diff --git a/src/machine_learning/data.txt b/src/machine_learning/data.txt
new file mode 100644
index 0000000..d1fd739
--- /dev/null
+++ b/src/machine_learning/data.txt
@@ -0,0 +1,2594 @@
+[
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+      "action":"detonation"
+   },
+   {
+      "visibility":"good",
+      "stability":"unstable",
+      "ground":"mud",
+      "mine_type":"AP",
+      "armed":false,
+      "pressure_gt_two":true,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"unstable",
+      "ground":"mud",
+      "mine_type":"AP",
+      "armed":false,
+      "pressure_gt_two":false,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"unstable",
+      "ground":"mud",
+      "mine_type":"ADM",
+      "armed":true,
+      "pressure_gt_two":true,
+      "action":"detonation"
+   },
+   {
+      "visibility":"good",
+      "stability":"unstable",
+      "ground":"mud",
+      "mine_type":"ADM",
+      "armed":true,
+      "pressure_gt_two":false,
+      "action":"detonation"
+   },
+   {
+      "visibility":"good",
+      "stability":"unstable",
+      "ground":"mud",
+      "mine_type":"ADM",
+      "armed":false,
+      "pressure_gt_two":true,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"unstable",
+      "ground":"mud",
+      "mine_type":"ADM",
+      "armed":false,
+      "pressure_gt_two":false,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"unstable",
+      "ground":"grass",
+      "mine_type":"AT",
+      "armed":true,
+      "pressure_gt_two":true,
+      "action":"detonation"
+   },
+   {
+      "visibility":"good",
+      "stability":"unstable",
+      "ground":"grass",
+      "mine_type":"AT",
+      "armed":true,
+      "pressure_gt_two":false,
+      "action":"detonation"
+   },
+   {
+      "visibility":"good",
+      "stability":"unstable",
+      "ground":"grass",
+      "mine_type":"AT",
+      "armed":false,
+      "pressure_gt_two":true,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"unstable",
+      "ground":"grass",
+      "mine_type":"AT",
+      "armed":false,
+      "pressure_gt_two":false,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"unstable",
+      "ground":"grass",
+      "mine_type":"AP",
+      "armed":true,
+      "pressure_gt_two":true,
+      "action":"detonation"
+   },
+   {
+      "visibility":"good",
+      "stability":"unstable",
+      "ground":"grass",
+      "mine_type":"AP",
+      "armed":true,
+      "pressure_gt_two":false,
+      "action":"detonation"
+   },
+   {
+      "visibility":"good",
+      "stability":"unstable",
+      "ground":"grass",
+      "mine_type":"AP",
+      "armed":false,
+      "pressure_gt_two":true,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"unstable",
+      "ground":"grass",
+      "mine_type":"AP",
+      "armed":false,
+      "pressure_gt_two":false,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"unstable",
+      "ground":"grass",
+      "mine_type":"ADM",
+      "armed":true,
+      "pressure_gt_two":true,
+      "action":"detonation"
+   },
+   {
+      "visibility":"good",
+      "stability":"unstable",
+      "ground":"grass",
+      "mine_type":"ADM",
+      "armed":true,
+      "pressure_gt_two":false,
+      "action":"detonation"
+   },
+   {
+      "visibility":"good",
+      "stability":"unstable",
+      "ground":"grass",
+      "mine_type":"ADM",
+      "armed":false,
+      "pressure_gt_two":true,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"unstable",
+      "ground":"grass",
+      "mine_type":"ADM",
+      "armed":false,
+      "pressure_gt_two":false,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"unstable",
+      "ground":"dry ground",
+      "mine_type":"AT",
+      "armed":true,
+      "pressure_gt_two":true,
+      "action":"detonation"
+   },
+   {
+      "visibility":"good",
+      "stability":"unstable",
+      "ground":"dry ground",
+      "mine_type":"AT",
+      "armed":true,
+      "pressure_gt_two":false,
+      "action":"detonation"
+   },
+   {
+      "visibility":"good",
+      "stability":"unstable",
+      "ground":"dry ground",
+      "mine_type":"AT",
+      "armed":false,
+      "pressure_gt_two":true,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"unstable",
+      "ground":"dry ground",
+      "mine_type":"AT",
+      "armed":false,
+      "pressure_gt_two":false,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"unstable",
+      "ground":"dry ground",
+      "mine_type":"AP",
+      "armed":true,
+      "pressure_gt_two":true,
+      "action":"detonation"
+   },
+   {
+      "visibility":"good",
+      "stability":"unstable",
+      "ground":"dry ground",
+      "mine_type":"AP",
+      "armed":true,
+      "pressure_gt_two":false,
+      "action":"detonation"
+   },
+   {
+      "visibility":"good",
+      "stability":"unstable",
+      "ground":"dry ground",
+      "mine_type":"AP",
+      "armed":false,
+      "pressure_gt_two":true,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"unstable",
+      "ground":"dry ground",
+      "mine_type":"AP",
+      "armed":false,
+      "pressure_gt_two":false,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"unstable",
+      "ground":"dry ground",
+      "mine_type":"ADM",
+      "armed":true,
+      "pressure_gt_two":true,
+      "action":"detonation"
+   },
+   {
+      "visibility":"good",
+      "stability":"unstable",
+      "ground":"dry ground",
+      "mine_type":"ADM",
+      "armed":true,
+      "pressure_gt_two":false,
+      "action":"detonation"
+   },
+   {
+      "visibility":"good",
+      "stability":"unstable",
+      "ground":"dry ground",
+      "mine_type":"ADM",
+      "armed":false,
+      "pressure_gt_two":true,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"unstable",
+      "ground":"dry ground",
+      "mine_type":"ADM",
+      "armed":false,
+      "pressure_gt_two":false,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"unstable",
+      "ground":"concrete",
+      "mine_type":"AT",
+      "armed":true,
+      "pressure_gt_two":true,
+      "action":"detonation"
+   },
+   {
+      "visibility":"good",
+      "stability":"unstable",
+      "ground":"concrete",
+      "mine_type":"AT",
+      "armed":true,
+      "pressure_gt_two":false,
+      "action":"detonation"
+   },
+   {
+      "visibility":"good",
+      "stability":"unstable",
+      "ground":"concrete",
+      "mine_type":"AT",
+      "armed":false,
+      "pressure_gt_two":true,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"unstable",
+      "ground":"concrete",
+      "mine_type":"AT",
+      "armed":false,
+      "pressure_gt_two":false,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"unstable",
+      "ground":"concrete",
+      "mine_type":"AP",
+      "armed":true,
+      "pressure_gt_two":true,
+      "action":"detonation"
+   },
+   {
+      "visibility":"good",
+      "stability":"unstable",
+      "ground":"concrete",
+      "mine_type":"AP",
+      "armed":true,
+      "pressure_gt_two":false,
+      "action":"detonation"
+   },
+   {
+      "visibility":"good",
+      "stability":"unstable",
+      "ground":"concrete",
+      "mine_type":"AP",
+      "armed":false,
+      "pressure_gt_two":true,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"unstable",
+      "ground":"concrete",
+      "mine_type":"AP",
+      "armed":false,
+      "pressure_gt_two":false,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"unstable",
+      "ground":"concrete",
+      "mine_type":"ADM",
+      "armed":true,
+      "pressure_gt_two":true,
+      "action":"detonation"
+   },
+   {
+      "visibility":"good",
+      "stability":"unstable",
+      "ground":"concrete",
+      "mine_type":"ADM",
+      "armed":true,
+      "pressure_gt_two":false,
+      "action":"detonation"
+   },
+   {
+      "visibility":"good",
+      "stability":"unstable",
+      "ground":"concrete",
+      "mine_type":"ADM",
+      "armed":false,
+      "pressure_gt_two":true,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"unstable",
+      "ground":"concrete",
+      "mine_type":"ADM",
+      "armed":false,
+      "pressure_gt_two":false,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"mud",
+      "mine_type":"AT",
+      "armed":true,
+      "pressure_gt_two":true,
+      "action":"detonation"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"mud",
+      "mine_type":"AT",
+      "armed":true,
+      "pressure_gt_two":false,
+      "action":"detonation"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"mud",
+      "mine_type":"AT",
+      "armed":false,
+      "pressure_gt_two":true,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"mud",
+      "mine_type":"AT",
+      "armed":false,
+      "pressure_gt_two":false,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"mud",
+      "mine_type":"AP",
+      "armed":true,
+      "pressure_gt_two":true,
+      "action":"detonation"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"mud",
+      "mine_type":"AP",
+      "armed":true,
+      "pressure_gt_two":false,
+      "action":"detonation"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"mud",
+      "mine_type":"AP",
+      "armed":false,
+      "pressure_gt_two":true,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"mud",
+      "mine_type":"AP",
+      "armed":false,
+      "pressure_gt_two":false,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"mud",
+      "mine_type":"ADM",
+      "armed":true,
+      "pressure_gt_two":true,
+      "action":"detonation"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"mud",
+      "mine_type":"ADM",
+      "armed":true,
+      "pressure_gt_two":false,
+      "action":"detonation"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"mud",
+      "mine_type":"ADM",
+      "armed":false,
+      "pressure_gt_two":true,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"mud",
+      "mine_type":"ADM",
+      "armed":false,
+      "pressure_gt_two":false,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"grass",
+      "mine_type":"AT",
+      "armed":true,
+      "pressure_gt_two":true,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"grass",
+      "mine_type":"AT",
+      "armed":true,
+      "pressure_gt_two":false,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"grass",
+      "mine_type":"AT",
+      "armed":false,
+      "pressure_gt_two":true,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"grass",
+      "mine_type":"AT",
+      "armed":false,
+      "pressure_gt_two":false,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"grass",
+      "mine_type":"AP",
+      "armed":true,
+      "pressure_gt_two":true,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"grass",
+      "mine_type":"AP",
+      "armed":true,
+      "pressure_gt_two":false,
+      "action":"detonation"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"grass",
+      "mine_type":"AP",
+      "armed":false,
+      "pressure_gt_two":true,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"grass",
+      "mine_type":"AP",
+      "armed":false,
+      "pressure_gt_two":false,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"grass",
+      "mine_type":"ADM",
+      "armed":true,
+      "pressure_gt_two":true,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"grass",
+      "mine_type":"ADM",
+      "armed":true,
+      "pressure_gt_two":false,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"grass",
+      "mine_type":"ADM",
+      "armed":false,
+      "pressure_gt_two":true,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"grass",
+      "mine_type":"ADM",
+      "armed":false,
+      "pressure_gt_two":false,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"dry ground",
+      "mine_type":"AT",
+      "armed":true,
+      "pressure_gt_two":true,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"dry ground",
+      "mine_type":"AT",
+      "armed":true,
+      "pressure_gt_two":false,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"dry ground",
+      "mine_type":"AT",
+      "armed":false,
+      "pressure_gt_two":true,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"dry ground",
+      "mine_type":"AT",
+      "armed":false,
+      "pressure_gt_two":false,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"dry ground",
+      "mine_type":"AP",
+      "armed":true,
+      "pressure_gt_two":true,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"dry ground",
+      "mine_type":"AP",
+      "armed":true,
+      "pressure_gt_two":false,
+      "action":"detonation"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"dry ground",
+      "mine_type":"AP",
+      "armed":false,
+      "pressure_gt_two":true,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"dry ground",
+      "mine_type":"AP",
+      "armed":false,
+      "pressure_gt_two":false,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"dry ground",
+      "mine_type":"ADM",
+      "armed":true,
+      "pressure_gt_two":true,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"dry ground",
+      "mine_type":"ADM",
+      "armed":true,
+      "pressure_gt_two":false,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"dry ground",
+      "mine_type":"ADM",
+      "armed":false,
+      "pressure_gt_two":true,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"dry ground",
+      "mine_type":"ADM",
+      "armed":false,
+      "pressure_gt_two":false,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"concrete",
+      "mine_type":"AT",
+      "armed":true,
+      "pressure_gt_two":true,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"concrete",
+      "mine_type":"AT",
+      "armed":true,
+      "pressure_gt_two":false,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"concrete",
+      "mine_type":"AT",
+      "armed":false,
+      "pressure_gt_two":true,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"concrete",
+      "mine_type":"AT",
+      "armed":false,
+      "pressure_gt_two":false,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"concrete",
+      "mine_type":"AP",
+      "armed":true,
+      "pressure_gt_two":true,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"concrete",
+      "mine_type":"AP",
+      "armed":true,
+      "pressure_gt_two":false,
+      "action":"detonation"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"concrete",
+      "mine_type":"AP",
+      "armed":false,
+      "pressure_gt_two":true,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"concrete",
+      "mine_type":"AP",
+      "armed":false,
+      "pressure_gt_two":false,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"concrete",
+      "mine_type":"ADM",
+      "armed":true,
+      "pressure_gt_two":true,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"concrete",
+      "mine_type":"ADM",
+      "armed":true,
+      "pressure_gt_two":false,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"concrete",
+      "mine_type":"ADM",
+      "armed":false,
+      "pressure_gt_two":true,
+      "action":"defuse"
+   },
+   {
+      "visibility":"good",
+      "stability":"stable",
+      "ground":"concrete",
+      "mine_type":"ADM",
+      "armed":false,
+      "pressure_gt_two":false,
+      "action":"defuse"
+   }
+]
\ No newline at end of file
diff --git a/src/machine_learning/data_set.py b/src/machine_learning/data_set.py
index a1ce059..c57af21 100644
--- a/src/machine_learning/data_set.py
+++ b/src/machine_learning/data_set.py
@@ -1,6 +1,10 @@
+import json
 from typing import List
 from itertools import product
 
+from const import main_path
+
+
 visibility = ('bad', 'medium', 'good')
 stability = ('unstable', 'stable')
 ground = ('mud', 'grass', 'dry ground', 'concrete')
@@ -56,6 +60,19 @@ def generate_data_set() -> List[dict]:
     return data
 
 
-data_set = generate_data_set()
-training_set = data_set[:50] + data_set[55:90] + data_set[95:140] + data_set[145:200] + data_set[205:]
-test_set = data_set[50:55] + data_set[90:95] + data_set[140:145]
+def main():
+    data_set = generate_data_set()
+    with open('data.txt', 'w') as outfile:
+        json.dump(data_set, outfile)
+
+
+with open(f'{main_path}/src/machine_learning/data.txt', 'r') as f:
+    data = f.read()
+    json_data = json.loads(data)
+
+training_set = json_data[:50] + json_data[55:90] + json_data[95:140] + json_data[145:200] + json_data[205:]
+test_set = json_data[50:55] + json_data[90:95] + json_data[140:145]
+
+
+if __name__ == "__main__":
+    main()