diff --git a/cadCAD/configuration/__init__.py b/cadCAD/configuration/__init__.py
index ed6e6ce..f4c419d 100644
--- a/cadCAD/configuration/__init__.py
+++ b/cadCAD/configuration/__init__.py
@@ -10,17 +10,17 @@ from cadCAD.configuration.utils import exo_update_per_ts
 
 class Configuration(object):
     def __init__(self, sim_config={}, initial_state={}, seeds={}, env_processes={},
-                 exogenous_states={}, partial_state_updates={}, policy_ops=[foldr(dict_elemwise_sum())], **kwargs):
+                 exogenous_states={}, partial_state_update_blocks={}, policy_ops=[foldr(dict_elemwise_sum())], **kwargs):
         self.sim_config = sim_config
         self.initial_state = initial_state
         self.seeds = seeds
         self.env_processes = env_processes
         self.exogenous_states = exogenous_states
-        self.partial_state_updates = partial_state_updates
+        self.partial_state_updates = partial_state_update_blocks
         self.policy_ops = policy_ops
 
 
-def append_configs(sim_configs, initial_state, seeds, raw_exogenous_states, env_processes, partial_state_updates, _exo_update_per_ts=True):
+def append_configs(sim_configs, initial_state, seeds, raw_exogenous_states, env_processes, partial_state_update_blocks, _exo_update_per_ts=True):
     if _exo_update_per_ts is True:
         exogenous_states = exo_update_per_ts(raw_exogenous_states)
     else:
@@ -35,7 +35,7 @@ def append_configs(sim_configs, initial_state, seeds, raw_exogenous_states, env_
                     seeds=seeds,
                     exogenous_states=exogenous_states,
                     env_processes=env_processes,
-                    partial_state_updates=partial_state_updates
+                    partial_state_update_blocks=partial_state_update_blocks
                 )
             )
     elif isinstance(sim_configs, dict):
@@ -46,7 +46,7 @@ def append_configs(sim_configs, initial_state, seeds, raw_exogenous_states, env_
                 seeds=seeds,
                 exogenous_states=exogenous_states,
                 env_processes=env_processes,
-                partial_state_updates=partial_state_updates
+                partial_state_update_blocks=partial_state_update_blocks
             )
         )
 
@@ -84,7 +84,7 @@ class Processor:
         self.apply_identity_funcs = id.apply_identity_funcs
 
     def create_matrix_field(self, partial_state_updates, key):
-        if key == 'states':
+        if key == 'variables':
             identity = self.state_identity
         elif key == 'policies':
             identity = self.policy_identity
@@ -113,7 +113,7 @@ class Processor:
 
         def only_ep_handler(state_dict):
             sdf_functions = [
-                lambda sub_step, sL, s, _input: (k, v) for k, v in zip(state_dict.keys(), state_dict.values())
+                lambda var_dict, sub_step, sL, s, _input: (k, v) for k, v in zip(state_dict.keys(), state_dict.values())
             ]
             sdf_values = [sdf_functions]
             bdf_values = [[self.p_identity] * len(sdf_values)]
@@ -121,7 +121,7 @@ class Processor:
 
         if len(partial_state_updates) != 0:
             bdf = self.create_matrix_field(partial_state_updates, 'policies')
-            sdf = self.create_matrix_field(partial_state_updates, 'states')
+            sdf = self.create_matrix_field(partial_state_updates, 'variables')
             sdf_values, bdf_values = no_update_handler(bdf, sdf)
             zipped_list = list(zip(sdf_values, bdf_values))
         else:
diff --git a/cadCAD/configuration/utils/__init__.py b/cadCAD/configuration/utils/__init__.py
index 788d91c..709703d 100644
--- a/cadCAD/configuration/utils/__init__.py
+++ b/cadCAD/configuration/utils/__init__.py
@@ -11,7 +11,7 @@ class TensorFieldReport:
     def __init__(self, config_proc):
         self.config_proc = config_proc
 
-    def create_tensor_field(self, partial_state_updates, exo_proc, keys=['policies', 'states']):
+    def create_tensor_field(self, partial_state_updates, exo_proc, keys=['policies', 'variables']):
         dfs = [self.config_proc.create_matrix_field(partial_state_updates, k) for k in keys]
         df = pd.concat(dfs, axis=1)
         for es, i in zip(exo_proc, range(len(exo_proc))):
@@ -52,7 +52,7 @@ def time_step(dt_str, dt_format='%Y-%m-%d %H:%M:%S', _timedelta = tstep_delta):
 
 ep_t_delta = timedelta(days=0, minutes=0, seconds=1)
 def ep_time_step(s, dt_str, fromat_str='%Y-%m-%d %H:%M:%S', _timedelta = ep_t_delta):
-    if s['sub_step'] == 0:
+    if s['substep'] == 0:
         return time_step(dt_str, fromat_str, _timedelta)
     else:
         return dt_str
@@ -114,7 +114,7 @@ def sweep_states(state_type, states, in_config):
 def exo_update_per_ts(ep):
     @curried
     def ep_decorator(f, y, var_dict, sub_step, sL, s, _input):
-        if s['sub_step'] + 1 == 1:
+        if s['substep'] + 1 == 1:
             return f(var_dict, sub_step, sL, s, _input)
         else:
             return y, s[y]
diff --git a/cadCAD/engine/simulation.py b/cadCAD/engine/simulation.py
index 9e3a153..96f43e9 100644
--- a/cadCAD/engine/simulation.py
+++ b/cadCAD/engine/simulation.py
@@ -51,7 +51,7 @@ class Executor:
 
         self.apply_env_proc(env_processes, last_in_copy, last_in_copy['timestep']) # not time_step
 
-        last_in_copy["sub_step"], last_in_copy["time_step"], last_in_copy['run'] = sub_step, time_step, run
+        last_in_copy['substep'], last_in_copy['timestep'], last_in_copy['run'] = sub_step, time_step, run
         sL.append(last_in_copy)
         del last_in_copy
 
@@ -62,7 +62,7 @@ class Executor:
         sub_step = 0
         states_list_copy = deepcopy(states_list)
         genesis_states = states_list_copy[-1]
-        genesis_states['sub_step'], genesis_states['time_step'] = sub_step, time_step
+        genesis_states['substep'], genesis_states['timestep'] = sub_step, time_step
         states_list = [genesis_states]
 
         sub_step += 1
@@ -93,7 +93,7 @@ class Executor:
             states_list_copy = deepcopy(states_list)
             head, *tail = self.run_pipeline(var_dict, states_list_copy, configs, env_processes, time_seq, run)
             genesis = head.pop()
-            genesis['sub_step'], genesis['time_step'], genesis['run'] = 0, 0, run
+            genesis['substep'], genesis['timestep'], genesis['run'] = 0, 0, run
             first_timestep_per_run = [genesis] + tail.pop(0)
             pipe_run += [first_timestep_per_run] + tail
             del states_list_copy
diff --git a/dist/cadCAD-0.1-py3-none-any.whl b/dist/cadCAD-0.1-py3-none-any.whl
index dce3979..ce14615 100644
Binary files a/dist/cadCAD-0.1-py3-none-any.whl and b/dist/cadCAD-0.1-py3-none-any.whl differ
diff --git a/simulations/example_run.ipynb b/simulations/example_run.ipynb
index 8f8415a..5ee5c2b 100644
--- a/simulations/example_run.ipynb
+++ b/simulations/example_run.ipynb
@@ -10,9 +10,9 @@
     "from tabulate import tabulate\n",
     "\n",
     "# The following imports NEED to be in the exact order\n",
-    "from SimCAD.engine import ExecutionMode, ExecutionContext, Executor\n",
-    "from validation import config1, config2\n",
-    "from SimCAD import configs\n",
+    "from cadCAD.engine import ExecutionMode, ExecutionContext, Executor\n",
+    "from validation import config1, config2, config3, config4\n",
+    "from cadCAD import configs\n",
     "\n",
     "exec_mode = ExecutionMode()"
    ]
@@ -26,21 +26,76 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Simulation Execution 1\n",
       "\n",
-      "single_proc: [<SimCAD.configuration.Configuration object at 0x10a305278>]\n"
+      "config[0]\n",
+      "single_proc: [<cadCAD.configuration.Configuration object at 0x11208a0b8>]\n",
+      "   run      s1         s2 s3                             s4  substep  timestep\n",
+      "0    1       0          0  1                              1        0         0\n",
+      "1    1       1          4  5                             10        1         1\n",
+      "2    1      ab          6  5                             10        2         1\n",
+      "3    1  [c, d]  [30, 300]  5                             10        3         1\n",
+      "4    1       1          4  5  10.43650985051199020503531756        1         2\n",
+      "\n",
+      "config[1]\n",
+      "single_proc: [<cadCAD.configuration.Configuration object at 0x11208a4e0>]\n",
+      "   run      s1         s2                             s3  \\\n",
+      "0    1       0          0                              1   \n",
+      "1    1       1          0                             10   \n",
+      "2    1       a          0                             10   \n",
+      "3    1  [c, d]  [30, 300]                             10   \n",
+      "4    1       1  [30, 300]  9.943733172773669970467835810   \n",
+      "\n",
+      "                              s4  substep  timestep  \n",
+      "0                              1        0         0  \n",
+      "1                             10        1         1  \n",
+      "2                             10        2         1  \n",
+      "3                             10        3         1  \n",
+      "4  10.43650985051199020503531756        1         2  \n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/cadCAD/utils/__init__.py:86: FutureWarning: The use of a dictionary to describe Partial State Update Blocks will be deprecated. Use a list instead.\n",
+      "  FutureWarning)\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "config[2]\n",
+      "single_proc: [<cadCAD.configuration.Configuration object at 0x11208a748>]\n",
+      "   run   s1 s2 s3 s4  substep            timestamp  timestep\n",
+      "0    1    0  0  1  1        0  2018-10-01 15:16:24         0\n",
+      "1    1  [1]  0  1  1        1  2018-10-01 15:16:24         1\n",
+      "2    1  [1]  0  1  1        1  2018-10-01 15:16:24         2\n",
+      "3    1  [1]  0  1  1        1  2018-10-01 15:16:24         3\n",
+      "4    1  [1]  0  1  1        1  2018-10-01 15:16:24         4\n",
+      "\n",
+      "config[3]\n",
+      "single_proc: [<cadCAD.configuration.Configuration object at 0x11208aba8>]\n",
+      "   run s1 s2 s3 s4  substep            timestamp  timestep\n",
+      "0    1  0  0  1  1        0  2018-10-01 15:16:24         0\n",
+      "1    1  0  0  1  1        1  2018-10-01 15:16:24         1\n",
+      "2    1  0  0  1  1        1  2018-10-01 15:16:24         2\n",
+      "3    1  0  0  1  1        1  2018-10-01 15:16:24         3\n",
+      "4    1  0  0  1  1        1  2018-10-01 15:16:24         4\n"
      ]
     }
    ],
    "source": [
-    "print(\"Simulation Execution 1\")\n",
-    "print()\n",
-    "first_config = [configs[0]] # from config1\n",
-    "single_proc_ctx = ExecutionContext(context=exec_mode.single_proc)\n",
-    "run1 = Executor(exec_context=single_proc_ctx, configs=first_config)\n",
-    "run1_raw_result, raw_tensor_field = run1.main()\n",
-    "result = pd.DataFrame(run1_raw_result)\n",
-    "tensor_field = pd.DataFrame(raw_tensor_field)"
+    "for idx, c in enumerate(configs):\n",
+    "    print()\n",
+    "    print(f\"config[{idx}]\")\n",
+    "    single_proc_ctx = ExecutionContext(context=exec_mode.single_proc)\n",
+    "    run1 = Executor(exec_context=single_proc_ctx, configs=[c])\n",
+    "    run1_raw_result, raw_tensor_field = run1.main()\n",
+    "    result = pd.DataFrame(run1_raw_result)\n",
+    "    print(result.head())\n",
+    "#     tensor_field = pd.DataFrame(raw_tensor_field)"
    ]
   },
   {
@@ -52,1828 +107,189 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Tensor Field:\n"
+      "multi_proc: [<cadCAD.configuration.Configuration object at 0x11208a0b8>, <cadCAD.configuration.Configuration object at 0x11208a4e0>, <cadCAD.configuration.Configuration object at 0x11208a748>, <cadCAD.configuration.Configuration object at 0x11208aba8>, <cadCAD.configuration.Configuration object at 0x1120b8160>, <cadCAD.configuration.Configuration object at 0x1120b8198>]\n"
      ]
     },
     {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>b1</th>\n",
-       "      <th>b2</th>\n",
-       "      <th>s1</th>\n",
-       "      <th>s2</th>\n",
-       "      <th>es1</th>\n",
-       "      <th>es2</th>\n",
-       "      <th>es3</th>\n",
-       "      <th>m</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>&lt;function b1m1 at 0x109f25d90&gt;</td>\n",
-       "      <td>&lt;function b2m1 at 0x10a2fda60&gt;</td>\n",
-       "      <td>&lt;function s1m1 at 0x10a2fdd08&gt;</td>\n",
-       "      <td>&lt;function s2m1 at 0x10a2fdd90&gt;</td>\n",
-       "      <td>&lt;function curried.&lt;locals&gt;._curried at 0x10a30...</td>\n",
-       "      <td>&lt;function curried.&lt;locals&gt;._curried at 0x10a30...</td>\n",
-       "      <td>&lt;function curried.&lt;locals&gt;._curried at 0x10a30...</td>\n",
-       "      <td>1</td>\n",
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-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>&lt;function b1m2 at 0x10a2fdae8&gt;</td>\n",
-       "      <td>&lt;function b2m2 at 0x10a2fdb70&gt;</td>\n",
-       "      <td>&lt;function s1m2 at 0x10a2fde18&gt;</td>\n",
-       "      <td>&lt;function s2m2 at 0x10a2fdea0&gt;</td>\n",
-       "      <td>&lt;function curried.&lt;locals&gt;._curried at 0x10a30...</td>\n",
-       "      <td>&lt;function curried.&lt;locals&gt;._curried at 0x10a30...</td>\n",
-       "      <td>&lt;function curried.&lt;locals&gt;._curried at 0x10a30...</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>&lt;function b1m3 at 0x10a2fdbf8&gt;</td>\n",
-       "      <td>&lt;function b2m3 at 0x10a2fdc80&gt;</td>\n",
-       "      <td>&lt;function s1m3 at 0x10a2fdf28&gt;</td>\n",
-       "      <td>&lt;function s2m3 at 0x10a308048&gt;</td>\n",
-       "      <td>&lt;function curried.&lt;locals&gt;._curried at 0x10a30...</td>\n",
-       "      <td>&lt;function curried.&lt;locals&gt;._curried at 0x10a30...</td>\n",
-       "      <td>&lt;function curried.&lt;locals&gt;._curried at 0x10a30...</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                               b1                              b2  \\\n",
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-       "2  <function b1m3 at 0x10a2fdbf8>  <function b2m3 at 0x10a2fdc80>   \n",
-       "\n",
-       "                               s1                              s2  \\\n",
-       "0  <function s1m1 at 0x10a2fdd08>  <function s2m1 at 0x10a2fdd90>   \n",
-       "1  <function s1m2 at 0x10a2fde18>  <function s2m2 at 0x10a2fdea0>   \n",
-       "2  <function s1m3 at 0x10a2fdf28>  <function s2m3 at 0x10a308048>   \n",
-       "\n",
-       "                                                 es1  \\\n",
-       "0  <function curried.<locals>._curried at 0x10a30...   \n",
-       "1  <function curried.<locals>._curried at 0x10a30...   \n",
-       "2  <function curried.<locals>._curried at 0x10a30...   \n",
-       "\n",
-       "                                                 es2  \\\n",
-       "0  <function curried.<locals>._curried at 0x10a30...   \n",
-       "1  <function curried.<locals>._curried at 0x10a30...   \n",
-       "2  <function curried.<locals>._curried at 0x10a30...   \n",
-       "\n",
-       "                                                 es3  m  \n",
-       "0  <function curried.<locals>._curried at 0x10a30...  1  \n",
-       "1  <function curried.<locals>._curried at 0x10a30...  2  \n",
-       "2  <function curried.<locals>._curried at 0x10a30...  3  "
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "print(\"Tensor Field:\")\n",
-    "tensor_field"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/cadCAD/utils/__init__.py:86: FutureWarning: The use of a dictionary to describe Partial State Update Blocks will be deprecated. Use a list instead.\n",
+      "  FutureWarning)\n"
+     ]
+    },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Output:\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>mech_step</th>\n",
-       "      <th>run</th>\n",
-       "      <th>s1</th>\n",
-       "      <th>s2</th>\n",
-       "      <th>s3</th>\n",
-       "      <th>s4</th>\n",
-       "      <th>time_step</th>\n",
-       "      <th>timestamp</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2018-10-01 15:16:24</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>5</td>\n",
-       "      <td>10</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2018-10-01 15:16:25</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>ab</td>\n",
-       "      <td>6</td>\n",
-       "      <td>5</td>\n",
-       "      <td>10</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2018-10-01 15:16:25</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>[c, d]</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>5</td>\n",
-       "      <td>10</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2018-10-01 15:16:25</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>5</td>\n",
-       "      <td>10.43650985051199020503531756</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2018-10-01 15:16:26</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>ab</td>\n",
-       "      <td>6</td>\n",
-       "      <td>5</td>\n",
-       "      <td>10.43650985051199020503531756</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2018-10-01 15:16:26</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>[c, d]</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>5</td>\n",
-       "      <td>10.43650985051199020503531756</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2018-10-01 15:16:26</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>5</td>\n",
-       "      <td>10.53721952812028761860248013</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2018-10-01 15:16:27</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>ab</td>\n",
-       "      <td>6</td>\n",
-       "      <td>5</td>\n",
-       "      <td>10.53721952812028761860248013</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2018-10-01 15:16:27</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>[c, d]</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>5</td>\n",
-       "      <td>10.53721952812028761860248013</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2018-10-01 15:16:27</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>5</td>\n",
-       "      <td>8.573616357680089499783223212</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2018-10-01 15:16:28</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>ab</td>\n",
-       "      <td>6</td>\n",
-       "      <td>5</td>\n",
-       "      <td>8.573616357680089499783223212</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2018-10-01 15:16:28</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>[c, d]</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>5</td>\n",
-       "      <td>8.573616357680089499783223212</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2018-10-01 15:16:28</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>5</td>\n",
-       "      <td>8.335794354629596453007093216</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2018-10-01 15:16:29</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>ab</td>\n",
-       "      <td>6</td>\n",
-       "      <td>5</td>\n",
-       "      <td>8.335794354629596453007093216</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2018-10-01 15:16:29</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>[c, d]</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>5</td>\n",
-       "      <td>8.335794354629596453007093216</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2018-10-01 15:16:29</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2018-10-01 15:16:24</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>5</td>\n",
-       "      <td>10</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2018-10-01 15:16:25</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>ab</td>\n",
-       "      <td>6</td>\n",
-       "      <td>5</td>\n",
-       "      <td>10</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2018-10-01 15:16:25</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>19</th>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "      <td>[c, d]</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>5</td>\n",
-       "      <td>10</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2018-10-01 15:16:25</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>20</th>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>5</td>\n",
-       "      <td>9.917258518517539922498826854</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2018-10-01 15:16:26</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>ab</td>\n",
-       "      <td>6</td>\n",
-       "      <td>5</td>\n",
-       "      <td>9.917258518517539922498826854</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2018-10-01 15:16:26</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>22</th>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "      <td>[c, d]</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>5</td>\n",
-       "      <td>9.917258518517539922498826854</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2018-10-01 15:16:26</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>23</th>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>5</td>\n",
-       "      <td>9.295445738182783098967212172</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2018-10-01 15:16:27</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>24</th>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>ab</td>\n",
-       "      <td>6</td>\n",
-       "      <td>5</td>\n",
-       "      <td>9.295445738182783098967212172</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2018-10-01 15:16:27</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25</th>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "      <td>[c, d]</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>5</td>\n",
-       "      <td>9.295445738182783098967212172</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2018-10-01 15:16:27</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>26</th>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>5</td>\n",
-       "      <td>9.254714796976556134819588883</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2018-10-01 15:16:28</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>27</th>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>ab</td>\n",
-       "      <td>6</td>\n",
-       "      <td>5</td>\n",
-       "      <td>9.254714796976556134819588883</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2018-10-01 15:16:28</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>28</th>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "      <td>[c, d]</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>5</td>\n",
-       "      <td>9.254714796976556134819588883</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2018-10-01 15:16:28</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>5</td>\n",
-       "      <td>8.813063120281346104256259818</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2018-10-01 15:16:29</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>30</th>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>ab</td>\n",
-       "      <td>6</td>\n",
-       "      <td>5</td>\n",
-       "      <td>8.813063120281346104256259818</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2018-10-01 15:16:29</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>31</th>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "      <td>[c, d]</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>5</td>\n",
-       "      <td>8.813063120281346104256259818</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2018-10-01 15:16:29</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "    mech_step  run      s1         s2 s3                             s4  \\\n",
-       "0           0    1       0          0  1                              1   \n",
-       "1           1    1       1          4  5                             10   \n",
-       "2           2    1      ab          6  5                             10   \n",
-       "3           3    1  [c, d]  [30, 300]  5                             10   \n",
-       "4           1    1       1          4  5  10.43650985051199020503531756   \n",
-       "5           2    1      ab          6  5  10.43650985051199020503531756   \n",
-       "6           3    1  [c, d]  [30, 300]  5  10.43650985051199020503531756   \n",
-       "7           1    1       1          4  5  10.53721952812028761860248013   \n",
-       "8           2    1      ab          6  5  10.53721952812028761860248013   \n",
-       "9           3    1  [c, d]  [30, 300]  5  10.53721952812028761860248013   \n",
-       "10          1    1       1          4  5  8.573616357680089499783223212   \n",
-       "11          2    1      ab          6  5  8.573616357680089499783223212   \n",
-       "12          3    1  [c, d]  [30, 300]  5  8.573616357680089499783223212   \n",
-       "13          1    1       1          4  5  8.335794354629596453007093216   \n",
-       "14          2    1      ab          6  5  8.335794354629596453007093216   \n",
-       "15          3    1  [c, d]  [30, 300]  5  8.335794354629596453007093216   \n",
-       "16          0    2       0          0  1                              1   \n",
-       "17          1    2       1          4  5                             10   \n",
-       "18          2    2      ab          6  5                             10   \n",
-       "19          3    2  [c, d]  [30, 300]  5                             10   \n",
-       "20          1    2       1          4  5  9.917258518517539922498826854   \n",
-       "21          2    2      ab          6  5  9.917258518517539922498826854   \n",
-       "22          3    2  [c, d]  [30, 300]  5  9.917258518517539922498826854   \n",
-       "23          1    2       1          4  5  9.295445738182783098967212172   \n",
-       "24          2    2      ab          6  5  9.295445738182783098967212172   \n",
-       "25          3    2  [c, d]  [30, 300]  5  9.295445738182783098967212172   \n",
-       "26          1    2       1          4  5  9.254714796976556134819588883   \n",
-       "27          2    2      ab          6  5  9.254714796976556134819588883   \n",
-       "28          3    2  [c, d]  [30, 300]  5  9.254714796976556134819588883   \n",
-       "29          1    2       1          4  5  8.813063120281346104256259818   \n",
-       "30          2    2      ab          6  5  8.813063120281346104256259818   \n",
-       "31          3    2  [c, d]  [30, 300]  5  8.813063120281346104256259818   \n",
-       "\n",
-       "    time_step            timestamp  \n",
-       "0           0  2018-10-01 15:16:24  \n",
-       "1           1  2018-10-01 15:16:25  \n",
-       "2           1  2018-10-01 15:16:25  \n",
-       "3           1  2018-10-01 15:16:25  \n",
-       "4           2  2018-10-01 15:16:26  \n",
-       "5           2  2018-10-01 15:16:26  \n",
-       "6           2  2018-10-01 15:16:26  \n",
-       "7           3  2018-10-01 15:16:27  \n",
-       "8           3  2018-10-01 15:16:27  \n",
-       "9           3  2018-10-01 15:16:27  \n",
-       "10          4  2018-10-01 15:16:28  \n",
-       "11          4  2018-10-01 15:16:28  \n",
-       "12          4  2018-10-01 15:16:28  \n",
-       "13          5  2018-10-01 15:16:29  \n",
-       "14          5  2018-10-01 15:16:29  \n",
-       "15          5  2018-10-01 15:16:29  \n",
-       "16          0  2018-10-01 15:16:24  \n",
-       "17          1  2018-10-01 15:16:25  \n",
-       "18          1  2018-10-01 15:16:25  \n",
-       "19          1  2018-10-01 15:16:25  \n",
-       "20          2  2018-10-01 15:16:26  \n",
-       "21          2  2018-10-01 15:16:26  \n",
-       "22          2  2018-10-01 15:16:26  \n",
-       "23          3  2018-10-01 15:16:27  \n",
-       "24          3  2018-10-01 15:16:27  \n",
-       "25          3  2018-10-01 15:16:27  \n",
-       "26          4  2018-10-01 15:16:28  \n",
-       "27          4  2018-10-01 15:16:28  \n",
-       "28          4  2018-10-01 15:16:28  \n",
-       "29          5  2018-10-01 15:16:29  \n",
-       "30          5  2018-10-01 15:16:29  \n",
-       "31          5  2018-10-01 15:16:29  "
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "print(\"Output:\")\n",
-    "result"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Simulation Execution 2: Pairwise Execution\n",
+      "[([{'s1': Decimal('0'), 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'substep': 0, 'timestep': 0, 'run': 1}, {'s1': 1, 's2': 4, 's3': 5, 's4': 10, 'substep': 1, 'timestep': 1, 'run': 1}, {'s1': 'ab', 's2': 6, 's3': 5, 's4': 10, 'substep': 2, 'timestep': 1, 'run': 1}, {'s1': ['c', 'd'], 's2': array([ 30, 300]), 's3': 5, 's4': 10, 'substep': 3, 'timestep': 1, 'run': 1}, {'s1': 1, 's2': 4, 's3': 5, 's4': Decimal('10.88462238049958452634768946'), 'substep': 1, 'timestep': 2, 'run': 1}, {'s1': 'ab', 's2': 6, 's3': 5, 's4': Decimal('10.88462238049958452634768946'), 'substep': 2, 'timestep': 2, 'run': 1}, {'s1': ['c', 'd'], 's2': array([ 30, 300]), 's3': 5, 's4': Decimal('10.88462238049958452634768946'), 'substep': 3, 'timestep': 2, 'run': 1}, {'s1': 1, 's2': 4, 's3': 5, 's4': Decimal('11.84390378915460105928594240'), 'substep': 1, 'timestep': 3, 'run': 1}, {'s1': 'ab', 's2': 6, 's3': 5, 's4': Decimal('11.84390378915460105928594240'), 'substep': 2, 'timestep': 3, 'run': 1}, {'s1': ['c', 'd'], 's2': array([ 30, 300]), 's3': 5, 's4': Decimal('11.84390378915460105928594240'), 'substep': 3, 'timestep': 3, 'run': 1}, {'s1': 1, 's2': 4, 's3': 5, 's4': Decimal('13.86870567779818175660086782'), 'substep': 1, 'timestep': 4, 'run': 1}, {'s1': 'ab', 's2': 6, 's3': 5, 's4': Decimal('13.86870567779818175660086782'), 'substep': 2, 'timestep': 4, 'run': 1}, {'s1': ['c', 'd'], 's2': array([ 30, 300]), 's3': 5, 's4': Decimal('13.86870567779818175660086782'), 'substep': 3, 'timestep': 4, 'run': 1}, {'s1': 1, 's2': 4, 's3': 5, 's4': Decimal('13.93809586353209725047922068'), 'substep': 1, 'timestep': 5, 'run': 1}, {'s1': 'ab', 's2': 6, 's3': 5, 's4': Decimal('13.93809586353209725047922068'), 'substep': 2, 'timestep': 5, 'run': 1}, {'s1': ['c', 'd'], 's2': array([ 30, 300]), 's3': 5, 's4': Decimal('13.93809586353209725047922068'), 'substep': 3, 'timestep': 5, 'run': 1}, {'s1': Decimal('0'), 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'substep': 0, 'timestep': 0, 'run': 2}, {'s1': 1, 's2': 4, 's3': 5, 's4': 10, 'substep': 1, 'timestep': 1, 'run': 2}, {'s1': 'ab', 's2': 6, 's3': 5, 's4': 10, 'substep': 2, 'timestep': 1, 'run': 2}, {'s1': ['c', 'd'], 's2': array([ 30, 300]), 's3': 5, 's4': 10, 'substep': 3, 'timestep': 1, 'run': 2}, {'s1': 1, 's2': 4, 's3': 5, 's4': Decimal('9.454640052380469672499430089'), 'substep': 1, 'timestep': 2, 'run': 2}, {'s1': 'ab', 's2': 6, 's3': 5, 's4': Decimal('9.454640052380469672499430089'), 'substep': 2, 'timestep': 2, 'run': 2}, {'s1': ['c', 'd'], 's2': array([ 30, 300]), 's3': 5, 's4': Decimal('9.454640052380469672499430089'), 'substep': 3, 'timestep': 2, 'run': 2}, {'s1': 1, 's2': 4, 's3': 5, 's4': Decimal('7.992501415579613525253197635'), 'substep': 1, 'timestep': 3, 'run': 2}, {'s1': 'ab', 's2': 6, 's3': 5, 's4': Decimal('7.992501415579613525253197635'), 'substep': 2, 'timestep': 3, 'run': 2}, {'s1': ['c', 'd'], 's2': array([ 30, 300]), 's3': 5, 's4': Decimal('7.992501415579613525253197635'), 'substep': 3, 'timestep': 3, 'run': 2}, {'s1': 1, 's2': 4, 's3': 5, 's4': Decimal('8.777658726472379268470333983'), 'substep': 1, 'timestep': 4, 'run': 2}, {'s1': 'ab', 's2': 6, 's3': 5, 's4': Decimal('8.777658726472379268470333983'), 'substep': 2, 'timestep': 4, 'run': 2}, {'s1': ['c', 'd'], 's2': array([ 30, 300]), 's3': 5, 's4': Decimal('8.777658726472379268470333983'), 'substep': 3, 'timestep': 4, 'run': 2}, {'s1': 1, 's2': 4, 's3': 5, 's4': Decimal('7.811179137283953044810612028'), 'substep': 1, 'timestep': 5, 'run': 2}, {'s1': 'ab', 's2': 6, 's3': 5, 's4': Decimal('7.811179137283953044810612028'), 'substep': 2, 'timestep': 5, 'run': 2}, {'s1': ['c', 'd'], 's2': array([ 30, 300]), 's3': 5, 's4': Decimal('7.811179137283953044810612028'), 'substep': 3, 'timestep': 5, 'run': 2}],                                b1                              b2  \\\n",
+      "0  <function p1m1 at 0x111f04d08>  <function p2m1 at 0x11204f1e0>   \n",
+      "1  <function p1m2 at 0x11204f268>  <function p2m2 at 0x11204f2f0>   \n",
+      "2  <function p1m3 at 0x11204f378>  <function p2m3 at 0x11204f400>   \n",
       "\n",
-      "multi_proc: [<SimCAD.configuration.Configuration object at 0x10a305278>, <SimCAD.configuration.Configuration object at 0x10a305630>]\n"
+      "                               s1                              s2  \\\n",
+      "0  <function s1m1 at 0x11204f488>  <function s2m1 at 0x11204f510>   \n",
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+      "2  <function s1m3 at 0x11204f6a8>  <function s2m3 at 0x11204f730>   \n",
+      "\n",
+      "                                                 es1  \\\n",
+      "0  <function curried.<locals>._curried at 0x11204...   \n",
+      "1  <function curried.<locals>._curried at 0x11204...   \n",
+      "2  <function curried.<locals>._curried at 0x11204...   \n",
+      "\n",
+      "                                                 es2  m  \n",
+      "0  <function curried.<locals>._curried at 0x11204...  1  \n",
+      "1  <function curried.<locals>._curried at 0x11204...  2  \n",
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{'s1': 1, 's2': array([ 30, 300]), 's3': Decimal('12.34326909876120344349913442'), 's4': Decimal('11.84390378915460105928594240'), 'substep': 1, 'timestep': 3, 'run': 1}, {'s1': 'a', 's2': array([ 30, 300]), 's3': Decimal('12.34326909876120344349913442'), 's4': Decimal('11.84390378915460105928594240'), 'substep': 2, 'timestep': 3, 'run': 1}, {'s1': ['c', 'd'], 's2': array([ 30, 300]), 's3': Decimal('12.34326909876120344349913442'), 's4': Decimal('11.84390378915460105928594240'), 'substep': 3, 'timestep': 3, 'run': 1}, {'s1': 1, 's2': array([ 30, 300]), 's3': Decimal('10.96338363862234990976085712'), 's4': Decimal('13.86870567779818175660086782'), 'substep': 1, 'timestep': 4, 'run': 1}, {'s1': 'a', 's2': array([ 30, 300]), 's3': Decimal('10.96338363862234990976085712'), 's4': Decimal('13.86870567779818175660086782'), 'substep': 2, 'timestep': 4, 'run': 1}, {'s1': ['c', 'd'], 's2': array([ 30, 300]), 's3': Decimal('10.96338363862234990976085712'), 's4': Decimal('13.86870567779818175660086782'), 'substep': 3, 'timestep': 4, 'run': 1}, {'s1': 1, 's2': array([ 30, 300]), 's3': Decimal('11.55437395583421707706326497'), 's4': Decimal('13.93809586353209725047922068'), 'substep': 1, 'timestep': 5, 'run': 1}, {'s1': 'a', 's2': array([ 30, 300]), 's3': Decimal('11.55437395583421707706326497'), 's4': Decimal('13.93809586353209725047922068'), 'substep': 2, 'timestep': 5, 'run': 1}, {'s1': ['c', 'd'], 's2': array([ 30, 300]), 's3': Decimal('11.55437395583421707706326497'), 's4': Decimal('13.93809586353209725047922068'), 'substep': 3, 'timestep': 5, 'run': 1}, {'s1': Decimal('0'), 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'substep': 0, 'timestep': 0, 'run': 2}, {'s1': 1, 's2': Decimal('0'), 's3': 10, 's4': 10, 'substep': 1, 'timestep': 1, 'run': 2}, {'s1': 'a', 's2': Decimal('0'), 's3': 10, 's4': 10, 'substep': 2, 'timestep': 1, 'run': 2}, {'s1': ['c', 'd'], 's2': array([ 30, 300]), 's3': 10, 's4': 10, 'substep': 3, 'timestep': 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Decimal('7.992501415579613525253197635'), 'substep': 3, 'timestep': 3, 'run': 2}, {'s1': 1, 's2': array([ 30, 300]), 's3': Decimal('10.31947583362548981535476519'), 's4': Decimal('8.777658726472379268470333983'), 'substep': 1, 'timestep': 4, 'run': 2}, {'s1': 'a', 's2': array([ 30, 300]), 's3': Decimal('10.31947583362548981535476519'), 's4': Decimal('8.777658726472379268470333983'), 'substep': 2, 'timestep': 4, 'run': 2}, {'s1': ['c', 'd'], 's2': array([ 30, 300]), 's3': Decimal('10.31947583362548981535476519'), 's4': Decimal('8.777658726472379268470333983'), 'substep': 3, 'timestep': 4, 'run': 2}, {'s1': 1, 's2': array([ 30, 300]), 's3': Decimal('10.32878941955665265801415268'), 's4': Decimal('7.811179137283953044810612028'), 'substep': 1, 'timestep': 5, 'run': 2}, {'s1': 'a', 's2': array([ 30, 300]), 's3': Decimal('10.32878941955665265801415268'), 's4': Decimal('7.811179137283953044810612028'), 'substep': 2, 'timestep': 5, 'run': 2}, {'s1': ['c', 'd'], 's2': array([ 30, 300]), 's3': Decimal('10.32878941955665265801415268'), 's4': Decimal('7.811179137283953044810612028'), 'substep': 3, 'timestep': 5, 'run': 2}],                                b1  \\\n",
+      "0  <function p1m1 at 0x11204fb70>   \n",
+      "1  <function p1m2 at 0x11204fe18>   \n",
+      "2  <function p1m3 at 0x11204ff28>   \n",
+      "\n",
+      "                                                  b2  \\\n",
+      "0  <bound method Identity.p_identity of <cadCAD.c...   \n",
+      "1  <bound method Identity.p_identity of <cadCAD.c...   \n",
+      "2                     <function p2m3 at 0x11205c048>   \n",
+      "\n",
+      "                               s1  \\\n",
+      "0  <function s1m1 at 0x11205c0d0>   \n",
+      "1  <function s1m2 at 0x11205c1e0>   \n",
+      "2  <function s1m3 at 0x11205c2f0>   \n",
+      "\n",
+      "                                                  s2  \\\n",
+      "0  <function Identity.state_identity.<locals>.<la...   \n",
+      "1  <function Identity.state_identity.<locals>.<la...   \n",
+      "2                     <function s2m3 at 0x11205c378>   \n",
+      "\n",
+      "                                                 es1  \\\n",
+      "0  <function curried.<locals>._curried at 0x11205...   \n",
+      "1  <function curried.<locals>._curried at 0x11205...   \n",
+      "2  <function curried.<locals>._curried at 0x11205...   \n",
+      "\n",
+      "                                                 es2  m  \n",
+      "0  <function curried.<locals>._curried at 0x11205...  1  \n",
+      "1  <function curried.<locals>._curried at 0x11205...  2  \n",
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+      "Columns: [empty, empty, m]\n",
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+      "0  <function p1m1 at 0x10f777400>  <function p2m1 at 0x10fb7d048>   \n",
+      "1  <function p1m2 at 0x112065488>  <function p2m2 at 0x112065b70>   \n",
+      "2  <function p1m3 at 0x112065840>  <function p2m3 at 0x1120658c8>   \n",
+      "\n",
+      "                               s1                              s2  \\\n",
+      "0  <function s1m1 at 0x1120656a8>  <function s2m1 at 0x112065378>   \n",
+      "1  <function s1m2 at 0x1120657b8>  <function s2m2 at 0x1116881e0>   \n",
+      "2  <function s1m3 at 0x1120af048>  <function s2m3 at 0x1120af1e0>   \n",
+      "\n",
+      "                                                 es1  \\\n",
+      "0  <function curried.<locals>._curried at 0x1120a...   \n",
+      "1  <function curried.<locals>._curried at 0x1120a...   \n",
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+      "\n",
+      "                                                 es2  m  \n",
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+      "1  <function curried.<locals>._curried at 0x1120a...  2  \n",
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+      "0  <function p1m1 at 0x10f777400>  <function p2m1 at 0x10fb7d048>   \n",
+      "1  <function p1m2 at 0x112065488>  <function p2m2 at 0x112065b70>   \n",
+      "2  <function p1m3 at 0x112065840>  <function p2m3 at 0x1120658c8>   \n",
+      "\n",
+      "                               s1                              s2  \\\n",
+      "0  <function s1m1 at 0x1120656a8>  <function s2m1 at 0x112065378>   \n",
+      "1  <function s1m2 at 0x1120657b8>  <function s2m2 at 0x1116881e0>   \n",
+      "2  <function s1m3 at 0x1120af048>  <function s2m3 at 0x1120af1e0>   \n",
+      "\n",
+      "                                                 es1  \\\n",
+      "0  <function curried.<locals>._curried at 0x1120a...   \n",
+      "1  <function curried.<locals>._curried at 0x1120a...   \n",
+      "2  <function curried.<locals>._curried at 0x1120a...   \n",
+      "\n",
+      "                                                 es2  m  \n",
+      "0  <function curried.<locals>._curried at 0x1120a...  1  \n",
+      "1  <function curried.<locals>._curried at 0x1120a...  2  \n",
+      "2  <function curried.<locals>._curried at 0x1120a...  3  )]\n",
+      "multi_proc: [<cadCAD.configuration.Configuration object at 0x11208a0b8>, <cadCAD.configuration.Configuration object at 0x11208a4e0>, <cadCAD.configuration.Configuration object at 0x11208a748>, <cadCAD.configuration.Configuration object at 0x11208aba8>, <cadCAD.configuration.Configuration object at 0x1120b8160>, <cadCAD.configuration.Configuration object at 0x1120b8198>]\n",
+      "\n",
+      "result[0]\n",
+      "   run      s1         s2 s3                             s4  substep  timestep\n",
+      "0    1       0          0  1                              1        0         0\n",
+      "1    1       1          4  5                             10        1         1\n",
+      "2    1      ab          6  5                             10        2         1\n",
+      "3    1  [c, d]  [30, 300]  5                             10        3         1\n",
+      "4    1       1          4  5  10.88462238049958452634768946        1         2\n",
+      "\n",
+      "result[1]\n",
+      "   run      s1         s2                             s3  \\\n",
+      "0    1       0          0                              1   \n",
+      "1    1       1          0                             10   \n",
+      "2    1       a          0                             10   \n",
+      "3    1  [c, d]  [30, 300]                             10   \n",
+      "4    1       1  [30, 300]  12.29220801281495800694187892   \n",
+      "\n",
+      "                              s4  substep  timestep  \n",
+      "0                              1        0         0  \n",
+      "1                             10        1         1  \n",
+      "2                             10        2         1  \n",
+      "3                             10        3         1  \n",
+      "4  10.88462238049958452634768946        1         2  \n",
+      "\n",
+      "result[2]\n",
+      "   run   s1 s2 s3 s4  substep            timestamp  timestep\n",
+      "0    1    0  0  1  1        0  2018-10-01 15:16:24         0\n",
+      "1    1  [1]  0  1  1        1  2018-10-01 15:16:24         1\n",
+      "2    1  [1]  0  1  1        1  2018-10-01 15:16:24         2\n",
+      "3    1  [1]  0  1  1        1  2018-10-01 15:16:24         3\n",
+      "4    1  [1]  0  1  1        1  2018-10-01 15:16:24         4\n",
+      "\n",
+      "result[3]\n",
+      "   run s1 s2 s3 s4  substep            timestamp  timestep\n",
+      "0    1  0  0  1  1        0  2018-10-01 15:16:24         0\n",
+      "1    1  0  0  1  1        1  2018-10-01 15:16:24         1\n",
+      "2    1  0  0  1  1        1  2018-10-01 15:16:24         2\n",
+      "3    1  0  0  1  1        1  2018-10-01 15:16:24         3\n",
+      "4    1  0  0  1  1        1  2018-10-01 15:16:24         4\n",
+      "\n",
+      "result[4]\n",
+      "   run s1 s2 s3 s4  substep  timestep\n",
+      "0    1  0  0  1  1        0         0\n",
+      "1    1  0  2  3  3        1         1\n",
+      "2    1  2  2  3  3        2         1\n",
+      "3    1  0  0  3  3        3         1\n",
+      "4    1  0  2  3  3        1         2\n",
+      "\n",
+      "result[5]\n",
+      "   run s1 s2 s3 s4  substep  timestep\n",
+      "0    1  0  0  1  1        0         0\n",
+      "1    1  0  5  4  4        1         1\n",
+      "2    1  5  5  4  4        2         1\n",
+      "3    1  0  0  4  4        3         1\n",
+      "4    1  0  5  4  4        1         2\n"
      ]
     }
    ],
    "source": [
-    "print(\"Simulation Execution 2: Pairwise Execution\")\n",
-    "print()\n",
+    "from validation import sweep_config\n",
     "multi_proc_ctx = ExecutionContext(context=exec_mode.multi_proc)\n",
     "run2 = Executor(exec_context=multi_proc_ctx, configs=configs)\n",
+    "print(run2.main())\n",
     "results = []\n",
     "tensor_fields = []\n",
     "for raw_result, raw_tensor_field in run2.main():\n",
     "    results.append(pd.DataFrame(raw_result))\n",
-    "    tensor_fields.append(pd.DataFrame(raw_tensor_field))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Tensor Field A:\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
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-       "      <th>0</th>\n",
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-       "      <td>2</td>\n",
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-       "      <td>&lt;function b2m3 at 0x10a2fdc80&gt;</td>\n",
-       "      <td>&lt;function s1m3 at 0x10a2fdf28&gt;</td>\n",
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-       "2  <function b1m3 at 0x10a2fdbf8>  <function b2m3 at 0x10a2fdc80>   \n",
-       "\n",
-       "                               s1                              s2  \\\n",
-       "0  <function s1m1 at 0x10a2fdd08>  <function s2m1 at 0x10a2fdd90>   \n",
-       "1  <function s1m2 at 0x10a2fde18>  <function s2m2 at 0x10a2fdea0>   \n",
-       "2  <function s1m3 at 0x10a2fdf28>  <function s2m3 at 0x10a308048>   \n",
-       "\n",
-       "                                                 es1  \\\n",
-       "0  <function curried.<locals>._curried at 0x10a30...   \n",
-       "1  <function curried.<locals>._curried at 0x10a30...   \n",
-       "2  <function curried.<locals>._curried at 0x10a30...   \n",
-       "\n",
-       "                                                 es2  \\\n",
-       "0  <function curried.<locals>._curried at 0x10a30...   \n",
-       "1  <function curried.<locals>._curried at 0x10a30...   \n",
-       "2  <function curried.<locals>._curried at 0x10a30...   \n",
-       "\n",
-       "                                                 es3  m  \n",
-       "0  <function curried.<locals>._curried at 0x10a30...  1  \n",
-       "1  <function curried.<locals>._curried at 0x10a30...  2  \n",
-       "2  <function curried.<locals>._curried at 0x10a30...  3  "
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
+    "    tensor_fields.append(pd.DataFrame(raw_tensor_field))\n",
     "\n",
-    "print(\"Tensor Field A:\")\n",
-    "tensor_fields[0]"
+    "for idx, r in enumerate(results):\n",
+    "    print()\n",
+    "    print(f\"result[{idx}]\")\n",
+    "    print(r.head())"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Output A:\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>mech_step</th>\n",
-       "      <th>run</th>\n",
-       "      <th>s1</th>\n",
-       "      <th>s2</th>\n",
-       "      <th>s3</th>\n",
-       "      <th>s4</th>\n",
-       "      <th>time_step</th>\n",
-       "      <th>timestamp</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2018-10-01 15:16:24</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>5</td>\n",
-       "      <td>10</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2018-10-01 15:16:25</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>ab</td>\n",
-       "      <td>6</td>\n",
-       "      <td>5</td>\n",
-       "      <td>10</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2018-10-01 15:16:25</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>[c, d]</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>5</td>\n",
-       "      <td>10</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2018-10-01 15:16:25</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>5</td>\n",
-       "      <td>10.88462238049958452634768946</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2018-10-01 15:16:26</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>ab</td>\n",
-       "      <td>6</td>\n",
-       "      <td>5</td>\n",
-       "      <td>10.88462238049958452634768946</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2018-10-01 15:16:26</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>[c, d]</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>5</td>\n",
-       "      <td>10.88462238049958452634768946</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2018-10-01 15:16:26</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>5</td>\n",
-       "      <td>11.84390378915460105928594240</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2018-10-01 15:16:27</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>ab</td>\n",
-       "      <td>6</td>\n",
-       "      <td>5</td>\n",
-       "      <td>11.84390378915460105928594240</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2018-10-01 15:16:27</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>[c, d]</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>5</td>\n",
-       "      <td>11.84390378915460105928594240</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2018-10-01 15:16:27</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>5</td>\n",
-       "      <td>13.86870567779818175660086782</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2018-10-01 15:16:28</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>ab</td>\n",
-       "      <td>6</td>\n",
-       "      <td>5</td>\n",
-       "      <td>13.86870567779818175660086782</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2018-10-01 15:16:28</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>[c, d]</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>5</td>\n",
-       "      <td>13.86870567779818175660086782</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2018-10-01 15:16:28</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>5</td>\n",
-       "      <td>13.93809586353209725047922068</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2018-10-01 15:16:29</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>ab</td>\n",
-       "      <td>6</td>\n",
-       "      <td>5</td>\n",
-       "      <td>13.93809586353209725047922068</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2018-10-01 15:16:29</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>[c, d]</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>5</td>\n",
-       "      <td>13.93809586353209725047922068</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2018-10-01 15:16:29</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2018-10-01 15:16:24</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>5</td>\n",
-       "      <td>10</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2018-10-01 15:16:25</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>ab</td>\n",
-       "      <td>6</td>\n",
-       "      <td>5</td>\n",
-       "      <td>10</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2018-10-01 15:16:25</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>19</th>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "      <td>[c, d]</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>5</td>\n",
-       "      <td>10</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2018-10-01 15:16:25</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>20</th>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>5</td>\n",
-       "      <td>9.454640052380469672499430089</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2018-10-01 15:16:26</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>ab</td>\n",
-       "      <td>6</td>\n",
-       "      <td>5</td>\n",
-       "      <td>9.454640052380469672499430089</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2018-10-01 15:16:26</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>22</th>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "      <td>[c, d]</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>5</td>\n",
-       "      <td>9.454640052380469672499430089</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2018-10-01 15:16:26</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>23</th>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>5</td>\n",
-       "      <td>7.992501415579613525253197635</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2018-10-01 15:16:27</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>24</th>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>ab</td>\n",
-       "      <td>6</td>\n",
-       "      <td>5</td>\n",
-       "      <td>7.992501415579613525253197635</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2018-10-01 15:16:27</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25</th>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "      <td>[c, d]</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>5</td>\n",
-       "      <td>7.992501415579613525253197635</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2018-10-01 15:16:27</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>26</th>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>5</td>\n",
-       "      <td>8.777658726472379268470333983</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2018-10-01 15:16:28</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>27</th>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>ab</td>\n",
-       "      <td>6</td>\n",
-       "      <td>5</td>\n",
-       "      <td>8.777658726472379268470333983</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2018-10-01 15:16:28</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>28</th>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "      <td>[c, d]</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>5</td>\n",
-       "      <td>8.777658726472379268470333983</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2018-10-01 15:16:28</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>5</td>\n",
-       "      <td>7.811179137283953044810612028</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2018-10-01 15:16:29</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>30</th>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>ab</td>\n",
-       "      <td>6</td>\n",
-       "      <td>5</td>\n",
-       "      <td>7.811179137283953044810612028</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2018-10-01 15:16:29</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>31</th>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "      <td>[c, d]</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>5</td>\n",
-       "      <td>7.811179137283953044810612028</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2018-10-01 15:16:29</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "    mech_step  run      s1         s2 s3                             s4  \\\n",
-       "0           0    1       0          0  1                              1   \n",
-       "1           1    1       1          4  5                             10   \n",
-       "2           2    1      ab          6  5                             10   \n",
-       "3           3    1  [c, d]  [30, 300]  5                             10   \n",
-       "4           1    1       1          4  5  10.88462238049958452634768946   \n",
-       "5           2    1      ab          6  5  10.88462238049958452634768946   \n",
-       "6           3    1  [c, d]  [30, 300]  5  10.88462238049958452634768946   \n",
-       "7           1    1       1          4  5  11.84390378915460105928594240   \n",
-       "8           2    1      ab          6  5  11.84390378915460105928594240   \n",
-       "9           3    1  [c, d]  [30, 300]  5  11.84390378915460105928594240   \n",
-       "10          1    1       1          4  5  13.86870567779818175660086782   \n",
-       "11          2    1      ab          6  5  13.86870567779818175660086782   \n",
-       "12          3    1  [c, d]  [30, 300]  5  13.86870567779818175660086782   \n",
-       "13          1    1       1          4  5  13.93809586353209725047922068   \n",
-       "14          2    1      ab          6  5  13.93809586353209725047922068   \n",
-       "15          3    1  [c, d]  [30, 300]  5  13.93809586353209725047922068   \n",
-       "16          0    2       0          0  1                              1   \n",
-       "17          1    2       1          4  5                             10   \n",
-       "18          2    2      ab          6  5                             10   \n",
-       "19          3    2  [c, d]  [30, 300]  5                             10   \n",
-       "20          1    2       1          4  5  9.454640052380469672499430089   \n",
-       "21          2    2      ab          6  5  9.454640052380469672499430089   \n",
-       "22          3    2  [c, d]  [30, 300]  5  9.454640052380469672499430089   \n",
-       "23          1    2       1          4  5  7.992501415579613525253197635   \n",
-       "24          2    2      ab          6  5  7.992501415579613525253197635   \n",
-       "25          3    2  [c, d]  [30, 300]  5  7.992501415579613525253197635   \n",
-       "26          1    2       1          4  5  8.777658726472379268470333983   \n",
-       "27          2    2      ab          6  5  8.777658726472379268470333983   \n",
-       "28          3    2  [c, d]  [30, 300]  5  8.777658726472379268470333983   \n",
-       "29          1    2       1          4  5  7.811179137283953044810612028   \n",
-       "30          2    2      ab          6  5  7.811179137283953044810612028   \n",
-       "31          3    2  [c, d]  [30, 300]  5  7.811179137283953044810612028   \n",
-       "\n",
-       "    time_step            timestamp  \n",
-       "0           0  2018-10-01 15:16:24  \n",
-       "1           1  2018-10-01 15:16:25  \n",
-       "2           1  2018-10-01 15:16:25  \n",
-       "3           1  2018-10-01 15:16:25  \n",
-       "4           2  2018-10-01 15:16:26  \n",
-       "5           2  2018-10-01 15:16:26  \n",
-       "6           2  2018-10-01 15:16:26  \n",
-       "7           3  2018-10-01 15:16:27  \n",
-       "8           3  2018-10-01 15:16:27  \n",
-       "9           3  2018-10-01 15:16:27  \n",
-       "10          4  2018-10-01 15:16:28  \n",
-       "11          4  2018-10-01 15:16:28  \n",
-       "12          4  2018-10-01 15:16:28  \n",
-       "13          5  2018-10-01 15:16:29  \n",
-       "14          5  2018-10-01 15:16:29  \n",
-       "15          5  2018-10-01 15:16:29  \n",
-       "16          0  2018-10-01 15:16:24  \n",
-       "17          1  2018-10-01 15:16:25  \n",
-       "18          1  2018-10-01 15:16:25  \n",
-       "19          1  2018-10-01 15:16:25  \n",
-       "20          2  2018-10-01 15:16:26  \n",
-       "21          2  2018-10-01 15:16:26  \n",
-       "22          2  2018-10-01 15:16:26  \n",
-       "23          3  2018-10-01 15:16:27  \n",
-       "24          3  2018-10-01 15:16:27  \n",
-       "25          3  2018-10-01 15:16:27  \n",
-       "26          4  2018-10-01 15:16:28  \n",
-       "27          4  2018-10-01 15:16:28  \n",
-       "28          4  2018-10-01 15:16:28  \n",
-       "29          5  2018-10-01 15:16:29  \n",
-       "30          5  2018-10-01 15:16:29  \n",
-       "31          5  2018-10-01 15:16:29  "
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "print(\"Output A:\")\n",
-    "results[0]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Tensor Field B:\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>b1</th>\n",
-       "      <th>b2</th>\n",
-       "      <th>s1</th>\n",
-       "      <th>s2</th>\n",
-       "      <th>es1</th>\n",
-       "      <th>es2</th>\n",
-       "      <th>es3</th>\n",
-       "      <th>m</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>&lt;function b1m1 at 0x10a308488&gt;</td>\n",
-       "      <td>&lt;bound method Identity.b_identity of &lt;SimCAD.c...</td>\n",
-       "      <td>&lt;function s1m1 at 0x10a308950&gt;</td>\n",
-       "      <td>&lt;function Identity.state_identity.&lt;locals&gt;.&lt;la...</td>\n",
-       "      <td>&lt;function curried.&lt;locals&gt;._curried at 0x10a30...</td>\n",
-       "      <td>&lt;function curried.&lt;locals&gt;._curried at 0x10a30...</td>\n",
-       "      <td>&lt;function curried.&lt;locals&gt;._curried at 0x10a30...</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>&lt;function b1m2 at 0x10a308730&gt;</td>\n",
-       "      <td>&lt;bound method Identity.b_identity of &lt;SimCAD.c...</td>\n",
-       "      <td>&lt;function s1m2 at 0x10a308a60&gt;</td>\n",
-       "      <td>&lt;function Identity.state_identity.&lt;locals&gt;.&lt;la...</td>\n",
-       "      <td>&lt;function curried.&lt;locals&gt;._curried at 0x10a30...</td>\n",
-       "      <td>&lt;function curried.&lt;locals&gt;._curried at 0x10a30...</td>\n",
-       "      <td>&lt;function curried.&lt;locals&gt;._curried at 0x10a30...</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>&lt;function b1m3 at 0x10a308840&gt;</td>\n",
-       "      <td>&lt;function b2m3 at 0x10a3088c8&gt;</td>\n",
-       "      <td>&lt;function s1m3 at 0x10a308b70&gt;</td>\n",
-       "      <td>&lt;function s2m3 at 0x10a308bf8&gt;</td>\n",
-       "      <td>&lt;function curried.&lt;locals&gt;._curried at 0x10a30...</td>\n",
-       "      <td>&lt;function curried.&lt;locals&gt;._curried at 0x10a30...</td>\n",
-       "      <td>&lt;function curried.&lt;locals&gt;._curried at 0x10a30...</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                               b1  \\\n",
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-       "2  <function b1m3 at 0x10a308840>   \n",
-       "\n",
-       "                                                  b2  \\\n",
-       "0  <bound method Identity.b_identity of <SimCAD.c...   \n",
-       "1  <bound method Identity.b_identity of <SimCAD.c...   \n",
-       "2                     <function b2m3 at 0x10a3088c8>   \n",
-       "\n",
-       "                               s1  \\\n",
-       "0  <function s1m1 at 0x10a308950>   \n",
-       "1  <function s1m2 at 0x10a308a60>   \n",
-       "2  <function s1m3 at 0x10a308b70>   \n",
-       "\n",
-       "                                                  s2  \\\n",
-       "0  <function Identity.state_identity.<locals>.<la...   \n",
-       "1  <function Identity.state_identity.<locals>.<la...   \n",
-       "2                     <function s2m3 at 0x10a308bf8>   \n",
-       "\n",
-       "                                                 es1  \\\n",
-       "0  <function curried.<locals>._curried at 0x10a30...   \n",
-       "1  <function curried.<locals>._curried at 0x10a30...   \n",
-       "2  <function curried.<locals>._curried at 0x10a30...   \n",
-       "\n",
-       "                                                 es2  \\\n",
-       "0  <function curried.<locals>._curried at 0x10a30...   \n",
-       "1  <function curried.<locals>._curried at 0x10a30...   \n",
-       "2  <function curried.<locals>._curried at 0x10a30...   \n",
-       "\n",
-       "                                                 es3  m  \n",
-       "0  <function curried.<locals>._curried at 0x10a30...  1  \n",
-       "1  <function curried.<locals>._curried at 0x10a30...  2  \n",
-       "2  <function curried.<locals>._curried at 0x10a30...  3  "
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "print(\"Tensor Field B:\")\n",
-    "tensor_fields[1]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Output B:\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>mech_step</th>\n",
-       "      <th>run</th>\n",
-       "      <th>s1</th>\n",
-       "      <th>s2</th>\n",
-       "      <th>s3</th>\n",
-       "      <th>s4</th>\n",
-       "      <th>time_step</th>\n",
-       "      <th>timestamp</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2018-10-01 15:16:24</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>10</td>\n",
-       "      <td>10</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2018-10-01 15:16:25</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>a</td>\n",
-       "      <td>0</td>\n",
-       "      <td>10</td>\n",
-       "      <td>10</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2018-10-01 15:16:25</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>[c, d]</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>10</td>\n",
-       "      <td>10</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2018-10-01 15:16:25</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>9.943733172773669970467835810</td>\n",
-       "      <td>10.43650985051199020503531756</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2018-10-01 15:16:26</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>a</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>9.943733172773669970467835810</td>\n",
-       "      <td>10.43650985051199020503531756</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2018-10-01 15:16:26</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>[c, d]</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>9.943733172773669970467835810</td>\n",
-       "      <td>10.43650985051199020503531756</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2018-10-01 15:16:26</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>7.819556774768869265284526371</td>\n",
-       "      <td>10.53721952812028761860248013</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2018-10-01 15:16:27</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>a</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>7.819556774768869265284526371</td>\n",
-       "      <td>10.53721952812028761860248013</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2018-10-01 15:16:27</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>[c, d]</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>7.819556774768869265284526371</td>\n",
-       "      <td>10.53721952812028761860248013</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2018-10-01 15:16:27</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>9.102175846000753312124925331</td>\n",
-       "      <td>8.573616357680089499783223212</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2018-10-01 15:16:28</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>a</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>9.102175846000753312124925331</td>\n",
-       "      <td>8.573616357680089499783223212</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2018-10-01 15:16:28</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>[c, d]</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>9.102175846000753312124925331</td>\n",
-       "      <td>8.573616357680089499783223212</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2018-10-01 15:16:28</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>7.469759239508861972798095765</td>\n",
-       "      <td>8.335794354629596453007093216</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2018-10-01 15:16:29</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>a</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>7.469759239508861972798095765</td>\n",
-       "      <td>8.335794354629596453007093216</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2018-10-01 15:16:29</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>[c, d]</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>7.469759239508861972798095765</td>\n",
-       "      <td>8.335794354629596453007093216</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2018-10-01 15:16:29</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2018-10-01 15:16:24</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>10</td>\n",
-       "      <td>10</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2018-10-01 15:16:25</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>a</td>\n",
-       "      <td>0</td>\n",
-       "      <td>10</td>\n",
-       "      <td>10</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2018-10-01 15:16:25</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>19</th>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "      <td>[c, d]</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>10</td>\n",
-       "      <td>10</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2018-10-01 15:16:25</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>20</th>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>10.50288141715804313136573001</td>\n",
-       "      <td>9.917258518517539922498826854</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2018-10-01 15:16:26</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>a</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>10.50288141715804313136573001</td>\n",
-       "      <td>9.917258518517539922498826854</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2018-10-01 15:16:26</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>22</th>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "      <td>[c, d]</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>10.50288141715804313136573001</td>\n",
-       "      <td>9.917258518517539922498826854</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2018-10-01 15:16:26</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>23</th>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>9.194970106774504549722066426</td>\n",
-       "      <td>9.295445738182783098967212172</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2018-10-01 15:16:27</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>24</th>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>a</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>9.194970106774504549722066426</td>\n",
-       "      <td>9.295445738182783098967212172</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2018-10-01 15:16:27</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25</th>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "      <td>[c, d]</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>9.194970106774504549722066426</td>\n",
-       "      <td>9.295445738182783098967212172</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2018-10-01 15:16:27</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>26</th>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>8.222186204091007892903999658</td>\n",
-       "      <td>9.254714796976556134819588883</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2018-10-01 15:16:28</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>27</th>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>a</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>8.222186204091007892903999658</td>\n",
-       "      <td>9.254714796976556134819588883</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2018-10-01 15:16:28</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>28</th>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "      <td>[c, d]</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>8.222186204091007892903999658</td>\n",
-       "      <td>9.254714796976556134819588883</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2018-10-01 15:16:28</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>7.474783217004487060973175797</td>\n",
-       "      <td>8.813063120281346104256259818</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2018-10-01 15:16:29</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>30</th>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>a</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>7.474783217004487060973175797</td>\n",
-       "      <td>8.813063120281346104256259818</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2018-10-01 15:16:29</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>31</th>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "      <td>[c, d]</td>\n",
-       "      <td>[30, 300]</td>\n",
-       "      <td>7.474783217004487060973175797</td>\n",
-       "      <td>8.813063120281346104256259818</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2018-10-01 15:16:29</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "    mech_step  run      s1         s2                             s3  \\\n",
-       "0           0    1       0          0                              1   \n",
-       "1           1    1       1          0                             10   \n",
-       "2           2    1       a          0                             10   \n",
-       "3           3    1  [c, d]  [30, 300]                             10   \n",
-       "4           1    1       1  [30, 300]  9.943733172773669970467835810   \n",
-       "5           2    1       a  [30, 300]  9.943733172773669970467835810   \n",
-       "6           3    1  [c, d]  [30, 300]  9.943733172773669970467835810   \n",
-       "7           1    1       1  [30, 300]  7.819556774768869265284526371   \n",
-       "8           2    1       a  [30, 300]  7.819556774768869265284526371   \n",
-       "9           3    1  [c, d]  [30, 300]  7.819556774768869265284526371   \n",
-       "10          1    1       1  [30, 300]  9.102175846000753312124925331   \n",
-       "11          2    1       a  [30, 300]  9.102175846000753312124925331   \n",
-       "12          3    1  [c, d]  [30, 300]  9.102175846000753312124925331   \n",
-       "13          1    1       1  [30, 300]  7.469759239508861972798095765   \n",
-       "14          2    1       a  [30, 300]  7.469759239508861972798095765   \n",
-       "15          3    1  [c, d]  [30, 300]  7.469759239508861972798095765   \n",
-       "16          0    2       0          0                              1   \n",
-       "17          1    2       1          0                             10   \n",
-       "18          2    2       a          0                             10   \n",
-       "19          3    2  [c, d]  [30, 300]                             10   \n",
-       "20          1    2       1  [30, 300]  10.50288141715804313136573001   \n",
-       "21          2    2       a  [30, 300]  10.50288141715804313136573001   \n",
-       "22          3    2  [c, d]  [30, 300]  10.50288141715804313136573001   \n",
-       "23          1    2       1  [30, 300]  9.194970106774504549722066426   \n",
-       "24          2    2       a  [30, 300]  9.194970106774504549722066426   \n",
-       "25          3    2  [c, d]  [30, 300]  9.194970106774504549722066426   \n",
-       "26          1    2       1  [30, 300]  8.222186204091007892903999658   \n",
-       "27          2    2       a  [30, 300]  8.222186204091007892903999658   \n",
-       "28          3    2  [c, d]  [30, 300]  8.222186204091007892903999658   \n",
-       "29          1    2       1  [30, 300]  7.474783217004487060973175797   \n",
-       "30          2    2       a  [30, 300]  7.474783217004487060973175797   \n",
-       "31          3    2  [c, d]  [30, 300]  7.474783217004487060973175797   \n",
-       "\n",
-       "                               s4  time_step            timestamp  \n",
-       "0                               1          0  2018-10-01 15:16:24  \n",
-       "1                              10          1  2018-10-01 15:16:25  \n",
-       "2                              10          1  2018-10-01 15:16:25  \n",
-       "3                              10          1  2018-10-01 15:16:25  \n",
-       "4   10.43650985051199020503531756          2  2018-10-01 15:16:26  \n",
-       "5   10.43650985051199020503531756          2  2018-10-01 15:16:26  \n",
-       "6   10.43650985051199020503531756          2  2018-10-01 15:16:26  \n",
-       "7   10.53721952812028761860248013          3  2018-10-01 15:16:27  \n",
-       "8   10.53721952812028761860248013          3  2018-10-01 15:16:27  \n",
-       "9   10.53721952812028761860248013          3  2018-10-01 15:16:27  \n",
-       "10  8.573616357680089499783223212          4  2018-10-01 15:16:28  \n",
-       "11  8.573616357680089499783223212          4  2018-10-01 15:16:28  \n",
-       "12  8.573616357680089499783223212          4  2018-10-01 15:16:28  \n",
-       "13  8.335794354629596453007093216          5  2018-10-01 15:16:29  \n",
-       "14  8.335794354629596453007093216          5  2018-10-01 15:16:29  \n",
-       "15  8.335794354629596453007093216          5  2018-10-01 15:16:29  \n",
-       "16                              1          0  2018-10-01 15:16:24  \n",
-       "17                             10          1  2018-10-01 15:16:25  \n",
-       "18                             10          1  2018-10-01 15:16:25  \n",
-       "19                             10          1  2018-10-01 15:16:25  \n",
-       "20  9.917258518517539922498826854          2  2018-10-01 15:16:26  \n",
-       "21  9.917258518517539922498826854          2  2018-10-01 15:16:26  \n",
-       "22  9.917258518517539922498826854          2  2018-10-01 15:16:26  \n",
-       "23  9.295445738182783098967212172          3  2018-10-01 15:16:27  \n",
-       "24  9.295445738182783098967212172          3  2018-10-01 15:16:27  \n",
-       "25  9.295445738182783098967212172          3  2018-10-01 15:16:27  \n",
-       "26  9.254714796976556134819588883          4  2018-10-01 15:16:28  \n",
-       "27  9.254714796976556134819588883          4  2018-10-01 15:16:28  \n",
-       "28  9.254714796976556134819588883          4  2018-10-01 15:16:28  \n",
-       "29  8.813063120281346104256259818          5  2018-10-01 15:16:29  \n",
-       "30  8.813063120281346104256259818          5  2018-10-01 15:16:29  \n",
-       "31  8.813063120281346104256259818          5  2018-10-01 15:16:29  "
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "print(\"Output B:\")\n",
-    "results[1]"
-   ]
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
diff --git a/simulations/validation/config1.py b/simulations/validation/config1.py
index 4539208..1ad90e5 100644
--- a/simulations/validation/config1.py
+++ b/simulations/validation/config1.py
@@ -98,20 +98,20 @@ genesis_states = {
     's2': Decimal(0.0),
     's3': Decimal(1.0),
     's4': Decimal(1.0),
-    'timestep': '2018-10-01 15:16:24'
+#     'timestep': '2018-10-01 15:16:24'
 }
 
 
 raw_exogenous_states = {
     "s3": es3p1,
     "s4": es4p2,
-    "timestep": es5p2
+#     "timestep": es5p2
 }
 
 
 env_processes = {
     "s3": env_a,
-    "s4": proc_trigger('2018-10-01 15:16:25', env_b)
+    "s4": proc_trigger(1, env_b)
 }
 
 
@@ -121,7 +121,7 @@ partial_state_update_block = {
             "b1": p1m1,
             "b2": p2m1
         },
-        "states": {
+        "variables": {
             "s1": s1m1,
             "s2": s2m1
         }
@@ -131,7 +131,7 @@ partial_state_update_block = {
             "b1": p1m2,
             "b2": p2m2
         },
-        "states": {
+        "variables": {
             "s1": s1m2,
             "s2": s2m2
         }
@@ -141,7 +141,7 @@ partial_state_update_block = {
             "b1": p1m3,
             "b2": p2m3
         },
-        "states": {
+        "variables": {
             "s1": s1m3,
             "s2": s2m3
         }
@@ -163,5 +163,5 @@ append_configs(
     seeds=seeds,
     raw_exogenous_states=raw_exogenous_states,
     env_processes=env_processes,
-    partial_state_updates=partial_state_update_block
+    partial_state_update_blocks=partial_state_update_block
 )
diff --git a/simulations/validation/config2.py b/simulations/validation/config2.py
index 5925c6c..31734e2 100644
--- a/simulations/validation/config2.py
+++ b/simulations/validation/config2.py
@@ -97,20 +97,20 @@ genesis_states = {
     's2': Decimal(0.0),
     's3': Decimal(1.0),
     's4': Decimal(1.0),
-    'timestep': '2018-10-01 15:16:24'
+#     'timestep': '2018-10-01 15:16:24'
 }
 
 
 raw_exogenous_states = {
     "s3": es3p1,
     "s4": es4p2,
-    "timestep": es5p2
+#     "timestep": es5p2
 }
 
 
 env_processes = {
-    "s3": proc_trigger('2018-10-01 15:16:25', env_a),
-    "s4": proc_trigger('2018-10-01 15:16:25', env_b)
+    "s3": proc_trigger(1, env_a),
+    "s4": proc_trigger(1, env_b)
 }
 
 
@@ -120,7 +120,7 @@ partial_state_update_block = {
             "b1": p1m1,
             # "b2": p2m1
         },
-        "states": {
+        "variables": {
             "s1": s1m1,
             # "s2": s2m1
         }
@@ -130,7 +130,7 @@ partial_state_update_block = {
             "b1": p1m2,
             # "b2": p2m2
         },
-        "states": {
+        "variables": {
             "s1": s1m2,
             # "s2": s2m2
         }
@@ -140,7 +140,7 @@ partial_state_update_block = {
             "b1": p1m3,
             "b2": p2m3
         },
-        "states": {
+        "variables": {
             "s1": s1m3,
             "s2": s2m3
         }
@@ -162,5 +162,5 @@ append_configs(
     seeds=seeds,
     raw_exogenous_states=raw_exogenous_states,
     env_processes=env_processes,
-    partial_state_updates=partial_state_update_block
+    partial_state_update_blocks=partial_state_update_block
 )
diff --git a/simulations/validation/config4.py b/simulations/validation/config4.py
new file mode 100644
index 0000000..88d31f6
--- /dev/null
+++ b/simulations/validation/config4.py
@@ -0,0 +1,142 @@
+from decimal import Decimal
+import numpy as np
+from datetime import timedelta
+
+from cadCAD.configuration import append_configs
+from cadCAD.configuration.utils import proc_trigger, bound_norm_random, ep_time_step
+from cadCAD.configuration.utils.parameterSweep import config_sim
+
+
+seeds = {
+    'z': np.random.RandomState(1),
+    'a': np.random.RandomState(2),
+    'b': np.random.RandomState(3),
+    'c': np.random.RandomState(3)
+}
+
+
+# Policies per Mechanism
+def p1m1(_g, step, sL, s):
+    return {'param1': 1}
+def p2m1(_g, step, sL, s):
+    return {'param2': 4}
+
+def p1m2(_g, step, sL, s):
+    return {'param1': 'a', 'param2': 2}
+def p2m2(_g, step, sL, s):
+    return {'param1': 'b', 'param2': 4}
+
+def p1m3(_g, step, sL, s):
+    return {'param1': ['c'], 'param2': np.array([10, 100])}
+def p2m3(_g, step, sL, s):
+    return {'param1': ['d'], 'param2': np.array([20, 200])}
+
+
+# Internal States per Mechanism
+def s1m1(_g, step, sL, s, _input):
+    y = 's1'
+    x = _input['param1']
+    return (y, x)
+def s2m1(_g, step, sL, s, _input):
+    y = 's2'
+    x = _input['param2']
+    return (y, x)
+
+def s1m2(_g, step, sL, s, _input):
+    y = 's1'
+    x = _input['param1']
+    return (y, x)
+def s2m2(_g, step, sL, s, _input):
+    y = 's2'
+    x = _input['param2']
+    return (y, x)
+
+def s1m3(_g, step, sL, s, _input):
+    y = 's1'
+    x = _input['param1']
+    return (y, x)
+def s2m3(_g, step, sL, s, _input):
+    y = 's2'
+    x = _input['param2']
+    return (y, x)
+
+def s1m4(_g, step, sL, s, _input):
+    y = 's1'
+    x = [1]
+    return (y, x)
+
+
+# Exogenous States
+proc_one_coef_A = 0.7
+proc_one_coef_B = 1.3
+
+def es3p1(_g, step, sL, s, _input):
+    y = 's3'
+    x = s['s3'] * bound_norm_random(seeds['a'], proc_one_coef_A, proc_one_coef_B)
+    return (y, x)
+
+def es4p2(_g, step, sL, s, _input):
+    y = 's4'
+    x = s['s4'] * bound_norm_random(seeds['b'], proc_one_coef_A, proc_one_coef_B)
+    return (y, x)
+
+ts_format = '%Y-%m-%d %H:%M:%S'
+t_delta = timedelta(days=0, minutes=0, seconds=1)
+def es5p2(_g, step, sL, s, _input):
+    y = 'timestamp'
+    x = ep_time_step(s, dt_str=s['timestamp'], fromat_str=ts_format, _timedelta=t_delta)
+    return (y, x)
+
+
+# Environment States
+def env_a(x):
+    return 5
+def env_b(x):
+    return 10
+# def what_ever(x):
+#     return x + 1
+
+
+# Genesis States
+genesis_states = {
+    's1': Decimal(0.0),
+    's2': Decimal(0.0),
+    's3': Decimal(1.0),
+    's4': Decimal(1.0),
+    'timestamp': '2018-10-01 15:16:24'
+}
+
+
+raw_exogenous_states = {
+    "s3": es3p1,
+    "s4": es4p2,
+    "timestamp": es5p2
+}
+
+
+env_processes = {
+    "s3": env_a,
+    "s4": proc_trigger('2018-10-01 15:16:25', env_b)
+}
+
+
+partial_state_update_block = [
+]
+
+
+sim_config = config_sim(
+    {
+        "N": 2,
+        "T": range(5),
+    }
+)
+
+
+append_configs(
+    sim_configs=sim_config,
+    initial_state=genesis_states,
+    seeds={},
+    raw_exogenous_states={},
+    env_processes={},
+    partial_state_update_blocks=partial_state_update_block
+)
diff --git a/simulations/validation/sweep_config.py b/simulations/validation/sweep_config.py
index f23e4ba..09ccd6b 100644
--- a/simulations/validation/sweep_config.py
+++ b/simulations/validation/sweep_config.py
@@ -114,7 +114,7 @@ genesis_states = {
     's2': Decimal(0.0),
     's3': Decimal(1.0),
     's4': Decimal(1.0),
-    'timestep': '2018-10-01 15:16:24'
+#     'timestep': '2018-10-01 15:16:24'
 }
 
 
@@ -122,13 +122,13 @@ genesis_states = {
 raw_exogenous_states = {
     "s3": es3p1,
     "s4": es4p2,
-    "timestep": es5p2
+#     "timestep": es5p2
 }
 
 
 # ToDo: make env proc trigger field agnostic
 # ToDo: input json into function renaming __name__
-triggered_env_b = proc_trigger('2018-10-01 15:16:25', env_b)
+triggered_env_b = proc_trigger(1, env_b)
 env_processes = {
     "s3": env_a, #sweep(beta, env_a),
     "s4": triggered_env_b #rename('parameterized', triggered_env_b) #sweep(beta, triggered_env_b)
@@ -149,7 +149,7 @@ partial_state_update_block = {
             "b1": p1m1,
             "b2": p2m1
         },
-        "states": {
+        "variables": {
             "s1": s1m1,
             "s2": s2m1
         }
@@ -159,7 +159,7 @@ partial_state_update_block = {
             "b1": p1m2,
             "b2": p2m2,
         },
-        "states": {
+        "variables": {
             "s1": s1m2,
             "s2": s2m2
         }
@@ -169,7 +169,7 @@ partial_state_update_block = {
             "b1": p1m3,
             "b2": p2m3
         },
-        "states": {
+        "variables": {
             "s1": s1m3,
             "s2": s2m3
         }
@@ -192,5 +192,5 @@ append_configs(
     seeds=seeds,
     raw_exogenous_states=raw_exogenous_states,
     env_processes=env_processes,
-    partial_state_updates=partial_state_update_block
+    partial_state_update_blocks=partial_state_update_block
 )
\ No newline at end of file