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 56490a8..5ee5c2b 100644
--- a/simulations/example_run.ipynb
+++ b/simulations/example_run.ipynb
@@ -28,32 +28,46 @@
      "text": [
       "\n",
       "config[0]\n",
-      "single_proc: [<cadCAD.configuration.Configuration object at 0x10a94b908>]\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  1.178862847343031816649272514        1         1\n",
-      "2    1      ab          6  5  1.178862847343031816649272514        2         1\n",
-      "3    1  [c, d]  [30, 300]  5  1.178862847343031816649272514        3         1\n",
-      "4    1       1          4  5  1.230321371869816411424320371        1         2\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 0x10a94be80>]\n",
-      "   run      s1         s2                              s3  \\\n",
-      "0    1       0          0                               1   \n",
-      "1    1       1          0  0.9583242152594528828757347583   \n",
-      "2    1       a          0  0.9583242152594528828757347583   \n",
-      "3    1  [c, d]  [30, 300]  0.9583242152594528828757347583   \n",
-      "4    1       1  [30, 300]  0.9529320289547716885340867310   \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  1.178862847343031816649272514        1         1  \n",
-      "2  1.178862847343031816649272514        2         1  \n",
-      "3  1.178862847343031816649272514        3         1  \n",
-      "4  1.230321371869816411424320371        1         2  \n",
-      "\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 0x10a9552e8>]\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",
@@ -62,7 +76,7 @@
       "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 0x10a955630>]\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",
@@ -70,14 +84,6 @@
       "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"
      ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/markusbkoch/Documents/GitHub/DiffyQ-SimCAD/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"
-     ]
     }
    ],
    "source": [
@@ -101,14 +107,14 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "multi_proc: [<cadCAD.configuration.Configuration object at 0x10a94b908>, <cadCAD.configuration.Configuration object at 0x10a94be80>, <cadCAD.configuration.Configuration object at 0x10a9552e8>, <cadCAD.configuration.Configuration object at 0x10a955630>, <cadCAD.configuration.Configuration object at 0x10a9a8160>, <cadCAD.configuration.Configuration object at 0x10a9a8198>]\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"
      ]
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/Users/markusbkoch/Documents/GitHub/DiffyQ-SimCAD/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",
+      "/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"
      ]
     },
@@ -116,36 +122,116 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
+      "[([{'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",
+      "                               s1                              s2  \\\n",
+      "0  <function s1m1 at 0x11204f488>  <function s2m1 at 0x11204f510>   \n",
+      "1  <function s1m2 at 0x11204f598>  <function s2m2 at 0x11204f620>   \n",
+      "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",
+      "2  <function curried.<locals>._curried at 0x11204...  3  ), ([{'s1': Decimal('0'), 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'substep': 0, 'timestep': 0, 'run': 1}, {'s1': 1, 's2': Decimal('0'), 's3': 10, 's4': 10, 'substep': 1, 'timestep': 1, 'run': 1}, {'s1': 'a', 's2': Decimal('0'), 's3': 10, 's4': 10, 'substep': 2, 'timestep': 1, 'run': 1}, {'s1': ['c', 'd'], 's2': array([ 30, 300]), 's3': 10, 's4': 10, 'substep': 3, 'timestep': 1, 'run': 1}, {'s1': 1, 's2': array([ 30, 300]), 's3': Decimal('12.29220801281495800694187892'), 's4': Decimal('10.88462238049958452634768946'), 'substep': 1, 'timestep': 2, 'run': 1}, {'s1': 'a', 's2': array([ 30, 300]), 's3': Decimal('12.29220801281495800694187892'), 's4': Decimal('10.88462238049958452634768946'), 'substep': 2, 'timestep': 2, 'run': 1}, {'s1': ['c', 'd'], 's2': array([ 30, 300]), 's3': Decimal('12.29220801281495800694187892'), 's4': Decimal('10.88462238049958452634768946'), 'substep': 3, 'timestep': 2, 'run': 1}, {'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': 1, 'run': 2}, {'s1': 1, 's2': array([ 30, 300]), 's3': Decimal('9.980869503478848603350570556'), 's4': Decimal('9.454640052380469672499430089'), 'substep': 1, 'timestep': 2, 'run': 2}, {'s1': 'a', 's2': array([ 30, 300]), 's3': Decimal('9.980869503478848603350570556'), 's4': Decimal('9.454640052380469672499430089'), 'substep': 2, 'timestep': 2, 'run': 2}, {'s1': ['c', 'd'], 's2': array([ 30, 300]), 's3': Decimal('9.980869503478848603350570556'), 's4': Decimal('9.454640052380469672499430089'), 'substep': 3, 'timestep': 2, 'run': 2}, {'s1': 1, 's2': array([ 30, 300]), 's3': Decimal('11.15362288730493994485387979'), 's4': Decimal('7.992501415579613525253197635'), 'substep': 1, 'timestep': 3, 'run': 2}, {'s1': 'a', 's2': array([ 30, 300]), 's3': Decimal('11.15362288730493994485387979'), 's4': Decimal('7.992501415579613525253197635'), 'substep': 2, 'timestep': 3, 'run': 2}, {'s1': ['c', 'd'], 's2': array([ 30, 300]), 's3': Decimal('11.15362288730493994485387979'), 's4': 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",
+      "2  <function curried.<locals>._curried at 0x11205...  3  ), ([{'s1': Decimal('0'), 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'timestamp': '2018-10-01 15:16:24', 'substep': 0, 'timestep': 0, 'run': 1}, {'s1': [1], 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'timestamp': '2018-10-01 15:16:24', 'substep': 1, 'timestep': 1, 'run': 1}, {'s1': [1], 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'timestamp': '2018-10-01 15:16:24', 'substep': 1, 'timestep': 2, 'run': 1}, {'s1': [1], 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'timestamp': '2018-10-01 15:16:24', 'substep': 1, 'timestep': 3, 'run': 1}, {'s1': [1], 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'timestamp': '2018-10-01 15:16:24', 'substep': 1, 'timestep': 4, 'run': 1}, {'s1': [1], 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'timestamp': '2018-10-01 15:16:24', 'substep': 1, 'timestep': 5, 'run': 1}, {'s1': Decimal('0'), 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'timestamp': '2018-10-01 15:16:24', 'substep': 0, 'timestep': 0, 'run': 2}, {'s1': [1], 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'timestamp': '2018-10-01 15:16:24', 'substep': 1, 'timestep': 1, 'run': 2}, {'s1': [1], 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'timestamp': '2018-10-01 15:16:24', 'substep': 1, 'timestep': 2, 'run': 2}, {'s1': [1], 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'timestamp': '2018-10-01 15:16:24', 'substep': 1, 'timestep': 3, 'run': 2}, {'s1': [1], 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'timestamp': '2018-10-01 15:16:24', 'substep': 1, 'timestep': 4, 'run': 2}, {'s1': [1], 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'timestamp': '2018-10-01 15:16:24', 'substep': 1, 'timestep': 5, 'run': 2}],    empty                              s1  m\n",
+      "0    NaN  <function s1m4 at 0x11205f0d0>  1), ([{'s1': Decimal('0'), 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'timestamp': '2018-10-01 15:16:24', 'substep': 0, 'timestep': 0, 'run': 1}, {'timestamp': '2018-10-01 15:16:24', 's1': Decimal('0'), 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'substep': 1, 'timestep': 1, 'run': 1}, {'timestamp': '2018-10-01 15:16:24', 's1': Decimal('0'), 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'substep': 1, 'timestep': 2, 'run': 1}, {'timestamp': '2018-10-01 15:16:24', 's1': Decimal('0'), 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'substep': 1, 'timestep': 3, 'run': 1}, {'timestamp': '2018-10-01 15:16:24', 's1': Decimal('0'), 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'substep': 1, 'timestep': 4, 'run': 1}, {'timestamp': '2018-10-01 15:16:24', 's1': Decimal('0'), 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'substep': 1, 'timestep': 5, 'run': 1}, {'s1': Decimal('0'), 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'timestamp': '2018-10-01 15:16:24', 'substep': 0, 'timestep': 0, 'run': 2}, {'timestamp': '2018-10-01 15:16:24', 's1': Decimal('0'), 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'substep': 1, 'timestep': 1, 'run': 2}, {'timestamp': '2018-10-01 15:16:24', 's1': Decimal('0'), 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'substep': 1, 'timestep': 2, 'run': 2}, {'timestamp': '2018-10-01 15:16:24', 's1': Decimal('0'), 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'substep': 1, 'timestep': 3, 'run': 2}, {'timestamp': '2018-10-01 15:16:24', 's1': Decimal('0'), 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'substep': 1, 'timestep': 4, 'run': 2}, {'timestamp': '2018-10-01 15:16:24', 's1': Decimal('0'), 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'substep': 1, 'timestep': 5, 'run': 2}], Empty DataFrame\n",
+      "Columns: [empty, empty, m]\n",
+      "Index: []), ([{'s1': Decimal('0'), 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'substep': 0, 'timestep': 0, 'run': 1}, {'s1': 0, 's2': 2, 's3': 3, 's4': 3, 'substep': 1, 'timestep': 1, 'run': 1}, {'s1': 2, 's2': 2, 's3': 3, 's4': 3, 'substep': 2, 'timestep': 1, 'run': 1}, {'s1': 0, 's2': 0, 's3': 3, 's4': 3, 'substep': 3, 'timestep': 1, 'run': 1}, {'s1': 0, 's2': 2, 's3': 3, 's4': 3, 'substep': 1, 'timestep': 2, 'run': 1}, {'s1': 2, 's2': 2, 's3': 3, 's4': 3, 'substep': 2, 'timestep': 2, 'run': 1}, {'s1': 0, 's2': 0, 's3': 3, 's4': 3, 'substep': 3, 'timestep': 2, 'run': 1}, {'s1': 0, 's2': 2, 's3': 3, 's4': 3, 'substep': 1, 'timestep': 3, 'run': 1}, {'s1': 2, 's2': 2, 's3': 3, 's4': 3, 'substep': 2, 'timestep': 3, 'run': 1}, {'s1': 0, 's2': 0, 's3': 3, 's4': 3, 'substep': 3, 'timestep': 3, 'run': 1}, {'s1': 0, 's2': 2, 's3': 3, 's4': 3, 'substep': 1, 'timestep': 4, 'run': 1}, {'s1': 2, 's2': 2, 's3': 3, 's4': 3, 'substep': 2, 'timestep': 4, 'run': 1}, {'s1': 0, 's2': 0, 's3': 3, 's4': 3, 'substep': 3, 'timestep': 4, 'run': 1}, {'s1': 0, 's2': 2, 's3': 3, 's4': 3, 'substep': 1, 'timestep': 5, 'run': 1}, {'s1': 2, 's2': 2, 's3': 3, 's4': 3, 'substep': 2, 'timestep': 5, 'run': 1}, {'s1': 0, 's2': 0, 's3': 3, 's4': 3, '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': 0, 's2': 2, 's3': 3, 's4': 3, 'substep': 1, 'timestep': 1, 'run': 2}, {'s1': 2, 's2': 2, 's3': 3, 's4': 3, 'substep': 2, 'timestep': 1, 'run': 2}, {'s1': 0, 's2': 0, 's3': 3, 's4': 3, 'substep': 3, 'timestep': 1, 'run': 2}, {'s1': 0, 's2': 2, 's3': 3, 's4': 3, 'substep': 1, 'timestep': 2, 'run': 2}, {'s1': 2, 's2': 2, 's3': 3, 's4': 3, 'substep': 2, 'timestep': 2, 'run': 2}, {'s1': 0, 's2': 0, 's3': 3, 's4': 3, 'substep': 3, 'timestep': 2, 'run': 2}, {'s1': 0, 's2': 2, 's3': 3, 's4': 3, 'substep': 1, 'timestep': 3, 'run': 2}, {'s1': 2, 's2': 2, 's3': 3, 's4': 3, 'substep': 2, 'timestep': 3, 'run': 2}, {'s1': 0, 's2': 0, 's3': 3, 's4': 3, 'substep': 3, 'timestep': 3, 'run': 2}, {'s1': 0, 's2': 2, 's3': 3, 's4': 3, 'substep': 1, 'timestep': 4, 'run': 2}, {'s1': 2, 's2': 2, 's3': 3, 's4': 3, 'substep': 2, 'timestep': 4, 'run': 2}, {'s1': 0, 's2': 0, 's3': 3, 's4': 3, 'substep': 3, 'timestep': 4, 'run': 2}, {'s1': 0, 's2': 2, 's3': 3, 's4': 3, 'substep': 1, 'timestep': 5, 'run': 2}, {'s1': 2, 's2': 2, 's3': 3, 's4': 3, 'substep': 2, 'timestep': 5, 'run': 2}, {'s1': 0, 's2': 0, 's3': 3, 's4': 3, 'substep': 3, 'timestep': 5, 'run': 2}],                                b1                              b2  \\\n",
+      "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  ), ([{'s1': Decimal('0'), 's2': Decimal('0'), 's3': Decimal('1'), 's4': Decimal('1'), 'substep': 0, 'timestep': 0, 'run': 1}, {'s1': 0, 's2': 5, 's3': 4, 's4': 4, 'substep': 1, 'timestep': 1, 'run': 1}, {'s1': 5, 's2': 5, 's3': 4, 's4': 4, 'substep': 2, 'timestep': 1, 'run': 1}, {'s1': 0, 's2': 0, 's3': 4, 's4': 4, 'substep': 3, 'timestep': 1, 'run': 1}, {'s1': 0, 's2': 5, 's3': 4, 's4': 4, 'substep': 1, 'timestep': 2, 'run': 1}, {'s1': 5, 's2': 5, 's3': 4, 's4': 4, 'substep': 2, 'timestep': 2, 'run': 1}, {'s1': 0, 's2': 0, 's3': 4, 's4': 4, 'substep': 3, 'timestep': 2, 'run': 1}, {'s1': 0, 's2': 5, 's3': 4, 's4': 4, 'substep': 1, 'timestep': 3, 'run': 1}, {'s1': 5, 's2': 5, 's3': 4, 's4': 4, 'substep': 2, 'timestep': 3, 'run': 1}, {'s1': 0, 's2': 0, 's3': 4, 's4': 4, 'substep': 3, 'timestep': 3, 'run': 1}, {'s1': 0, 's2': 5, 's3': 4, 's4': 4, 'substep': 1, 'timestep': 4, 'run': 1}, {'s1': 5, 's2': 5, 's3': 4, 's4': 4, 'substep': 2, 'timestep': 4, 'run': 1}, {'s1': 0, 's2': 0, 's3': 4, 's4': 4, 'substep': 3, 'timestep': 4, 'run': 1}, {'s1': 0, 's2': 5, 's3': 4, 's4': 4, 'substep': 1, 'timestep': 5, 'run': 1}, {'s1': 5, 's2': 5, 's3': 4, 's4': 4, 'substep': 2, 'timestep': 5, 'run': 1}, {'s1': 0, 's2': 0, 's3': 4, 's4': 4, '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': 0, 's2': 5, 's3': 4, 's4': 4, 'substep': 1, 'timestep': 1, 'run': 2}, {'s1': 5, 's2': 5, 's3': 4, 's4': 4, 'substep': 2, 'timestep': 1, 'run': 2}, {'s1': 0, 's2': 0, 's3': 4, 's4': 4, 'substep': 3, 'timestep': 1, 'run': 2}, {'s1': 0, 's2': 5, 's3': 4, 's4': 4, 'substep': 1, 'timestep': 2, 'run': 2}, {'s1': 5, 's2': 5, 's3': 4, 's4': 4, 'substep': 2, 'timestep': 2, 'run': 2}, {'s1': 0, 's2': 0, 's3': 4, 's4': 4, 'substep': 3, 'timestep': 2, 'run': 2}, {'s1': 0, 's2': 5, 's3': 4, 's4': 4, 'substep': 1, 'timestep': 3, 'run': 2}, {'s1': 5, 's2': 5, 's3': 4, 's4': 4, 'substep': 2, 'timestep': 3, 'run': 2}, {'s1': 0, 's2': 0, 's3': 4, 's4': 4, 'substep': 3, 'timestep': 3, 'run': 2}, {'s1': 0, 's2': 5, 's3': 4, 's4': 4, 'substep': 1, 'timestep': 4, 'run': 2}, {'s1': 5, 's2': 5, 's3': 4, 's4': 4, 'substep': 2, 'timestep': 4, 'run': 2}, {'s1': 0, 's2': 0, 's3': 4, 's4': 4, 'substep': 3, 'timestep': 4, 'run': 2}, {'s1': 0, 's2': 5, 's3': 4, 's4': 4, 'substep': 1, 'timestep': 5, 'run': 2}, {'s1': 5, 's2': 5, 's3': 4, 's4': 4, 'substep': 2, 'timestep': 5, 'run': 2}, {'s1': 0, 's2': 0, 's3': 4, 's4': 4, 'substep': 3, 'timestep': 5, 'run': 2}],                                b1                              b2  \\\n",
+      "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  \\\n",
-      "0    1       0          0  1                               1        0   \n",
-      "1    1       1          4  5  0.8686135246637317619544660374        1   \n",
-      "2    1      ab          6  5  0.8686135246637317619544660374        2   \n",
-      "3    1  [c, d]  [30, 300]  5  0.8686135246637317619544660374        3   \n",
-      "4    1       1          4  5  0.9454530210559482586784741082        1   \n",
-      "\n",
-      "   timestep  \n",
-      "0         0  \n",
-      "1         1  \n",
-      "2         1  \n",
-      "3         1  \n",
-      "4         2  \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  1.055145404454642443781153816   \n",
-      "2    1       a          0  1.055145404454642443781153816   \n",
-      "3    1  [c, d]  [30, 300]  1.055145404454642443781153816   \n",
-      "4    1       1  [30, 300]  1.297006679532223553389019665   \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  0.8686135246637317619544660374        1         1  \n",
-      "2  0.8686135246637317619544660374        2         1  \n",
-      "3  0.8686135246637317619544660374        3         1  \n",
-      "4  0.9454530210559482586784741082        1         2  \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",
@@ -185,6 +271,7 @@
     "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",
@@ -196,6 +283,13 @@
     "    print(f\"result[{idx}]\")\n",
     "    print(r.head())"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
diff --git a/simulations/validation/config1.py b/simulations/validation/config1.py
index a2d09d3..1ad90e5 100644
--- a/simulations/validation/config1.py
+++ b/simulations/validation/config1.py
@@ -111,7 +111,7 @@ raw_exogenous_states = {
 
 env_processes = {
     "s3": env_a,
-    "s4": proc_trigger('2018-10-01 15:16:25', env_b)
+    "s4": proc_trigger(1, env_b)
 }
 
 
diff --git a/simulations/validation/config2.py b/simulations/validation/config2.py
index 6a22d01..31734e2 100644
--- a/simulations/validation/config2.py
+++ b/simulations/validation/config2.py
@@ -109,8 +109,8 @@ raw_exogenous_states = {
 
 
 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)
 }
 
 
diff --git a/simulations/validation/sweep_config.py b/simulations/validation/sweep_config.py
index eb54b72..09ccd6b 100644
--- a/simulations/validation/sweep_config.py
+++ b/simulations/validation/sweep_config.py
@@ -128,7 +128,7 @@ raw_exogenous_states = {
 
 # 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)