,122106216 1111 | 2010132,2010/11/11,02 10 12 18 24 33,15,277931070,139725230 1112 | 2010133,2010/11/14,03 09 17 21 26 32,1,302743538,130994343 1113 | 2010134,2010/11/16,09 15 16 22 27 28,6,274898772,144560712 1114 | 2010135,2010/11/18,04 10 13 25 26 30,10,279317018,34195595 1115 | 2010136,2010/11/21,04 10 23 24 26 33,10,305525370,106215220 1116 | 2010137,2010/11/23,07 09 10 13 19 33,6,275941138,143997526 1117 | 2010138,2010/11/25,01 21 23 24 26 30,5,280036566,204162271 1118 | 2010139,2010/11/28,11 13 18 20 26 31,9,319407618,208783224 1119 | 2010140,2010/11/30,01 12 13 18 26 29,15,296121968,236244572 1120 | 2010141,2010/12/2,02 03 07 18 23 27,6,297319014,243640236 1121 | 2010142,2010/12/5,02 16 18 23 26 27,10,330364770,247417472 1122 | 2010143,2010/12/7,09 16 18 26 30 31,14,298251128,276523611 1123 | 2010144,2010/12/9,02 03 08 15 19 21,11,301323048,292556540 1124 | 2010145,2010/12/12,03 21 24 27 28 31,8,326191770,320318914 1125 | 2010146,2010/12/14,01 17 18 22 25 32,1,300076660,335895280 1126 | 2010147,2010/12/16,02 08 15 18 24 30,3,295337382,294170505 1127 | 2010148,2010/12/19,01 03 07 18 23 27,12,338741658,133060932 1128 | 2010149,2010/12/21,02 07 08 16 25 30,9,300479738,35816650 1129 | 2010150,2010/12/23,02 17 18 23 29 30,6,287200078,38712480 1130 | 2010151,2010/12/26,02 13 14 17 19 26,14,315507700,84862932 1131 | 2010152,2010/12/28,04 09 17 21 25 31,1,283747722,89523115 1132 | 2010153,2010/12/30,03 06 12 19 30 31,13,287732956,62813580 1133 | 2011001,2011/1/2,03 09 20 24 26 32,10,290720992,56048886 1134 | 2011002,2011/1/4,06 08 12 17 28 33,5,270533954,65840887 1135 | 2011003,2011/1/6,13 14 21 22 23 27,4,272943652,30000000 1136 | 2011004,2011/1/9,04 06 08 10 13 26,5,283728968,79273990 1137 | 2011005,2011/1/11,06 09 12 14 20 22,13,258389670,131726338 1138 | 2011006,2011/1/13,01 03 05 13 16 18,5,265273552,173812378 1139 | 2011007,2011/1/16,01 09 17 24 26 31,5,292948810,192931056 1140 | 2011008,2011/1/18,10 12 13 17 24 31,15,259069374,222261453 1141 | 2011009,2011/1/20,17 18 23 24 25 26,4,264626108,238238346 1142 | 2011010,2011/1/23,01 04 05 09 15 19,13,286472328,231041745 1143 | 2011011,2011/1/25,01 12 18 19 21 24,10,255418250,201782950 1144 | 2011012,2011/1/27,07 08 11 13 15 26,13,260393668,225444452 1145 | 2011013,2011/1/30,01 03 13 16 21 22,8,288823754,215363832 1146 | 2011014,2011/2/1,05 07 10 11 23 26,16,264496608,215554297 1147 | 2011015,2011/2/10,03 06 13 26 27 29,7,254777566,188641296 1148 | 2011016,2011/2/13,03 04 16 17 22 29,13,282026694,207072515 1149 | 2011017,2011/2/15,02 06 15 23 26 33,8,258279824,225345842 1150 | 2011018,2011/2/17,13 15 18 28 30 33,1,273159286,224589050 1151 | 2011019,2011/2/20,02 04 12 19 32 33,16,309122016,269555166 1152 | 2011020,2011/2/22,12 16 17 19 24 30,5,278341148,282029310 1153 | 2011021,2011/2/24,01 02 14 18 25 31,8,287463484,263047410 1154 | 2011022,2011/2/27,02 07 14 16 17 21,5,317202954,266896557 1155 | 2011023,2011/3/1,02 03 06 21 22 25,5,280592202,299312679 1156 | 2011024,2011/3/3,05 07 10 19 26 31,14,293532026,300509912 1157 | 2011025,2011/3/6,08 25 26 31 32 33,9,335345846,310916704 1158 | 2011026,2011/3/8,07 08 17 19 21 26,12,301792690,286659780 1159 | 2011027,2011/3/10,13 18 21 22 25 26,1,304417422,306462410 1160 | 2011028,2011/3/13,01 04 05 14 16 17,1,341754088,336747720 1161 | 2011029,2011/3/15,01 04 09 10 20 31,7,298361906,336778491 1162 | 2011030,2011/3/17,02 09 19 24 25 33,10,304099208,262866360 1163 | 2011031,2011/3/20,16 17 24 28 29 32,12,336612714,323047830 1164 | 2011032,2011/3/22,03 05 07 13 14 15,15,302968920,292867289 1165 | 2011033,2011/3/24,02 08 12 13 19 29,4,307522678,280673240 1166 | 2011034,2011/3/27,13 14 17 19 24 31,8,345909126,281169434 1167 | 2011035,2011/3/29,13 14 18 20 27 31,2,311694488,306634971 1168 | 2011036,2011/3/31,02 11 20 22 24 31,5,315826494,314551555 1169 | 2011037,2011/4/3,01 03 04 06 17 25,11,330231608,283276620 1170 | 2011038,2011/4/5,02 14 15 19 23 24,12,289140916,308494455 1171 | 2011039,2011/4/7,03 07 10 16 24 29,13,311094814,313782252 1172 | 2011040,2011/4/10,05 11 14 24 26 28,13,345011574,348347810 1173 | 2011041,2011/4/12,04 10 12 13 30 32,13,308500156,397699998 1174 | 2011042,2011/4/14,05 13 15 17 19 21,15,321302904,420622284 1175 | 2011043,2011/4/17,04 13 14 17 25 31,4,358996258,64796400 1176 | 2011044,2011/4/19,03 14 16 26 27 31,9,289688506,46868535 1177 | 2011045,2011/4/21,02 16 17 20 26 32,8,296409720,30057041 1178 | 2011046,2011/4/24,09 17 18 26 29 30,8,322849314,30951895 1179 | 2011047,2011/4/26,04 13 23 25 27 33,14,278338352,76536648 1180 | 2011048,2011/4/28,10 14 18 25 26 27,15,280257800,141967976 1181 | 2011049,2011/5/1,01 11 17 18 27 31,14,298097446,192320366 1182 | 2011050,2011/5/3,04 05 19 22 28 29,15,276013398,206947968 1183 | 2011051,2011/5/5,01 07 11 14 15 16,14,289337386,230583935 1184 | 2011052,2011/5/8,04 05 08 19 27 28,8,314222356,217570635 1185 | 2011053,2011/5/10,03 06 10 12 22 30,15,282819042,252527907 1186 | 2011054,2011/5/12,08 11 16 17 22 33,8,290127160,280610991 1187 | 2011055,2011/5/15,08 13 16 17 29 32,16,323409932,301659908 1188 | 2011056,2011/5/17,13 16 19 20 23 25,10,294519332,313034238 1189 | 2011057,2011/5/19,04 06 20 21 26 33,2,293874448,359064498 1190 | 2011058,2011/5/22,07 18 22 30 32 33,6,321880622,346252616 1191 | 2011059,2011/5/24,24 26 27 29 31 33,16,297661236,369294390 1192 | 2011060,2011/5/26,10 11 13 21 27 31,1,294946664,386605260 1193 | 2011061,2011/5/29,02 03 08 13 19 21,3,329490066,304263180 1194 | 2011062,2011/5/31,04 08 09 10 29 30,3,292576106,283412196 1195 | 2011063,2011/6/2,04 06 13 15 18 19,5,286784814,275057552 1196 | 2011064,2011/6/5,03 06 07 29 30 33,2,308305132,289214904 1197 | 2011065,2011/6/7,04 16 23 25 27 29,3,276483886,342158860 1198 | 2011066,2011/6/9,04 06 14 17 30 32,12,284641290,359148246 1199 | 2011067,2011/6/12,17 19 20 24 25 27,12,321776484,405709326 1200 | 2011068,2011/6/14,03 07 10 15 19 24,10,296012586,412198518 1201 | 2011069,2011/6/16,02 13 16 18 24 30,12,308628372,432770570 1202 | 2011070,2011/6/19,01 03 05 12 21 28,12,342264942,438124428 1203 | 2011071,2011/6/21,01 02 15 22 28 30,2,310534104,475028862 1204 | 2011072,2011/6/23,01 06 10 11 18 27,12,313897806,499808730 1205 | 2011073,2011/6/26,03 04 05 12 17 21,14,362922526,523214664 1206 | 2011074,2011/6/28,02 21 26 28 29 32,1,344333482,544684626 1207 | 2011075,2011/6/30,07 09 10 12 31 32,13,343341640,588128854 1208 | 2011076,2011/7/3,06 19 21 26 32 33,13,382839880,653956218 1209 | 2011077,2011/7/5,01 07 08 15 26 29,10,366916974,650114820 1210 | 2011078,2011/7/7,03 05 13 20 22 29,9,365761038,624766272 1211 | 2011079,2011/7/10,03 14 15 16 24 29,5,391447400,649417535 1212 | 2011080,2011/7/12,02 07 09 25 31 32,9,348447154,650897000 1213 | 2011081,2011/7/14,06 14 19 23 25 32,12,347690264,675559532 1214 | 2011082,2011/7/17,07 16 17 20 25 26,4,388800864,642174720 1215 | 2011083,2011/7/19,07 16 18 24 28 29,6,346077740,650346305 1216 | 2011084,2011/7/21,09 10 12 16 18 32,15,348473896,674781990 1217 | 2011085,2011/7/24,03 06 11 21 24 31,10,371696466,667439560 1218 | 2011086,2011/7/26,06 07 09 12 17 24,9,334074814,142227111 1219 | 2011087,2011/7/28,02 03 04 05 18 28,1,296896504,136827640 1220 | 2011088,2011/7/31,03 09 17 20 21 29,4,327675114,142697808 1221 | 2011089,2011/8/2,01 02 11 24 29 30,12,299010020,124360665 1222 | 2011090,2011/8/4,02 05 14 18 21 25,16,302158754,167944280 1223 | 2011091,2011/8/7,09 15 21 23 28 30,3,330377834,192643284 1224 | 2011092,2011/8/9,05 10 17 26 31 32,4,296160020,220195756 1225 | 2011093,2011/8/11,04 07 11 13 23 30,9,300330150,168782368 1226 | 2011094,2011/8/14,09 11 12 17 18 19,5,329858052,133004802 1227 | 2011095,2011/8/16,03 07 08 10 23 24,5,293229282,74232601 1228 | 2011096,2011/8/18,01 04 07 13 14 19,15,288032952,116162472 1229 | 2011097,2011/8/21,09 17 19 20 21 26,16,323418670,70941649 1230 | 2011098,2011/8/23,03 07 20 21 22 32,5,283485974,123500432 1231 | 2011099,2011/8/25,10 12 13 21 26 27,14,287051218,156506688 1232 | 2011100,2011/8/28,07 11 21 23 31 32,5,323046340,180675360 1233 | 2011101,2011/8/30,06 10 19 23 29 31,6,295906364,195519685 1234 | 2011102,2011/9/1,01 05 13 21 27 31,11,303886824,162643920 1235 | 2011103,2011/9/4,04 05 10 13 15 16,12,334043508,159791712 1236 | 2011104,2011/9/6,09 10 16 20 25 29,9,300386562,68235192 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2013131,2013/11/7,04 06 12 17 19 26,9,388319260,199798632 1571 | 2013132,2013/11/10,20 21 22 23 25 27,12,420848208,124670825 1572 | 2013133,2013/11/12,04 07 12 19 22 25,1,361709328,119827596 1573 | 2013134,2013/11/14,01 17 18 19 25 29,10,372289714,82346272 1574 | 2013135,2013/11/17,09 23 24 25 29 31,12,406720240,139074525 1575 | 2013136,2013/11/19,04 06 14 16 18 26,6,369164734,116962560 1576 | 2013137,2013/11/21,04 17 19 23 24 27,10,379293130,51312261 1577 | 2013138,2013/11/24,04 15 16 24 27 28,3,402650432,74254260 1578 | 2013139,2013/11/26,07 08 11 13 21 27,8,372082440,30000000 1579 | 2013140,2013/11/28,01 05 12 13 21 22,10,359556480,76786944 1580 | 2013141,2013/12/1,03 04 05 25 30 31,4,409703546,30000000 1581 | 2013142,2013/12/3,11 12 14 20 22 29,14,356100256,63900184 1582 | 2013143,2013/12/5,12 18 21 22 27 32,11,364973022,82747368 1583 | 2013144,2013/12/8,05 07 12 19 27 31,2,406764784,99467508 1584 | 2013145,2013/12/10,06 10 13 16 23 24,15,364933776,92904565 1585 | 2013146,2013/12/12,08 20 25 30 32 33,1,404451866,162543128 1586 | 2013147,2013/12/15,02 15 16 17 19 30,8,400947352,117026496 1587 | 2013148,2013/12/17,06 11 12 14 17 22,1,354333120,154199665 1588 | 2013149,2013/12/19,09 18 25 26 30 32,11,369490424,155929878 1589 | 2013150,2013/12/22,01 15 16 25 26 29,10,409001896,188178865 1590 | 2013151,2013/12/24,03 09 10 19 28 33,9,376460226,30000000 1591 | 2013152,2013/12/26,04 06 14 16 18 29,5,353968798,30000000 1592 | 2013153,2013/12/29,08 11 13 18 28 33,10,394373774,76364070 1593 | 2013154,2013/12/31,07 11 14 19 24 29,5,382836786,69636912 1594 | 2014001,2014/1/2,03 09 15 20 27 29,1,371341368,136130274 1595 | 2014002,2014/1/5,04 21 23 31 32 33,4,408021124,157176954 1596 | 2014003,2014/1/7,06 10 11 28 30 33,12,363993362,169237320 1597 | 2014004,2014/1/9,01 04 19 22 24 25,15,373155800,201488460 1598 | 2014005,2014/1/12,15 18 23 27 32 33,4,414088906,237244320 1599 | 2014006,2014/1/14,03 04 07 17 21 27,14,369941458,30000000 1600 | 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30,7,385617546,64542096 1631 | 2014038,2014/4/8,04 07 22 23 24 33,16,356364376,95544036 1632 | 2014039,2014/4/10,03 11 15 19 20 31,7,363687932,140977080 1633 | 2014040,2014/4/13,03 04 06 11 12 15,8,406009192,129726387 1634 | 2014041,2014/4/15,07 11 16 18 21 22,2,365242842,180069774 1635 | 2014042,2014/4/17,12 15 20 25 28 33,14,373018334,267308119 1636 | 2014043,2014/4/20,02 05 09 14 24 33,9,415843112,210637936 1637 | 2014044,2014/4/22,04 09 21 27 28 33,12,373074342,234600372 1638 | 2014045,2014/4/24,02 04 09 11 19 22,15,375431708,173383408 1639 | 2014046,2014/4/27,02 10 11 17 18 22,10,407325576,151808850 1640 | 2014047,2014/4/29,08 10 11 12 19 29,15,367083108,175063188 1641 | 2014048,2014/5/1,06 09 16 17 24 25,16,328158768,167548980 1642 | 2014049,2014/5/4,06 07 16 17 23 32,6,395100460,138239115 1643 | 2014050,2014/5/6,03 17 23 25 26 32,13,356974970,153092388 1644 | 2014051,2014/5/8,10 16 19 21 23 24,13,355097144,172124407 1645 | 2014052,2014/5/11,09 13 15 28 30 33,8,388520458,130683658 1646 | 2014053,2014/5/13,14 17 19 22 26 31,2,357050160,192683993 1647 | 2014054,2014/5/15,01 04 05 11 29 30,14,362404232,163007572 1648 | 2014055,2014/5/18,02 09 14 19 21 30,4,399255230,166904832 1649 | 2014056,2014/5/20,01 11 18 20 28 29,1,355820816,189835134 1650 | 2014057,2014/5/22,02 04 12 18 23 31,8,357051002,211270800 1651 | 2014058,2014/5/25,02 03 12 13 14 25,11,395239936,35549494 1652 | 2014059,2014/5/27,05 08 12 13 23 25,13,332914310,33384288 1653 | 2014060,2014/5/29,03 05 14 18 25 33,6,332537430,77191491 1654 | 2014061,2014/6/1,02 14 17 27 28 31,8,348086982,63402256 1655 | 2014062,2014/6/3,06 09 15 24 25 26,9,324555900,30000000 1656 | 2014063,2014/6/5,03 08 17 21 22 31,16,318559312,55534992 1657 | 2014064,2014/6/8,02 09 15 16 29 32,14,362553032,51701734 1658 | 2014065,2014/6/10,03 04 05 08 10 22,6,331291864,50353786 1659 | 2014066,2014/6/12,02 05 15 17 18 21,16,326106482,117743004 1660 | 2014067,2014/6/15,01 06 07 17 18 23,6,369752334,91365232 1661 | 2014068,2014/6/17,04 12 13 22 27 29,16,333498724,162571614 1662 | 2014069,2014/6/19,05 12 17 19 25 30,11,344427596,144097840 1663 | 2014070,2014/6/22,01 07 09 19 28 29,7,381932126,46472150 1664 | 2014071,2014/6/24,02 04 12 17 22 25,14,332837230,30000000 1665 | 2014072,2014/6/26,01 03 07 13 19 32,16,324184472,92535036 1666 | 2014073,2014/6/29,01 12 16 20 30 33,2,368813894,158150815 1667 | 2014074,2014/7/1,01 03 06 13 30 31,12,333005878,211476892 1668 | 2014075,2014/7/3,03 09 11 22 27 29,6,341705034,133787352 1669 | 2014076,2014/7/6,06 10 12 17 18 33,11,375634222,177753477 1670 | 2014077,2014/7/8,08 09 12 15 19 22,10,335080206,174008032 1671 | 2014078,2014/7/10,02 03 05 06 09 17,7,340877252,169313373 1672 | 2014079,2014/7/13,02 07 16 22 27 28,2,371546996,198155300 1673 | 2014080,2014/7/15,05 14 16 17 25 30,7,339602048,251469908 1674 | 2014081,2014/7/17,08 14 22 24 27 29,10,345588442,275196240 1675 | 2014082,2014/7/20,02 04 20 25 26 29,11,376072870,297439788 1676 | 2014083,2014/7/22,05 06 19 21 23 33,12,342671260,316186254 1677 | 2014084,2014/7/24,01 06 09 10 13 25,8,348439746,324879900 1678 | 2014085,2014/7/27,01 02 11 19 23 29,8,383964576,300168090 1679 | 2014086,2014/7/29,02 04 10 12 14 30,8,342885520,321991524 1680 | 2014087,2014/7/31,06 18 22 23 32 33,6,346294212,341554266 1681 | 2014088,2014/8/3,03 06 11 14 16 29,15,378895304,380020836 1682 | 2014089,2014/8/5,04 06 14 17 27 30,9,349996988,327508140 1683 | 2014090,2014/8/7,05 09 11 19 24 32,13,361007810,285022119 1684 | 2014091,2014/8/10,01 05 12 19 27 29,14,395683536,312855494 1685 | 2014092,2014/8/12,03 13 18 19 22 26,7,355694942,308790808 1686 | 2014093,2014/8/14,02 08 09 10 20 29,5,361310882,207035236 1687 | 2014094,2014/8/17,01 10 18 20 23 29,1,394513356,273173708 1688 | 2014095,2014/8/19,05 06 08 14 22 31,8,348187212,279324805 1689 | 2014096,2014/8/21,12 14 17 19 22 24,8,357432576,312395240 1690 | 2014097,2014/8/24,07 13 24 25 27 32,15,390727104,369675882 1691 | 2014098,2014/8/26,02 13 17 20 29 31,7,353151800,392834215 1692 | 2014099,2014/8/28,01 05 10 11 13 32,14,358086522,432609020 1693 | 2014100,2014/8/31,01 06 09 10 14 16,11,401949134,472918194 1694 | 2014101,2014/9/2,16 18 20 23 24 32,7,359712392,529892270 1695 | 2014102,2014/9/4,14 16 21 24 28 31,13,368749750,582985842 1696 | 2014103,2014/9/7,03 08 09 10 18 33,4,396768732,589633520 1697 | 2014104,2014/9/9,02 06 12 19 27 28,13,358170510,624461375 1698 | 2014105,2014/9/11,14 16 17 19 27 32,4,379715550,662968446 1699 | 2014106,2014/9/14,09 14 17 18 21 25,15,422052940,718893160 1700 | 2014107,2014/9/16,11 14 17 22 25 27,16,387176276,752252140 1701 | 2014108,2014/9/18,03 08 09 20 23 28,2,393047674,735850612 1702 | 2014109,2014/9/21,02 05 11 15 19 28,2,437600916,732608704 1703 | 2014110,2014/9/23,01 08 11 13 19 30,6,384948858,759917456 1704 | 2014111,2014/9/25,02 08 17 20 22 28,2,391471380,809720000 1705 | 2014112,2014/9/28,01 15 16 21 24 30,3,438774340,754185552 1706 | 2014113,2014/9/30,12 14 28 31 32 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33,13,381704996,613260305 1752 | 2015007,2015/1/15,01 07 09 17 20 33,8,396557494,615032608 1753 | 2015008,2015/1/18,04 07 10 16 20 22,3,441162104,641915910 1754 | 2015009,2015/1/20,04 07 14 17 21 25,14,406130598,642387330 1755 | 2015010,2015/1/22,01 02 03 08 21 31,9,408876968,650777351 1756 | 2015011,2015/1/25,04 14 15 17 18 20,15,448888738,710557160 1757 | 2015012,2015/1/27,03 05 22 23 29 31,6,370574586,649012056 1758 | 2015013,2015/1/29,08 09 24 25 26 29,1,371312910,649780284 1759 | 2015014,2015/2/1,02 12 16 19 27 30,11,413004748,305609400 1760 | 2015015,2015/2/3,01 07 20 24 25 33,4,369504840,325790184 1761 | 2015016,2015/2/5,02 06 10 15 17 31,13,370190678,326819010 1762 | 2015017,2015/2/8,13 18 20 25 27 33,12,405548808,357142667 1763 | 2015018,2015/2/10,06 09 12 14 28 29,9,356589678,343063140 1764 | 2015019,2015/2/12,02 06 11 19 25 26,4,363865754,337065060 1765 | 2015020,2015/2/15,01 04 07 19 22 23,4,404738304,359013634 1766 | 2015021,2015/2/17,14 15 16 17 27 28,8,369500210,311412624 1767 | 2015022,2015/2/26,04 07 10 16 23 25,10,428626486,333076429 1768 | 2015023,2015/3/1,08 09 10 13 29 30,1,371421794,344102175 1769 | 2015024,2015/3/3,09 11 16 18 23 24,10,297320432,361697874 1770 | 2015025,2015/3/5,10 11 12 15 27 32,14,301966294,428205689 1771 | 2015026,2015/3/8,02 13 17 21 22 33,13,346132854,399549056 1772 | 2015027,2015/3/10,05 07 09 16 26 29,7,313056664,269549046 1773 | 2015028,2015/3/12,04 07 10 26 27 28,14,318360502,282421976 1774 | 2015029,2015/3/15,07 14 15 19 21 28,7,350574266,290603075 1775 | 2015030,2015/3/17,08 11 14 15 16 26,7,313853770,308254584 1776 | 2015031,2015/3/19,01 05 07 22 26 32,11,322648288,301014330 1777 | 2015032,2015/3/22,11 14 16 18 29 32,16,356881788,322806048 1778 | 2015033,2015/3/24,03 06 21 29 31 32,5,316147976,350190906 1779 | 2015034,2015/3/26,12 13 17 18 20 27,13,319035578,372366860 1780 | 2015035,2015/3/29,01 08 09 22 24 33,3,354232116,356011799 1781 | 2015036,2015/3/31,04 06 16 17 26 33,3,314978372,385090460 1782 | 2015037,2015/4/2,05 07 12 18 28 31,3,311121894,456745930 1783 | 2015038,2015/4/5,05 06 11 12 14 33,14,330881502,521569463 1784 | 2015039,2015/4/7,01 13 15 26 29 30,12,304495842,527688511 1785 | 2015040,2015/4/9,13 16 18 27 30 32,16,320385120,560707072 1786 | 2015041,2015/4/12,04 09 11 17 21 25,6,355451862,505889468 1787 | 2015042,2015/4/14,09 10 19 21 23 32,8,328582874,445522068 1788 | 2015043,2015/4/16,11 12 15 24 26 27,15,333265010,437343962 1789 | 2015044,2015/4/19,02 03 04 13 14 16,2,361973072,236303584 1790 | 2015045,2015/4/21,01 05 13 22 30 31,7,317791860,244649655 1791 | 2015046,2015/4/23,05 07 10 14 23 31,1,324849386,300076800 1792 | 2015047,2015/4/26,02 03 20 24 26 27,9,353219880,259871028 1793 | 2015048,2015/4/28,13 16 17 22 25 27,10,314318648,222018030 1794 | 2015049,2015/4/30,07 12 14 17 20 23,5,304091626,213425469 1795 | 2015050,2015/5/3,03 09 12 16 17 31,4,330490908,231625820 1796 | 2015051,2015/5/5,04 10 24 26 28 32,9,311895918,252880206 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2015067,2015/6/11,02 05 08 24 25 31,14,296388770,460773196 1813 | 2015068,2015/6/14,06 15 18 21 26 27,10,326767662,465249696 1814 | 2015069,2015/6/16,01 13 17 18 23 30,15,292089158,470825144 1815 | 2015070,2015/6/18,01 07 13 19 21 29,15,294607168,497421825 1816 | 2015071,2015/6/21,08 18 20 28 29 31,8,308073950,440046866 1817 | 2015072,2015/6/23,01 03 05 20 21 31,5,293363242,453763345 1818 | 2015073,2015/6/25,01 02 17 22 26 27,4,293054328,471257280 1819 | 2015074,2015/6/28,04 07 21 25 26 29,8,320107256,513223352 1820 | 2015075,2015/6/30,06 11 13 19 21 32,4,292719690,565604258 1821 | 2015076,2015/7/2,01 09 10 19 23 27,9,294088268,493791571 1822 | 2015077,2015/7/5,01 06 08 10 13 27,16,324775100,543815196 1823 | 2015078,2015/7/7,03 07 20 22 26 29,2,291936416,577316625 1824 | 2015079,2015/7/9,09 14 15 20 26 32,11,291775556,496467738 1825 | 2015080,2015/7/12,14 17 25 27 28 30,2,314150596,523386294 1826 | 2015081,2015/7/14,13 20 22 26 28 31,13,278500218,532076736 1827 | 2015082,2015/7/16,02 08 09 14 28 30,7,288017344,523423566 1828 | 2015083,2015/7/19,06 07 16 18 29 32,5,315704384,479827975 1829 | 2015084,2015/7/21,15 18 20 22 28 29,15,281884996,524697570 1830 | 2015085,2015/7/23,02 08 25 27 28 29,5,285325214,562393449 1831 | 2015086,2015/7/26,05 06 08 16 18 22,12,308129834,566691000 1832 | 2015087,2015/7/28,09 15 16 19 20 28,11,280174514,610880852 1833 | 2015088,2015/7/30,02 12 20 24 29 31,9,287667610,582193066 1834 | 2015089,2015/8/2,12 14 19 27 28 29,1,311873350,625139856 1835 | 2015090,2015/8/4,10 12 14 22 25 33,15,282983042,680071900 1836 | 2015091,2015/8/6,05 07 17 19 22 31,11,285818388,705046588 1837 | 2015092,2015/8/9,09 15 19 21 26 27,1,318089362,735532810 1838 | 2015093,2015/8/11,01 03 13 21 25 31,8,292493392,742351320 1839 | 2015094,2015/8/13,01 04 06 13 16 17,10,295713760,746713280 1840 | 2015095,2015/8/16,04 15 21 28 30 31,4,325059832,772938425 1841 | 2015096,2015/8/18,06 16 17 23 24 31,7,294260644,755803560 1842 | 2015097,2015/8/20,09 12 14 20 26 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27,11,306859802,952587008 1858 | 2015113,2015/9/27,01 05 07 08 19 27,12,337101348,974660050 1859 | 2015114,2015/9/29,04 07 09 13 21 26,1,297013542,952803917 1860 | 2015115,2015/10/1,01 07 08 14 24 32,3,275624372,911942840 1861 | 2015116,2015/10/4,04 06 15 23 26 28,11,298345670,923015828 1862 | 2015117,2015/10/6,04 11 12 18 26 32,12,276307776,954935922 1863 | 2015118,2015/10/8,01 04 11 21 23 31,12,302094780,950170804 1864 | 2015119,2015/10/11,02 08 10 18 23 31,8,336177996,958500564 1865 | 2015120,2015/10/13,16 21 24 26 27 29,16,306978816,1007024322 1866 | 2015121,2015/10/15,01 03 20 21 28 29,12,311696404,1040297060 1867 | 2015122,2015/10/18,05 07 11 16 22 25,7,340964698,989011240 1868 | 2015123,2015/10/20,05 08 09 12 22 28,7,312976520,992135264 1869 | 2015124,2015/10/22,02 03 05 12 18 27,1,314656346,987064991 1870 | 2015125,2015/10/25,05 13 22 27 30 33,10,342693238,990620057 1871 | 2015126,2015/10/27,10 11 15 20 23 29,12,321292184,978661552 1872 | 2015127,2015/10/29,07 10 19 22 27 33,6,323385694,924043914 1873 | 2015128,2015/11/1,01 03 08 11 22 28,6,353929358,889484982 1874 | 2015129,2015/11/3,05 08 11 16 18 27,4,330274852,934367160 1875 | 2015130,2015/11/5,06 14 15 16 17 22,10,329910968,957074000 1876 | 2015131,2015/11/8,10 12 13 19 22 26,3,352871146,971589906 1877 | 2015132,2015/11/10,03 05 11 28 30 33,1,324697916,991052692 1878 | 2015133,2015/11/12,02 03 13 20 22 24,15,318320120,1037218347 1879 | 2015134,2015/11/15,02 05 14 19 27 31,4,359304970,1078946224 1880 | 2015135,2015/11/17,01 12 14 18 26 32,7,323653256,1085902032 1881 | 2015136,2015/11/19,02 05 12 23 28 29,1,332169672,1134489732 1882 | 2015137,2015/11/22,14 22 23 27 28 31,12,357991902,1183970392 1883 | 2015138,2015/11/24,01 02 08 16 19 24,11,317036346,1160191307 1884 | 2015139,2015/11/26,01 10 13 18 25 27,9,323569236,1158957645 1885 | 2015140,2015/11/29,06 20 28 29 30 31,12,363959858,1188582820 1886 | 2015141,2015/12/1,03 08 19 25 27 28,2,329544366,1174709536 1887 | 2015142,2015/12/3,13 17 19 20 22 25,11,326956020,1221938746 1888 | 2015143,2015/12/6,13 15 19 20 21 32,4,363104978,1253527944 1889 | 2015144,2015/12/8,01 04 07 15 28 32,16,330530758,1278764676 1890 | 2015145,2015/12/10,07 08 15 19 20 24,13,327973844,1248915010 1891 | 2015146,2015/12/13,16 17 21 28 30 32,15,368273034,1307571540 1892 | 2015147,2015/12/15,08 09 16 23 24 30,5,331495570,1187906265 1893 | 2015148,2015/12/17,09 13 14 22 26 27,7,330278892,1127755566 1894 | 2015149,2015/12/20,09 10 20 21 22 33,9,368458204,960924480 1895 | 2015150,2015/12/22,01 03 08 11 29 31,13,333813118,1022632570 1896 | 2015151,2015/12/24,05 06 08 23 31 32,11,350309390,1050789000 1897 | 2015152,2015/12/27,11 18 19 21 29 32,12,392322240,1026723516 1898 | 2015153,2015/12/29,08 11 15 22 27 29,3,348341018,999785925 1899 | 2015154,2015/12/31,07 09 11 15 18 25,7,364605498,984457630 1900 | 2016001,2016/1/3,06 13 16 18 20 22,13,388445976,1022461915 1901 | 2016002,2016/1/5,09 14 17 20 24 30,16,343096096,1049581785 1902 | 2016003,2016/1/7,01 10 14 23 26 28,1,351825302,1047367656 1903 | 2016004,2016/1/10,08 10 17 22 25 33,12,376467244,1053582237 1904 | 2016005,2016/1/12,11 14 18 20 31 33,14,347622842,816820648 1905 | 2016006,2016/1/14,13 16 18 20 28 31,12,357519610,880487026 1906 | 2016007,2016/1/17,05 12 14 20 27 29,6,398316866,864189106 1907 | 2016008,2016/1/19,02 15 24 29 32 33,2,355411856,893240990 1908 | 2016009,2016/1/21,10 14 24 25 27 32,4,341116278,937517775 1909 | 2016010,2016/1/24,02 04 12 14 19 25,6,359088730,922316332 1910 | 2016011,2016/1/26,03 08 10 15 22 29,12,332990472,752133812 1911 | 2016012,2016/1/28,07 12 14 16 27 32,15,336562836,800780176 1912 | 2016013,2016/1/31,07 12 21 22 26 31,1,370420948,860575404 1913 | 2016014,2016/2/2,02 08 10 18 20 27,7,321027466,667745460 1914 | 2016015,2016/2/4,01 02 14 22 25 26,7,346224370,692442990 1915 | 2016016,2016/2/14,01 20 22 24 25 26,16,316931514,721026255 1916 | 2016017,2016/2/16,05 06 08 20 22 30,5,293890064,698821392 1917 | 2016018,2016/2/18,12 13 14 17 21 25,4,316712952,725711885 1918 | 2016019,2016/2/21,06 13 16 17 23 30,10,354746834,497880207 1919 | 2016020,2016/2/23,01 02 10 12 22 24,10,317041006,540251214 1920 | 2016021,2016/2/25,09 11 13 22 24 26,5,330776764,567576885 1921 | 2016022,2016/2/28,04 09 19 22 23 30,7,370206784,574633808 1922 | 2016023,2016/3/1,03 06 10 19 25 29,7,337590682,552702346 1923 | 2016024,2016/3/3,02 05 07 14 18 31,13,344808140,551044179 1924 | 2016025,2016/3/6,04 11 12 17 24 30,12,379126514,497263041 1925 | 2016026,2016/3/8,04 09 12 28 30 33,1,329158276,573762988 1926 | 2016027,2016/3/10,11 13 15 17 19 31,5,337818690,607947604 1927 | 2016028,2016/3/13,06 08 12 21 25 29,1,370238316,639478896 1928 | 2016029,2016/3/15,12 15 18 20 21 27,15,347727124,673974740 1929 | 2016030,2016/3/17,10 14 19 22 25 29,12,351985986,202797966 1930 | 2016031,2016/3/20,03 08 10 19 26 33,3,385818800,190281234 1931 | 2016032,2016/3/22,08 12 14 15 21 27,15,339342300,228889010 1932 | 2016033,2016/3/24,06 17 18 20 27 29,15,338637474,296662312 1933 | 2016034,2016/3/27,03 15 21 22 23 28,15,380415644,388316232 1934 | 2016035,2016/3/29,04 13 19 20 26 29,11,343407218,378328346 1935 | 2016036,2016/3/31,03 04 07 09 20 22,3,348368584,439352386 1936 | 2016037,2016/4/3,06 15 26 31 32 33,16,350165940,494817840 1937 | 2016038,2016/4/5,03 12 13 22 28 29,3,325081790,530930396 1938 | 2016039,2016/4/7,01 03 07 18 19 27,16,335090614,568328305 1939 | 2016040,2016/4/10,03 13 19 20 23 26,3,365246422,568128108 1940 | 2016041,2016/4/12,12 17 18 21 22 24,4,330501352,612243516 1941 | 2016042,2016/4/14,07 14 17 23 26 31,9,334864386,589832826 1942 | 2016043,2016/4/17,05 14 20 26 30 33,12,364494720,605438772 1943 | 2016044,2016/4/19,01 03 10 12 18 30,1,335979238,632010456 1944 | 2016045,2016/4/21,04 09 12 17 30 32,3,336323174,696734182 1945 | 2016046,2016/4/24,07 20 25 26 27 30,14,364459490,779578465 1946 | 2016047,2016/4/26,02 05 08 15 17 22,16,324937604,806292000 1947 | 2016048,2016/4/28,03 08 13 14 15 30,4,329538828,830538816 1948 | 2016049,2016/5/1,06 08 13 14 22 27,10,330279014,796447605 1949 | 2016050,2016/5/3,09 12 24 28 29 30,2,308889140,823767052 1950 | 2016051,2016/5/5,01 02 04 09 15 33,12,324257380,872097902 1951 | 2016052,2016/5/8,01 06 13 19 24 28,16,353216208,876129336 1952 | 2016053,2016/5/10,02 08 10 12 29 31,1,320149454,903222855 1953 | 2016054,2016/5/12,06 11 16 19 28 32,4,324349586,914302376 1954 | 2016055,2016/5/15,05 06 10 16 22 26,11,350383284,902490160 1955 | 2016056,2016/5/17,03 04 08 11 16 18,14,326490562,925399830 1956 | 2016057,2016/5/19,07 12 19 22 23 26,11,325499780,915017488 1957 | 2016058,2016/5/22,03 05 18 20 24 32,11,357296334,981243730 1958 | 2016059,2016/5/24,04 11 12 20 25 28,15,322601954,989524476 1959 | 2016060,2016/5/26,04 05 22 26 29 32,8,320540202,914524470 1960 | 2016061,2016/5/29,05 06 08 18 20 32,8,340147518,835286844 1961 | 2016062,2016/5/31,12 13 15 18 19 21,9,305198008,865680358 1962 | 2016063,2016/6/2,16 17 18 23 28 32,7,304409952,910497831 1963 | 2016064,2016/6/5,03 12 14 17 19 26,3,332534594,900497807 1964 | 2016065,2016/6/7,13 16 22 25 26 27,14,298326848,945654750 1965 | 2016066,2016/6/9,03 07 13 18 19 20,5,275334312,921254130 1966 | 2016067,2016/6/12,09 13 18 20 27 31,4,327487486,946443820 1967 | 2016068,2016/6/14,08 19 23 28 31 32,1,295768168,991629338 1968 | 2016069,2016/6/16,08 10 11 20 21 27,11,300232584,1001117928 1969 | 2016070,2016/6/19,03 06 11 18 23 29,1,326894102,1023740893 1970 | 2016071,2016/6/21,19 21 26 28 29 32,1,293734448,1061458288 1971 | 2016072,2016/6/23,05 16 19 22 24 25,2,290670126,1100767568 1972 | 2016073,2016/6/26,09 11 12 15 16 20,13,327032018,1116225045 1973 | 2016074,2016/6/28,06 10 11 12 20 25,12,297584738,838131500 1974 | 2016075,2016/6/30,01 03 06 16 29 32,7,295574016,890340179 1975 | 2016076,2016/7/3,07 08 13 22 30 32,1,331977974,917666478 1976 | 2016077,2016/7/5,01 09 17 19 20 29,10,294629008,933341379 1977 | 2016078,2016/7/7,02 04 08 23 26 29,2,296681554,953135832 1978 | 2016079,2016/7/10,01 03 10 12 24 28,2,322821956,1012281038 1979 | 2016080,2016/7/12,01 16 17 24 25 32,14,288372472,1042999580 1980 | 2016081,2016/7/14,02 06 15 25 30 32,7,288505018,1066490094 1981 | 2016082,2016/7/17,06 12 14 15 17 20,9,323658370,1048143580 1982 | 2016083,2016/7/19,09 16 17 24 30 31,4,291921542,1056212003 1983 | 2016084,2016/7/21,02 04 12 18 24 26,5,288778286,1068920080 1984 | 2016085,2016/7/24,01 12 19 20 21 25,16,319888112,1079747823 1985 | 2016086,2016/7/26,09 10 11 12 15 32,5,286788850,1098197736 1986 | 2016087,2016/7/28,02 03 10 11 14 21,12,288396896,1124530659 1987 | 2016088,2016/7/31,03 14 16 18 25 33,15,320354148,1149627355 1988 | 2016089,2016/8/2,01 03 14 30 31 32,8,288232376,1120249570 1989 | 2016090,2016/8/4,02 13 17 20 21 26,7,294008068,1033308810 1990 | 2016091,2016/8/7,04 08 14 22 23 28,7,329710234,994429110 1991 | 2016092,2016/8/9,02 13 15 23 24 29,6,299992386,908473144 1992 | 2016093,2016/8/11,06 09 15 17 25 27,9,298416216,843280596 1993 | 2016094,2016/8/14,06 07 10 12 18 31,10,324311584,861184896 1994 | 2016095,2016/8/16,01 05 09 12 18 32,12,297413702,866140800 1995 | 2016096,2016/8/18,06 13 14 21 22 24,16,296887214,888068045 1996 | 2016097,2016/8/21,06 13 25 26 28 31,1,327274678,886496310 1997 | 2016098,2016/8/23,02 08 25 29 31 32,6,296350008,908084049 1998 | 2016099,2016/8/25,01 11 21 23 27 33,6,300016648,930007164 1999 | 2016100,2016/8/28,03 10 22 23 27 29,4,335027586,960230040 2000 | 2016101,2016/8/30,01 03 19 24 32 33,1,303829992,1005245634 2001 | 2016102,2016/9/1,05 08 10 14 17 30,13,304528374,1007804693 2002 | 2016103,2016/9/4,01 05 13 19 24 27,11,334526552,977024997 2003 | 2016104,2016/9/6,05 09 11 18 30 31,4,304391928,1025995488 2004 | 2016105,2016/9/8,08 10 19 27 28 31,16,304435234,1011744422 2005 | 2016106,2016/9/11,04 05 13 22 25 30,4,329967722,1036874166 2006 | 2016107,2016/9/13,06 11 18 26 27 32,1,295842288,1016647606 2007 | 2016108,2016/9/15,02 03 07 08 19 26,16,278530656,1033314654 2008 | 2016109,2016/9/18,09 11 15 16 27 33,5,339043452,1031137928 2009 | 2016110,2016/9/20,05 07 28 31 32 33,8,306664040,1037073225 2010 | 2016111,2016/9/22,02 04 07 14 15 32,4,310894592,1080979719 2011 | 2016112,2016/9/25,06 12 14 15 18 25,12,339124224,1082109240 2012 | 2016113,2016/9/27,01 11 16 17 20 26,14,301675518,1097496306 2013 | 2016114,2016/9/29,05 16 20 22 27 29,9,300350554,1005529350 2014 | 2016115,2016/10/2,06 08 20 22 26 27,9,307770194,984826752 2015 | 2016116,2016/10/4,07 18 20 23 27 31,13,268669114,997623156 2016 | 2016117,2016/10/6,03 10 14 17 28 33,2,281128494,971854560 2017 | 2016118,2016/10/9,09 14 22 23 31 33,14,338792784,1017168724 2018 | 2016119,2016/10/11,09 19 21 30 31 32,4,302415052,1044045944 2019 | 2016120,2016/10/13,02 05 06 21 25 28,9,309329228,1054589076 2020 | 2016121,2016/10/16,02 03 10 23 25 28,9,340006950,1082073970 2021 | 2016122,2016/10/18,15 22 23 24 28 29,8,305059324,1089129612 2022 | 2016123,2016/10/20,07 09 12 14 20 27,16,305299416,1119192450 2023 | 2016124,2016/10/23,09 15 21 24 27 32,10,370331346,1144946805 2024 | 2016125,2016/10/25,01 06 08 20 27 30,3,346147358,1117386530 2025 | 2016126,2016/10/27,02 06 12 17 18 19,10,347402822,1154908300 2026 | 2016127,2016/10/30,07 12 17 26 29 31,16,377635784,1208693682 2027 | 2016128,2016/11/1,04 09 11 17 26 27,13,346505806,1172302677 2028 | 2016129,2016/11/3,05 06 08 21 31 33,14,356293078,1236923614 2029 | 2016130,2016/11/6,03 17 21 23 27 28,1,389013348,1258366632 2030 | 2016131,2016/11/8,04 10 18 19 25 27,2,341425796,1286258608 2031 | 2016132,2016/11/10,05 08 13 19 27 28,7,349399364,1107687796 2032 | 2016133,2016/11/13,15 16 21 22 27 33,15,397601552,1035115770 2033 | 2016134,2016/11/15,11 12 13 14 18 33,13,356409344,1057618368 2034 | 2016135,2016/11/17,02 08 10 18 20 33,12,353219786,973012992 2035 | 2016136,2016/11/20,02 07 10 20 27 29,3,396457052,989371808 2036 | 2016137,2016/11/22,01 06 09 10 15 32,14,339962622,1024045140 2037 | 2016138,2016/11/24,07 16 20 24 25 30,7,350229764,998764932 2038 | 2016139,2016/11/27,01 06 19 26 28 30,3,395456724,1041642655 2039 | 2016140,2016/11/29,01 02 05 17 26 32,10,360447386,998908480 2040 | 2016141,2016/12/1,04 13 15 17 21 24,15,371798444,1025247440 2041 | 2016142,2016/12/4,01 10 17 21 23 30,12,407120242,1025247212 2042 | 2016143,2016/12/6,06 09 23 24 25 33,13,378923738,1055352355 2043 | 2016144,2016/12/8,04 10 12 27 32 33,5,372346108,1031610174 2044 | 2016145,2016/12/11,01 03 07 12 19 20,6,398955964,1019425688 2045 | 2016146,2016/12/13,03 07 15 16 17 23,10,344859752,1030668248 2046 | 2016147,2016/12/15,04 14 18 28 31 32,12,341474648,1053462300 2047 | 2016148,2016/12/18,01 02 11 20 26 30,14,381634232,1060899760 2048 | 2016149,2016/12/20,03 20 23 26 32 33,7,342258704,1069092085 2049 | 2016150,2016/12/22,02 04 05 09 13 21,5,350741078,1010476368 2050 | 2016151,2016/12/25,06 11 16 20 22 33,7,375311070,1013655324 2051 | 2016152,2016/12/27,02 08 09 16 20 22,7,338973816,974772214 2052 | 2016153,2016/12/29,07 09 16 24 25 29,6,342438226,990091165 2053 | 2017001,2017/1/1,09 11 14 20 25 26,15,376155592,1007519355 2054 | 2017002,2017/1/3,15 19 23 24 25 32,3,333473696,1046185700 2055 | 2017003,2017/1/5,01 04 08 15 27 32,16,328263696,1089595542 2056 | 2017004,2017/1/8,05 13 17 26 27 30,7,361243290,1046462778 2057 | 2017005,2017/1/10,06 11 12 22 23 30,5,328457210,1018195332 2058 | 2017006,2017/1/12,02 04 08 26 29 33,8,327823184,1019607668 2059 | 2017007,2017/1/15,02 04 05 24 26 33,15,358098002,1049607797 2060 | 2017008,2017/1/17,07 13 15 27 28 29,13,318368112,1039620330 2061 | 2017009,2017/1/19,02 06 08 09 15 29,14,318286702,1043538642 2062 | 2017010,2017/1/22,05 08 19 25 28 30,7,350388682,914275770 2063 | 2017011,2017/1/24,10 11 12 23 26 29,16,318019266,914786466 2064 | 2017012,2017/1/26,10 11 14 15 16 24,7,329120186,919697751 2065 | 2017013,2017/2/5,08 11 28 29 31 33,6,377878424,924629020 2066 | 2017014,2017/2/7,06 08 18 20 23 31,13,307538720,944740410 2067 | 2017015,2017/2/9,01 08 09 14 17 32,1,314977594,976589244 2068 | 2017016,2017/2/12,05 08 16 22 27 29,2,349767606,957434232 2069 | 2017017,2017/2/14,03 07 08 10 22 23,12,329086094,973496920 2070 | 2017018,2017/2/16,01 02 03 17 25 31,9,332385048,976565180 2071 | 2017019,2017/2/19,04 06 08 12 23 25,8,362828374,992823572 2072 | 2017020,2017/2/21,04 08 10 12 31 33,10,321450250,1016040400 2073 | 2017021,2017/2/23,02 05 10 22 32 33,9,329896520,984320688 2074 | 2017022,2017/2/26,02 06 15 16 18 32,15,370988738,1029761908 2075 | 2017023,2017/2/28,01 03 04 11 18 22,14,337872226,1072263213 2076 | 2017024,2017/3/2,09 21 25 26 29 31,13,342020216,1093529538 2077 | 2017025,2017/3/5,02 15 16 17 22 32,7,372684176,1076249141 2078 | 2017026,2017/3/7,03 10 12 19 27 30,8,338217710,954816000 2079 | 2017027,2017/3/9,02 04 11 14 27 30,5,344767540,980689536 2080 | 2017028,2017/3/12,07 08 12 13 22 30,9,377657484,977766651 2081 | 2017029,2017/3/14,02 15 21 23 25 30,10,343011048,1003660344 2082 | 2017030,2017/3/16,01 07 09 20 23 30,2,350487064,1037107695 2083 | 2017031,2017/3/19,06 10 16 26 27 29,3,377406752,924910650 2084 | 2017032,2017/3/21,05 08 15 24 27 31,11,346410188,609910623 2085 | 2017033,2017/3/23,05 07 15 20 23 30,15,346477046,610298424 2086 | 2017034,2017/3/26,04 07 08 19 32 33,13,373962682,618519064 2087 | 2017035,2017/3/28,01 06 14 24 28 32,12,342022594,568068720 2088 | 2017036,2017/3/30,01 02 05 10 24 27,15,340257990,613555992 2089 | 2017037,2017/4/2,11 15 20 22 25 30,5,346434206,629265693 2090 | 2017038,2017/4/4,01 04 08 13 24 27,5,310673636,656476865 2091 | 2017039,2017/4/6,02 04 12 14 17 24,15,330405710,730094377 2092 | 2017040,2017/4/9,15 19 23 28 29 33,4,359413424,691582671 2093 | 2017041,2017/4/11,04 10 13 15 22 27,4,322450520,634663869 2094 | 2017042,2017/4/13,01 02 04 07 10 23,4,326995938,652974432 2095 | 2017043,2017/4/16,08 13 16 23 27 31,8,348879160,669647148 2096 | 2017044,2017/4/18,08 16 19 21 31 32,6,318935018,636516015 2097 | 2017045,2017/4/20,05 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31,4,320553910,613018696 2113 | 2017061,2017/5/28,06 07 12 20 26 27,11,327891234,546535704 2114 | 2017062,2017/5/30,01 07 22 24 26 31,10,292747704,588631018 2115 | 2017063,2017/6/1,12 16 20 22 25 31,4,307572084,624355820 2116 | 2017064,2017/6/4,02 10 16 22 24 28,15,351655222,654376180 2117 | 2017065,2017/6/6,02 05 08 10 12 21,7,320800086,619300374 2118 | 2017066,2017/6/8,01 04 06 17 19 26,3,329821920,624968496 2119 | 2017067,2017/6/11,01 03 04 10 18 29,4,356270498,630964440 2120 | 2017068,2017/6/13,02 06 10 22 30 31,15,320912348,655631053 2121 | 2017069,2017/6/15,02 11 12 23 29 31,5,326172358,683978436 2122 | 2017070,2017/6/18,01 06 14 22 25 26,12,357559628,709557056 2123 | 2017071,2017/6/20,02 03 06 14 31 32,3,322489468,745151312 2124 | 2017072,2017/6/22,06 11 14 23 26 30,2,321195342,740584900 2125 | 2017073,2017/6/25,03 06 16 23 26 30,14,347269730,747555120 2126 | 2017074,2017/6/27,02 06 16 23 30 31,2,312167868,720097616 2127 | 2017075,2017/6/29,01 03 06 19 21 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2017106,2017/9/10,12 15 20 25 27 31,2,346574690,421291764 2159 | 2017107,2017/9/12,08 09 15 17 30 32,6,319335446,368859616 2160 | 2017108,2017/9/14,07 12 14 15 17 20,1,320774192,390692040 2161 | 2017109,2017/9/17,08 14 16 18 21 23,16,349302018,436050760 2162 | 2017110,2017/9/19,01 03 12 15 19 23,14,316936062,482979264 2163 | 2017111,2017/9/21,05 10 17 19 29 32,12,317976914,443532928 2164 | 2017112,2017/9/24,03 10 14 16 22 23,11,346255520,490214060 2165 | 2017113,2017/9/26,04 06 16 27 29 33,5,316223542,507647724 2166 | 2017114,2017/9/28,06 12 13 15 18 26,13,321554260,533714324 2167 | 2017115,2017/10/1,04 10 11 25 30 31,1,322048056,557069238 2168 | 2017116,2017/10/3,02 14 20 22 30 32,2,270066216,550134702 2169 | 2017117,2017/10/5,01 02 08 11 14 21,9,277103412,565108899 2170 | 2017118,2017/10/8,08 09 15 22 30 33,16,339910326,562212840 2171 | 2017119,2017/10/10,09 16 21 25 26 31,14,311293858,557828271 2172 | 2017120,2017/10/12,08 10 15 19 23 28,16,319254526,590730365 2173 | 2017121,2017/10/15,11 18 19 22 24 32,7,344520506,597274960 2174 | 2017122,2017/10/17,11 20 21 22 24 27,15,323216212,624823324 2175 | 2017123,2017/10/19,04 05 06 11 21 31,10,327467830,578631376 2176 | 2017124,2017/10/22,02 06 11 26 28 29,3,352610564,582215080 2177 | 2017125,2017/10/24,01 14 23 25 29 30,3,324821104,598302894 2178 | 2017126,2017/10/26,01 16 17 21 27 30,16,328800104,618963440 2179 | 2017127,2017/10/29,14 15 21 24 27 32,12,351381232,647103220 2180 | 2017128,2017/10/31,02 06 13 22 29 31,8,323872230,588766113 2181 | 2017129,2017/11/2,05 06 09 14 21 33,2,334351058,638652615 2182 | 2017130,2017/11/5,05 13 14 23 25 31,2,401382016,690570120 2183 | 2017131,2017/11/7,01 07 10 11 26 27,11,367788616,600864875 2184 | 2017132,2017/11/9,02 03 05 09 13 28,11,377852842,633905850 2185 | 2017133,2017/11/12,06 15 17 18 23 30,11,400247724,662957197 2186 | 2017134,2017/11/14,04 05 11 14 28 32,4,365781644,635172616 2187 | 2017135,2017/11/16,01 06 07 14 18 26,16,378825098,659493336 2188 | 2017136,2017/11/19,03 07 10 18 21 24,12,401556928,614278265 2189 | 2017137,2017/11/21,05 10 20 23 26 31,3,376184186,635431923 2190 | 2017138,2017/11/23,01 17 24 28 32 33,2,377937674,672085896 2191 | 2017139,2017/11/26,02 14 20 24 28 32,16,409744564,721754472 2192 | 2017140,2017/11/28,21 22 25 28 29 30,8,376479116,687332768 2193 | 2017141,2017/11/30,01 06 07 11 13 15,5,374075240,698733752 2194 | 2017142,2017/12/3,08 13 14 18 23 33,6,417715258,712354014 2195 | 2017143,2017/12/5,04 06 09 14 20 29,14,383967718,707688280 2196 | 2017144,2017/12/7,03 14 16 20 31 32,9,394649686,696647832 2197 | 2017145,2017/12/10,02 06 12 17 25 28,12,434698744,574055706 2198 | 2017146,2017/12/12,01 19 25 26 27 33,10,409358700,515383281 2199 | 2017147,2017/12/14,03 07 20 21 25 31,14,397012632,585636222 2200 | 2017148,2017/12/17,04 07 11 14 29 32,12,419003890,558628074 2201 | 2017149,2017/12/19,05 08 15 20 27 30,13,389703152,229382406 2202 | 2017150,2017/12/21,06 14 19 20 21 23,8,382821120,231409917 2203 | 2017151,2017/12/24,02 05 07 09 11 27,16,410102286,265615770 2204 | 2017152,2017/12/26,06 10 23 25 26 29,5,367326916,270223240 2205 | 2017153,2017/12/28,07 11 12 13 18 19,16,372349292,324719716 2206 | 2017154,2017/12/31,05 09 13 15 18 26,5,414241024,338693168 2207 | 2018001,2018/1/2,01 08 11 26 28 31,4,367348082,278621134 2208 | 2018002,2018/1/4,07 18 24 29 31 33,16,351610618,338840952 2209 | 2018003,2018/1/7,01 14 16 17 20 31,4,388121442,384536000 2210 | 2018004,2018/1/9,14 18 19 26 30 31,11,349304820,358237373 2211 | 2018005,2018/1/11,02 20 21 28 31 33,6,354961030,423934061 2212 | 2018006,2018/1/14,02 07 08 09 17 29,11,387617618,425081503 2213 | 2018007,2018/1/16,13 14 20 25 27 31,12,354279554,435109760 2214 | 2018008,2018/1/18,05 09 10 12 17 19,13,359785672,427643568 2215 | 2018009,2018/1/21,05 10 17 23 26 32,7,384256808,364964347 2216 | 2018010,2018/1/23,01 08 17 20 21 22,3,351327690,385873044 2217 | 2018011,2018/1/25,03 10 21 23 27 33,11,336871794,397713208 2218 | 2018012,2018/1/28,11 12 13 19 26 28,12,367108128,406003688 2219 | 2018013,2018/1/30,06 08 13 15 22 33,6,338322260,410564826 2220 | 2018014,2018/2/1,09 12 20 24 28 31,7,341965074,370944726 2221 | 2018015,2018/2/4,11 15 20 21 26 33,15,372995620,384707208 2222 | 2018016,2018/2/6,01 11 12 18 25 27,16,338462386,415237924 2223 | 2018017,2018/2/8,03 06 11 26 30 32,12,341808336,441055600 2224 | 2018018,2018/2/11,02 12 13 18 25 27,7,364855490,426699072 2225 | 2018019,2018/2/13,03 11 12 16 21 23,9,353382992,423300648 2226 | 2018020,2018/2/22,06 09 10 14 28 30,5,322991340,302764704 2227 | 2018021,2018/2/25,03 04 06 11 23 28,14,364661036,348212718 2228 | 2018022,2018/2/27,07 14 19 21 22 23,3,333617132,371039376 2229 | 2018023,2018/3/1,12 15 16 21 26 29,16,339395846,419696331 2230 | 2018024,2018/3/4,11 19 22 26 31 32,2,373443496,436102047 2231 | 2018025,2018/3/6,04 13 16 19 21 25,14,341614936,513258146 2232 | 2018026,2018/3/8,04 07 12 14 26 32,4,341958742,537930372 2233 | 2018027,2018/3/11,02 07 09 14 18 28,5,386579026,561561972 2234 | 2018028,2018/3/13,03 08 11 14 18 23,16,352015830,578094167 2235 | 2018029,2018/3/15,01 02 09 14 22 25,5,349939456,607081200 2236 | 2018030,2018/3/18,13 14 20 21 25 33,7,388492136,673759355 2237 | 2018031,2018/3/20,02 16 18 19 27 30,14,345048756,722002755 2238 | 2018032,2018/3/22,21 22 23 24 25 32,6,351194914,760396749 2239 | 2018033,2018/3/25,04 19 20 22 28 33,6,376360408,806829198 2240 | 2018034,2018/3/27,01 05 11 22 23 26,15,348544506,823152736 2241 | 2018035,2018/3/29,07 10 11 17 23 28,15,350309396,856009608 2242 | 2018036,2018/4/1,08 17 24 26 28 33,4,375931002,897368156 2243 | 2018037,2018/4/3,01 06 07 08 27 30,10,336334062,877589328 2244 | 2018038,2018/4/5,15 23 24 25 28 29,9,303245456,888445635 2245 | 2018039,2018/4/8,08 12 18 19 23 32,3,368394896,911280204 2246 | 2018040,2018/4/10,01 03 08 13 18 23,16,341719534,905458752 2247 | 2018041,2018/4/12,07 08 20 23 24 32,13,342614774,940022436 2248 | 2018042,2018/4/15,06 10 21 28 29 31,12,373384922,912888550 2249 | 2018043,2018/4/17,01 04 06 08 21 24,7,350595736,922258638 2250 | 2018044,2018/4/19,05 09 12 17 27 30,6,351490126,845550354 2251 | 2018045,2018/4/22,03 04 06 25 26 30,1,381384846,846265053 2252 | 2018046,2018/4/24,10 13 14 18 20 31,3,341414200,903210136 2253 | 2018047,2018/4/26,06 07 12 16 22 25,7,340211348,906138855 2254 | 2018048,2018/4/29,01 12 20 25 30 31,2,347082070,938951220 2255 | 2018049,2018/5/1,01 03 04 11 19 23,2,308606382,958977957 2256 | 2018050,2018/5/3,01 02 04 10 18 19,7,332612986,969426906 2257 | 2018051,2018/5/6,05 07 20 23 27 31,4,362286900,1002362910 2258 | 2018052,2018/5/8,03 05 06 09 15 32,14,335132016,1030470724 2259 | 2018053,2018/5/10,01 04 10 11 14 27,6,336743448,1036375992 2260 | 2018054,2018/5/13,04 06 18 22 25 33,16,364343470,1075158284 2261 | 2018055,2018/5/15,07 09 10 12 22 26,7,328077816,921156717 2262 | 2018056,2018/5/17,01 03 06 20 21 26,1,332042280,934983896 2263 | 2018057,2018/5/20,05 15 17 19 20 30,13,360079018,944921232 2264 | 2018058,2018/5/22,07 12 13 16 26 31,7,328678478,936339437 2265 | 2018059,2018/5/24,04 06 08 13 22 32,11,335528070,951572015 2266 | 2018060,2018/5/27,04 08 13 25 30 31,10,364451892,968808575 2267 | 2018061,2018/5/29,09 10 11 12 18 23,7,332550974,931563495 2268 | 2018062,2018/5/31,02 18 19 24 25 33,11,326938646,955101072 2269 | 2018063,2018/6/3,05 06 10 16 20 25,12,358387608,841729671 2270 | 2018064,2018/6/5,02 05 10 11 17 21,5,329557586,821423304 2271 | 2018065,2018/6/7,01 04 06 14 28 33,1,329937636,847267386 2272 | 2018066,2018/6/10,09 16 17 19 22 26,10,357968382,846907070 2273 | 2018067,2018/6/12,01 04 09 12 15 18,5,324647042,858719248 2274 | 2018068,2018/6/14,08 10 17 20 27 30,1,332649368,900360000 2275 | 2018069,2018/6/17,06 13 17 19 23 31,12,355213336,921431615 2276 | 2018070,2018/6/19,04 09 15 16 19 27,10,339461364,907892115 2277 | 2018071,2018/6/21,02 05 06 13 16 19,3,348880396,911477268 2278 | 2018072,2018/6/24,11 16 19 22 25 30,8,372281494,823199206 2279 | 2018073,2018/6/26,02 09 14 15 16 23,10,329645754,832397856 2280 | 2018074,2018/6/28,09 11 14 20 27 30,9,327800026,813581190 2281 | 2018075,2018/7/1,07 09 12 13 22 24,11,356378720,774033783 2282 | 2018076,2018/7/3,03 07 08 15 29 30,13,327873252,698248210 2283 | 2018077,2018/7/5,02 05 09 15 20 24,10,327832004,709870938 2284 | 2018078,2018/7/8,03 10 14 17 18 30,12,358569878,721951374 2285 | 2018079,2018/7/10,14 15 17 22 24 29,13,327442428,782146094 2286 | 2018080,2018/7/12,04 07 13 20 29 33,3,325310442,805444602 2287 | 2018081,2018/7/15,01 02 12 16 20 26,3,349698540,837010055 2288 | 2018082,2018/7/17,06 12 14 20 22 24,9,319081284,838703256 2289 | 2018083,2018/7/19,04 09 18 21 32 33,3,323565026,843134325 2290 | 2018084,2018/7/22,05 06 08 12 22 24,3,347865554,821610647 2291 | 2018085,2018/7/24,04 10 25 26 30 33,6,322576362,815513264 2292 | 2018086,2018/7/26,02 07 17 21 23 26,16,322631262,767052918 2293 | 2018087,2018/7/29,01 05 10 16 18 31,3,348603358,821914596 2294 | 2018088,2018/7/31,03 05 12 29 30 32,14,315199378,832943120 2295 | 2018089,2018/8/2,06 09 12 14 18 27,14,312432712,864705795 2296 | 2018090,2018/8/5,01 02 04 10 14 23,7,340370390,830323212 2297 | 2018091,2018/8/7,06 11 13 17 25 32,7,315853082,854322188 2298 | 2018092,2018/8/9,06 10 16 19 24 33,16,318819890,921043817 2299 | 2018093,2018/8/12,04 18 20 21 29 33,7,341609166,962368068 2300 | 2018094,2018/8/14,04 07 16 20 24 30,5,314204036,1023528004 2301 | 2018095,2018/8/16,10 11 12 21 26 33,9,320539494,1045113520 2302 | 2018096,2018/8/19,01 05 09 20 28 32,12,338691852,965286126 2303 | 2018097,2018/8/21,01 02 17 20 25 28,13,313501772,1024508131 2304 | 2018098,2018/8/23,06 10 11 20 29 32,13,314746902,1037348433 2305 | 2018099,2018/8/26,03 07 08 14 25 32,6,339383254,1013742168 2306 | 2018100,2018/8/28,02 11 14 15 29 33,2,309533260,1047796176 2307 | 2018101,2018/8/30,01 03 14 26 29 33,9,308676480,1062181270 2308 | 2018102,2018/9/2,02 06 11 19 21 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25,5,340052040,954956874 2324 | 2018118,2018/10/9,08 12 21 22 27 31,9,322015414,956670540 2325 | 2018119,2018/10/11,03 13 14 16 25 27,12,328321394,935364310 2326 | 2018120,2018/10/14,03 04 18 26 27 33,1,357215818,973089335 2327 | 2018121,2018/10/16,06 08 14 19 23 25,11,321305376,962509317 2328 | 2018122,2018/10/18,05 07 20 22 30 32,10,327644802,827873755 2329 | 2018123,2018/10/21,13 21 24 27 31 32,1,410429482,867467741 2330 | 2018124,2018/10/23,09 13 14 19 22 25,2,378069006,894677451 2331 | 2018125,2018/10/25,03 10 11 14 15 32,2,391293382,961703467 2332 | 2018126,2018/10/28,01 06 08 09 14 22,5,415778246,978656335 2333 | 2018127,2018/10/30,02 05 06 07 11 15,12,383266268,964241444 2334 | 2018128,2018/11/1,06 07 08 19 22 23,2,388471822,976588973 2335 | 2018129,2018/11/4,02 04 06 16 18 19,16,418290398,1013358099 2336 | 2018130,2018/11/6,05 12 17 18 24 28,12,374274632,978511798 2337 | 2018131,2018/11/8,21 22 24 31 32 33,1,383809176,1050270214 2338 | 2018132,2018/11/11,01 02 09 10 15 22,6,408709916,1043966776 2339 | 2018133,2018/11/13,02 04 11 12 18 32,13,374106026,1084505788 2340 | 2018134,2018/11/15,03 16 18 31 32 33,12,377767366,1084959009 2341 | 2018135,2018/11/18,01 03 06 10 11 29,16,406719454,1138385085 2342 | 2018136,2018/11/20,10 12 15 25 26 27,14,377111910,1166942493 2343 | 2018137,2018/11/22,03 05 11 15 20 23,9,379485292,1152259559 2344 | 2018138,2018/11/25,01 10 25 27 30 32,9,412013682,1213413511 2345 | 2018139,2018/11/27,11 18 20 23 31 32,15,380559364,1221766906 2346 | 2018140,2018/11/29,01 15 20 22 25 28,14,386006162,1320037180 2347 | 2018141,2018/12/2,11 14 16 18 24 33,4,416166816,1385805866 2348 | 2018142,2018/12/4,05 08 10 11 27 28,11,390581690,1343493083 2349 | 2018143,2018/12/6,04 06 15 28 32 33,14,373157016,1328627871 2350 | 2018144,2018/12/9,08 13 17 18 20 27,13,387956028,1403504611 2351 | 2018145,2018/12/11,03 09 13 22 23 25,6,349376292,1333080271 2352 | 2018146,2018/12/13,02 10 11 17 18 29,16,345409226,1317986374 2353 | 2018147,2018/12/16,03 15 17 23 27 30,11,378419434,1319726677 2354 | 2018148,2018/12/18,03 06 18 19 21 31,1,346743178,1315102044 2355 | 2018149,2018/12/20,01 07 08 10 12 24,1,353364860,1312652452 2356 | 2018150,2018/12/23,06 08 15 19 20 31,5,377320206,1289430060 2357 | 2018151,2018/12/25,05 15 19 25 26 29,15,345353380,1321227399 2358 | 2018152,2018/12/27,04 14 16 23 28 29,3,342935808,1247608325 2359 | 2018153,2018/12/30,01 07 17 23 25 31,11,363663410,1289528301 2360 | 2019001,2019/1/1,06 10 13 15 32 33,15,341453440,1283324272 2361 | 2019002,2019/1/3,04 05 06 08 09 18,11,345144344,1294586730 2362 | 2019003,2019/1/6,13 17 20 21 22 27,1,373728002,1333321882 2363 | 2019004,2019/1/8,08 12 16 19 26 32,3,338080388,1346750738 2364 | 2019005,2019/1/10,21 22 26 28 31 32,7,343365078,1326043660 2365 | 2019006,2019/1/13,01 05 10 19 26 28,12,375825296,1211353738 2366 | 2019007,2019/1/15,06 10 14 15 19 23,15,340543166,1223439184 2367 | 2019008,2019/1/17,02 06 09 13 28 32,12,342498692,1255320435 2368 | 2019009,2019/1/20,01 07 10 22 31 32,15,376873348,1267633646 2369 | 2019010,2019/1/22,02 04 05 08 11 30,2,336769874,1223708496 2370 | 2019011,2019/1/24,10 13 19 21 24 30,7,340431350,1245829570 2371 | 2019012,2019/1/27,07 10 21 23 31 33,14,370443836,1303808580 2372 | 2019013,2019/1/29,05 07 14 16 18 21,1,332648408,1347698265 2373 | 2019014,2019/1/31,01 02 03 14 19 33,3,327526362,1364355844 2374 | 2019015,2019/2/3,11 15 16 20 24 31,4,386508326,1352193873 2375 | 2019016,2019/2/12,05 07 09 11 19 25,5,314659700,1334598348 2376 | 2019017,2019/2/14,04 05 24 28 30 33,9,312764888,1355934705 2377 | 2019018,2019/2/17,04 11 18 19 26 32,4,349743310,1370346090 2378 | 2019019,2019/2/19,03 11 17 18 24 25,6,326400930,1285383840 2379 | 2019020,2019/2/21,02 12 13 23 27 28,12,330603914,1268982145 2380 | 2019021,2019/2/24,02 05 07 08 20 27,4,370839306,1301850849 2381 | 2019022,2019/2/26,03 07 11 21 30 33,7,338829860,1233143388 2382 | 2019023,2019/2/28,01 10 14 15 18 31,13,353488994,1207046316 2383 | 2019024,2019/3/3,01 08 23 25 28 29,10,384117562,1209747493 2384 | 2019025,2019/3/5,15 16 21 27 30 33,4,345714892,1246342879 2385 | 2019026,2019/3/7,03 13 15 19 20 27,14,349411720,1242805065 2386 | 2019027,2019/3/10,02 06 08 10 11 17,13,393236612,1257385558 2387 | 2019028,2019/3/12,04 19 22 26 29 30,11,356878622,1244140628 2388 | 2019029,2019/3/14,08 11 17 23 32 33,10,358515950,1269306832 2389 | 2019030,2019/3/17,04 05 07 10 12 22,16,392415448,1240512761 2390 | 2019031,2019/3/19,03 13 15 18 21 33,16,358344316,1276420305 2391 | 2019032,2019/3/21,04 08 09 13 28 33,4,353034100,1308932812 2392 | 2019033,2019/3/24,09 15 19 21 23 29,15,385168218,1259439534 2393 | 2019034,2019/3/26,09 11 15 22 24 26,3,354652922,1263277472 2394 | 2019035,2019/3/28,01 05 07 09 10 20,16,354951028,1269805979 2395 | 2019036,2019/3/31,02 10 13 16 23 32,8,383547756,1164805979 2396 | 2019037,2019/4/2,01 07 12 14 18 25,10,344923376,1154793537 2397 | 2019038,2019/4/4,09 12 21 27 29 30,5,335328036,1138999919 2398 | 2019039,2019/4/7,06 07 11 14 27 32,8,363128750,1122075950 2399 | 2019040,2019/4/9,05 06 09 18 23 31,11,335974062,1118623191 2400 | 2019041,2019/4/11,02 09 13 23 24 26,16,347145834,1183587505 2401 | 2019042,2019/4/14,15 17 19 22 25 26,4,376134240,1220955571 2402 | 2019043,2019/4/16,01 06 12 13 24 32,13,345296562,1275191954 2403 | 2019044,2019/4/18,06 14 16 17 23 29,7,350579948,1246753637 2404 | 2019045,2019/4/21,01 06 17 19 27 31,14,380577960,1272816559 2405 | 2019046,2019/4/23,02 12 16 22 25 32,6,349236650,1227436396 2406 | 2019047,2019/4/25,03 11 18 25 30 33,14,349665886,1297945208 2407 | 2019048,2019/4/28,03 07 10 12 18 29,10,379210874,1307482004 2408 | 2019049,2019/4/30,03 10 13 22 23 28,15,333775314,1300906020 2409 | 2019050,2019/5/2,04 06 10 11 21 23,2,311858860,1276546288 2410 | 2019051,2019/5/5,08 09 10 13 15 28,9,371316762,1229559631 2411 | 2019052,2019/5/7,03 06 09 13 16 19,16,342251970,514041918 2412 | 2019053,2019/5/9,04 16 22 25 29 31,8,345533966,486040155 2413 | 2019054,2019/5/12,07 10 11 15 24 26,11,376075414,484344441 2414 | 2019055,2019/5/14,01 06 11 15 19 31,10,350070872,531777347 2415 | 2019056,2019/5/16,13 14 17 19 21 29,1,351267630,579319269 2416 | 2019057,2019/5/19,04 05 06 08 13 18,16,372560948,606231938 2417 | 2019058,2019/5/21,07 08 12 21 23 27,12,339299672,520571254 2418 | 2019059,2019/5/23,04 05 07 09 16 18,6,345567246,561383166 2419 | 2019060,2019/5/26,03 04 14 20 23 27,1,367103342,628604946 2420 | 2019061,2019/5/28,03 17 19 24 27 31,12,335296666,655425812 2421 | 2019062,2019/5/30,07 13 16 23 26 30,1,339468976,684734277 2422 | 2019063,2019/6/2,01 14 19 22 29 31,16,361222550,718713061 2423 | 2019064,2019/6/4,12 20 24 25 30 33,12,331639006,743421022 2424 | 2019065,2019/6/6,06 09 11 15 20 26,10,327400036,737867862 2425 | 2019066,2019/6/9,01 14 17 20 22 32,4,354505682,765994853 2426 | 2019067,2019/6/11,04 06 08 11 30 33,11,330381956,781887228 2427 | 2019068,2019/6/13,03 14 20 24 26 33,10,331635522,802934315 2428 | 2019069,2019/6/16,06 11 16 19 21 25,1,370103190,813208375 2429 | 2019070,2019/6/18,06 15 18 19 24 32,9,335727814,839590047 2430 | 2019071,2019/6/20,01 08 19 24 29 30,4,338921834,779942491 2431 | 2019072,2019/6/23,02 09 13 15 22 30,15,366310328,784809688 2432 | 2019073,2019/6/25,01 02 06 12 16 18,8,334373706,731798593 2433 | 2019074,2019/6/27,12 21 27 29 31 33,4,339313032,777279978 2434 | 2019075,2019/6/30,05 08 20 22 31 33,3,356452390,825389586 2435 | 2019076,2019/7/2,12 15 19 20 29 32,14,327737064,860745165 2436 | 2019077,2019/7/4,09 11 13 18 21 22,15,331156004,928983242 2437 | 2019078,2019/7/7,01 17 27 29 31 33,12,358699764,911692755 2438 | 2019079,2019/7/9,01 03 06 09 19 31,16,324952306,884700186 2439 | 2019080,2019/7/11,03 06 08 20 24 32,7,333601616,878626031 2440 | 2019081,2019/7/14,05 24 27 29 31 32,10,359862504,907395563 2441 | 2019082,2019/7/16,07 16 19 22 24 28,2,328221990,927370251 2442 | 2019083,2019/7/18,06 15 17 26 28 31,3,329029762,926738145 2443 | 2019084,2019/7/21,04 08 14 18 20 27,3,356282880,892130280 2444 | 2019085,2019/7/23,01 04 14 18 24 29,4,322387974,882276151 2445 | 2019086,2019/7/25,16 22 24 26 28 31,6,318423888,868561562 2446 | 2019087,2019/7/28,04 05 07 09 21 30,4,348495228,904387916 2447 | 2019088,2019/7/30,13 14 15 21 23 29,13,320442344,848907760 2448 | 2019089,2019/8/1,02 04 14 16 20 22,11,321183320,851666935 2449 | 2019090,2019/8/4,02 03 06 08 14 22,4,355808718,912434874 2450 | 2019091,2019/8/6,07 10 21 24 29 32,11,321773688,965901226 2451 | 2019092,2019/8/8,09 17 27 28 32 33,8,325113036,961868391 2452 | 2019093,2019/8/11,05 07 08 09 20 22,2,343851622,870686214 2453 | 2019094,2019/8/13,05 10 12 18 19 27,6,318739184,870773310 2454 | 2019095,2019/8/15,02 05 14 19 21 28,1,327102912,908224516 2455 | 2019096,2019/8/18,05 07 12 18 27 32,11,355103324,720969696 2456 | 2019097,2019/8/20,03 05 18 24 25 31,9,328319954,729874065 2457 | 2019098,2019/8/22,03 11 12 14 17 26,9,334187522,759762439 2458 | 2019099,2019/8/25,07 14 22 23 27 30,8,355328056,667283924 2459 | 2019100,2019/8/27,01 04 12 13 30 32,8,334319180,720116287 2460 | 2019101,2019/8/29,01 04 09 21 31 33,5,336008906,716370043 2461 | 2019102,2019/9/1,03 08 12 16 20 32,12,365310214,665286304 2462 | 2019103,2019/9/3,04 12 14 21 27 29,12,334444954,726754909 2463 | 2019104,2019/9/5,01 05 16 17 18 24,10,336503558,727332881 2464 | 2019105,2019/9/8,02 13 15 17 26 33,1,365092568,754476375 2465 | 2019106,2019/9/10,02 14 22 27 30 33,14,330410652,799590658 2466 | 2019107,2019/9/12,02 06 08 23 27 32,2,326852234,856645293 2467 | 2019108,2019/9/15,07 13 19 22 25 32,13,361553454,842165456 2468 | 2019109,2019/9/17,03 06 07 17 28 31,10,339057352,862636404 2469 | 2019110,2019/9/19,01 18 22 26 27 28,8,345297696,869553104 2470 | 2019111,2019/9/22,07 18 20 22 24 33,1,371095278,907833069 2471 | 2019112,2019/9/24,03 12 14 17 23 27,1,335430712,939911612 2472 | 2019113,2019/9/26,01 05 19 21 25 33,15,339648916,966030310 2473 | 2019114,2019/9/29,02 04 09 11 12 30,1,372847052,1016450569 2474 | 2019115,2019/10/8,04 10 11 14 15 29,5,354033692,1023230427 2475 | 2019116,2019/10/10,01 08 09 13 16 33,1,336502106,1047187205 2476 | 2019117,2019/10/13,03 05 11 28 32 33,1,358734764,1085958852 2477 | 2019118,2019/10/15,12 14 15 25 28 31,4,329400746,1105685807 2478 | 2019119,2019/10/17,04 20 22 24 26 33,7,332545590,1089354655 2479 | 2019120,2019/10/20,10 12 27 31 32 33,3,361613906,1117954087 2480 | 2019121,2019/10/22,02 06 15 21 30 31,2,334748934,1091862134 2481 | 2019122,2019/10/24,04 10 15 19 21 23,2,334989390,1131287397 2482 | 2019123,2019/10/27,02 06 08 17 28 30,6,360609038,1067428638 2483 | 2019124,2019/10/29,04 09 30 31 32 33,1,337939626,1042703541 2484 | 2019125,2019/10/31,02 11 12 26 27 29,3,342491160,1054933143 2485 | 2019126,2019/11/3,02 14 17 29 32 33,16,369776508,1062273688 2486 | 2019127,2019/11/5,02 06 07 12 17 24,10,338393664,1027292513 2487 | 2019128,2019/11/7,03 08 12 16 17 19,8,342336168,1008312621 2488 | 2019129,2019/11/10,03 04 07 09 15 26,7,442669038,952320130 2489 | 2019130,2019/11/12,01 07 09 11 24 32,16,418172282,951230446 2490 | 2019131,2019/11/14,09 17 19 20 24 31,4,413548024,955790186 2491 | 2019132,2019/11/17,04 06 11 14 19 33,7,443878462,981615374 2492 | 2019133,2019/11/19,03 07 16 21 24 31,7,412973230,997265432 2493 | 2019134,2019/11/21,01 04 06 22 29 30,3,424644500,1027388308 2494 | 2019135,2019/11/24,03 06 10 11 27 33,3,448749008,1086229996 2495 | 2019136,2019/11/26,12 14 15 17 29 33,12,411048748,1105571297 2496 | 2019137,2019/11/28,07 10 13 19 23 31,6,414318454,1015204480 2497 | 2019138,2019/12/1,02 06 12 30 31 32,11,455574142,986542917 2498 | 2019139,2019/12/3,08 14 20 23 30 33,11,420684332,1043301115 2499 | 2019140,2019/12/5,02 04 09 11 14 22,5,421874374,966423413 2500 | 2019141,2019/12/8,10 13 14 15 17 33,14,466103236,1042760527 2501 | 2019142,2019/12/10,08 14 24 27 29 33,9,429455474,998995951 2502 | 2019143,2019/12/12,05 13 15 16 26 32,9,421054466,986249870 2503 | 2019144,2019/12/15,02 12 15 19 27 30,3,448943976,991024359 2504 | 2019145,2019/12/17,01 08 13 17 18 19,16,404721396,969648184 2505 | 2019146,2019/12/19,01 04 10 12 30 32,14,400822952,1030878448 2506 | 2019147,2019/12/22,01 09 12 14 23 27,12,428843148,1035973571 2507 | 2019148,2019/12/24,09 10 13 20 26 27,8,412835082,870667904 2508 | 2019149,2019/12/26,01 06 27 28 31 33,7,401837358,836506504 2509 | 2019150,2019/12/29,02 09 14 22 27 29,2,424037140,855139985 2510 | 2019151,2019/12/31,02 06 09 18 24 26,14,405999712,885545850 2511 | 2020001,2020/1/2,02 15 23 26 29 30,2,388311860,939054504 2512 | 2020002,2020/1/5,04 09 14 15 16 29,11,410784878,911355134 2513 | 2020003,2020/1/7,09 17 26 29 30 32,3,368960938,885816521 2514 | 2020004,2020/1/9,02 15 17 27 32 33,3,370826158,906654598 2515 | 2020005,2020/1/12,11 16 17 22 26 32,4,400642476,920486146 2516 | 2020006,2020/1/14,03 04 05 10 16 32,9,361697316,860929224 2517 | 2020007,2020/1/16,05 12 17 20 25 31,10,358035962,709741377 2518 | 2020008,2020/1/19,01 04 06 10 11 28,16,395048088,680964320 2519 | 2020009,2020/1/21,03 06 08 14 19 26,12,405733380,645107708 2520 | 2020010,2020/3/12,11 14 22 27 31 32,9,142522854,654279153 2521 | 2020011,2020/3/15,04 05 07 17 18 29,1,176331724,638032121 2522 | 2020012,2020/3/17,04 13 14 23 26 31,9,198501652,652719440 2523 | 2020013,2020/3/19,02 08 10 20 21 30,14,215545590,660220960 2524 | 2020014,2020/3/22,02 07 08 10 12 16,7,261933168,661997100 2525 | 2020015,2020/3/24,08 09 22 24 30 33,1,255551054,712719613 2526 | 2020016,2020/3/26,05 06 08 17 24 27,7,260860736,685053744 2527 | 2020017,2020/3/29,02 04 07 15 20 27,4,295712918,650980126 2528 | 2020018,2020/3/31,05 07 08 11 17 22,13,287194532,640479172 2529 | 2020019,2020/4/2,15 19 27 28 30 33,3,293920314,652393178 2530 | 2020020,2020/4/5,01 06 09 13 15 22,14,310764432,685979970 2531 | 2020021,2020/4/7,02 06 14 16 27 31,7,296655800,696474938 2532 | 2020022,2020/4/9,02 10 20 22 25 30,2,311416184,695229480 2533 | 2020023,2020/4/12,04 05 20 21 30 33,8,340318270,702813893 2534 | 2020024,2020/4/14,10 13 27 28 29 31,8,317568426,707451262 2535 | 2020025,2020/4/16,01 09 10 15 20 29,2,321611812,742200788 2536 | 2020026,2020/4/19,01 04 09 18 19 31,6,349633986,769853394 2537 | 2020027,2020/4/21,12 13 14 24 25 28,6,324196702,810989197 2538 | 2020028,2020/4/23,05 06 15 18 26 32,8,323795596,823449380 2539 | 2020029,2020/4/26,01 12 18 20 30 32,5,364268814,835276431 2540 | 2020030,2020/4/28,17 18 21 29 30 32,3,327786632,896891829 2541 | 2020031,2020/4/30,02 05 09 15 16 27,9,323903392,850135149 2542 | 2020032,2020/5/3,03 11 13 14 15 26,13,338904002,843200936 2543 | 2020033,2020/5/5,07 10 12 21 31 32,1,320555362,879873846 2544 | 2020034,2020/5/7,02 08 15 16 26 32,3,340793680,878740204 2545 | 2020035,2020/5/10,10 14 24 25 28 33,11,371811232,911288358 2546 | 2020036,2020/5/12,07 09 16 22 24 32,6,346455736,944994783 2547 | 2020037,2020/5/14,01 04 11 13 17 24,15,350126486,944864355 2548 | 2020038,2020/5/17,01 06 07 18 23 24,15,374760420,922526038 2549 | 2020039,2020/5/19,02 09 10 11 16 29,2,341609556,925841149 2550 | 2020040,2020/5/21,01 06 12 16 19 21,4,341533118,947818891 2551 | 2020041,2020/5/24,06 07 16 22 24 25,13,372422582,1005915378 2552 | 2020042,2020/5/26,02 06 07 11 14 31,3,345472844,1027873219 2553 | 2020043,2020/5/28,01 11 24 25 27 30,7,360394276,1043134035 2554 | 2020044,2020/5/31,07 08 16 17 19 24,7,379328476,1042719025 2555 | 2020045,2020/6/2,02 03 15 21 22 33,16,348295556,1010042406 2556 | 2020046,2020/6/4,13 19 25 26 27 32,8,350122868,1010760962 2557 | 2020047,2020/6/7,04 10 17 19 28 32,1,382084220,1021279165 2558 | 2020048,2020/6/9,12 14 18 23 30 32,2,351604616,1046798674 2559 | 2020049,2020/6/11,01 07 09 12 18 22,4,355402476,1062851807 2560 | 2020050,2020/6/14,04 09 17 20 32 33,15,379409292,1101983169 2561 | 2020051,2020/6/16,03 06 08 11 19 28,8,342968302,1014976572 2562 | 2020052,2020/6/18,02 08 13 29 32 33,15,352815504,1085336824 2563 | 2020053,2020/6/21,02 14 15 16 32 33,1,381666534,1057074616 2564 | 2020054,2020/6/23,03 10 19 25 26 31,2,338817016,1050374135 2565 | 2020055,2020/6/25,01 05 07 23 28 30,12,327140694,1009674637 2566 | 2020056,2020/6/28,02 05 08 12 26 31,14,380233782,984522456 2567 | 2020057,2020/6/30,09 14 21 23 26 32,3,349147892,1019998705 2568 | 2020058,2020/7/2,01 03 11 12 19 26,7,356052050,958212978 2569 | 2020059,2020/7/5,02 04 10 17 22 25,14,386807160,1002178704 2570 | 2020060,2020/7/7,05 09 14 20 24 30,8,356937202,837071557 2571 | 2020061,2020/7/9,08 17 24 26 27 31,4,366447904,903858043 2572 | 2020062,2020/7/12,10 14 17 22 26 27,5,391827962,932509919 2573 | 2020063,2020/7/14,12 15 16 22 29 32,14,357076054,991892696 2574 | 2020064,2020/7/16,01 03 07 21 27 32,1,356057386,1063056063 2575 | 2020065,2020/7/19,09 15 18 21 23 26,8,381062334,1090832907 2576 | 2020066,2020/7/21,02 09 13 17 26 28,7,352149702,1057341835 2577 | 2020067,2020/7/23,04 07 09 23 27 30,8,353153516,1061790227 2578 | 2020068,2020/7/26,12 16 21 26 27 32,10,376630286,996910195 2579 | 2020069,2020/7/28,03 09 10 13 18 26,4,343151528,1016346427 2580 | 2020070,2020/7/30,01 02 04 06 19 21,15,343442594,953784945 2581 | 2020071,2020/8/2,09 11 12 13 22 23,8,363190440,931954524 2582 | 2020072,2020/8/4,06 08 10 15 17 26,4,335806408,945569865 2583 | 2020073,2020/8/6,05 07 11 13 27 29,3,344984126,949682723 2584 | 2020074,2020/8/9,04 08 09 13 19 33,12,375478220,974585503 2585 | 2020075,2020/8/11,03 11 13 20 24 30,16,342593198,1031374526 2586 | 2020076,2020/8/13,10 15 16 18 20 27,6,346015916,1033084399 2587 | 2020077,2020/8/16,03 10 16 21 25 27,12,376430570,960537693 2588 | 2020078,2020/8/18,03 11 14 16 21 32,4,339766446,1029746619 2589 | 2020079,2020/8/20,05 12 20 21 22 29,14,347031342,1058784536 2590 | 2020080,2020/8/23,14 15 18 22 31 33,1,375199530,1122276717 2591 | 2020081,2020/8/25,01 05 13 14 27 33,15,341884184,1129524256 2592 | 2020082,2020/8/27,02 08 11 17 21 30,9,339738944,1025240399 2593 | 2020083,2020/8/30,01 19 25 26 30 31,12,375628538,1046377044 2594 | 2020084,2020/9/1,03 07 16 17 23 30,7,340223360,997837500 2595 | 2020085,2020/9/3,01 02 05 09 19 24,16,349243256,1039096893 2596 | 2020086,2020/9/6,02 04 06 15 24 27,6,383150704,1051310454 2597 | 2020087,2020/9/8,11 15 20 23 25 33,10,351393474,1066743130 2598 | 2020088,2020/9/10,01 06 12 26 29 30,12,359763320,1049789346 2599 | 2020089,2020/9/13,02 14 16 21 29 30,10,388734662,1061368833 2600 | 2020090,2020/9/15,02 21 23 26 31 32,6,357200726,1090266240 2601 | 2020091,2020/9/17,01 09 11 12 16 19,16,362307424,1088865952 2602 | 2020092,2020/9/20,01 06 12 18 22 24,3,394714558,1113718036 2603 | 2020093,2020/9/22,04 05 10 13 15 19,15,364874692,1159982996 2604 | 2020094,2020/9/24,10 15 17 27 29 31,8,357043412,1182554395 2605 | 2020095,2020/9/27,03 09 16 17 20 26,2,387062108,1197849256 2606 | 2020096,2020/9/29,01 20 23 26 27 32,15,356787262,1228050661 2607 | 2020097,2020/10/6,02 08 21 25 26 30,10,352372566,1147656700 2608 | 2020098,2020/10/8,06 08 11 22 25 33,2,347585130,1171889114 2609 | 2020099,2020/10/11,05 06 11 12 15 30,12,390640850,1181200651 2610 | 2020100,2020/10/13,01 07 15 16 20 23,7,352785364,1167865459 2611 | 2020101,2020/10/15,10 17 24 25 28 30,15,360073112,1196363693 2612 | 2020102,2020/10/18,09 10 19 25 26 29,8,385810668,837068374 2613 | 2020103,2020/10/20,04 09 10 22 28 32,8,363566614,812186919 2614 | 2020104,2020/10/22,04 08 10 16 27 29,9,371069028,806356097 2615 | 2020105,2020/10/25,06 14 19 20 22 24,1,399513718,837418291 2616 | 2020106,2020/10/27,02 04 11 15 18 28,10,362151946,802335158 2617 | 2020107,2020/10/29,03 09 11 24 25 28,16,372099740,835776030 2618 | 2020108,2020/11/1,10 12 15 17 23 32,5,398129794,793968638 2619 | 2020109,2020/11/3,06 13 16 20 23 32,13,358593188,723801259 2620 | 2020110,2020/11/5,02 06 09 14 22 25,4,365150166,721987721 2621 | 2020111,2020/11/8,06 09 17 22 24 26,16,459469274,808174858 2622 | 2020112,2020/11/10,02 09 12 17 28 32,5,426910448,802000209 2623 | 2020113,2020/11/12,01 03 07 10 22 32,11,436471868,772385388 2624 | 2020114,2020/11/15,01 05 11 24 30 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3076 | 2023132,2023/11/16,03 09 11 15 25 27,1,474511672,2639577950 3077 | 2023133,2023/11/19,04 05 10 14 22 25,3,517770956,2625290582 3078 | 2023134,2023/11/21,05 08 09 17 22 33,4,484355844,2554169624 3079 | 2023135,2023/11/23,05 06 11 13 28 30,7,486609550,2481542330 3080 | 2023136,2023/11/26,03 05 10 21 22 26,10,525192790,2438516168 3081 | 2023137,2023/11/28,03 12 17 19 23 27,11,492348152,2467775081 3082 | 2023138,2023/11/30,03 22 28 30 31 33,4,492601986,2548652101 3083 | 2023139,2023/12/3,12 14 19 21 27 31,11,521719600,2599513870 3084 | --------------------------------------------------------------------------------