基于遗传算法的新安江模型参数优化率定（一）

 文章转自：http://blog.csdn.net/superwen_go/article/details/7669394

1参数率定选用的流域

1.1流域概况

竹溪坡流域慨况及暴雨洪水一般特性：

竹溪坡流域位于湖南资水支流伊溪的上游,集水面积686km2，属山区，河长49km,干流坡降2.42‰。流域内有三个雨量站,即竹溪坡、梅城、黄柏界,流域出口设有竹溪坡水文站,具有较长期的实测雨量、流量资料。流域概况见图1。

该流域属东亚季风副热带暖湿气候,夏季炎热多雨,冬季寒冷干燥。该流域是湖南省著明的暴雨高值区,多年平均年雨量为1400mm～1800mm,多年平均最大24h暴雨为100～130mm,梅城24h暴雨竟达423.1mm(1955年8月26日)。年内降雨量主要集中在4～8月,尤以5、6两月最大。一次洪水历时可达7～8天,洪水过程线形状有明显的季节变化规律,一般7月中旬以前多为峰高量大的复峰,7月中旬以后多为峰高量小的单峰。

竹溪坡流域是常见的暴雨中心区，做好该流域的暴雨洪水预报，对于防治、减轻资水流域下游地区洪水灾害具有重要意义。

 

1.2流域暴雨洪水场次资料

1.2.1  流域水文气象资料的收集与审查

熟悉竹溪坡流域的自然地理情况，广泛收集有关水文气象资料。对资料进行可靠性、一致性、代表性审查。本课程设计的预报方案可不进行此项工作。

1.2.2  竹溪坡流域暴雨洪水场次资料整理

1989年竹溪坡、梅城、黄柏界雨量站的时段雨量数据（设面平均雨量可采用算术平均法计算）以及竹溪坡1989年流量过程由数据文件“infile_3P_Qo.txt”提供。洪水与暴雨场次的大致划分如表1所示。



表1     资水支流竹溪坡站次洪水统计表                 径流深单位：mm

NO	洪号	流量起止时间	起止流量	洪峰	峰现时间	雨量起止时间	径流深
1	89412	4.11.02-4.19.02	10    11			4.11.02-4.19.02
2	89419	4.19.02-4.28.02	11    16			4.19.02-4.27.20
3	89428	4.28.02-5.07.14	16    14			4.28.02-5.07.14
4	89507	5.07.14-5.25.20	14     9			5.07.14-5.25.20
5	89628	6.28.08-7.11.20	9      9			6.28.08-7.09.08

1989年雨量流量数据（数据文件“infile_3P_Qo.txt”就是来自此表，记录了三个雨量站和流域流量的数据）

月	日	(开始)时	(终止)时	竹溪坡雨量	梅城雨量	黄柏界雨量	竹溪坡流量
4	1	2	8	0	0	0	11.6
4	1	8	14	0	0	0	11.6
4	1	14	20	0	0	0	10.39
4	1	20	2	0.1	0	0	9.18
4	2	2	8	1.7	0.3	0.3	7.96
4	2	8	14	0	0	0	6.75
4	2	14	20	0	0.9	0.9	7.71
4	2	20	2	3.2	2.9	2.9	8.68
4	3	2	8	14.2	18	18	9.64
4	3	8	14	2.1	3.7	3.7	10.6
4	3	14	20	1.5	0.1	0.1	14.3
4	3	20	2	1.1	0.1	0.1	18
4	4	2	8	1.5	1.2	1.2	21.7
4	4	8	14	0.8	0	0	25.4
4	4	14	20	2.1	0	0	23.73
4	4	20	2	0.7	0.5	0.5	22.05
4	5	2	8	0	0	0	20.38
4	5	8	14	0	0	0	18.7
4	5	14	20	0	0	0	17.35
4	5	20	2	0	0.1	0.1	16
4	6	2	8	0.3	0.3	0.3	14.65
4	6	8	14	0	0	0	13.3
4	6	14	20	0	0	0	12.5
4	6	20	2	0	0	0	11.7
4	7	2	8	0	0	0	10.9
4	7	8	14	0	0	0	10.1
4	7	14	20	0	0	0	9.62
4	7	20	2	0.9	1.8	1.8	9.14
4	8	2	8	0	0	0	8.65
4	8	8	14	0	0	0	8.17
4	8	14	20	0	0	0	8.05
4	8	20	2	0	0	0	7.93
4	9	2	8	0	0	0	7.82
4	9	8	14	0	0	0	7.7
4	9	14	20	0	0	0	7.24
4	9	20	2	0	0	0	6.77
4	10	2	8	0	0	0	6.31
4	10	8	14	0	0	0	5.85
4	10	14	20	0	0.6	0.6	6.3
4	10	20	2	26.5	18.4	18.4	6.3
4	11	2	8	42.5	18.1	18.1	9.6
4	11	8	14	8.1	8.5	8.5	106
4	11	14	20	9.4	10.6	10.6	242
4	11	20	2	7	5.7	5.7	195
4	12	2	8	6.1	2.3	2.3	171
4	12	8	14	16.1	12.8	12.8	120
4	12	14	20	26.6	13.3	13.3	126
4	12	20	2	28.5	23.5	23.5	248.6
4	13	2	8	4.9	6.9	6.9	510
4	13	8	14	0	0	0	406
4	13	14	20	0	0	0	242
4	13	20	2	0	0	0	132.49
4	14	2	8	0	0.4	0.4	89.28
4	14	8	14	0	0	0	69.7
4	14	14	20	0	0	0	55
4	14	20	2	0	0.3	0.3	40.87
4	15	2	8	0	0.9	0.9	34.67
4	15	8	14	0	0	0	35.6
4	15	14	20	0	0	0	31.28
4	15	20	2	0	0	0	24.32
4	16	2	8	0	0	0	21.42
4	16	8	14	0	0	0	23.7
4	16	14	20	0	0	0	21.95
4	16	20	2	0	0	0	20.2
4	17	2	8	0.2	0.1	0.1	19.8
4	17	8	14	0.3	0.1	0.1	19.4
4	17	14	20	0	0	0	18.75
4	17	20	2	0	0	0	14.64
4	18	2	8	0	0.1	0.1	16.1
4	18	8	14	0.2	0	0	17.9
4	18	14	20	0	0	0	16.85
4	18	20	2	0	0	0	13.06
4	19	2	8	2.7	0	0	10.95
4	19	8	14	27.6	31.1	31.1	15.2
4	19	14	20	0.4	1.1	1.1	31.7
4	19	20	2	0	0	0	116
4	20	2	8	0.2	0	0	78.8
4	20	8	14	0.2	7.7	7.7	57.4
4	20	14	20	4.9	0.6	0.6	48.23
4	20	20	2	1.5	0.1	0.1	42.17
4	21	2	8	14.5	4.2	4.2	39.68
4	21	8	14	27	26.1	26.1	40.8
4	21	14	20	23.2	12.2	12.2	205.75
4	21	20	2	3.3	0	0	346.5
4	22	2	8	0	0	0	203.8
4	22	8	14	0	0.9	0.9	191
4	22	14	20	0	0	0	88.53
4	22	20	2	0	0.2	0.2	64.33
4	23	2	8	0.5	0.6	0.6	52.73
4	23	8	14	0	0	0	47.5
4	23	14	20	0	0.3	0.3	41.54
4	23	20	2	0	0	0	35.59
4	24	2	8	0	0	0	31.36
4	24	8	14	0	0	0	28
4	24	14	20	0.3	0	0	26.19
4	24	20	2	0	1.8	1.8	24.74
4	25	2	8	1	0.7	0.7	23.73
4	25	8	14	0.1	0	0	22.8
4	25	14	20	0	0	0	21.34
4	25	20	2	0	0	0	19.89
4	26	2	8	0	0	0	19.12
4	26	8	14	0	0	0	18.7
4	26	14	20	0	0.2	0.2	18.01
4	26	20	2	0	0.2	0.2	17.32
4	27	2	8	0	0	0	17.2
4	27	8	14	0	0	0	17.2
4	27	14	20	0	0	0	16.85
4	27	20	2	0.5	0	0	16.5
4	28	2	8	24.4	0.9	0.9	15.92
4	28	8	14	12.9	13.3	13.3	17.9
4	28	14	20	0.6	2	2	25.79
4	28	20	2	17.3	14.8	14.8	30.7
4	29	2	8	31.3	10.9	10.9	33.6
4	29	8	14	7	3.6	3.6	169
4	29	14	20	5.5	0.7	0.7	206.14
4	29	20	2	0.8	0	0	153
4	30	2	8	3	1.7	1.7	99.86
4	30	8	14	5.1	0.9	0.9	105
4	30	14	20	10.8	10.1	10.1	93.54
4	30	20	2	3	3.3	3.3	69.28
5	1	2	8	0.3	0.1	0.1	86.4
5	1	8	14	0	0	0	86.4
5	1	14	20	0	0	0	104.18
5	1	20	2	0.5	3.6	3.6	60
5	2	2	8	0	0	0	52.64
5	2	8	14	0	0	0	78.4
5	2	14	20	0	0	0	43.5
5	2	20	2	0	0	0	35.27
5	3	2	8	0	0	0	32.22
5	3	8	14	0	0	0	30.2
5	3	14	20	0	0	0	27.8
5	3	20	2	0	0	0	25.4
5	4	2	8	0	0	0	24.2
5	4	8	14	0	0	0	23
5	4	14	20	0	0	0	22.08
5	4	20	2	0	0	0	21.15
5	5	2	8	0	0	0	20.22
5	5	8	14	0	0	0	19.3
5	5	14	20	0	0	0	18.6
5	5	20	2	0	0	0	17.9
5	6	2	8	0	0	0	17.2
5	6	8	14	0	0	0	16.5
5	6	14	20	0	0	0	15.69
5	6	20	2	0	0	0	14.87
5	7	2	8	0	0	0	14.6
5	7	8	14	0.1	3.8	3.8	14.6
5	7	14	20	2.7	2.1	2.1	14.13
5	7	20	2	0.7	1.5	1.5	14.85
5	8	2	8	12.2	4.4	4.4	16.33
5	8	8	14	1.7	5.9	5.9	21.5
5	8	14	20	12.9	6.4	6.4	25.4
5	8	20	2	0.1	0	0	34.83
5	9	2	8	0	0	0	54.04
5	9	8	14	0.2	3.6	3.6	43.5
5	9	14	20	0.6	0.7	0.7	38.43
5	9	20	2	0	0	0	34.9
5	10	2	8	0	0	0	32.55
5	10	8	14	0	0	0	30.2
5	10	14	20	10	3.5	3.5	27.8
5	10	20	2	9.7	11.4	11.4	25.4
5	11	2	8	3.3	6	6	122.67
5	11	8	14	0.2	0.1	0.1	110
5	11	14	20	0	0	0	85.69
5	11	20	2	0.1	0	0	68.68
5	12	2	8	7.4	0	0	53.25
5	12	8	14	3.3	0.1	0.1	47
5	12	14	20	11.6	3.8	3.8	42.82
5	12	20	2	0.3	0.1	0.1	73.4
5	13	2	8	0	0	0	66.58
5	13	8	14	0	0	0	55.8
5	13	14	20	0	0	0	49.4
5	13	20	2	0	0	0	43
5	14	2	8	0	0	0	36.6
5	14	8	14	0	0	0	30.2
5	14	14	20	0	0	0	28.4
5	14	20	2	0	0	0	26.6
5	15	2	8	0	0	0	24.8
5	15	8	14	9.3	7.8	7.8	23
5	15	14	20	12.2	13.3	13.3	24.37
5	15	20	2	0.1	0	0	38.34
5	16	2	8	0.3	0.3	0.3	55.8
5	16	8	14	0	0	0	47
5	16	14	20	0	0	0	41.45
5	16	20	2	0	0	0	35.9
5	17	2	8	0	0	0	32.6
5	17	8	14	0	0	0	29.3
5	17	14	20	0	0	0	27.35
5	17	20	2	0	0	0	25.4
5	18	2	8	0	0	0	23.45
5	18	8	14	0	0	0	21.5
5	18	14	20	0	0	0	20.07
5	18	20	2	0	0	0	18.63
5	19	2	8	0	0	0	17.2
5	19	8	14	0	0	0	15.55
5	19	14	20	0	0	0	13.9
5	19	20	2	0	0	0	13.7
5	20	2	8	0	0	0	13.5
5	20	8	14	0	0	0	13.3
5	20	14	20	0	0	0	13.3
5	20	20	2	0	0	0	13.3
5	21	2	8	0.2	0	0	12.82
5	21	8	14	0	0	0	11.4
5	21	14	20	1.4	0	0	12
5	21	20	2	1	0.1	0.1	12.6
5	22	2	8	5.7	3.3	3.3	13.2
5	22	8	14	4.2	0.3	0.3	13.9
5	22	14	20	0.1	0	0	13.53
5	22	20	2	0	0	0	13.65
5	23	2	8	0	0	0	13.78
5	23	8	14	0	0	0	13.9
5	23	14	20	0	0	0	13.15
5	23	20	2	0	0	0	12.4
5	24	2	8	0	0	0	11.65
5	24	8	14	0	0	0	10.9
5	24	14	20	0	0	0	10.75
5	24	20	2	0	0	0	10.6
5	25	2	8	0	0	0	10.45
5	25	8	14	0	0	0	10.3
5	25	14	20	0	0	0	9.76
5	25	20	2	0	0	0	9.43
5	26	2	8	0	0	0	9.1
5	26	8	14	0	0	0	8.77
5	26	14	20	0.5	0	0	8.65
5	26	20	2	0.2	0.1	0.1	8.52
5	27	2	8	0	0	0	8.4
5	27	8	14	0	0	0	8.27
5	27	14	20	0	0.1	0.1	8.4
5	27	20	2	2.7	1.5	1.5	8.52
5	28	2	8	8.2	4.9	4.9	8.65
5	28	8	14	2.6	1.2	1.2	8.77
5	28	14	20	0.4	1.8	1.8	9.3
5	28	20	2	0	0	0	9.84
5	29	2	8	0.1	0	0	10.37
5	29	8	14	0	0	0	10.9
5	29	14	20	1.6	2.7	2.7	10.9
5	29	20	2	1.1	3.4	3.4	10.9
5	30	2	8	0	0	0	10.9
5	30	8	14	0	0	0	10.9
5	30	14	20	0	0	0	10.37
5	30	20	2	0	0	0	9.84
5	31	2	8	0	0	0	9.3
5	31	8	14	0	0	0	8.77
5	31	14	20	0	0	0	8.65
5	31	20	2	0	0	0	8.52
6	1	2	8	0	0	0	8.4
6	1	8	14	0	0	0	8.27
6	1	14	20	0	0	0	8.15
6	1	20	2	0	0	0	8.03
6	2	2	8	0	0	0	7.91
6	2	8	14	0	2.8	2.8	7.79
6	2	14	20	10.2	9.7	9.7	7.79
6	2	20	2	0.3	0	0	7.79
6	3	2	8	1.1	0.3	0.3	7.79
6	3	8	14	0	0	0	7.79
6	3	14	20	0.1	0.1	0.1	8.15
6	3	20	2	0	0	0	8.51
6	4	2	8	10.4	19.7	19.7	8.88
6	4	8	14	0	0.1	0.1	9.24
6	4	14	20	0	0	0	9.95
6	4	20	2	0	0	0	10.67
6	5	2	8	0	0	0	11.39
6	5	8	14	0	0	0	12.1
6	5	14	20	0	2.9	2.9	11.39
6	5	20	2	0	0	0	10.67
6	6	2	8	0	0.1	0.1	9.95
6	6	8	14	0	0	0	9.24
6	6	14	20	0	0.4	0.4	8.88
6	6	20	2	0	0	0	8.51
6	7	2	8	0	0	0	8.15
6	7	8	14	0	0	0	7.79
6	7	14	20	0	0	0	7.55
6	7	20	2	0	0	0	7.32
6	8	2	8	0	0	0	7.09
6	8	8	14	1	0	0	6.85
6	8	14	20	0	0	0	6.97
6	8	20	2	1.2	0.8	0.8	7.08
6	9	2	8	0.4	37.5	37.5	7.19
6	9	8	14	0.2	0	0	7.31
6	9	14	20	0.2	0	0	7.68
6	9	20	2	0.4	0	0	8.04
6	10	2	8	0.2	0	0	8.41
6	10	8	14	0	5.4	5.4	8.77
6	10	14	20	0	0	0	8.65
6	10	20	2	0	0	0	8.52
6	11	2	8	0	3.1	3.1	8.4
6	11	8	14	0	0	0	8.27
6	11	14	20	0	0	0	8.27
6	11	20	2	0	0	0	8.27
6	12	2	8	0	0	0	8.27
6	12	8	14	0	0	0	8.27
6	12	14	20	0	0	0	7.92
6	12	20	2	0	0	0	7.56
6	13	2	8	0	0	0	7.2
6	13	8	14	0	0	0	6.85
6	13	14	20	0	0	0	6.62
6	13	20	2	0	0	0	6.39
6	14	2	8	0	0	0	6.16
6	14	8	14	0	0	0	5.93
6	14	14	20	6.6	6.8	6.8	6.02
6	14	20	2	0.2	0.1	0.1	6.11
6	15	2	8	0	0	0	6.21
6	15	8	14	0	0	0	6.3
6	15	14	20	8.9	0.5	0.5	7.79
6	15	20	2	0	0	0	7.79
6	16	2	8	0.1	0	0	7.79
6	16	8	14	0.1	0	0	7.79
6	16	14	20	9.6	0.8	0.8	8.42
6	16	20	2	1.9	0.9	0.9	9.05
6	17	2	8	0.7	0	0	9.67
6	17	8	14	0.4	0	0	10.3
6	17	14	20	3.3	0.1	0.1	12.2
6	17	20	2	11	7.5	7.5	14.1
6	18	2	8	13.9	5.3	5.3	16
6	18	8	14	7.6	21.7	21.7	17.9
6	18	14	20	3.4	1.5	1.5	42.42
6	18	20	2	0.1	0.1	0.1	70.23
6	19	2	8	0.1	0	0	49.91
6	19	8	14	0	0	0	38
6	19	14	20	0	0.2	0.2	33.5
6	19	20	2	0	0.1	0.1	29
6	20	2	8	0	0	0	24.5
6	20	8	14	0	0	0	20
6	20	14	20	0	0	0	18.8
6	20	20	2	0	0	0	17.6
6	21	2	8	0	0	0	16.4
6	21	8	14	3.3	0	0	15.2
6	21	14	20	2.5	0	0	14.88
6	21	20	2	5.7	1.2	1.2	14.55
6	22	2	8	4.4	0.3	0.3	14.22
6	22	8	14	3.6	0.4	0.4	13.9
6	22	14	20	1.3	0.2	0.2	14.38
6	22	20	2	0	0	0	14.85
6	23	2	8	0	0	0	15.32
6	23	8	14	0	0	0	15.8
6	23	14	20	0	0	0	15.02
6	23	20	2	0	0	0	14.25
6	24	2	8	0	0	0	13.48
6	24	8	14	0	0	0	12.7
6	24	14	20	0	0	0	11.97
6	24	20	2	0	0	0	11.23
6	25	2	8	0	0	0	10.49
6	25	8	14	0	0	0	9.76
6	25	14	20	0	0	0	9.51
6	25	20	2	0	0	0	9.27
6	26	2	8	0	0	0	9.02
6	26	8	14	0	0	0	8.77
6	26	14	20	0.1	0	0	8.53
6	26	20	2	0	0	0	8.28
6	27	2	8	0	0	0	8.03
6	27	8	14	0	0	0	7.79
6	27	14	20	4.7	5.4	5.4	8.03
6	27	20	2	0	0.2	0.2	8.27
6	28	2	8	0	0.5	0.5	9.15
6	28	8	14	0	12.6	12.6	9.24
6	28	14	20	8.1	11.4	11.4	10.06
6	28	20	2	1.3	17.1	17.1	10.65
6	29	2	8	16.8	28.9	28.9	24.59
6	29	8	14	18.8	11.6	11.6	97.67
6	29	14	20	1.6	6.9	6.9	220
6	29	20	2	0.4	1.1	1.1	204
6	30	2	8	0.1	1.6	1.6	123.86
6	30	8	14	0.9	3.2	3.2	89.6
6	30	14	20	0.3	1.4	1.4	68.83
6	30	20	2	0.4	1.3	1.3	59.98
7	1	2	8	2.3	1.7	1.7	70.3
7	1	8	14	2	1.3	1.3	67.3
7	1	14	20	0	0	0	63.8
7	1	20	2	1.7	1.1	1.1	60.29
7	2	2	8	7.9	9.8	9.8	34
7	2	8	14	1.1	0.5	0.5	32
7	2	14	20	0.1	1.9	1.9	75.02
7	2	20	2	0.3	1.9	1.9	67.73
7	3	2	8	13	21.6	21.6	62.58
7	3	8	14	30.8	25.8	25.8	51.9
7	3	14	20	12	11.7	11.7	213.25
7	3	20	2	0.6	0.1	0.1	475
7	4	2	8	0	0	0	366.5
7	4	8	14	0	0	0	239
7	4	14	20	0	0	0	100.95
7	4	20	2	0	0	0	80.99
7	5	2	8	0	0	0	64.37
7	5	8	14	0	0	0	55.8
7	5	14	20	0	0	0	48.73
7	5	20	2	0	0	0	32.2
7	6	2	8	0	0	0	28
7	6	8	14	0	0	0	23.8
7	6	14	20	0	0	0	22.67
7	6	20	2	0	0	0	21.02
7	7	2	8	0	0	0	19.11
7	7	8	14	0	0	0	17.2
7	7	14	20	0	0	0	16
7	7	20	2	0	0	0	15.06
7	8	2	8	0	0	0	14.18
7	8	8	14	0	0	0	13.3
7	8	14	20	0	0	0	12.73
7	8	20	2	0	0	0	12.16
7	9	2	8	0	0	0	11.59
7	9	8	14	0	0	0	10.3
7	9	14	20	0	0	0	9.9
7	9	20	2	0	0	0	9.76
7	10	2	8	0	0	0	9.76
7	10	8	14	0	0	0	9.76
7	10	14	20	0	0	0	9.51
7	10	20	2	0	0	0	9.27
7	11	2	8	0	0	0	9.02
7	11	8	14	0	0	0	8.77
7	11	14	20	0	0	0	8.89
7	11	20	2	0	0	0	9.01
7	12	2	8	0	0	0	9.12
7	12	8	14	0.3	4.6	4.6	9.24
7	12	14	20	0.3	0.1	0.1	9.78
7	12	20	2	0.3	0.3	0.3	10.32
7	13	2	8	0	0	0	10.86
7	13	8	14	0	0	0	11.4
7	13	14	20	1.3	0.8	0.8	11.27
7	13	20	2	0	0	0	11.15
7	14	2	8	0	0	0	11.02
7	14	8	14	0	0	0	10.9
7	14	14	20	0	0	0	10.37
7	14	20	2	0	0	0	9.84
7	15	2	8	0	0	0	9.3
7	15	8	14	0	0	0	8.77
7	15	14	20	0	0	0	8.41
7	15	20	2	0	0	0	8.04
7	16	2	8	0	0	0	7.68
7	16	8	14	0	0	0	7.31
7	16	14	20	0	0	0	7.19
7	16	20	2	0	0	0	7.08
7	17	2	8	0	0	0	6.97
7	17	8	14	0	0	0	6.85
7	17	14	20	0	0	0	6.31
7	17	20	2	0	0	0	5.76
7	18	2	8	0	0	0	5.22
7	18	8	14	0	0	0	4.68
7	18	14	20	0	0	0	4.68
7	18	20	2	0	0	0	4.68
7	19	2	8	0	0	0	4.68
7	19	8	14	0	0	0	4.68
7	19	14	20	0	0	0	4.39
7	19	20	2	0	0	0	4.11
7	20	2	8	0	0	0	3.82
7	20	8	14	0	0	0	3.54
7	20	14	20	0	0	0	3.63
7	20	20	2	0	0	0	3.72
7	21	2	8	0	0	0	3.82
7	21	8	14	0	0	0	3.91
7	21	14	20	0	0	0	3.91
7	21	20	2	0	0	0	3.91
7	22	2	8	0	0	0	3.91
7	22	8	14	0	0	0	3.91
7	22	14	20	0	0	0	3.91
7	22	20	2	0	0	0	3.91
7	23	2	8	0	0	0	3.91
7	23	8	14	0	0	0	3.91
7	23	14	20	0	0	0	3.91
7	23	20	2	0	0	0	3.91
7	24	2	8	0	0	0	3.91
7	24	8	14	0	0	0	3.91
7	24	14	20	0	0	0	3.91
7	24	20	2	0	0	0	3.91
7	25	2	8	0	0	0	3.91
7	25	8	14	0	0	0	3.91
7	25	14	20	0	0	0	4.01
7	25	20	2	0	0	0	4.1
7	26	2	8	0	0	0	4.2
7	26	8	14	1.3	4.1	4.1	4.29
7	26	14	20	5.2	2	2	5.41
7	26	20	2	5.1	2.4	2.4	6.53
7	27	2	8	12	10.9	10.9	7.65
7	27	8	14	23	20	20	8.77
7	27	14	20	25.5	8.1	8.1	18.71
7	27	20	2	23.5	5.6	5.6	28.11
7	28	2	8	12.9	2	2	34.78
7	28	8	14	0.1	0	0	37
7	28	14	20	0	0	0	31.4
7	28	20	2	0	0	0	25.8
7	29	2	8	0	0	0	20.2
7	29	8	14	0	0	0	14.6
7	29	14	20	0	0	0	13.14
7	29	20	2	0	0	0	11.69
7	30	2	8	0	0	0	10.23
7	30	8	14	0	0	0	8.77
7	30	14	20	0	0	0	8.41
7	30	20	2	0	0	0	8.04
7	31	2	8	0	0	0	7.68