diff --git a/SQL_export_high_risk_setting.sql b/SQL_export_high_risk_setting.sql
index 7daf767..abf784a 100644
--- a/SQL_export_high_risk_setting.sql
+++ b/SQL_export_high_risk_setting.sql
@@ -15,5 +15,5 @@ inner join (select s_id, max(ts) as max_ts from iiabmdb.without_exp_result where
 on a.id = b.s_id
 group by e_id) as b
 on a.id = b.e_id
-where count >= 12
+where count > 10
 order by count desc;
diff --git a/SQL_running_check.sql b/SQL_running_check.sql
index 672e031..59a776a 100644
--- a/SQL_running_check.sql
+++ b/SQL_running_check.sql
@@ -2,6 +2,7 @@ select id, e_id, idx_sample, seed, ts_done from iiabmdb.without_exp_sample where
 select count(id) from iiabmdb.without_exp_sample where is_done_flag != -1;
 select count(id) from iiabmdb.without_exp_sample‘;
 select count(id) from iiabmdb.with_exp_sample where is_done_flag != -1;
+select * from iiabmdb.with_exp_sample where is_done_flag != 1;
 
 select * from
 (select distinct idx_scenario, n_max_trial, crit_supplier, firm_pref_request,
diff --git a/__pycache__/controller_db.cpython-38.pyc b/__pycache__/controller_db.cpython-38.pyc
index 6b6b583..9e76297 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 bcbf5a1..c57af7f 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 1bd50d8..e4dd652 100644
Binary files a/__pycache__/model.cpython-38.pyc and b/__pycache__/model.cpython-38.pyc differ
diff --git a/__pycache__/orm.cpython-38.pyc b/__pycache__/orm.cpython-38.pyc
index eb1ad50..81fd881 100644
Binary files a/__pycache__/orm.cpython-38.pyc and b/__pycache__/orm.cpython-38.pyc differ
diff --git a/controller_db.py b/controller_db.py
index b153cc4..67b152c 100644
--- a/controller_db.py
+++ b/controller_db.py
@@ -70,7 +70,7 @@ class ControllerDB:
             result['dct_lst_init_remove_firm_prod'] = \
                 result['dct_lst_init_remove_firm_prod'].apply(
                 lambda x: pickle.loads(x))
-            list_dct = result.loc[result['count'] >= 12,
+            list_dct = result.loc[result['count'] > 10,
                                   'dct_lst_init_remove_firm_prod'].to_list()
         else:
             for _, row in Firm.iterrows():
diff --git a/model.py b/model.py
index e1fd664..551bd3f 100644
--- a/model.py
+++ b/model.py
@@ -1,6 +1,5 @@
 import agentpy as ap
 import pandas as pd
-import numpy as np
 import networkx as nx
 from firm import FirmAgent
 from product import ProductAgent
@@ -13,7 +12,6 @@ class Model(ap.Model):
     def setup(self):
         self.sample = self.p.sample
         self.int_stop_times, self.int_stop_t = 0, None
-        self.nprandom = np.random.default_rng(self.p.seed)
         self.int_n_iter = int(self.p.n_iter)
 
         self.dct_lst_remove_firm_prod = self.p.dct_lst_init_remove_firm_prod
diff --git a/oa_with_exp.csv b/oa_with_exp.csv
index 69f55af..5ee736e 100644
--- a/oa_with_exp.csv
+++ b/oa_with_exp.csv
@@ -1,37 +1,37 @@
 X1,X2,X3,X4,X5,X6,X7,X8,X9,X10,X11,X12,X13,X14,X15,X16,X17,X18,X19,X20,X21,X22,X23
 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
-1,0,0,0,1,0,0,1,1,1,1,1,0,1,0,0,0,0,0,1,1,1,1
-2,0,0,0,2,0,0,2,2,2,2,2,0,2,0,0,0,0,0,2,2,2,2
-0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,2,2,2,2
-1,0,0,0,1,0,0,1,1,2,2,2,1,2,1,1,1,1,1,0,0,0,0
-2,0,0,0,2,0,0,2,2,0,0,0,1,0,1,1,1,1,1,1,1,1,1
-0,0,0,1,0,1,1,1,2,0,1,2,0,2,0,0,1,1,1,0,1,1,2
-1,0,0,1,1,1,1,2,0,1,2,0,0,0,0,0,1,1,1,1,2,2,0
-2,0,0,1,2,1,1,0,1,2,0,1,0,1,0,0,1,1,1,2,0,0,1
-0,0,1,0,0,1,1,2,1,0,2,1,0,2,1,1,0,0,1,1,0,2,1
-1,0,1,0,1,1,1,0,2,1,0,2,0,0,1,1,0,0,1,2,1,0,2
-2,0,1,0,2,1,1,1,0,2,1,0,0,1,1,1,0,0,1,0,2,1,0
-0,0,1,1,1,0,1,2,0,2,1,0,1,2,0,1,0,1,0,2,1,0,1
-1,0,1,1,2,0,1,0,1,0,2,1,1,0,0,1,0,1,0,0,2,1,2
-2,0,1,1,0,0,1,1,2,1,0,2,1,1,0,1,0,1,0,1,0,2,0
-0,0,1,1,1,1,0,2,1,0,0,2,1,1,1,0,1,0,0,2,2,1,0
-1,0,1,1,2,1,0,0,2,1,1,0,1,2,1,0,1,0,0,0,0,2,1
-2,0,1,1,0,1,0,1,0,2,2,1,1,0,1,0,1,0,0,1,1,0,2
-0,1,0,1,1,1,0,0,2,2,2,0,0,1,1,1,0,1,0,1,0,1,2
-1,1,0,1,2,1,0,1,0,0,0,1,0,2,1,1,0,1,0,2,1,2,0
-2,1,0,1,0,1,0,2,1,1,1,2,0,0,1,1,0,1,0,0,2,0,1
-0,1,0,1,1,0,1,1,2,2,0,1,1,0,1,0,0,0,1,0,2,2,1
-1,1,0,1,2,0,1,2,0,0,1,2,1,1,1,0,0,0,1,1,0,0,2
-2,1,0,1,0,0,1,0,1,1,2,0,1,2,1,0,0,0,1,2,1,1,0
-0,1,0,0,2,1,1,1,0,1,2,2,1,0,0,1,1,0,0,2,0,1,1
-1,1,0,0,0,1,1,2,1,2,0,0,1,1,0,1,1,0,0,0,1,2,2
-2,1,0,0,1,1,1,0,2,0,1,1,1,2,0,1,1,0,0,1,2,0,0
-0,1,1,1,2,0,0,1,1,1,0,0,0,2,0,1,1,0,1,1,2,0,2
-1,1,1,1,0,0,0,2,2,2,1,1,0,0,0,1,1,0,1,2,0,1,0
-2,1,1,1,1,0,0,0,0,0,2,2,0,1,0,1,1,0,1,0,1,2,1
-0,1,1,0,2,1,0,2,2,1,2,1,1,1,0,0,0,1,1,0,1,0,0
-1,1,1,0,0,1,0,0,0,2,0,2,1,2,0,0,0,1,1,1,2,1,1
-2,1,1,0,1,1,0,1,1,0,1,0,1,0,0,0,0,1,1,2,0,2,2
-0,1,1,0,2,0,1,0,1,2,1,2,0,0,1,0,1,1,0,1,1,2,0
-1,1,1,0,0,0,1,1,2,0,2,0,0,1,1,0,1,1,0,2,2,0,1
-2,1,1,0,1,0,1,2,0,1,0,1,0,2,1,0,1,1,0,0,0,1,2
+1,0,0,0,1,1,1,1,1,1,0,0,0,0,0,0,0,0,1,1,1,1,1
+2,0,0,0,2,2,2,2,2,2,0,0,0,0,0,0,0,0,2,2,2,2,2
+0,0,0,0,0,0,0,1,1,1,0,0,1,1,1,1,1,1,1,2,2,2,2
+1,0,0,0,1,1,1,2,2,2,0,0,1,1,1,1,1,1,2,0,0,0,0
+2,0,0,0,2,2,2,0,0,0,0,0,1,1,1,1,1,1,0,1,1,1,1
+0,0,0,1,0,1,2,0,1,2,1,1,0,0,0,1,1,1,2,0,1,1,2
+1,0,0,1,1,2,0,1,2,0,1,1,0,0,0,1,1,1,0,1,2,2,0
+2,0,0,1,2,0,1,2,0,1,1,1,0,0,0,1,1,1,1,2,0,0,1
+0,0,1,0,0,2,1,0,2,1,1,1,0,1,1,0,0,1,2,1,0,2,1
+1,0,1,0,1,0,2,1,0,2,1,1,0,1,1,0,0,1,0,2,1,0,2
+2,0,1,0,2,1,0,2,1,0,1,1,0,1,1,0,0,1,1,0,2,1,0
+0,0,1,1,1,2,0,2,1,0,0,1,1,0,1,0,1,0,2,2,1,0,1
+1,0,1,1,2,0,1,0,2,1,0,1,1,0,1,0,1,0,0,0,2,1,2
+2,0,1,1,0,1,2,1,0,2,0,1,1,0,1,0,1,0,1,1,0,2,0
+0,0,1,1,1,2,1,0,0,2,1,0,1,1,0,1,0,0,1,2,2,1,0
+1,0,1,1,2,0,2,1,1,0,1,0,1,1,0,1,0,0,2,0,0,2,1
+2,0,1,1,0,1,0,2,2,1,1,0,1,1,0,1,0,0,0,1,1,0,2
+0,1,0,1,1,0,2,2,2,0,1,0,0,1,1,0,1,0,1,1,0,1,2
+1,1,0,1,2,1,0,0,0,1,1,0,0,1,1,0,1,0,2,2,1,2,0
+2,1,0,1,0,2,1,1,1,2,1,0,0,1,1,0,1,0,0,0,2,0,1
+0,1,0,1,1,1,2,2,0,1,0,1,1,1,0,0,0,1,0,0,2,2,1
+1,1,0,1,2,2,0,0,1,2,0,1,1,1,0,0,0,1,1,1,0,0,2
+2,1,0,1,0,0,1,1,2,0,0,1,1,1,0,0,0,1,2,2,1,1,0
+0,1,0,0,2,1,0,1,2,2,1,1,1,0,1,1,0,0,0,2,0,1,1
+1,1,0,0,0,2,1,2,0,0,1,1,1,0,1,1,0,0,1,0,1,2,2
+2,1,0,0,1,0,2,0,1,1,1,1,1,0,1,1,0,0,2,1,2,0,0
+0,1,1,1,2,1,1,1,0,0,0,0,0,0,1,1,0,1,2,1,2,0,2
+1,1,1,1,0,2,2,2,1,1,0,0,0,0,1,1,0,1,0,2,0,1,0
+2,1,1,1,1,0,0,0,2,2,0,0,0,0,1,1,0,1,1,0,1,2,1
+0,1,1,0,2,2,2,1,2,1,1,0,1,0,0,0,1,1,1,0,1,0,0
+1,1,1,0,0,0,0,2,0,2,1,0,1,0,0,0,1,1,2,1,2,1,1
+2,1,1,0,1,1,1,0,1,0,1,0,1,0,0,0,1,1,0,2,0,2,2
+0,1,1,0,2,0,1,2,1,2,0,1,0,1,0,1,1,0,0,1,1,2,0
+1,1,1,0,0,1,2,0,2,0,0,1,0,1,0,1,1,0,1,2,2,0,1
+2,1,1,0,1,2,0,1,0,1,0,1,0,1,0,1,1,0,2,0,0,1,2
diff --git a/oa_with_exp.xlsx b/oa_with_exp.xlsx
index 484051a..a880df4 100644
Binary files a/oa_with_exp.xlsx and b/oa_with_exp.xlsx differ