diff --git a/.idea/workspace.xml b/.idea/workspace.xml
new file mode 100644
index 000000000..51c8032b0
--- /dev/null
+++ b/.idea/workspace.xml
@@ -0,0 +1,167 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="AutoImportSettings">
+    <option name="autoReloadType" value="SELECTIVE" />
+  </component>
+  <component name="ChangeListManager">
+    <list default="true" id="f0b09f0c-19d0-4b22-b7e9-7eb0e3893827" name="Changes" comment="">
+      <change beforePath="$PROJECT_DIR$/notebooks/parameter_scan.ipynb" beforeDir="false" afterPath="$PROJECT_DIR$/notebooks/parameter_scan.ipynb" afterDir="false" />
+    </list>
+    <option name="SHOW_DIALOG" value="false" />
+    <option name="HIGHLIGHT_CONFLICTS" value="true" />
+    <option name="HIGHLIGHT_NON_ACTIVE_CHANGELIST" value="false" />
+    <option name="LAST_RESOLUTION" value="IGNORE" />
+  </component>
+  <component name="FileTemplateManagerImpl">
+    <option name="RECENT_TEMPLATES">
+      <list>
+        <option value="Jupyter Notebook" />
+        <option value="Python Script" />
+      </list>
+    </option>
+  </component>
+  <component name="Git.Settings">
+    <option name="RECENT_GIT_ROOT_PATH" value="$PROJECT_DIR$" />
+  </component>
+  <component name="MarkdownSettingsMigration">
+    <option name="stateVersion" value="1" />
+  </component>
+  <component name="ProjectColorInfo">{
+  &quot;associatedIndex&quot;: 6
+}</component>
+  <component name="ProjectId" id="2cgUX7hkmh9X0SKyExdO2NFJssZ" />
+  <component name="ProjectLevelVcsManager">
+    <ConfirmationsSetting value="1" id="Add" />
+  </component>
+  <component name="ProjectViewState">
+    <option name="hideEmptyMiddlePackages" value="true" />
+    <option name="showLibraryContents" value="true" />
+  </component>
+  <component name="PropertiesComponent">{
+  &quot;keyToString&quot;: {
+    &quot;Python.biosimulator-processes-process.executor&quot;: &quot;Debug&quot;,
+    &quot;RunOnceActivity.OpenProjectViewOnStart&quot;: &quot;true&quot;,
+    &quot;RunOnceActivity.ShowReadmeOnStart&quot;: &quot;true&quot;,
+    &quot;git-widget-placeholder&quot;: &quot;main&quot;,
+    &quot;last_opened_file_path&quot;: &quot;/Users/alex/Desktop/uchc_work/biosimulator-processes/.github/workflows&quot;,
+    &quot;node.js.detected.package.eslint&quot;: &quot;true&quot;,
+    &quot;node.js.detected.package.tslint&quot;: &quot;true&quot;,
+    &quot;node.js.selected.package.eslint&quot;: &quot;(autodetect)&quot;,
+    &quot;node.js.selected.package.tslint&quot;: &quot;(autodetect)&quot;,
+    &quot;nodejs_package_manager_path&quot;: &quot;npm&quot;,
+    &quot;settings.editor.selected.configurable&quot;: &quot;reference.settingsdialog.IDE.editor.colors.Color Scheme Font&quot;,
+    &quot;vue.rearranger.settings.migration&quot;: &quot;true&quot;
+  }
+}</component>
+  <component name="RecentsManager">
+    <key name="CopyFile.RECENT_KEYS">
+      <recent name="$PROJECT_DIR$/.github/workflows" />
+      <recent name="$PROJECT_DIR$/biosimulator_processes/processes" />
+      <recent name="$PROJECT_DIR$" />
+      <recent name="$PROJECT_DIR$/scripts" />
+    </key>
+    <key name="MoveFile.RECENT_KEYS">
+      <recent name="$PROJECT_DIR$/biosimulator_processes/steps" />
+      <recent name="$PROJECT_DIR$/biosimulator_processes/processes" />
+      <recent name="$PROJECT_DIR$/biosimulator_processes" />
+      <recent name="$PROJECT_DIR$/builder" />
+      <recent name="$PROJECT_DIR$/composer-api/composer_api" />
+    </key>
+  </component>
+  <component name="RunManager" selected="Python.biosimulator-processes-process">
+    <configuration name="biosimulator-processes-notebooks" type="PythonConfigurationType" factoryName="Python">
+      <module name="biosimulator-processes" />
+      <option name="ENV_FILES" value="" />
+      <option name="INTERPRETER_OPTIONS" value="" />
+      <option name="PARENT_ENVS" value="true" />
+      <envs>
+        <env name="PYTHONUNBUFFERED" value="1" />
+      </envs>
+      <option name="SDK_HOME" value="" />
+      <option name="SDK_NAME" value="Poetry (biosimulator-processes) (2)" />
+      <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$" />
+      <option name="IS_MODULE_SDK" value="false" />
+      <option name="ADD_CONTENT_ROOTS" value="true" />
+      <option name="ADD_SOURCE_ROOTS" value="true" />
+      <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
+      <option name="SCRIPT_NAME" value="$PROJECT_DIR$" />
+      <option name="PARAMETERS" value="" />
+      <option name="SHOW_COMMAND_LINE" value="false" />
+      <option name="EMULATE_TERMINAL" value="false" />
+      <option name="MODULE_MODE" value="false" />
+      <option name="REDIRECT_INPUT" value="false" />
+      <option name="INPUT_FILE" value="" />
+      <method v="2" />
+    </configuration>
+    <configuration name="biosimulator-processes-process" type="PythonConfigurationType" factoryName="Python">
+      <module name="biosimulator-processes" />
+      <option name="ENV_FILES" value="" />
+      <option name="INTERPRETER_OPTIONS" value="" />
+      <option name="PARENT_ENVS" value="true" />
+      <envs>
+        <env name="PYTHONUNBUFFERED" value="1" />
+      </envs>
+      <option name="SDK_HOME" value="" />
+      <option name="SDK_NAME" value="Poetry (biosimulator-processes) (2)" />
+      <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$" />
+      <option name="IS_MODULE_SDK" value="false" />
+      <option name="ADD_CONTENT_ROOTS" value="true" />
+      <option name="ADD_SOURCE_ROOTS" value="true" />
+      <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
+      <option name="SCRIPT_NAME" value="$PROJECT_DIR$/biosimulator_processes/processes/copasi_process.py" />
+      <option name="PARAMETERS" value="" />
+      <option name="SHOW_COMMAND_LINE" value="false" />
+      <option name="EMULATE_TERMINAL" value="false" />
+      <option name="MODULE_MODE" value="false" />
+      <option name="REDIRECT_INPUT" value="false" />
+      <option name="INPUT_FILE" value="" />
+      <method v="2" />
+    </configuration>
+    <list>
+      <item itemvalue="Python.biosimulator-processes-process" />
+      <item itemvalue="Python.biosimulator-processes-notebooks" />
+    </list>
+  </component>
+  <component name="SharedIndexes">
+    <attachedChunks>
+      <set>
+        <option value="bundled-python-sdk-d68999036c7f-b11f5e8da5ad-com.jetbrains.pycharm.pro.sharedIndexes.bundled-PY-233.14475.56" />
+      </set>
+    </attachedChunks>
+  </component>
+  <component name="SpellCheckerSettings" RuntimeDictionaries="0" Folders="0" CustomDictionaries="0" DefaultDictionary="application-level" UseSingleDictionary="true" transferred="true" />
+  <component name="TaskManager">
+    <task active="true" id="Default" summary="Default task">
+      <changelist id="f0b09f0c-19d0-4b22-b7e9-7eb0e3893827" name="Changes" comment="" />
+      <created>1708532751619</created>
+      <option name="number" value="Default" />
+      <option name="presentableId" value="Default" />
+      <updated>1708532751619</updated>
+      <workItem from="1708532752622" duration="9885000" />
+      <workItem from="1708547748991" duration="1261000" />
+      <workItem from="1708609535929" duration="16855000" />
+      <workItem from="1708689956456" duration="1537000" />
+      <workItem from="1708701925099" duration="5268000" />
+      <workItem from="1708715406332" duration="5070000" />
+      <workItem from="1708865260930" duration="1015000" />
+      <workItem from="1708879645437" duration="4290000" />
+      <workItem from="1708958964915" duration="26586000" />
+      <workItem from="1709041660176" duration="11945000" />
+      <workItem from="1709060061404" duration="8792000" />
+      <workItem from="1709130884088" duration="33177000" />
+      <workItem from="1709219616114" duration="15819000" />
+      <workItem from="1709296934052" duration="25967000" />
+      <workItem from="1709560845160" duration="13216000" />
+      <workItem from="1709575179051" duration="10177000" />
+      <workItem from="1709645971220" duration="5986000" />
+      <workItem from="1709654330514" duration="12212000" />
+    </task>
+    <servers />
+  </component>
+  <component name="TypeScriptGeneratedFilesManager">
+    <option name="version" value="3" />
+  </component>
+  <component name="com.intellij.coverage.CoverageDataManagerImpl">
+    <SUITE FILE_PATH="coverage/biosimulator_processes$biosimulator_processes_process.coverage" NAME="biosimulator-processes-process Coverage Results" MODIFIED="1709150088211" SOURCE_PROVIDER="com.intellij.coverage.DefaultCoverageFileProvider" RUNNER="coverage.py" COVERAGE_BY_TEST_ENABLED="true" COVERAGE_TRACING_ENABLED="false" WORKING_DIRECTORY="$PROJECT_DIR$" />
+  </component>
+</project>
\ No newline at end of file
diff --git a/notebooks/parameter_scan.ipynb b/notebooks/parameter_scan.ipynb
index 379e29077..23459881c 100644
--- a/notebooks/parameter_scan.ipynb
+++ b/notebooks/parameter_scan.ipynb
@@ -2,38 +2,21 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "id": "initial_id",
    "metadata": {
-    "ExecuteTime": {
-     "end_time": "2024-03-05T14:40:09.529528Z",
-     "start_time": "2024-03-05T14:40:07.975826Z"
-    },
     "collapsed": true
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CobraProcess registered successfully.\n",
-      "CopasiProcess registered successfully.\n",
-      "SmoldynProcess registered successfully.\n",
-      "TelluriumProcess registered successfully.\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import sys\n",
     "\n",
-    "import numpy as np\n",
     "\n",
     "sys.path.insert(0, '..')\n",
     "import os\n",
     "from process_bigraph import pp, pf\n",
     "from biosimulator_processes.data_model import *\n",
     "import numpy as np \n",
-    "from pydantic import field_validator, Field\n",
     "from biosimulator_processes.biosimulator_builder import BiosimulatorBuilder"
    ]
   },
@@ -47,607 +30,6 @@
     "Choose an entrypoint to a non-spatial, COPASI/Tellurium-like simulation process and perform an n-iteration parameter scan of a selected parameter."
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 72,
-   "id": "641505567730866",
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2024-03-05T14:59:46.693689Z",
-     "start_time": "2024-03-05T14:59:46.690845Z"
-    },
-    "collapsed": false
-   },
-   "outputs": [],
-   "source": [
-    "x = np.arange(0, 10, 0.5)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "b3eec4bc1c818665",
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2024-03-05T14:40:09.536360Z",
-     "start_time": "2024-03-05T14:40:09.533248Z"
-    },
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([0. , 0.5, 1. , 1.5, 2. , 2.5, 3. , 3.5, 4. , 4.5, 5. , 5.5, 6. ,\n",
-       "       6.5, 7. , 7.5, 8. , 8.5, 9. , 9.5])"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "x"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "907147f7c9afba7a",
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 47,
-   "id": "dfa08250e393392",
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2024-03-05T14:51:58.878247Z",
-     "start_time": "2024-03-05T14:51:58.872705Z"
-    },
-    "collapsed": false
-   },
-   "outputs": [],
-   "source": [
-    "class ParameterScanRange(BaseModel):\n",
-    "    num_iter: int \n",
-    "    interval: int\n",
-    "    param_name: str \n",
-    "    param_range: np.ndarray = Field(default=None) \n",
-    "            \n",
-    "    def perturb(self):\n",
-    "        return np.linspace(\n",
-    "            start=0.0, \n",
-    "            stop=self.num_iter, \n",
-    "            num=self.interval)\n",
-    "        "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 51,
-   "id": "d221969e44508",
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2024-03-05T14:52:17.448627Z",
-     "start_time": "2024-03-05T14:52:17.446193Z"
-    },
-    "collapsed": false
-   },
-   "outputs": [],
-   "source": [
-    "scan = ParameterScanRange(\n",
-    "    num_iter=100,\n",
-    "    interval=100,\n",
-    "    param_name='ADP'\n",
-    "    \n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 52,
-   "id": "e3d0382707d19861",
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2024-03-05T14:52:18.291908Z",
-     "start_time": "2024-03-05T14:52:18.288755Z"
-    },
-    "collapsed": false
-   },
-   "outputs": [],
-   "source": [
-    "_range = scan.perturb()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 54,
-   "id": "5310420a428f2506",
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2024-03-05T14:52:22.823791Z",
-     "start_time": "2024-03-05T14:52:22.819997Z"
-    },
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "((100,),\n",
-       " array([  0.        ,   1.01010101,   2.02020202,   3.03030303,\n",
-       "          4.04040404,   5.05050505,   6.06060606,   7.07070707,\n",
-       "          8.08080808,   9.09090909,  10.1010101 ,  11.11111111,\n",
-       "         12.12121212,  13.13131313,  14.14141414,  15.15151515,\n",
-       "         16.16161616,  17.17171717,  18.18181818,  19.19191919,\n",
-       "         20.2020202 ,  21.21212121,  22.22222222,  23.23232323,\n",
-       "         24.24242424,  25.25252525,  26.26262626,  27.27272727,\n",
-       "         28.28282828,  29.29292929,  30.3030303 ,  31.31313131,\n",
-       "         32.32323232,  33.33333333,  34.34343434,  35.35353535,\n",
-       "         36.36363636,  37.37373737,  38.38383838,  39.39393939,\n",
-       "         40.4040404 ,  41.41414141,  42.42424242,  43.43434343,\n",
-       "         44.44444444,  45.45454545,  46.46464646,  47.47474747,\n",
-       "         48.48484848,  49.49494949,  50.50505051,  51.51515152,\n",
-       "         52.52525253,  53.53535354,  54.54545455,  55.55555556,\n",
-       "         56.56565657,  57.57575758,  58.58585859,  59.5959596 ,\n",
-       "         60.60606061,  61.61616162,  62.62626263,  63.63636364,\n",
-       "         64.64646465,  65.65656566,  66.66666667,  67.67676768,\n",
-       "         68.68686869,  69.6969697 ,  70.70707071,  71.71717172,\n",
-       "         72.72727273,  73.73737374,  74.74747475,  75.75757576,\n",
-       "         76.76767677,  77.77777778,  78.78787879,  79.7979798 ,\n",
-       "         80.80808081,  81.81818182,  82.82828283,  83.83838384,\n",
-       "         84.84848485,  85.85858586,  86.86868687,  87.87878788,\n",
-       "         88.88888889,  89.8989899 ,  90.90909091,  91.91919192,\n",
-       "         92.92929293,  93.93939394,  94.94949495,  95.95959596,\n",
-       "         96.96969697,  97.97979798,  98.98989899, 100.        ]))"
-      ]
-     },
-     "execution_count": 54,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "_range.shape, _range"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 34,
-   "id": "4a43a5b0c28daf70",
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2024-03-05T14:48:55.815294Z",
-     "start_time": "2024-03-05T14:48:55.813117Z"
-    },
-    "collapsed": false
-   },
-   "outputs": [],
-   "source": [
-    "y = np.linspace(0, 100, 100)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 35,
-   "id": "ccff4a3bed6d8b27",
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2024-03-05T14:48:56.696740Z",
-     "start_time": "2024-03-05T14:48:56.692974Z"
-    },
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(100,\n",
-       " array([  0.        ,   1.01010101,   2.02020202,   3.03030303,\n",
-       "          4.04040404,   5.05050505,   6.06060606,   7.07070707,\n",
-       "          8.08080808,   9.09090909,  10.1010101 ,  11.11111111,\n",
-       "         12.12121212,  13.13131313,  14.14141414,  15.15151515,\n",
-       "         16.16161616,  17.17171717,  18.18181818,  19.19191919,\n",
-       "         20.2020202 ,  21.21212121,  22.22222222,  23.23232323,\n",
-       "         24.24242424,  25.25252525,  26.26262626,  27.27272727,\n",
-       "         28.28282828,  29.29292929,  30.3030303 ,  31.31313131,\n",
-       "         32.32323232,  33.33333333,  34.34343434,  35.35353535,\n",
-       "         36.36363636,  37.37373737,  38.38383838,  39.39393939,\n",
-       "         40.4040404 ,  41.41414141,  42.42424242,  43.43434343,\n",
-       "         44.44444444,  45.45454545,  46.46464646,  47.47474747,\n",
-       "         48.48484848,  49.49494949,  50.50505051,  51.51515152,\n",
-       "         52.52525253,  53.53535354,  54.54545455,  55.55555556,\n",
-       "         56.56565657,  57.57575758,  58.58585859,  59.5959596 ,\n",
-       "         60.60606061,  61.61616162,  62.62626263,  63.63636364,\n",
-       "         64.64646465,  65.65656566,  66.66666667,  67.67676768,\n",
-       "         68.68686869,  69.6969697 ,  70.70707071,  71.71717172,\n",
-       "         72.72727273,  73.73737374,  74.74747475,  75.75757576,\n",
-       "         76.76767677,  77.77777778,  78.78787879,  79.7979798 ,\n",
-       "         80.80808081,  81.81818182,  82.82828283,  83.83838384,\n",
-       "         84.84848485,  85.85858586,  86.86868687,  87.87878788,\n",
-       "         88.88888889,  89.8989899 ,  90.90909091,  91.91919192,\n",
-       "         92.92929293,  93.93939394,  94.94949495,  95.95959596,\n",
-       "         96.96969697,  97.97979798,  98.98989899, 100.        ]))"
-      ]
-     },
-     "execution_count": 35,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "len(y), y"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "id": "b9d1efab450f7cc2",
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2024-03-05T14:44:12.848581Z",
-     "start_time": "2024-03-05T14:44:12.843940Z"
-    },
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "417"
-      ]
-     },
-     "execution_count": 25,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "len(_range)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
-   "id": "f5084bc9884e25e5",
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2024-03-05T14:44:33.574591Z",
-     "start_time": "2024-03-05T14:44:33.571563Z"
-    },
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(100,)"
-      ]
-     },
-     "execution_count": 27,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "y.shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 28,
-   "id": "bc70e5d559e5c3af",
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2024-03-05T14:44:41.815625Z",
-     "start_time": "2024-03-05T14:44:41.811373Z"
-    },
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([0.        , 1.01010101, 2.02020202, 3.03030303, 4.04040404,\n",
-       "       5.05050505, 6.06060606, 7.07070707, 8.08080808, 9.09090909])"
-      ]
-     },
-     "execution_count": 28,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "y[:10]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 67,
-   "id": "8677495d70dae4b1",
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2024-03-05T14:56:25.548276Z",
-     "start_time": "2024-03-05T14:56:25.546411Z"
-    },
-    "collapsed": false
-   },
-   "outputs": [],
-   "source": [
-    "y = np.arange(start=0, stop=100, step=2.0)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 68,
-   "id": "b8c25b961284eaa7",
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2024-03-05T14:56:25.953507Z",
-     "start_time": "2024-03-05T14:56:25.950838Z"
-    },
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "((50,),\n",
-       " array([ 0.,  2.,  4.,  6.,  8., 10., 12., 14., 16., 18., 20., 22., 24.,\n",
-       "        26., 28., 30., 32., 34., 36., 38., 40., 42., 44., 46., 48., 50.,\n",
-       "        52., 54., 56., 58., 60., 62., 64., 66., 68., 70., 72., 74., 76.,\n",
-       "        78., 80., 82., 84., 86., 88., 90., 92., 94., 96., 98.]))"
-      ]
-     },
-     "execution_count": 68,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "y.shape, y"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 64,
-   "id": "55417e882ec3db8a",
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2024-03-05T14:56:01.543016Z",
-     "start_time": "2024-03-05T14:56:01.541078Z"
-    },
-    "collapsed": false
-   },
-   "outputs": [],
-   "source": [
-    "# ADD PARAMETER SCAN AS A STEP IMPLEMENTATION"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 74,
-   "id": "7df3348256e9c58b",
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2024-03-05T14:59:55.764206Z",
-     "start_time": "2024-03-05T14:59:55.760557Z"
-    },
-    "collapsed": false
-   },
-   "outputs": [],
-   "source": [
-    "def perturbed_parameter_range(num_iter: int, degree: float):\n",
-    "    _range = []\n",
-    "    for n in range(num_iter):\n",
-    "        if n > 0:\n",
-    "            n = n * degree \n",
-    "        _range.append(n)\n",
-    "    return _range "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 78,
-   "id": "b721717f3f2ac6d4",
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2024-03-05T15:00:39.669354Z",
-     "start_time": "2024-03-05T15:00:39.666238Z"
-    },
-    "collapsed": false
-   },
-   "outputs": [],
-   "source": [
-    "r = perturbed_parameter_range(100, 0.0023)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 79,
-   "id": "70a1b7fbf2203ac9",
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2024-03-05T15:00:40.152232Z",
-     "start_time": "2024-03-05T15:00:40.149205Z"
-    },
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[0,\n",
-       " 0.0023,\n",
-       " 0.0046,\n",
-       " 0.0069,\n",
-       " 0.0092,\n",
-       " 0.0115,\n",
-       " 0.0138,\n",
-       " 0.0161,\n",
-       " 0.0184,\n",
-       " 0.0207,\n",
-       " 0.023,\n",
-       " 0.0253,\n",
-       " 0.0276,\n",
-       " 0.0299,\n",
-       " 0.0322,\n",
-       " 0.0345,\n",
-       " 0.0368,\n",
-       " 0.039099999999999996,\n",
-       " 0.0414,\n",
-       " 0.0437,\n",
-       " 0.046,\n",
-       " 0.048299999999999996,\n",
-       " 0.0506,\n",
-       " 0.0529,\n",
-       " 0.0552,\n",
-       " 0.057499999999999996,\n",
-       " 0.0598,\n",
-       " 0.0621,\n",
-       " 0.0644,\n",
-       " 0.0667,\n",
-       " 0.069,\n",
-       " 0.0713,\n",
-       " 0.0736,\n",
-       " 0.0759,\n",
-       " 0.07819999999999999,\n",
-       " 0.0805,\n",
-       " 0.0828,\n",
-       " 0.0851,\n",
-       " 0.0874,\n",
-       " 0.0897,\n",
-       " 0.092,\n",
-       " 0.0943,\n",
-       " 0.09659999999999999,\n",
-       " 0.0989,\n",
-       " 0.1012,\n",
-       " 0.1035,\n",
-       " 0.1058,\n",
-       " 0.1081,\n",
-       " 0.1104,\n",
-       " 0.1127,\n",
-       " 0.11499999999999999,\n",
-       " 0.1173,\n",
-       " 0.1196,\n",
-       " 0.1219,\n",
-       " 0.1242,\n",
-       " 0.1265,\n",
-       " 0.1288,\n",
-       " 0.1311,\n",
-       " 0.1334,\n",
-       " 0.1357,\n",
-       " 0.138,\n",
-       " 0.1403,\n",
-       " 0.1426,\n",
-       " 0.1449,\n",
-       " 0.1472,\n",
-       " 0.1495,\n",
-       " 0.1518,\n",
-       " 0.1541,\n",
-       " 0.15639999999999998,\n",
-       " 0.1587,\n",
-       " 0.161,\n",
-       " 0.1633,\n",
-       " 0.1656,\n",
-       " 0.1679,\n",
-       " 0.1702,\n",
-       " 0.1725,\n",
-       " 0.1748,\n",
-       " 0.1771,\n",
-       " 0.1794,\n",
-       " 0.1817,\n",
-       " 0.184,\n",
-       " 0.1863,\n",
-       " 0.1886,\n",
-       " 0.1909,\n",
-       " 0.19319999999999998,\n",
-       " 0.1955,\n",
-       " 0.1978,\n",
-       " 0.2001,\n",
-       " 0.2024,\n",
-       " 0.2047,\n",
-       " 0.207,\n",
-       " 0.20929999999999999,\n",
-       " 0.2116,\n",
-       " 0.2139,\n",
-       " 0.2162,\n",
-       " 0.2185,\n",
-       " 0.2208,\n",
-       " 0.2231,\n",
-       " 0.2254,\n",
-       " 0.22769999999999999]"
-      ]
-     },
-     "execution_count": 79,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "r"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 80,
-   "id": "4043f029b2bbc5df",
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2024-03-05T15:00:45.653557Z",
-     "start_time": "2024-03-05T15:00:45.649756Z"
-    },
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "100"
-      ]
-     },
-     "execution_count": 80,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "len(r)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "id": "69263df35d05f476",
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2024-03-05T16:24:55.403167Z",
-     "start_time": "2024-03-05T16:24:53.585623Z"
-    },
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CobraProcess registered successfully.\n",
-      "CopasiProcess registered successfully.\n",
-      "SmoldynProcess registered successfully.\n",
-      "TelluriumProcess registered successfully.\n"
-     ]
-    }
-   ],
-   "source": [
-    "from biosimulator_processes.data_model import TimeCourseProcessConfigSchema"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,