基于层次分析法与模糊综合评价法的衢州鲜食大豆低聚糖种质资源评价研究

doi:10.3969/j.issn.1004-1524.20240035

浙江农业学报 ›› 2025, Vol. 37 ›› Issue (4): 754-766.DOI: 10.3969/j.issn.1004-1524.20240035

基于层次分析法与模糊综合评价法的衢州鲜食大豆低聚糖种质资源评价研究

许竹溦(), 雷俊, 邵晓伟, 陈润兴, 姜欢, 汪寿根, 余文慧^*()

衢州市农业林业科学研究院,浙江衢州324003

收稿日期:2024-01-03 出版日期:2025-04-25 发布日期:2025-05-09
作者简介:许竹溦(1994—),女,浙江衢州人,硕士,农艺师,主要从事大豆良种选育与栽培技术研究。E-mail:1594283255@qq.com
通讯作者: *余文慧,E-mail: 354226027@qq.com
基金资助:
“十四五”农业新品种选育重大科技专项(2021C02064-5-1);浙江省基础公益研究计划项目(LGN22C130007)

Evaluation of Quzhou fresh soybean oligosaccharide germplasm resources based on analytic hierarchy process and fuzzy comprehensive evaluation method

XU Zhuwei(), LEI Jun, SHAO Xiaowei, CHEN Runxing, JIANG Huan, WANG Shougen, YU Wenhui^*()

Quzhou Academy of Agricultural and Forestry Sciences, Quzhou 324003, Zhejiang, China

Received:2024-01-03 Online:2025-04-25 Published:2025-05-09

摘要/Abstract

摘要： 本研究以衢州34份核心鲜食大豆种质为试验材料,对低聚糖含量进行描述性统计分析,构造频数分布图。为筛选优异鲜食大豆低聚糖种质资源,采用层次分析法,基于选定的性状指标,结合相关性分析与逐步回归分析,构建鲜食大豆低聚糖种质资源的评价体系。结果表明,蔗糖、水苏糖、棉子糖和低聚糖含量均符合正态分布,但蔗糖含量的分布具有一定负偏性,低聚糖含量存在少量极端值,上述4项指标的变异系数均在11.00%以下,离散程度低。应用层次分析法,将选定的16项指标划分为对农艺性状、产量性状和品质性状3大类,其中,产量性状的权重值最大(0.443 4),其次为品质性状(0.387 4)和农艺性状(0.169 2)。在16项指标中,低聚糖含量的权重值最大(0.171 8),其次为蔗糖含量、百粒鲜重、有效分枝数和每荚粒数。依照测定的综合得分,将供试种质资源划分为4个等级,Ⅰ级的包括0715F1、0513I2、0716F1、1213B3、1007C2和衢鲜1号,其中,0715F1农艺性状和产量性状得分均最高,分别为0.596 6 和1.451 4,1007C2的品质性状得分最高,为1.407 3。本文将鲜食大豆的品质性状、农艺性状和产量性状结合分析,可为杂交育种获得低聚糖品质结构优化的鲜食大豆新品种提供筛选依据。

关键词: 鲜食大豆, 低聚糖, 逐步回归法, 层次分析法, 评价体系

Abstract:

This study used 34 core fresh soybean germplasm samples from Quzhou as experimental materials to conduct descriptive statistical analysis of oligosaccharide content and construct frequency distribution maps. To screen excellent fresh soybean oligosaccharide varieties, the analytic hierarchy process (AHP) was used to construct an evaluation system for fresh soybean oligosaccharide germplasm resources from the selected indexes, combined with correlation analysis and stepwise regression analysis. The results showed that the coefficient of variation of sucrose, stachyose, raffinose, and oligosaccharides content was below 11.00%, with a small degree of dispersion. These four indicators followed a normal distribution, yet the distribution of sucrose content had a certain negative bias, and there were a small number of extreme values in oligosaccharide content. By AHP method, the 16 selected indexes were classfied into agronomic traits, yield traits and quality traits. Among them, the yield trats exhibited the highest weight of 0.443 4, and was followed by quality traits (0.387 4) and agronomic traits (0.169 2). Within the 16 selected indexes, the oligosaccharides content showed the highest weight of 0.171 8, which was followed by sucrose content, hundred-grain fresh weight, effecttive branching number and each pod grain number. Based on the the final score, the test materials were divided into four levels, with Level Ⅰ consisting of 0715F1, 0513I2, 0716F1, 1213B3, 1007C2, and Quxian No.1. Among them, 0715F1 had the highest agronomic traits score and yield traits score of 0.596 6 and 1.451 4, respectively, and 1007C2 had the highest quality traits score of 1.407 3. This study combined the analysis of soybean quality traits, agronomic traits and yield traits, providing a screening basis for obtaining new soybean varieties with optimized oligosaccharide quality structure through hybrid breeding.

Key words: fresh soybean, oligosaccharide, stepwise regression method, AHP, evaluation system

中图分类号:

S565.1

许竹溦, 雷俊, 邵晓伟, 陈润兴, 姜欢, 汪寿根, 余文慧. 基于层次分析法与模糊综合评价法的衢州鲜食大豆低聚糖种质资源评价研究[J]. 浙江农业学报, 2025, 37(4): 754-766.

XU Zhuwei, LEI Jun, SHAO Xiaowei, CHEN Runxing, JIANG Huan, WANG Shougen, YU Wenhui. Evaluation of Quzhou fresh soybean oligosaccharide germplasm resources based on analytic hierarchy process and fuzzy comprehensive evaluation method[J]. Acta Agriculturae Zhejiangensis, 2025, 37(4): 754-766.

图/表 10

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编号 Code	品种名 Species name	类型 Type	编号 Code	品种名 Species name	类型 Type
A1	0505G3	秋季鲜食大豆Autumn fresh soybean	A18	0906D2	秋季鲜食大豆Autumn fresh soybean
A2	0513I2	秋季鲜食大豆Autumn fresh soybean	A19	0906D3	秋季鲜食大豆Autumn fresh soybean
A3	0713F1	秋季鲜食大豆Autumn fresh soybean	A20	0906E1	秋季鲜食大豆Autumn fresh soybean
A4	0713F2	秋季鲜食大豆Autumn fresh soybean	A21	0906E2	秋季鲜食大豆Autumn fresh soybean
A5	0715F1	秋季鲜食大豆Autumn fresh soybean	A22	0910F1	秋季鲜食大豆Autumn fresh soybean
A6	0715G1	秋季鲜食大豆Autumn fresh soybean	A23	1007C2	秋季鲜食大豆Autumn fresh soybean
A7	0715G2	秋季鲜食大豆Autumn fresh soybean	A24	1009D	秋季鲜食大豆Autumn fresh soybean
A8	0716F1	秋季鲜食大豆Autumn fresh soybean	A25	1011C1	秋季鲜食大豆Autumn fresh soybean
A9	0721E2	秋季鲜食大豆Autumn fresh soybean	A26	1102C4	秋季鲜食大豆Autumn fresh soybean
A10	0721F1	秋季鲜食大豆Autumn fresh soybean	A27	1213B3	秋季鲜食大豆Autumn fresh soybean
A11	0724E2	秋季鲜食大豆Autumn fresh soybean	A28	X14C	秋季鲜食大豆Autumn fresh soybean
A12	0724F	秋季鲜食大豆Autumn fresh soybean	A29	衢0911-2 Qu 0911-2	秋季鲜食大豆Autumn fresh soybean
A13	0811G2	秋季鲜食大豆Autumn fresh soybean	A30	衢1102-2 Qu 1102-2	秋季鲜食大豆Autumn fresh soybean
A14	0 817	秋季鲜食大豆Autumn fresh soybean	A31	衢鲜1号Quxian No. 1	秋季鲜食大豆Autumn fresh soybean
A15	0818E1	秋季鲜食大豆Autumn fresh soybean	A32	衢鲜6号Quxian No. 6	秋季鲜食大豆Autumn fresh soybean
A16	0818E2	秋季鲜食大豆Autumn fresh soybean	A33	衢鲜8号Quxian No. 8	秋季鲜食大豆Autumn fresh soybean
A17	0818E3	秋季鲜食大豆Autumn fresh soybean	A34	衢鲜9号Quxian No. 9	秋季鲜食大豆Autumn fresh soybean

编号 Code	品种名 Species name	类型 Type	编号 Code	品种名 Species name	类型 Type
A1	0505G3	秋季鲜食大豆Autumn fresh soybean	A18	0906D2	秋季鲜食大豆Autumn fresh soybean
A2	0513I2	秋季鲜食大豆Autumn fresh soybean	A19	0906D3	秋季鲜食大豆Autumn fresh soybean
A3	0713F1	秋季鲜食大豆Autumn fresh soybean	A20	0906E1	秋季鲜食大豆Autumn fresh soybean
A4	0713F2	秋季鲜食大豆Autumn fresh soybean	A21	0906E2	秋季鲜食大豆Autumn fresh soybean
A5	0715F1	秋季鲜食大豆Autumn fresh soybean	A22	0910F1	秋季鲜食大豆Autumn fresh soybean
A6	0715G1	秋季鲜食大豆Autumn fresh soybean	A23	1007C2	秋季鲜食大豆Autumn fresh soybean
A7	0715G2	秋季鲜食大豆Autumn fresh soybean	A24	1009D	秋季鲜食大豆Autumn fresh soybean
A8	0716F1	秋季鲜食大豆Autumn fresh soybean	A25	1011C1	秋季鲜食大豆Autumn fresh soybean
A9	0721E2	秋季鲜食大豆Autumn fresh soybean	A26	1102C4	秋季鲜食大豆Autumn fresh soybean
A10	0721F1	秋季鲜食大豆Autumn fresh soybean	A27	1213B3	秋季鲜食大豆Autumn fresh soybean
A11	0724E2	秋季鲜食大豆Autumn fresh soybean	A28	X14C	秋季鲜食大豆Autumn fresh soybean
A12	0724F	秋季鲜食大豆Autumn fresh soybean	A29	衢0911-2 Qu 0911-2	秋季鲜食大豆Autumn fresh soybean
A13	0811G2	秋季鲜食大豆Autumn fresh soybean	A30	衢1102-2 Qu 1102-2	秋季鲜食大豆Autumn fresh soybean
A14	0 817	秋季鲜食大豆Autumn fresh soybean	A31	衢鲜1号Quxian No. 1	秋季鲜食大豆Autumn fresh soybean
A15	0818E1	秋季鲜食大豆Autumn fresh soybean	A32	衢鲜6号Quxian No. 6	秋季鲜食大豆Autumn fresh soybean
A16	0818E2	秋季鲜食大豆Autumn fresh soybean	A33	衢鲜8号Quxian No. 8	秋季鲜食大豆Autumn fresh soybean
A17	0818E3	秋季鲜食大豆Autumn fresh soybean	A34	衢鲜9号Quxian No. 9	秋季鲜食大豆Autumn fresh soybean

项目 Item	蔗糖含量 Sucrose conten	棉子糖含量 Raffinose content	水苏糖含量 Stachyose content	低聚糖含量 Oligosaccharides content
平均值Mean	47.00	9.87	38.63	95.50
中位数Median	46.59	9.80	38.72	95.72
标准差Standard deviation	2.80	1.04	1.96	4.46
最小值Minimum	41.50	8.09	35.15	88.51
最大值Maximum	54.06	1.30	4.42	104.14
偏度Skewness	0.41	0.29	0.10	0.15
峰度Kurtosis	-0.10	-0.22	-0.11	-0.88
变异系数Coefficient of variation/%	5.95	10.56	5.06	4.67

项目 Item	蔗糖含量 Sucrose conten	棉子糖含量 Raffinose content	水苏糖含量 Stachyose content	低聚糖含量 Oligosaccharides content
平均值Mean	47.00	9.87	38.63	95.50
中位数Median	46.59	9.80	38.72	95.72
标准差Standard deviation	2.80	1.04	1.96	4.46
最小值Minimum	41.50	8.09	35.15	88.51
最大值Maximum	54.06	1.30	4.42	104.14
偏度Skewness	0.41	0.29	0.10	0.15
峰度Kurtosis	-0.10	-0.22	-0.11	-0.88
变异系数Coefficient of variation/%	5.95	10.56	5.06	4.67

指标Index	PH	BPH	MSPN	EBN	EPN	EPGN	HFW	PFW	SGP	MGP	PL	PW	Su	Ra	St
BPH	0.551^**	1.000
MSPN	0.511^*	0.427^*	1.000
EBN	-0.553^**	-0.422^*	0.089	1.000
EPN	0.089	0.028	0.460^*	0.515^**	1.000
EPGN	-0.315	-0.249	-0.193	0.158	0.007	1.000
HFW	0.184	-0.078	-0.089	-0.045	-0.381	-0.080	1.000
PFW	-0.384	-0.276	-0.132	0.198	-0.127	0.584^**	0.427^*	1.000
SGP	0.112	0.181	0.213	0.158	0.699^**	-0.177	-0.436^*	-0.369	1.000
MGP	0.076	-0.016	0.479^*	0.562^**	0.979^**	0.056	-0.320	-0.044	0.541^**	1.000
PL	0.150	-0.097	-0.247	0.081	-0.027	-0.055	0.542^**	0.113	-0.198	0.032	1.000
PW	-0.107	-0.104	-0.263	-0.208	-0.354	0.040	0.244	0.210	-0.438^*	-0.296	0.249	1.000
Su	-0.063	0.161	0.182	0.008	0.106	-0.016	-0.379	-0.321	0.080	0.098	-0.030	0.070	1.000
Ra	0.258	0.228	0.239	-0.030	0.288	-0.228	-0.069	-0.195	0.013	0.339	0.164	-0.116	0.407^*	1.000
St	0.295	0.043	-0.074	-0.174	0.245	-0.016	-0.022	-0.289	0.227	0.227	0.301	-0.146	0.270	0.466^*	1.000
Ol	0.142	0.170	0.134	-0.078	0.237	-0.063	-0.271	-0.373	0.155	0.235	0.145	-0.041	0.849^**	0.677^**	0.708^**

基于层次分析法与模糊综合评价法的衢州鲜食大豆低聚糖种质资源评价研究

Evaluation of Quzhou fresh soybean oligosaccharide germplasm resources based on analytic hierarchy process and fuzzy comprehensive evaluation method

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y	x	偏回归方程 Partial regression equation	标准化系数 Normalization coefficient	决定系数 R²	显著水平 Significant level
株高 Plant height	x₁有效分枝数Effective branching number,x₂主茎节数Main stalk pitch number,x₃荚长Pod length	y=-67.277-7.85x₁+6.043x₂+10.129x₃	-0.642,0.658, 0.365	0.708	0.005
底荚高度 Bottom pod height	株高 Plant height	y=3.922+0.111x	0.551	0.272	0.005
主茎节数 Main stalk pitch number	x₁株高Plant height,x₂有效分枝数Effective branching number,x₃荚长Pod length	y=13.817+0.101x₁+0.852x₂-1.327x₃	0.931,0.640, -0.439	0.587	0.005
有效分枝数 Effective branching number	x₁多粒荚数Multiple grain pod number,x₂株高Plant height,x₃百粒鲜重Hundred-grain fresh weight	y=1.507+0.076x₁-0.054x₂+0.023x₃	0.710,-0.663, 0.304	0.715	0.020
有效荚数 Effective pod number	x₁多粒荚数Multiple grain pod number,x₂单粒荚数Single grain pod number,x₃荚长Pod length	y=1.085+1.000x₁+0.994x₂-0.173x₃	0.851,0.238, -0.007	1.000	0.017
每荚粒数 Each pod grain number	x₁百荚鲜重Hundred-pod fresh weight,x₂百粒鲜重Hundred-grain fresh weight	y=1.786+0.003x₁-0.009x₂	0.756,-0.402	0.423	0.032
百粒鲜重 Hundred-grain fresh weight	x₁荚长Pod length,x₂百荚鲜重Hundred-pod fresh weight,x₃每荚粒数Each pod grain number	y=0.670+13.354x₁+0.110x₂-18.667x₃	0.449,0.620, -0.417	0.472	0.039
百荚鲜重 Hundred-pod fresh weight	x₁每荚粒数Each pod grain number,x₂百粒鲜重Hundred-grain fresh weight,x₃株高Plant height	y=-71.207+132.369x₁+2.958x₂-1.893x₃	0.527,0.527, -0.315	0.601	0.037
单粒荚数 Single grain pod number	x₁有效荚数Effective pod number,x₂多粒荚数Multiple grain pod number,x₃荚长Pod length	y=-1.059+1.002x₁-1.002x₂+0.168x₃	4.189,-3.563, 0.028	0.997	0.021
多粒荚数 Multiple grain pod number	x₁有效荚数Effective pod number,x₂单粒荚数Single grain pod number,x₃荚长Pod length	y=-1.085+1.000x₁-0.994x₂+0.173x₃	1.175,-0.279, 0.008	1.000	0.016
荚长Pod length	百粒鲜重Hundred-grain fresh weight	y=4.555+0.018x	0.542	0.261	0.006
荚宽Pod width	单粒荚数Single grain pod number	y=1.539-0.02x	-0.438	0.155	0.032
蔗糖含量 Sucrose content	x₁低聚糖含量Oligosaccharides content,x₂水苏糖含量Stachyose content,x₃棉子糖含量Raffinose content	y=0.226+1.000x₁-1.006x₂-1.0001x₃	1.548,-0.673, -0.327	1.000	0.000
棉子糖含量 Raffinose content	x₁低聚糖含量Oligosaccharides content,x₂蔗糖含量Sucrose content,x₃水苏糖含量Stachyose content	y=0.210+0.995x₁-0.994x₂-1.000x₃	4.718,-3.047, -2.052	0.997	<0.001
水苏糖含量 Stachyose content	x₁低聚糖含量Oligosaccharides content,x₂蔗糖含量Sucrose content,x₃棉子糖含量Raffinose content	y=0.235+0.994x₁-0.993x₂-0.995x₃	2.297,-1.484, -0.485	0.999	<0.001
低聚糖含量 Oligosaccharides content	x₁蔗糖含量Sucrose content,x₂水苏糖含量Stachyose content,x₃棉子糖含量Raffinose content	y=-0.217+0.999x₁+1.005_x2+1.002x₃	0.646,0.435, 0.211	1.000	<0.001

目标层 Objects (A)	准则层 Rules (B)	指标层 Index (C)	方案层 Schemes (D)
优异鲜食大豆低聚糖品种评价	农艺性状	株高Plant height (C1)	优异鲜食大豆低聚糖品种综合评价
Evaluation of excellent fresh soybean	Agronomic	底荚高度Bottom pod height (C2)	得分
oligosaccharides varieties (A)	traits (B1)	主茎节数Main stalk pitch number (C3)	Comprehensive evaluation score of
		有效分枝数Effective branching number (C4)	excellent fresh soybean oligosaccharides
	产量性状	有效荚数Effective pod number (C5)	varieties(d1,d2,d3,d4,…,d24)
	Yield	每荚粒数Each pod grain number (C6)
	traits (B2)	百粒鲜重Hundred-grain fresh weight (C7)
		百荚鲜重Hundred-pod fresh weight (C8)
		单粒荚数Single grain pod number (C9)
		多粒荚数Multiple grain pod number (C10)
		荚长Pod length (C11)
		荚宽Pod width (C12)
	品质性状	蔗糖含量Sucrose content (C13)
	Quality	棉子糖含量Raffinose content (C14)
	traits (B3)	水苏糖含量Stachyose content (C15)
		低聚糖含量Oligosaccharides content (C16)

评价指标 Index	不同分值所对应的各指标取值Values for different indexes under the given score
评价指标 Index	1	2	3	4
BPH/cm	>12.7	11.0~12.7	9.2~10.9	<9.2
MSPN	<13.6	13.6~14.5	14.6~15.5	>15.5
EBN	<1.6	1.6~2.3	2.4~3.1	>3.1
EPN	<29.2	29.2~36.7	36.8~44.3	>44.3
EPGN	<1.9	1.9~2.1	2.2~2.4	>2.4
HFW/g	<71.9	71.9~79.5	79.6~87.0	>87.0
PFW/g	<252.5	252.5~319.7	319.8~387.0	>387.0
MGP	<26.4	26.4~32.9	33.0~39.5	>39.5
PL/cm	<5.7	5.7~5.9	6.0~6.2	>6.2
Su/(mg·g^-1)	<44.80	44.8~48.0	48.1~51.4	>51.4
Ra/(mg·g^-1)	>11.25	10.20~11.25	9.14~10.19	<9.14
St/(mg·g^-1)	>41.35	39.29~41.35	37.22~39.28	<37.22
Ol/(mg·g^-1)	<92.42	92.42~96.32	96.33~100.23	>100.23

模型层次 Hierarchies		判断矩阵 Judgment matrix									一致性检验 Consistency check
A~B	A	B1	B2	B3						W	λ_max=3.018
	B1	1	1/3	1/2						0.169 2	CR=0.017 6
	B2	3	1	1						0.443 4
	B3	2	1	1						0.387 4
B1~C	B1	C1	C2	C3	C4					W	λ_max=4.010 4
	C1	1	1	1/2	1/3					0.140 9	CR=0.003 9
	C2	1	1	1/2	1/3					0.140 9
	C3	2	2	1	1/2					0.262 8
	C4	3	3	2	1					0.455 4
B2~C	B2	C5	C6	C7	C8	C9	C10	C11	C12	W	λ_max=8.347 1
	C5	1	1	1	2	3	1	1	3	0.163 0	CR=0.035 2
	C6	1	1	1/2	2	2	2	2	3	0.166 2
	C7	1	2	1	2	3	2	3	4	0.226 0
	C8	1/2	1/2	1/2	1	3	2	2	3	0.136 8
	C9	1/3	1/2	1/3	1/3	1	1/2	1/2	1	0.056 1
	C10	1	1/2	1/2	1/2	2	1	1/2	1	0.088 4
	C11	1	1/2	1/3	1/2	2	2	1	2	0.107 6
	C12	1/3	1/3	1/4	1/3	1	1	1/2	1	0.055 8
B3~C	B3	C13	C14	C15	C16					W	λ_max=4.060 6
	C13	1	3	3	1/2					0.312 1	CR=0.022 7
	C14	1/3	1	1	1/3					0.122 2
	C15	1/3	1	1	1/3					0.122 2
	C16	2	3	3	1					0.443 5

指标 Index	因子 Factor	W(A-B_i)	W(B-C_i)	综合权重 Comprehensive weight	排名 Order
C1	PH	0.169 2	0.140 9	0.023 8	15
C2	BPH		0.140 9	0.023 8	15
C3	MSPN		0.262 8	0.044 5	11
C4	EBN		0.455 4	0.077 1	4
C5	EPN	0.443 4	0.163 0	0.072 3	6
C6	EPGN		0.166 2	0.073 7	5
C7	HFW		0.226 0	0.100 2	3
C8	PFW		0.136 8	0.060 7	7
C9	SGP		0.056 1	0.024 9	13
C10	MGP		0.088 4	0.039 2	12
C11	PL		0.107 6	0.047 7	8
C12	PW		0.055 8	0.024 8	14
C13	Su	0.387 4	0.312 1	0.120 9	2
C14	Ra		0.122 2	0.047 3	9
C15	St		0.122 2	0.047 3	9
C16	Ol		0.443 5	0.171 8	1

编号 No.	品种 Cultivars	品质性状 Quality traits	农艺性状 Agronomic traits	产量性状 Yield traits	总得分 Total score	排名 Ranking	分级 Grade
A5	0715F1	0.821 9	0.596 6	1.4514	2.869 9	1	Ⅰ
A2	0513I2	1.161 9	0.596 6	0.947 8	2.706 3	2	Ⅰ
A8	0716F1	1.191 8	0.451 2	1.045 1	2.688 1	3	Ⅰ
A27	1213B3	1.191 8	0.350 3	1.143 4	2.685 5	4	Ⅰ
A23	1007C2	1.407 3	0.353 4	0.907 1	2.667 8	5	Ⅰ
A31	衢鲜1号Quxian No. 1	1.360 0	0.427 4	0.752 7	2.540 1	6	Ⅰ
A32	衢鲜6号Quxian No. 6	1.114 6	0.430 5	0.959 6	2.504 7	7	Ⅱ
A30	衢1102-2 Qu 1102-2	0.869 2	0.406 7	1.181 5	2.457 4	8	Ⅱ
A24	1009D	0.792 0	0.483 8	1.180 9	2.456 7	9	Ⅱ
A28	X14C	0.946 4	0.471 9	1.036 9	2.455 2	10	Ⅱ
A7	0715G2	1.239 1	0.338 4	0.850 9	2.428 4	11	Ⅱ
A9	0721E2	1.209 2	0.374 1	0.798 5	2.381 8	12	Ⅱ
A29	衢0911-2 Qu 0911-2	0.748 3	0.475 0	1.133 8	2.357 1	13	Ⅲ
A18	0906D2	0.916 5	0.374 1	1.056 7	2.347 3	14	Ⅲ
A34	衢鲜9号Quxian No. 9	0.869 2	0.350 3	1.109 2	2.328 7	15	Ⅲ
A1	0505G3	0.946 4	0.430 5	0.921 8	2.298 7	16	Ⅲ
A16	0818E2	0.821 9	0.228 7	1.182 9	2.233 5	17	Ⅲ
A26	1102C4	0.899 1	0.329 6	0.972 6	2.201 3	18	Ⅲ
A33	衢鲜8号Quxian No. 8	0.869 2	0.282 0	1.031 9	2.183 1	19	Ⅳ
A22	0910F1	0.671 1	0.353 4	1.109 2	2.133 7	20	Ⅳ
A20	0906E1	0.623 8	0.451 2	0.999 1	2.074 1	21	Ⅳ
A25	1011C1	0.576 5	0.353 4	0.946 1	1.876 0	22	Ⅳ
A11	0724E2	0.744 7	0.350 3	0.724 8	1.819 8	23	Ⅳ
A19	0906D3	0.529 2	0.427 4	0.801 8	1.758 4	24	Ⅳ

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