diff --git a/SQL_migrate_db.sql b/SQL_migrate_db.sql
index 0d1cc6e..11a7129 100644
--- a/SQL_migrate_db.sql
+++ b/SQL_migrate_db.sql
@@ -1,13 +1,13 @@
-CREATE DATABASE iiabmdb20230818;
-RENAME TABLE iiabmdb.not_test_experiment TO iiabmdb20230818.not_test_experiment,
-iiabmdb.not_test_result TO iiabmdb20230818.not_test_result,
-iiabmdb.not_test_sample TO iiabmdb20230818.not_test_sample,
-iiabmdb.test_experiment TO iiabmdb20230818.test_experiment,
-iiabmdb.test_result TO iiabmdb20230818.test_result,
-iiabmdb.test_sample TO iiabmdb20230818.test_sample;
-RENAME TABLE iiabmdb.with_exp_experiment TO iiabmdb20230818.with_exp_experiment,
-iiabmdb.with_exp_result TO iiabmdb20230818.with_exp_result,
-iiabmdb.with_exp_sample TO iiabmdb20230818.with_exp_sample,
-iiabmdb.without_exp_experiment TO iiabmdb20230818.without_exp_experiment,
-iiabmdb.without_exp_result TO iiabmdb20230818.without_exp_result,
-iiabmdb.without_exp_sample TO iiabmdb20230818.without_exp_sample;
\ No newline at end of file
+CREATE DATABASE iiabmdb20230821;
+RENAME TABLE iiabmdb.not_test_experiment TO iiabmdb20230821.not_test_experiment,
+iiabmdb.not_test_result TO iiabmdb20230821.not_test_result,
+iiabmdb.not_test_sample TO iiabmdb20230821.not_test_sample,
+iiabmdb.test_experiment TO iiabmdb20230821.test_experiment,
+iiabmdb.test_result TO iiabmdb20230821.test_result,
+iiabmdb.test_sample TO iiabmdb20230821.test_sample;
+RENAME TABLE iiabmdb.with_exp_experiment TO iiabmdb20230821.with_exp_experiment,
+iiabmdb.with_exp_result TO iiabmdb20230821.with_exp_result,
+iiabmdb.with_exp_sample TO iiabmdb20230821.with_exp_sample,
+iiabmdb.without_exp_experiment TO iiabmdb20230821.without_exp_experiment,
+iiabmdb.without_exp_result TO iiabmdb20230821.without_exp_result,
+iiabmdb.without_exp_sample TO iiabmdb20230821.without_exp_sample;
\ No newline at end of file
diff --git a/__pycache__/controller_db.cpython-38.pyc b/__pycache__/controller_db.cpython-38.pyc
index fc15b58..602ccf3 100644
Binary files a/__pycache__/controller_db.cpython-38.pyc and b/__pycache__/controller_db.cpython-38.pyc differ
diff --git a/__pycache__/firm.cpython-38.pyc b/__pycache__/firm.cpython-38.pyc
index 5fc7d84..5ebf3e1 100644
Binary files a/__pycache__/firm.cpython-38.pyc and b/__pycache__/firm.cpython-38.pyc differ
diff --git a/__pycache__/model.cpython-38.pyc b/__pycache__/model.cpython-38.pyc
index d206e5a..c7b755c 100644
Binary files a/__pycache__/model.cpython-38.pyc and b/__pycache__/model.cpython-38.pyc differ
diff --git a/__pycache__/product.cpython-38.pyc b/__pycache__/product.cpython-38.pyc
index 72ed28c..5d83960 100644
Binary files a/__pycache__/product.cpython-38.pyc and b/__pycache__/product.cpython-38.pyc differ
diff --git a/analysis/20230821anova_l36.mpx b/analysis/20230821anova_l36.mpx
new file mode 100644
index 0000000..e2c076e
Binary files /dev/null and b/analysis/20230821anova_l36.mpx differ
diff --git a/analysis/20230821experiment_result.csv b/analysis/20230821experiment_result.csv
new file mode 100644
index 0000000..dcdbc05
--- /dev/null
+++ b/analysis/20230821experiment_result.csv
@@ -0,0 +1,37 @@
+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,5.0000,0.3000,3,3,2.6375,2.6375,2.0861,1.0861,1.0861,1.0861,0.6034,0.2116,1.5507
+1,5,1,1,uniform,10.0000,0.5000,5,2,2.7680,2.7657,2.2021,1.2021,1.2021,1.2021,0.8602,0.3032,2.2992
+2,3,1,1,uniform,15.0000,0.7000,7,1,2.5724,2.5693,2.1728,1.1728,1.1728,1.1728,0.9326,0.3135,3.0844
+3,7,1,1,uniform,5.0000,0.3000,3,2,2.6731,2.6731,2.1181,1.1181,1.1181,1.1181,0.6080,0.2147,1.5562
+4,5,1,1,uniform,10.0000,0.5000,5,1,2.5528,2.5499,2.1568,1.1568,1.1568,1.1568,0.8128,0.2853,2.3352
+5,3,1,1,uniform,15.0000,0.7000,7,3,2.7758,2.7731,2.2036,1.2036,1.2036,1.2036,1.0053,0.3469,3.1764
+6,7,1,1,normal,5.0000,0.5000,7,3,2.8051,2.8051,2.1349,1.1349,1.1349,1.1349,0.6017,0.2112,2.1840
+7,5,1,1,normal,10.0000,0.7000,3,2,2.4440,2.4432,2.0097,1.0097,1.0097,1.0097,0.6482,0.2261,1.5912
+8,3,1,1,normal,15.0000,0.3000,5,1,2.5905,2.5857,2.1907,1.1907,1.1907,1.1907,0.8535,0.3027,2.5069
+9,7,1,0,uniform,5.0000,0.7000,5,3,2.6484,2.6484,2.0897,1.0897,1.0897,1.0897,0.6034,0.2116,1.8699
+10,5,1,0,uniform,10.0000,0.3000,7,2,2.7800,2.7777,2.2126,1.2126,1.2126,1.2126,0.8669,0.3067,2.8625
+11,3,1,0,uniform,15.0000,0.5000,3,1,2.6061,2.6008,2.2017,1.2017,1.2017,1.2017,1.0899,0.3779,2.0444
+12,7,1,0,normal,10.0000,0.7000,3,1,2.4703,2.4701,2.0848,1.0848,1.0848,1.0848,0.6754,0.2326,1.6291
+13,5,1,0,normal,15.0000,0.3000,5,3,2.8619,2.8602,2.1882,1.1882,1.1882,1.1882,0.8069,0.2745,2.2118
+14,3,1,0,normal,5.0000,0.5000,7,2,2.4358,2.4358,2.0008,1.0008,1.0008,1.0008,0.6013,0.2105,2.1909
+15,7,1,0,normal,10.0000,0.7000,5,3,2.8232,2.8225,2.1522,1.1522,1.1522,1.1522,0.6636,0.2312,1.9735
+16,5,1,0,normal,15.0000,0.3000,7,2,2.4954,2.4939,2.0549,1.0549,1.0549,1.0549,0.7598,0.2646,2.6013
+17,3,1,0,normal,5.0000,0.5000,3,1,2.4886,2.4880,2.1011,1.1011,1.1011,1.1011,0.7004,0.2467,1.6741
+18,7,0,1,normal,10.0000,0.3000,7,1,2.5133,2.5112,2.1253,1.1253,1.1253,1.1253,0.6949,0.2459,2.6966
+19,5,0,1,normal,15.0000,0.5000,3,3,2.8387,2.8366,2.1686,1.1686,1.1686,1.1686,0.8318,0.2914,1.7528
+20,3,0,1,normal,5.0000,0.7000,5,2,2.4606,2.4606,1.9937,0.9937,0.9937,0.9937,0.6004,0.2105,1.8640
+21,7,0,1,normal,10.0000,0.5000,7,1,2.4653,2.4642,2.0829,1.0829,1.0829,1.0829,0.6514,0.2267,2.4522
+22,5,0,1,normal,15.0000,0.7000,3,3,2.8364,2.8343,2.1667,1.1667,1.1667,1.1667,0.8267,0.2888,1.7461
+23,3,0,1,normal,5.0000,0.3000,5,2,2.4608,2.4608,1.9939,0.9939,0.9939,0.9939,0.6006,0.2107,1.8651
+24,7,0,1,uniform,15.0000,0.5000,3,2,2.5840,2.5794,2.1474,1.1474,1.1474,1.1474,0.9568,0.3301,1.8722
+25,5,0,1,uniform,5.0000,0.7000,5,1,2.4339,2.4339,2.0541,1.0541,1.0541,1.0541,0.6048,0.2118,1.9189
+26,3,0,1,uniform,10.0000,0.3000,7,3,2.7619,2.7602,2.1701,1.1701,1.1701,1.1701,0.8429,0.2994,2.8086
+27,7,0,0,normal,15.0000,0.5000,5,2,2.5179,2.5160,2.0465,1.0465,1.0465,1.0465,0.7621,0.2688,2.1512
+28,5,0,0,normal,5.0000,0.7000,7,1,2.4286,2.4284,2.0486,1.0486,1.0486,1.0486,0.6006,0.2105,2.2440
+29,3,0,0,normal,10.0000,0.3000,3,3,2.7964,2.7962,2.1312,1.1312,1.1312,1.1312,0.6960,0.2406,1.6377
+30,7,0,0,uniform,15.0000,0.7000,7,2,2.5851,2.5806,2.1476,1.1476,1.1476,1.1476,0.9295,0.3154,2.9756
+31,5,0,0,uniform,5.0000,0.3000,3,1,2.4966,2.4952,2.1103,1.1103,1.1103,1.1103,0.8017,0.2952,1.7958
+32,3,0,0,uniform,10.0000,0.5000,5,3,2.7703,2.7686,2.1771,1.1771,1.1771,1.1771,0.8387,0.2956,2.3099
+33,7,0,0,uniform,15.0000,0.3000,5,1,2.6002,2.5941,2.2002,1.2002,1.2002,1.2002,1.0322,0.3707,2.7615
+34,5,0,0,uniform,5.0000,0.5000,7,3,2.6827,2.6827,2.0994,1.0994,1.0994,1.0994,0.6025,0.2122,2.1867
+35,3,0,0,uniform,10.0000,0.7000,3,2,2.5514,2.5495,2.1181,1.1181,1.1181,1.1181,0.8352,0.2867,1.7676
diff --git a/analysis/anova.xlsx b/analysis/anova.xlsx
index 55eb306..1750320 100644
Binary files a/analysis/anova.xlsx and b/analysis/anova.xlsx differ
diff --git a/analysis/anova_l36.mpx b/analysis/anova_l36.mpx
index e2c076e..529c752 100644
Binary files a/analysis/anova_l36.mpx and b/analysis/anova_l36.mpx differ
diff --git a/analysis/anova_l36.mpx.bak b/analysis/anova_l36.mpx.bak
index 11f5f35..e2c076e 100644
Binary files a/analysis/anova_l36.mpx.bak and b/analysis/anova_l36.mpx.bak differ
diff --git a/analysis/experiment_result.csv b/analysis/experiment_result.csv
index dcdbc05..c4df5bf 100644
--- a/analysis/experiment_result.csv
+++ b/analysis/experiment_result.csv
@@ -1,37 +1,37 @@
 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,5.0000,0.3000,3,3,2.6375,2.6375,2.0861,1.0861,1.0861,1.0861,0.6034,0.2116,1.5507
-1,5,1,1,uniform,10.0000,0.5000,5,2,2.7680,2.7657,2.2021,1.2021,1.2021,1.2021,0.8602,0.3032,2.2992
-2,3,1,1,uniform,15.0000,0.7000,7,1,2.5724,2.5693,2.1728,1.1728,1.1728,1.1728,0.9326,0.3135,3.0844
-3,7,1,1,uniform,5.0000,0.3000,3,2,2.6731,2.6731,2.1181,1.1181,1.1181,1.1181,0.6080,0.2147,1.5562
-4,5,1,1,uniform,10.0000,0.5000,5,1,2.5528,2.5499,2.1568,1.1568,1.1568,1.1568,0.8128,0.2853,2.3352
-5,3,1,1,uniform,15.0000,0.7000,7,3,2.7758,2.7731,2.2036,1.2036,1.2036,1.2036,1.0053,0.3469,3.1764
-6,7,1,1,normal,5.0000,0.5000,7,3,2.8051,2.8051,2.1349,1.1349,1.1349,1.1349,0.6017,0.2112,2.1840
-7,5,1,1,normal,10.0000,0.7000,3,2,2.4440,2.4432,2.0097,1.0097,1.0097,1.0097,0.6482,0.2261,1.5912
-8,3,1,1,normal,15.0000,0.3000,5,1,2.5905,2.5857,2.1907,1.1907,1.1907,1.1907,0.8535,0.3027,2.5069
-9,7,1,0,uniform,5.0000,0.7000,5,3,2.6484,2.6484,2.0897,1.0897,1.0897,1.0897,0.6034,0.2116,1.8699
-10,5,1,0,uniform,10.0000,0.3000,7,2,2.7800,2.7777,2.2126,1.2126,1.2126,1.2126,0.8669,0.3067,2.8625
-11,3,1,0,uniform,15.0000,0.5000,3,1,2.6061,2.6008,2.2017,1.2017,1.2017,1.2017,1.0899,0.3779,2.0444
-12,7,1,0,normal,10.0000,0.7000,3,1,2.4703,2.4701,2.0848,1.0848,1.0848,1.0848,0.6754,0.2326,1.6291
-13,5,1,0,normal,15.0000,0.3000,5,3,2.8619,2.8602,2.1882,1.1882,1.1882,1.1882,0.8069,0.2745,2.2118
-14,3,1,0,normal,5.0000,0.5000,7,2,2.4358,2.4358,2.0008,1.0008,1.0008,1.0008,0.6013,0.2105,2.1909
-15,7,1,0,normal,10.0000,0.7000,5,3,2.8232,2.8225,2.1522,1.1522,1.1522,1.1522,0.6636,0.2312,1.9735
-16,5,1,0,normal,15.0000,0.3000,7,2,2.4954,2.4939,2.0549,1.0549,1.0549,1.0549,0.7598,0.2646,2.6013
-17,3,1,0,normal,5.0000,0.5000,3,1,2.4886,2.4880,2.1011,1.1011,1.1011,1.1011,0.7004,0.2467,1.6741
-18,7,0,1,normal,10.0000,0.3000,7,1,2.5133,2.5112,2.1253,1.1253,1.1253,1.1253,0.6949,0.2459,2.6966
-19,5,0,1,normal,15.0000,0.5000,3,3,2.8387,2.8366,2.1686,1.1686,1.1686,1.1686,0.8318,0.2914,1.7528
-20,3,0,1,normal,5.0000,0.7000,5,2,2.4606,2.4606,1.9937,0.9937,0.9937,0.9937,0.6004,0.2105,1.8640
-21,7,0,1,normal,10.0000,0.5000,7,1,2.4653,2.4642,2.0829,1.0829,1.0829,1.0829,0.6514,0.2267,2.4522
-22,5,0,1,normal,15.0000,0.7000,3,3,2.8364,2.8343,2.1667,1.1667,1.1667,1.1667,0.8267,0.2888,1.7461
-23,3,0,1,normal,5.0000,0.3000,5,2,2.4608,2.4608,1.9939,0.9939,0.9939,0.9939,0.6006,0.2107,1.8651
-24,7,0,1,uniform,15.0000,0.5000,3,2,2.5840,2.5794,2.1474,1.1474,1.1474,1.1474,0.9568,0.3301,1.8722
-25,5,0,1,uniform,5.0000,0.7000,5,1,2.4339,2.4339,2.0541,1.0541,1.0541,1.0541,0.6048,0.2118,1.9189
-26,3,0,1,uniform,10.0000,0.3000,7,3,2.7619,2.7602,2.1701,1.1701,1.1701,1.1701,0.8429,0.2994,2.8086
-27,7,0,0,normal,15.0000,0.5000,5,2,2.5179,2.5160,2.0465,1.0465,1.0465,1.0465,0.7621,0.2688,2.1512
-28,5,0,0,normal,5.0000,0.7000,7,1,2.4286,2.4284,2.0486,1.0486,1.0486,1.0486,0.6006,0.2105,2.2440
-29,3,0,0,normal,10.0000,0.3000,3,3,2.7964,2.7962,2.1312,1.1312,1.1312,1.1312,0.6960,0.2406,1.6377
-30,7,0,0,uniform,15.0000,0.7000,7,2,2.5851,2.5806,2.1476,1.1476,1.1476,1.1476,0.9295,0.3154,2.9756
-31,5,0,0,uniform,5.0000,0.3000,3,1,2.4966,2.4952,2.1103,1.1103,1.1103,1.1103,0.8017,0.2952,1.7958
-32,3,0,0,uniform,10.0000,0.5000,5,3,2.7703,2.7686,2.1771,1.1771,1.1771,1.1771,0.8387,0.2956,2.3099
-33,7,0,0,uniform,15.0000,0.3000,5,1,2.6002,2.5941,2.2002,1.2002,1.2002,1.2002,1.0322,0.3707,2.7615
-34,5,0,0,uniform,5.0000,0.5000,7,3,2.6827,2.6827,2.0994,1.0994,1.0994,1.0994,0.6025,0.2122,2.1867
-35,3,0,0,uniform,10.0000,0.7000,3,2,2.5514,2.5495,2.1181,1.1181,1.1181,1.1181,0.8352,0.2867,1.7676
+0,7,1,1,uniform,5.0000,0.3000,3,3,2.7027,2.7027,2.0928,1.0928,1.0928,1.0928,0.6051,0.2131,1.5524
+1,5,1,1,uniform,10.0000,0.5000,5,2,2.7023,2.7004,2.2211,1.2211,1.2211,1.2211,0.9634,0.3309,2.4335
+2,3,1,1,uniform,15.0000,0.7000,7,1,2.5387,2.5360,2.1756,1.1756,1.1756,1.1756,1.0019,0.3293,3.1926
+3,7,1,1,uniform,5.0000,0.3000,3,2,2.5589,2.5589,2.0884,1.0884,1.0884,1.0884,0.6059,0.2139,1.5533
+4,5,1,1,uniform,10.0000,0.5000,5,1,2.5387,2.5356,2.1756,1.1756,1.1756,1.1756,0.9143,0.3143,2.4840
+5,3,1,1,uniform,15.0000,0.7000,7,3,2.9109,2.9074,2.2773,1.2773,1.2773,1.2773,1.1680,0.3872,3.4848
+6,7,1,1,normal,5.0000,0.5000,7,3,2.6356,2.6356,2.1055,1.1055,1.1055,1.1055,0.6008,0.2107,2.1806
+7,5,1,1,normal,10.0000,0.7000,3,2,2.5914,2.5909,2.0857,1.0857,1.0857,1.0857,0.6829,0.2354,1.6272
+8,3,1,1,normal,15.0000,0.3000,5,1,2.5219,2.5189,2.1617,1.1617,1.1617,1.1617,0.8895,0.3088,2.5105
+9,7,1,0,uniform,5.0000,0.7000,5,3,2.7091,2.7091,2.0952,1.0952,1.0952,1.0952,0.6051,0.2131,1.8733
+10,5,1,0,uniform,10.0000,0.3000,7,2,2.7107,2.7086,2.2280,1.2280,1.2280,1.2280,0.9674,0.3320,3.0187
+11,3,1,0,uniform,15.0000,0.5000,3,1,2.5771,2.5731,2.2095,1.2095,1.2095,1.2095,1.1646,0.3939,2.1248
+12,7,1,0,normal,10.0000,0.7000,3,1,2.4051,2.4042,2.0539,1.0539,1.0539,1.0539,0.6888,0.2347,1.6442
+13,5,1,0,normal,15.0000,0.3000,5,3,2.7368,2.7364,2.2015,1.2015,1.2015,1.2015,0.8714,0.3021,2.3029
+14,3,1,0,normal,5.0000,0.5000,7,2,2.5665,2.5665,2.0600,1.0600,1.0600,1.0600,0.6000,0.2105,2.1863
+15,7,1,0,normal,10.0000,0.7000,5,3,2.6705,2.6705,2.1389,1.1389,1.1389,1.1389,0.6943,0.2406,2.0160
+16,5,1,0,normal,15.0000,0.3000,7,2,2.6707,2.6680,2.1577,1.1577,1.1577,1.1577,0.8642,0.2973,2.8053
+17,3,1,0,normal,5.0000,0.5000,3,1,2.4105,2.4103,2.0594,1.0594,1.0594,1.0594,0.6903,0.2394,1.6615
+18,7,0,1,normal,10.0000,0.3000,7,1,2.4520,2.4493,2.1034,1.1034,1.1034,1.1034,0.7008,0.2423,2.6644
+19,5,0,1,normal,15.0000,0.5000,3,3,2.8086,2.8059,2.2133,1.2133,1.2133,1.2133,0.8821,0.3017,1.7964
+20,3,0,1,normal,5.0000,0.7000,5,2,2.5808,2.5808,2.0684,1.0684,1.0684,1.0684,0.6004,0.2105,1.8642
+21,7,0,1,normal,10.0000,0.5000,7,1,2.4149,2.4141,2.0697,1.0697,1.0697,1.0697,0.6594,0.2274,2.4549
+22,5,0,1,normal,15.0000,0.7000,3,3,2.8084,2.8057,2.2131,1.2131,1.2131,1.2131,0.8811,0.3013,1.7956
+23,3,0,1,normal,5.0000,0.3000,5,2,2.5808,2.5808,2.0684,1.0684,1.0684,1.0684,0.6006,0.2107,1.8648
+24,7,0,1,uniform,15.0000,0.5000,3,2,2.6992,2.6935,2.2269,1.2269,1.2269,1.2269,1.1223,0.3851,2.0112
+25,5,0,1,uniform,5.0000,0.7000,5,1,2.3648,2.3646,2.0248,1.0248,1.0248,1.0248,0.6084,0.2118,1.9465
+26,3,0,1,uniform,10.0000,0.3000,7,3,2.8187,2.8160,2.2122,1.2122,1.2122,1.2122,0.9806,0.3446,3.0491
+27,7,0,0,normal,15.0000,0.5000,5,2,2.6756,2.6731,2.1558,1.1558,1.1558,1.1558,0.8455,0.2893,2.2659
+28,5,0,0,normal,5.0000,0.7000,7,1,2.3678,2.3678,2.0261,1.0261,1.0261,1.0261,0.6008,0.2112,2.2375
+29,3,0,0,normal,10.0000,0.3000,3,3,2.7467,2.7463,2.1556,1.1556,1.1556,1.1556,0.7137,0.2482,1.6533
+30,7,0,0,uniform,15.0000,0.7000,7,2,2.6956,2.6899,2.2232,1.2232,1.2232,1.2232,1.1025,0.3741,3.2589
+31,5,0,0,uniform,5.0000,0.3000,3,1,2.4206,2.4183,2.0752,1.0752,1.0752,1.0752,0.8027,0.2905,1.7909
+32,3,0,0,uniform,10.0000,0.5000,5,3,2.8238,2.8211,2.2158,1.2158,1.2158,1.2158,0.9766,0.3423,2.4798
+33,7,0,0,uniform,15.0000,0.3000,5,1,2.5533,2.5451,2.1931,1.1931,1.1931,1.1931,1.0897,0.3749,2.7922
+34,5,0,0,uniform,5.0000,0.5000,7,3,2.6741,2.6741,2.0787,1.0787,1.0787,1.0787,0.6034,0.2114,2.1891
+35,3,0,0,uniform,10.0000,0.7000,3,2,2.6552,2.6518,2.1880,1.1880,1.1880,1.1880,0.9922,0.3379,1.9097
diff --git a/conf_experiment.yaml b/conf_experiment.yaml
index 83d2795..77309ea 100644
--- a/conf_experiment.yaml
+++ b/conf_experiment.yaml
@@ -1,7 +1,7 @@
 # read by ControllerDB
 
 # run settings
-meta_seed: 1
+meta_seed: 2
 
 test:  # only for test scenarios
   n_sample: 1