diff --git a/ToDo.md b/ToDo.md
index 533a969..a0bbfbe 100644
--- a/ToDo.md
+++ b/ToDo.md
@@ -1,5 +1,4 @@
 ## 下一步计划
-1. ~~修改部分sql代码~~
-2. ~~方差分析~~
-3. 调整传入参数
-4. 调整资源消耗逻辑
\ No newline at end of file
+1. 运行with_exp
+2. 方差分析
+3. 优化资源消耗逻辑
\ No newline at end of file
diff --git a/output_result/resilience/anova.csv b/output_result/resilience/anova.csv
index 24a2668..03cb998 100644
--- a/output_result/resilience/anova.csv
+++ b/output_result/resilience/anova.csv
@@ -1,9 +1,9 @@
-,mean_count_firm_prod,mean_max_ts_firm_prod,mean_n_remove_firm_prod,mean_end_ts
-prf_size,0.366,0.576,0,0.006
-prf_conn,0.332,0.053,0,0
-cap_limit_prob_type,0.446,0,0,0
-n_max_trial,0.234,0,0,0
-cap_limit_level,0.47,0,0,0
-diff_new_conn,0.499,0.009,0,0
-remove_t,0.305,0.28,0,0.101
-netw_prf_n,0.356,0.128,0,0.734
+Unnamed: 0.1,Unnamed: 0,mean_end_ts,mean_n_remove_firm_prod,mean_max_ts_firm_prod,mean_count_firm_prod
+p1,n_sourcing,0.319,0.145,0.043,0.186
+p2,is_prf_size,0.607,0.608,0.005,0.111
+p3,n_max_trial,0.003,0.135,0.0,0.0
+p4,is_prf_conn,0.504,0.567,0.001,0.0
+p5,ex_cap_type,0.403,0.667,0.329,0.444
+p6,ex_cap_para,0.0,0.0,0.0,0.0
+p7,prob_new_conn,0.017,0.334,0.01,0.007
+p8,t_max_trial,0.0,0.014,0.939,0.1
diff --git a/output_result/resilience/anova_visualization.csv b/output_result/resilience/anova_visualization.csv
index 42f329f..c83aef5 100644
--- a/output_result/resilience/anova_visualization.csv
+++ b/output_result/resilience/anova_visualization.csv
@@ -1,22 +1,22 @@
 自变量,level,系统恢复用时R1,产业-企业边累计扰乱次数R2,产业-企业边最大传导深度R3,产业-企业边断裂总数R4
-采购策略P1,三供应商,13.75,94.41,8.422,0
-采购策略P1,双供应商,13.63,94.42,8.336,0
-采购策略P1,单供应商,13.74,94.4,8.437,0
-是否规模偏好P2,倾向,13.91,94.42,8.41,0
-是否规模偏好P2,不倾向,13.5,94.41,8.386,0
-最大尝试次数P3,高,12.8,94.4,8.395,0
-最大尝试次数P3,中,13.51,94.42,8.358,0
-最大尝试次数P3,低,14.8,94.42,8.442,0
-是否已有连接偏好P4,倾向,13.24,94.4,8.355,0
-是否已有连接偏好P4,不倾向,14.17,94.42,8.441,0
-额外产能分布P5,均匀分布,14.06,94.42,8.619,0
-额外产能分布P5,正态分布,13.36,94.41,8.178,0
-额外产能分布参数P6,高,15.56,94.41,9.724,0
-额外产能分布参数P6,中,13.12,94.4,7.999,0
-额外产能分布参数P6,低,12.44,94.42,7.472,0
-新供应关系构成概率P7,低,14.2,94.42,8.31,0
-新供应关系构成概率P7,中,13.7,94.4,8.398,0
-新供应关系构成概率P7,高,13.21,94.41,8.486,0
-最大尝试时间步P8,低,13.82,94.42,8.971,0
-最大尝试时间步P8,中,13.49,94.42,8.503,0
-最大尝试时间步P8,高,13.81,94.4,7.721,0
+采购策略P1,三供应商,3.549,62.11,1.715,22.14
+采购策略P1,双供应商,3.743,62.43,1.759,21.71
+采购策略P1,单供应商,3.668,62.21,1.736,22.17
+是否规模偏好P2,倾向,3.681,62.13,1.715,22.06
+是否规模偏好P2,不倾向,3.627,62.37,1.758,21.96
+最大尝试次数P3,高,3.47,61.08,1.636,21.85
+最大尝试次数P3,中,3.552,62.08,1.742,21.86
+最大尝试次数P3,低,3.939,63.58,1.832,22.31
+是否已有连接偏好P4,倾向,3.619,61.95,1.711,21.95
+是否已有连接偏好P4,不倾向,3.689,62.55,1.762,22.07
+额外产能分布P5,均匀分布,3.698,62.19,1.73,21.96
+额外产能分布P5,正态分布,3.61,62.3,1.743,22.05
+额外产能分布参数P6,高,2.949,61.48,1.808,12.41
+额外产能分布参数P6,中,3.787,62.2,1.661,22.87
+额外产能分布参数P6,低,4.224,63.06,1.741,30.75
+新供应关系构成概率P7,低,3.882,62.41,1.749,22.2
+新供应关系构成概率P7,中,3.543,62.44,1.756,22.01
+新供应关系构成概率P7,高,3.535,61.9,1.705,21.82
+最大尝试时间步P8,低,2.601,62.03,1.738,22.47
+最大尝试时间步P8,中,3.656,62.31,1.733,21.78
+最大尝试时间步P8,高,4.704,62.4,1.738,21.78
diff --git a/output_result/resilience/experiment_result.csv b/output_result/resilience/experiment_result.csv
deleted file mode 100644
index 5f0b55f..0000000
--- a/output_result/resilience/experiment_result.csv
+++ /dev/null
@@ -1,37 +0,0 @@
-idx_scenario,n_max_trial,prf_size,prf_conn,cap_limit_prob_type,cap_limit_level,diff_new_conn,remove_t,netw_prf_n,mean_count_firm_prod,mean_count_firm,mean_count_prod,mean_max_ts_firm_prod,mean_max_ts_firm,mean_max_ts_prod,mean_n_remove_firm_prod,mean_n_all_prod_remove_firm,mean_end_ts,
-0,7,1,1,uniform,5.0000,0.3000,3,3,94.3905,25.8389,15.5684,10.3042,8.2747,5.5937,,,15.2632
-1,5,1,1,uniform,10.0000,0.5000,5,2,94.4211,25.8526,15.5684,8.2442,6.6884,4.5368,,,12.7537
-2,3,1,1,uniform,15.0000,0.7000,7,1,94.4211,25.8526,15.5684,7.0926,5.6989,3.8189,,,13.2421
-3,7,1,1,uniform,5.0000,0.3000,3,2,94.4032,25.8526,15.5684,10.3284,8.3516,5.6368,,,15.4642
-4,5,1,1,uniform,10.0000,0.5000,5,1,94.4211,25.8526,15.5684,8.2842,6.6389,4.4221,,,12.5284
-5,3,1,1,uniform,15.0000,0.7000,7,3,94.4211,25.8526,15.5684,7.0789,5.5937,3.7137,,,13.6147
-6,7,1,1,normal,5.0000,0.5000,7,3,94.4063,25.8400,15.5684,10.1158,8.2200,5.5147,,,14.3758
-7,5,1,1,normal,10.0000,0.7000,3,2,94.4211,25.8526,15.5684,8.0211,6.4116,4.2947,,,11.9158
-8,3,1,1,normal,15.0000,0.3000,5,1,94.4211,25.8526,15.5684,6.6611,5.2316,3.4979,,,13.0347
-9,7,1,0,uniform,5.0000,0.7000,5,3,94.4000,25.8516,15.5684,10.8484,8.9726,6.2316,,,15.2137
-10,5,1,0,uniform,10.0000,0.3000,7,2,94.4211,25.8526,15.5684,8.2421,6.6011,4.4411,,,14.5495
-11,3,1,0,uniform,15.0000,0.5000,3,1,94.4211,25.8526,15.5684,7.1937,5.7442,3.7242,,,14.9758
-12,7,1,0,normal,10.0000,0.7000,3,1,94.4211,25.8526,15.5684,8.4179,6.8137,4.5884,,,11.6758
-13,5,1,0,normal,15.0000,0.3000,5,3,94.4211,25.8526,15.5684,7.2000,5.6800,3.8368,,,13.2495
-14,3,1,0,normal,5.0000,0.5000,7,2,94.4211,25.8526,15.5684,8.7758,7.1768,4.6400,,,16.7832
-15,7,1,0,normal,10.0000,0.7000,5,3,94.4211,25.8526,15.5684,8.4800,6.8326,4.7326,,,11.6084
-16,5,1,0,normal,15.0000,0.3000,7,2,94.4211,25.8526,15.5684,7.2495,5.8063,3.8611,,,13.2989
-17,3,1,0,normal,5.0000,0.5000,3,1,94.4211,25.8526,15.5684,8.8453,7.2789,4.5863,,,16.8937
-18,7,0,1,normal,10.0000,0.3000,7,1,94.4211,25.8526,15.5684,8.2905,6.5737,4.4768,,,12.3000
-19,5,0,1,normal,15.0000,0.5000,3,3,94.4211,25.8526,15.5684,7.3737,5.8684,3.9411,,,11.1611
-20,3,0,1,normal,5.0000,0.7000,5,2,94.4211,25.8526,15.5684,8.8400,7.1789,4.8305,,,15.2400
-21,7,0,1,normal,10.0000,0.5000,7,1,94.2084,25.8242,15.5453,8.3768,6.7484,4.5558,,,11.6558
-22,5,0,1,normal,15.0000,0.7000,3,3,94.4211,25.8526,15.5684,7.3253,5.8726,3.9663,,,10.6347
-23,3,0,1,normal,5.0000,0.3000,5,2,94.4211,25.8526,15.5684,8.5432,6.9621,4.5263,,,15.3916
-24,7,0,1,uniform,15.0000,0.5000,3,2,94.4211,25.8526,15.5684,8.2053,6.4221,4.4084,,,11.5705
-25,5,0,1,uniform,5.0000,0.7000,5,1,94.4063,25.8400,15.5684,9.8326,7.8979,5.3768,,,14.5716
-26,3,0,1,uniform,10.0000,0.3000,7,3,94.4211,25.8526,15.5684,7.4747,6.0158,3.8495,,,13.5979
-27,7,0,0,normal,15.0000,0.5000,5,2,94.4211,25.8526,15.5684,7.6232,6.2011,4.0674,,,10.8221
-28,5,0,0,normal,5.0000,0.7000,7,1,94.3811,25.8274,15.5505,9.9442,8.0916,5.5853,,,15.0863
-29,3,0,0,normal,10.0000,0.3000,3,3,94.4211,25.8526,15.5684,7.1200,5.6505,3.6642,,,15.3021
-30,7,0,0,uniform,15.0000,0.7000,7,2,94.4211,25.8526,15.5684,8.3558,6.7084,4.6537,,,11.3000
-31,5,0,0,uniform,5.0000,0.3000,3,1,94.4211,25.8526,15.5684,10.0063,8.0895,5.2726,,,16.5568
-32,3,0,0,uniform,10.0000,0.5000,5,3,94.4211,25.8526,15.5684,7.4326,6.0211,3.8421,,,15.0526
-33,7,0,0,uniform,15.0000,0.3000,5,1,94.4211,25.8526,15.5684,8.3021,6.6600,4.4116,,,12.4042
-34,5,0,0,uniform,5.0000,0.5000,7,3,94.4053,25.8526,15.5674,10.3084,8.3789,5.4537,,,15.8716
-35,3,0,0,uniform,10.0000,0.7000,3,2,94.4211,25.8526,15.5684,7.5989,6.1305,4.1295,,,14.4716