diff --git a/__pycache__/model.cpython-38.pyc b/__pycache__/model.cpython-38.pyc
index fa28f49..3710db0 100644
Binary files a/__pycache__/model.cpython-38.pyc and b/__pycache__/model.cpython-38.pyc differ
diff --git a/adj_g_firm.csv b/adj_g_firm.csv
index 30ae126..7c106ec 100644
--- a/adj_g_firm.csv
+++ b/adj_g_firm.csv
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diff --git a/adj_g_firm_proactive.csv b/adj_g_firm_proactive.csv
index 30ae126..7c106ec 100644
--- a/adj_g_firm_proactive.csv
+++ b/adj_g_firm_proactive.csv
@@ -1,172 +1,172 @@
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diff --git a/adj_g_firm_prod.csv b/adj_g_firm_prod.csv
index 155ad17..aa187ef 100644
--- a/adj_g_firm_prod.csv
+++ b/adj_g_firm_prod.csv
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diff --git a/model.py b/model.py
index 55cba77..8ff2bb4 100644
--- a/model.py
+++ b/model.py
@@ -71,11 +71,14 @@ class Model(ap.Model):
             for product_code in G_Firm.nodes[node]['Product_Code']:
                 lst_pred_product_code += list(G_bom.predecessors(product_code))
             lst_pred_product_code = list(set(lst_pred_product_code))
+            lst_pred_product_code = list(sorted(lst_pred_product_code))
+            # print(lst_pred_product_code)
             for pred_product_code in lst_pred_product_code:
                 # for each product predecessor (component) the firm need
                 # get a list of firm producing this component
                 lst_pred_firm = \
                     Firm['Code'][Firm[pred_product_code] == 1].to_list()
+                print(lst_pred_firm)
                 lst_pred_firm_size_damp = \
                     [G_Firm.nodes[pred_firm]['Revenue_Log'] **
                         self.flt_netw_sply_prf_size
diff --git a/test.ipynb b/test.ipynb
index b4d5648..6a6de56 100644
--- a/test.ipynb
+++ b/test.ipynb
@@ -217,6 +217,28 @@
     "prob_remove = 0 if prob_remove < 0 else prob_remove\n",
     "prob_remove"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[8]\n"
+     ]
+    }
+   ],
+   "source": [
+    "nprandom = np.random.default_rng(0)\n",
+    "lst_choose_firm = nprandom.choice(range(10),\n",
+    "                                       1,\n",
+    "                                       replace=False\n",
+    "                                       )\n",
+    "print(lst_choose_firm)"
+   ]
   }
  ],
  "metadata": {