diff --git a/src/primaite/config/_package_data/example_config.yaml b/src/primaite/config/_package_data/data_manipulation.yaml
similarity index 99%
rename from src/primaite/config/_package_data/example_config.yaml
rename to src/primaite/config/_package_data/data_manipulation.yaml
index d0ba61b0..dffb40ea 100644
--- a/src/primaite/config/_package_data/example_config.yaml
+++ b/src/primaite/config/_package_data/data_manipulation.yaml
@@ -691,25 +691,25 @@ agents:
     reward_function:
       reward_components:
         - type: DATABASE_FILE_INTEGRITY
-          weight: 0.34
+          weight: 0.40
           options:
             node_hostname: database_server
             folder_name: database
             file_name: database.db
         - type: WEBPAGE_UNAVAILABLE_PENALTY
-          weight: 0.33
+          weight: 0.25
           options:
             node_hostname: client_1
         - type: WEBPAGE_UNAVAILABLE_PENALTY
-          weight: 0.33
+          weight: 0.25
           options:
             node_hostname: client_2
         - type: GREEN_ADMIN_DATABASE_UNREACHABLE_PENALTY
-          weight: 0.1
+          weight: 0.05
           options:
             node_hostname: client_1
         - type: GREEN_ADMIN_DATABASE_UNREACHABLE_PENALTY
-          weight: 0.1
+          weight: 0.05
           options:
             node_hostname: client_2
 
diff --git a/src/primaite/config/_package_data/example_config_2_rl_agents.yaml b/src/primaite/config/_package_data/data_manipulation_marl.yaml
similarity index 99%
rename from src/primaite/config/_package_data/example_config_2_rl_agents.yaml
rename to src/primaite/config/_package_data/data_manipulation_marl.yaml
index 575182a8..f7288cb0 100644
--- a/src/primaite/config/_package_data/example_config_2_rl_agents.yaml
+++ b/src/primaite/config/_package_data/data_manipulation_marl.yaml
@@ -695,25 +695,25 @@ agents:
     reward_function:
       reward_components:
         - type: DATABASE_FILE_INTEGRITY
-          weight: 0.34
+          weight: 0.40
           options:
             node_hostname: database_server
             folder_name: database
             file_name: database.db
         - type: WEBPAGE_UNAVAILABLE_PENALTY
-          weight: 0.33
+          weight: 0.25
           options:
             node_hostname: client_1
         - type: WEBPAGE_UNAVAILABLE_PENALTY
-          weight: 0.33
+          weight: 0.25
           options:
             node_hostname: client_2
         - type: GREEN_ADMIN_DATABASE_UNREACHABLE_PENALTY
-          weight: 0.1
+          weight: 0.05
           options:
             node_hostname: client_1
         - type: GREEN_ADMIN_DATABASE_UNREACHABLE_PENALTY
-          weight: 0.1
+          weight: 0.05
           options:
             node_hostname: client_2
 
@@ -1251,29 +1251,28 @@ agents:
         - node_name: security_suite
           nic_num: 2
 
-
     reward_function:
       reward_components:
         - type: DATABASE_FILE_INTEGRITY
-          weight: 0.34
+          weight: 0.40
           options:
             node_hostname: database_server
             folder_name: database
             file_name: database.db
         - type: WEBPAGE_UNAVAILABLE_PENALTY
-          weight: 0.33
+          weight: 0.25
           options:
             node_hostname: client_1
         - type: WEBPAGE_UNAVAILABLE_PENALTY
-          weight: 0.33
+          weight: 0.25
           options:
             node_hostname: client_2
         - type: GREEN_ADMIN_DATABASE_UNREACHABLE_PENALTY
-          weight: 0.1
+          weight: 0.05
           options:
             node_hostname: client_1
         - type: GREEN_ADMIN_DATABASE_UNREACHABLE_PENALTY
-          weight: 0.1
+          weight: 0.05
           options:
             node_hostname: client_2
 
diff --git a/src/primaite/config/load.py b/src/primaite/config/load.py
index 6bd0d80d..d5acd690 100644
--- a/src/primaite/config/load.py
+++ b/src/primaite/config/load.py
@@ -37,7 +37,7 @@ def data_manipulation_config_path() -> Path:
     :return: Path to the example config.
     :rtype: Path
     """
-    path = _EXAMPLE_CFG / "example_config.yaml"
+    path = _EXAMPLE_CFG / "data_manipulation.yaml"
     if not path.exists():
         msg = f"Example config does not exist: {path}. Have you run `primaite setup`?"
         _LOGGER.error(msg)
diff --git a/src/primaite/notebooks/training_example_ray_multi_agent.ipynb b/src/primaite/notebooks/Training-an-RLLIB-MARL-System.ipynb
similarity index 98%
rename from src/primaite/notebooks/training_example_ray_multi_agent.ipynb
rename to src/primaite/notebooks/Training-an-RLLIB-MARL-System.ipynb
index 4ef02443..76623697 100644
--- a/src/primaite/notebooks/training_example_ray_multi_agent.ipynb
+++ b/src/primaite/notebooks/Training-an-RLLIB-MARL-System.ipynb
@@ -35,7 +35,7 @@
     "\n",
     "# If you get an error saying this config file doesn't exist, you may need to run `primaite setup` in your command line\n",
     "# to copy the files to your user data path.\n",
-    "with open(PRIMAITE_PATHS.user_config_path / 'example_config/example_config_2_rl_agents.yaml', 'r') as f:\n",
+    "with open(PRIMAITE_PATHS.user_config_path / 'example_config/data_manipulation_marl.yaml', 'r') as f:\n",
     "    cfg = yaml.safe_load(f)\n",
     "\n",
     "ray.init(local_mode=True)"
diff --git a/src/primaite/notebooks/training_example_ray_single_agent.ipynb b/src/primaite/notebooks/Training-an-RLLib-Agent.ipynb
similarity index 100%
rename from src/primaite/notebooks/training_example_ray_single_agent.ipynb
rename to src/primaite/notebooks/Training-an-RLLib-Agent.ipynb
diff --git a/src/primaite/notebooks/training_example_sb3.ipynb b/src/primaite/notebooks/Training-an-SB3-Agent.ipynb
similarity index 100%
rename from src/primaite/notebooks/training_example_sb3.ipynb
rename to src/primaite/notebooks/Training-an-SB3-Agent.ipynb