Merge pull request #151 from IDAES/sep-typos

blnicho · web-flow · commit acbcc576ccf5 · 2025-10-02T13:26:18.000-08:00
September 2025 Typos update
diff --git a/.github/workflows/core.yml b/.github/workflows/core.yml
@@ -4,6 +4,9 @@ on:
   push:
     branches:
       - main
+  schedule:
+    # run Sundays at 3:00 am UTC (10 pm ET/7 pm PT)
+    - cron: '0 3 * * 0'
   repository_dispatch:
     # to run this, send a POST API call at repos/IDAES/idaes-pse/dispatches with the specified event_type
     # e.g. `gh repos/IDAES/idaes-pse/dispatches -F event_type=ci_run_tests`
@@ -59,7 +62,7 @@ jobs:
           pip install --progress-bar off black[jupyter]==24.3.0
       - name: Run Black to verify that the committed code is formatted
         run: |
-          black --check .
+          black --check --diff .
 
   spell-check:
     name: Check Spelling
diff --git a/idaes_examples/archive/matopt/bimetallic_nanocluster_design_src.ipynb b/idaes_examples/archive/matopt/bimetallic_nanocluster_design_src.ipynb
@@ -199,7 +199,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "To start, we inidcate that the choice to place an atom is fixed so that each canvas site is required to have an atom. This simplifies the problem significantly and results in a model that will seek to find the optimal labeling of metals on the nanocluster. "
+    "To start, we indicate that the choice to place an atom is fixed so that each canvas site is required to have an atom. This simplifies the problem significantly and results in a model that will seek to find the optimal labeling of metals on the nanocluster. "
    ]
   },
   {
diff --git a/idaes_examples/archive/matopt/surface_design_src.ipynb b/idaes_examples/archive/matopt/surface_design_src.ipynb
@@ -211,7 +211,7 @@
    "source": [
     "First, we introduce two rules to fix special sites in the design. \n",
     "We fix the bottom two layers of atoms to exist, creating underlying bulk layers above which we will introduce nanostruced defets.\n",
-    "We also fix an arbitrary atom in the top layer, breaking symmetry of the design space and resulting in easier to solve opitmization problems without actually restricting the designs that can be possibly represented. "
+    "We also fix an arbitrary atom in the top layer, breaking symmetry of the design space and resulting in easier to solve optimization problems without actually restricting the designs that can be possibly represented. "
    ]
   },
   {
diff --git a/idaes_examples/archive/power_gen/sofc/sofc.py b/idaes_examples/archive/power_gen/sofc/sofc.py
@@ -849,7 +849,7 @@ def scale_flowsheet(m):
         m.fs.flash.control_volume.properties_out[0].mole_frac_comp, 1e1
     )
 
-    # hide missing scaling factor wornings
+    # hide missing scaling factor warnings
     scaling_log = idaeslog.getLogger("idaes.core.util.scaling", level=idaeslog.ERROR)
 
     iscale.calculate_scaling_factors(m)
diff --git a/idaes_examples/mod/hda/hda_ideal_VLE.py b/idaes_examples/mod/hda/hda_ideal_VLE.py
@@ -11,7 +11,7 @@
 # at the URL "https://github.com/IDAES/idaes-pse".
 ##############################################################################
 """
-Example ideal parameter block for the VLE calucations for a
+Example ideal parameter block for the VLE calculations for a
 Benzene-Toluene-o-Xylene system.
 """
 
diff --git a/idaes_examples/mod/methanol/methanol_state_block_VLE.py b/idaes_examples/mod/methanol/methanol_state_block_VLE.py
@@ -11,7 +11,7 @@
 # at the URL "https://github.com/IDAES/idaes-pse".
 ##############################################################################
 """
-Property package for ideal VLE calucations for the methanol synthesis problem.
+Property package for ideal VLE calculations for the methanol synthesis problem.
 Correlations from Turkay and Grossmann paper. See Latex files for details.
 """
 
diff --git a/idaes_examples/mod/power_gen/steam_turbine.py b/idaes_examples/mod/power_gen/steam_turbine.py
@@ -521,7 +521,7 @@ def _add_tags(self):
                 format_string="{:.3f}",
                 display_units=pyo.units.kJ / pyo.units.mol,
             )
-        # Tag some important model quntities
+        # Tag some important model quantities
         self.tags = iutil.ModelTagGroup()
         self.tags["power"] = iutil.ModelTag(
             doc=f"Steam turbine electric power output",
diff --git a/idaes_examples/mod/properties/reaction_property_example.py b/idaes_examples/mod/properties/reaction_property_example.py
@@ -140,7 +140,9 @@ def build(self):
             units=pyunits.mol / pyunits.m**3 / pyunits.s / pyunits.Pa**2,
         )
 
-        self.k_eq = Param(initialize=10000, doc="Equlibrium constant", units=pyunits.Pa)
+        self.k_eq = Param(
+            initialize=10000, doc="Equilibrium constant", units=pyunits.Pa
+        )
 
         self.reaction_rate = Var(
             self.params.rate_reaction_idx,
diff --git a/idaes_examples/notebooks/docs/flowsheets/hda_flowsheet_with_costing.ipynb b/idaes_examples/notebooks/docs/flowsheets/hda_flowsheet_with_costing.ipynb
@@ -45,7 +45,7 @@
     "\n",
     "- Import external pre-built steady-state flowsheets using the IDAES unit model library\n",
     "- Define and add costing blocks using the IDAES Process Costing Framework\n",
-    "- Fomulate and solve a process economics optimization problem\n",
+    "- Formulate and solve a process economics optimization problem\n",
     "    - Defining an objective function\n",
     "    - Setting variable bounds\n",
     "    - Adding additional constraints \n",
diff --git a/idaes_examples/notebooks/docs/flowsheets/hda_flowsheet_with_costing_doc.ipynb b/idaes_examples/notebooks/docs/flowsheets/hda_flowsheet_with_costing_doc.ipynb
@@ -45,7 +45,7 @@
     "\n",
     "- Import external pre-built steady-state flowsheets using the IDAES unit model library\n",
     "- Define and add costing blocks using the IDAES Process Costing Framework\n",
-    "- Fomulate and solve a process economics optimization problem\n",
+    "- Formulate and solve a process economics optimization problem\n",
     "    - Defining an objective function\n",
     "    - Setting variable bounds\n",
     "    - Adding additional constraints \n",
diff --git a/idaes_examples/notebooks/docs/flowsheets/hda_flowsheet_with_costing_test.ipynb b/idaes_examples/notebooks/docs/flowsheets/hda_flowsheet_with_costing_test.ipynb
@@ -45,7 +45,7 @@
     "\n",
     "- Import external pre-built steady-state flowsheets using the IDAES unit model library\n",
     "- Define and add costing blocks using the IDAES Process Costing Framework\n",
-    "- Fomulate and solve a process economics optimization problem\n",
+    "- Formulate and solve a process economics optimization problem\n",
     "    - Defining an objective function\n",
     "    - Setting variable bounds\n",
     "    - Adding additional constraints \n",
diff --git a/idaes_examples/notebooks/docs/flowsheets/hda_flowsheet_with_costing_usr.ipynb b/idaes_examples/notebooks/docs/flowsheets/hda_flowsheet_with_costing_usr.ipynb
@@ -45,7 +45,7 @@
     "\n",
     "- Import external pre-built steady-state flowsheets using the IDAES unit model library\n",
     "- Define and add costing blocks using the IDAES Process Costing Framework\n",
-    "- Fomulate and solve a process economics optimization problem\n",
+    "- Formulate and solve a process economics optimization problem\n",
     "    - Defining an objective function\n",
     "    - Setting variable bounds\n",
     "    - Adding additional constraints \n",
diff --git a/idaes_examples/notebooks/docs/flowsheets/hda_flowsheet_with_distillation.ipynb b/idaes_examples/notebooks/docs/flowsheets/hda_flowsheet_with_distillation.ipynb
@@ -47,7 +47,7 @@
     "- Construct a steady-state flowsheet using the IDAES unit model library\n",
     "- Connecting unit models in a  flowsheet using Arcs\n",
     "- Using the SequentialDecomposition tool to initialize a flowsheet with recycle\n",
-    "- Fomulate and solve an optimization problem\n",
+    "- Formulate and solve an optimization problem\n",
     "    - Defining an objective function\n",
     "    - Setting variable bounds\n",
     "    - Adding additional constraints \n",
diff --git a/idaes_examples/notebooks/docs/flowsheets/hda_flowsheet_with_distillation_doc.ipynb b/idaes_examples/notebooks/docs/flowsheets/hda_flowsheet_with_distillation_doc.ipynb
@@ -47,7 +47,7 @@
     "- Construct a steady-state flowsheet using the IDAES unit model library\n",
     "- Connecting unit models in a  flowsheet using Arcs\n",
     "- Using the SequentialDecomposition tool to initialize a flowsheet with recycle\n",
-    "- Fomulate and solve an optimization problem\n",
+    "- Formulate and solve an optimization problem\n",
     "    - Defining an objective function\n",
     "    - Setting variable bounds\n",
     "    - Adding additional constraints \n",
diff --git a/idaes_examples/notebooks/docs/flowsheets/hda_flowsheet_with_distillation_exercise.ipynb b/idaes_examples/notebooks/docs/flowsheets/hda_flowsheet_with_distillation_exercise.ipynb
@@ -47,7 +47,7 @@
     "- Construct a steady-state flowsheet using the IDAES unit model library\n",
     "- Connecting unit models in a  flowsheet using Arcs\n",
     "- Using the SequentialDecomposition tool to initialize a flowsheet with recycle\n",
-    "- Fomulate and solve an optimization problem\n",
+    "- Formulate and solve an optimization problem\n",
     "    - Defining an objective function\n",
     "    - Setting variable bounds\n",
     "    - Adding additional constraints \n",
diff --git a/idaes_examples/notebooks/docs/flowsheets/hda_flowsheet_with_distillation_solution.ipynb b/idaes_examples/notebooks/docs/flowsheets/hda_flowsheet_with_distillation_solution.ipynb
@@ -47,7 +47,7 @@
     "- Construct a steady-state flowsheet using the IDAES unit model library\n",
     "- Connecting unit models in a  flowsheet using Arcs\n",
     "- Using the SequentialDecomposition tool to initialize a flowsheet with recycle\n",
-    "- Fomulate and solve an optimization problem\n",
+    "- Formulate and solve an optimization problem\n",
     "    - Defining an objective function\n",
     "    - Setting variable bounds\n",
     "    - Adding additional constraints \n",
diff --git a/idaes_examples/notebooks/docs/flowsheets/hda_flowsheet_with_distillation_test.ipynb b/idaes_examples/notebooks/docs/flowsheets/hda_flowsheet_with_distillation_test.ipynb
@@ -47,7 +47,7 @@
     "- Construct a steady-state flowsheet using the IDAES unit model library\n",
     "- Connecting unit models in a  flowsheet using Arcs\n",
     "- Using the SequentialDecomposition tool to initialize a flowsheet with recycle\n",
-    "- Fomulate and solve an optimization problem\n",
+    "- Formulate and solve an optimization problem\n",
     "    - Defining an objective function\n",
     "    - Setting variable bounds\n",
     "    - Adding additional constraints \n",
diff --git a/idaes_examples/notebooks/docs/flowsheets/hda_flowsheet_with_distillation_usr.ipynb b/idaes_examples/notebooks/docs/flowsheets/hda_flowsheet_with_distillation_usr.ipynb
@@ -47,7 +47,7 @@
     "- Construct a steady-state flowsheet using the IDAES unit model library\n",
     "- Connecting unit models in a  flowsheet using Arcs\n",
     "- Using the SequentialDecomposition tool to initialize a flowsheet with recycle\n",
-    "- Fomulate and solve an optimization problem\n",
+    "- Formulate and solve an optimization problem\n",
     "    - Defining an objective function\n",
     "    - Setting variable bounds\n",
     "    - Adding additional constraints \n",
diff --git a/idaes_examples/notebooks/docs/power_gen/ngcc/ngcc.ipynb b/idaes_examples/notebooks/docs/power_gen/ngcc/ngcc.ipynb
@@ -2809,7 +2809,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Assert results approximately agree with baseline reoprt\n",
+    "# Assert results approximately agree with baseline report\n",
     "assert pyo.value(m.fs.net_power_mw[0]) == pytest.approx(646)\n",
     "assert pyo.value(m.fs.gross_power[0]) == pytest.approx(-690e6, rel=0.001)\n",
     "assert pyo.value(100 * m.fs.lhv_efficiency[0]) == pytest.approx(52.8, abs=0.1)\n",
diff --git a/idaes_examples/notebooks/docs/power_gen/ngcc/ngcc_doc.ipynb b/idaes_examples/notebooks/docs/power_gen/ngcc/ngcc_doc.ipynb
@@ -2795,7 +2795,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Assert results approximately agree with baseline reoprt\n",
+    "# Assert results approximately agree with baseline report\n",
     "assert pyo.value(m.fs.net_power_mw[0]) == pytest.approx(646)\n",
     "assert pyo.value(m.fs.gross_power[0]) == pytest.approx(-690e6, rel=0.001)\n",
     "assert pyo.value(100 * m.fs.lhv_efficiency[0]) == pytest.approx(52.8, abs=0.1)\n",
diff --git a/idaes_examples/notebooks/docs/power_gen/ngcc/ngcc_test.ipynb b/idaes_examples/notebooks/docs/power_gen/ngcc/ngcc_test.ipynb
@@ -2795,7 +2795,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Assert results approximately agree with baseline reoprt\n",
+    "# Assert results approximately agree with baseline report\n",
     "assert pyo.value(m.fs.net_power_mw[0]) == pytest.approx(646)\n",
     "assert pyo.value(m.fs.gross_power[0]) == pytest.approx(-690e6, rel=0.001)\n",
     "assert pyo.value(100 * m.fs.lhv_efficiency[0]) == pytest.approx(52.8, abs=0.1)\n",
diff --git a/idaes_examples/notebooks/docs/power_gen/ngcc/ngcc_usr.ipynb b/idaes_examples/notebooks/docs/power_gen/ngcc/ngcc_usr.ipynb
@@ -2795,7 +2795,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Assert results approximately agree with baseline reoprt\n",
+    "# Assert results approximately agree with baseline report\n",
     "assert pyo.value(m.fs.net_power_mw[0]) == pytest.approx(646)\n",
     "assert pyo.value(m.fs.gross_power[0]) == pytest.approx(-690e6, rel=0.001)\n",
     "assert pyo.value(100 * m.fs.lhv_efficiency[0]) == pytest.approx(52.8, abs=0.1)\n",
diff --git a/idaes_examples/notebooks/docs/properties/custom/custom_reaction_property_packages.ipynb b/idaes_examples/notebooks/docs/properties/custom/custom_reaction_property_packages.ipynb
@@ -406,7 +406,7 @@
     "        units=pyunits.mol / pyunits.m**3 / pyunits.s,\n",
     "    )\n",
     "\n",
-    "    self.k_eq = Param(initialize=10000, doc=\"Equlibrium constant\", units=pyunits.Pa)"
+    "    self.k_eq = Param(initialize=10000, doc=\"Equilibrium constant\", units=pyunits.Pa)"
    ]
   },
   {
diff --git a/idaes_examples/notebooks/docs/properties/custom/custom_reaction_property_packages_doc.ipynb b/idaes_examples/notebooks/docs/properties/custom/custom_reaction_property_packages_doc.ipynb
@@ -414,7 +414,7 @@
     "        units=pyunits.mol / pyunits.m**3 / pyunits.s,\n",
     "    )\n",
     "\n",
-    "    self.k_eq = Param(initialize=10000, doc=\"Equlibrium constant\", units=pyunits.Pa)"
+    "    self.k_eq = Param(initialize=10000, doc=\"Equilibrium constant\", units=pyunits.Pa)"
    ]
   },
   {
diff --git a/idaes_examples/notebooks/docs/properties/custom/custom_reaction_property_packages_test.ipynb b/idaes_examples/notebooks/docs/properties/custom/custom_reaction_property_packages_test.ipynb
@@ -406,7 +406,7 @@
         "        units=pyunits.mol / pyunits.m**3 / pyunits.s,\n",
         "    )\n",
         "\n",
-        "    self.k_eq = Param(initialize=10000, doc=\"Equlibrium constant\", units=pyunits.Pa)"
+        "    self.k_eq = Param(initialize=10000, doc=\"Equilibrium constant\", units=pyunits.Pa)"
       ]
     },
     {
diff --git a/idaes_examples/notebooks/docs/properties/custom/custom_reaction_property_packages_usr.ipynb b/idaes_examples/notebooks/docs/properties/custom/custom_reaction_property_packages_usr.ipynb
@@ -406,7 +406,7 @@
         "        units=pyunits.mol / pyunits.m**3 / pyunits.s,\n",
         "    )\n",
         "\n",
-        "    self.k_eq = Param(initialize=10000, doc=\"Equlibrium constant\", units=pyunits.Pa)"
+        "    self.k_eq = Param(initialize=10000, doc=\"Equilibrium constant\", units=pyunits.Pa)"
       ]
     },
     {
diff --git a/idaes_examples/notebooks/docs/properties/dictionary_txy_diagrams.ipynb b/idaes_examples/notebooks/docs/properties/dictionary_txy_diagrams.ipynb
@@ -295,7 +295,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "There will be a WARNING from missing scaling factors. This is normal as the Txy diagram function does not know the state definition being used. To learn more about the sacling factor be sure to reed the documentation/examples of the scaling tools."
+    "There will be a WARNING from missing scaling factors. This is normal as the Txy diagram function does not know the state definition being used. To learn more about the scaling factor be sure to reed the documentation/examples of the scaling tools."
    ]
   },
   {
diff --git a/idaes_examples/notebooks/docs/properties/dictionary_txy_diagrams_doc.ipynb b/idaes_examples/notebooks/docs/properties/dictionary_txy_diagrams_doc.ipynb
@@ -295,7 +295,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "There will be a WARNING from missing scaling factors. This is normal as the Txy diagram function does not know the state definition being used. To learn more about the sacling factor be sure to reed the documentation/examples of the scaling tools."
+    "There will be a WARNING from missing scaling factors. This is normal as the Txy diagram function does not know the state definition being used. To learn more about the scaling factor be sure to reed the documentation/examples of the scaling tools."
    ]
   },
   {
diff --git a/idaes_examples/notebooks/docs/properties/dictionary_txy_diagrams_test.ipynb b/idaes_examples/notebooks/docs/properties/dictionary_txy_diagrams_test.ipynb
@@ -295,7 +295,7 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "There will be a WARNING from missing scaling factors. This is normal as the Txy diagram function does not know the state definition being used. To learn more about the sacling factor be sure to reed the documentation/examples of the scaling tools."
+        "There will be a WARNING from missing scaling factors. This is normal as the Txy diagram function does not know the state definition being used. To learn more about the scaling factor be sure to reed the documentation/examples of the scaling tools."
       ]
     },
     {
diff --git a/idaes_examples/notebooks/docs/properties/dictionary_txy_diagrams_usr.ipynb b/idaes_examples/notebooks/docs/properties/dictionary_txy_diagrams_usr.ipynb
@@ -295,7 +295,7 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "There will be a WARNING from missing scaling factors. This is normal as the Txy diagram function does not know the state definition being used. To learn more about the sacling factor be sure to reed the documentation/examples of the scaling tools."
+        "There will be a WARNING from missing scaling factors. This is normal as the Txy diagram function does not know the state definition being used. To learn more about the scaling factor be sure to reed the documentation/examples of the scaling tools."
       ]
     },
     {
diff --git a/idaes_examples/notebooks/docs/tut/core/hda_flowsheet.ipynb b/idaes_examples/notebooks/docs/tut/core/hda_flowsheet.ipynb
@@ -42,7 +42,7 @@
     "- Construct a steady-state flowsheet using the IDAES unit model library\n",
     "- Connecting unit models in a  flowsheet using Arcs\n",
     "- Using the SequentialDecomposition tool to initialize a flowsheet with recycle\n",
-    "- Fomulate and solve an optimization problem\n",
+    "- Formulate and solve an optimization problem\n",
     "    - Defining an objective function\n",
     "    - Setting variable bounds\n",
     "    - Adding additional constraints \n",
diff --git a/idaes_examples/notebooks/docs/tut/core/hda_flowsheet_doc.ipynb b/idaes_examples/notebooks/docs/tut/core/hda_flowsheet_doc.ipynb
@@ -42,7 +42,7 @@
     "- Construct a steady-state flowsheet using the IDAES unit model library\n",
     "- Connecting unit models in a  flowsheet using Arcs\n",
     "- Using the SequentialDecomposition tool to initialize a flowsheet with recycle\n",
-    "- Fomulate and solve an optimization problem\n",
+    "- Formulate and solve an optimization problem\n",
     "    - Defining an objective function\n",
     "    - Setting variable bounds\n",
     "    - Adding additional constraints \n",
diff --git a/idaes_examples/notebooks/docs/tut/core/hda_flowsheet_exercise.ipynb b/idaes_examples/notebooks/docs/tut/core/hda_flowsheet_exercise.ipynb
@@ -42,7 +42,7 @@
     "- Construct a steady-state flowsheet using the IDAES unit model library\n",
     "- Connecting unit models in a  flowsheet using Arcs\n",
     "- Using the SequentialDecomposition tool to initialize a flowsheet with recycle\n",
-    "- Fomulate and solve an optimization problem\n",
+    "- Formulate and solve an optimization problem\n",
     "    - Defining an objective function\n",
     "    - Setting variable bounds\n",
     "    - Adding additional constraints \n",
diff --git a/idaes_examples/notebooks/docs/tut/core/hda_flowsheet_solution.ipynb b/idaes_examples/notebooks/docs/tut/core/hda_flowsheet_solution.ipynb
@@ -42,7 +42,7 @@
     "- Construct a steady-state flowsheet using the IDAES unit model library\n",
     "- Connecting unit models in a  flowsheet using Arcs\n",
     "- Using the SequentialDecomposition tool to initialize a flowsheet with recycle\n",
-    "- Fomulate and solve an optimization problem\n",
+    "- Formulate and solve an optimization problem\n",
     "    - Defining an objective function\n",
     "    - Setting variable bounds\n",
     "    - Adding additional constraints \n",
diff --git a/idaes_examples/notebooks/docs/tut/core/hda_flowsheet_test.ipynb b/idaes_examples/notebooks/docs/tut/core/hda_flowsheet_test.ipynb
@@ -42,7 +42,7 @@
     "- Construct a steady-state flowsheet using the IDAES unit model library\n",
     "- Connecting unit models in a  flowsheet using Arcs\n",
     "- Using the SequentialDecomposition tool to initialize a flowsheet with recycle\n",
-    "- Fomulate and solve an optimization problem\n",
+    "- Formulate and solve an optimization problem\n",
     "    - Defining an objective function\n",
     "    - Setting variable bounds\n",
     "    - Adding additional constraints \n",
diff --git a/idaes_examples/notebooks/docs/tut/core/hda_flowsheet_usr.ipynb b/idaes_examples/notebooks/docs/tut/core/hda_flowsheet_usr.ipynb
@@ -42,7 +42,7 @@
     "- Construct a steady-state flowsheet using the IDAES unit model library\n",
     "- Connecting unit models in a  flowsheet using Arcs\n",
     "- Using the SequentialDecomposition tool to initialize a flowsheet with recycle\n",
-    "- Fomulate and solve an optimization problem\n",
+    "- Formulate and solve an optimization problem\n",
     "    - Defining an objective function\n",
     "    - Setting variable bounds\n",
     "    - Adding additional constraints \n",
diff --git a/idaes_examples/notebooks/docs/unit_models/reactors/cstr.ipynb b/idaes_examples/notebooks/docs/unit_models/reactors/cstr.ipynb
@@ -42,7 +42,7 @@
     "- Call and implement the IDAES CSTR unit model\n",
     "- Construct a steady-state flowsheet using the IDAES unit model library\n",
     "- Connecting unit models in a flowsheet using Arcs\n",
-    "- Fomulate and solve an optimization problem\n",
+    "- Formulate and solve an optimization problem\n",
     "    - Defining an objective function\n",
     "    - Setting variable bounds\n",
     "    - Adding additional constraints \n",
diff --git a/idaes_examples/notebooks/docs/unit_models/reactors/cstr_doc.ipynb b/idaes_examples/notebooks/docs/unit_models/reactors/cstr_doc.ipynb
@@ -42,7 +42,7 @@
         "- Call and implement the IDAES CSTR unit model\n",
         "- Construct a steady-state flowsheet using the IDAES unit model library\n",
         "- Connecting unit models in a flowsheet using Arcs\n",
-        "- Fomulate and solve an optimization problem\n",
+        "- Formulate and solve an optimization problem\n",
         "    - Defining an objective function\n",
         "    - Setting variable bounds\n",
         "    - Adding additional constraints \n",
diff --git a/idaes_examples/notebooks/docs/unit_models/reactors/cstr_test.ipynb b/idaes_examples/notebooks/docs/unit_models/reactors/cstr_test.ipynb
@@ -42,7 +42,7 @@
         "- Call and implement the IDAES CSTR unit model\n",
         "- Construct a steady-state flowsheet using the IDAES unit model library\n",
         "- Connecting unit models in a flowsheet using Arcs\n",
-        "- Fomulate and solve an optimization problem\n",
+        "- Formulate and solve an optimization problem\n",
         "    - Defining an objective function\n",
         "    - Setting variable bounds\n",
         "    - Adding additional constraints \n",
diff --git a/idaes_examples/notebooks/docs/unit_models/reactors/cstr_usr.ipynb b/idaes_examples/notebooks/docs/unit_models/reactors/cstr_usr.ipynb
@@ -42,7 +42,7 @@
         "- Call and implement the IDAES CSTR unit model\n",
         "- Construct a steady-state flowsheet using the IDAES unit model library\n",
         "- Connecting unit models in a flowsheet using Arcs\n",
-        "- Fomulate and solve an optimization problem\n",
+        "- Formulate and solve an optimization problem\n",
         "    - Defining an objective function\n",
         "    - Setting variable bounds\n",
         "    - Adding additional constraints \n",
diff --git a/idaes_examples/notebooks/docs/unit_models/reactors/equilibrium_reactor.ipynb b/idaes_examples/notebooks/docs/unit_models/reactors/equilibrium_reactor.ipynb
@@ -42,7 +42,7 @@
     "- Call and implement the IDAES EquilibriumReactor unit model\n",
     "- Construct a steady-state flowsheet using the IDAES unit model library\n",
     "- Connecting unit models in a flowsheet using Arcs\n",
-    "- Fomulate and solve an optimization problem\n",
+    "- Formulate and solve an optimization problem\n",
     "    - Defining an objective function\n",
     "    - Setting variable bounds\n",
     "    - Adding additional constraints \n",
diff --git a/idaes_examples/notebooks/docs/unit_models/reactors/equilibrium_reactor_doc.ipynb b/idaes_examples/notebooks/docs/unit_models/reactors/equilibrium_reactor_doc.ipynb
@@ -42,7 +42,7 @@
         "- Call and implement the IDAES EquilibriumReactor unit model\n",
         "- Construct a steady-state flowsheet using the IDAES unit model library\n",
         "- Connecting unit models in a flowsheet using Arcs\n",
-        "- Fomulate and solve an optimization problem\n",
+        "- Formulate and solve an optimization problem\n",
         "    - Defining an objective function\n",
         "    - Setting variable bounds\n",
         "    - Adding additional constraints \n",
diff --git a/idaes_examples/notebooks/docs/unit_models/reactors/equilibrium_reactor_test.ipynb b/idaes_examples/notebooks/docs/unit_models/reactors/equilibrium_reactor_test.ipynb
diff --git a/idaes_examples/notebooks/docs/unit_models/reactors/equilibrium_reactor_usr.ipynb b/idaes_examples/notebooks/docs/unit_models/reactors/equilibrium_reactor_usr.ipynb
diff --git a/idaes_examples/notebooks/docs/unit_models/reactors/gibbs_reactor.ipynb b/idaes_examples/notebooks/docs/unit_models/reactors/gibbs_reactor.ipynb
diff --git a/idaes_examples/notebooks/docs/unit_models/reactors/gibbs_reactor_doc.ipynb b/idaes_examples/notebooks/docs/unit_models/reactors/gibbs_reactor_doc.ipynb
diff --git a/idaes_examples/notebooks/docs/unit_models/reactors/gibbs_reactor_test.ipynb b/idaes_examples/notebooks/docs/unit_models/reactors/gibbs_reactor_test.ipynb
diff --git a/idaes_examples/notebooks/docs/unit_models/reactors/gibbs_reactor_usr.ipynb b/idaes_examples/notebooks/docs/unit_models/reactors/gibbs_reactor_usr.ipynb
diff --git a/idaes_examples/notebooks/docs/unit_models/reactors/plug_flow_reactor.ipynb b/idaes_examples/notebooks/docs/unit_models/reactors/plug_flow_reactor.ipynb
diff --git a/idaes_examples/notebooks/docs/unit_models/reactors/plug_flow_reactor_doc.ipynb b/idaes_examples/notebooks/docs/unit_models/reactors/plug_flow_reactor_doc.ipynb
diff --git a/idaes_examples/notebooks/docs/unit_models/reactors/plug_flow_reactor_test.ipynb b/idaes_examples/notebooks/docs/unit_models/reactors/plug_flow_reactor_test.ipynb
diff --git a/idaes_examples/notebooks/docs/unit_models/reactors/plug_flow_reactor_usr.ipynb b/idaes_examples/notebooks/docs/unit_models/reactors/plug_flow_reactor_usr.ipynb
diff --git a/idaes_examples/notebooks/docs/unit_models/reactors/stoichiometric_reactor.ipynb b/idaes_examples/notebooks/docs/unit_models/reactors/stoichiometric_reactor.ipynb
diff --git a/idaes_examples/notebooks/docs/unit_models/reactors/stoichiometric_reactor_doc.ipynb b/idaes_examples/notebooks/docs/unit_models/reactors/stoichiometric_reactor_doc.ipynb
diff --git a/idaes_examples/notebooks/docs/unit_models/reactors/stoichiometric_reactor_test.ipynb b/idaes_examples/notebooks/docs/unit_models/reactors/stoichiometric_reactor_test.ipynb
diff --git a/idaes_examples/notebooks/docs/unit_models/reactors/stoichiometric_reactor_usr.ipynb b/idaes_examples/notebooks/docs/unit_models/reactors/stoichiometric_reactor_usr.ipynb

Original file line number	Diff line number	Diff line change
`@@ -199,7 +199,7 @@`
`199`	`199`	`"cell_type": "markdown",`
`200`	`200`	`"metadata": {},`
`201`	`201`	`"source": [`
`202`		`- "To start, we inidcate that the choice to place an atom is fixed so that each canvas site is required to have an atom. This simplifies the problem significantly and results in a model that will seek to find the optimal labeling of metals on the nanocluster. "`
	`202`	`+ "To start, we indicate that the choice to place an atom is fixed so that each canvas site is required to have an atom. This simplifies the problem significantly and results in a model that will seek to find the optimal labeling of metals on the nanocluster. "`
`203`	`203`	`]`
`204`	`204`	`},`
`205`	`205`	`{`
Original file line number	Diff line number	Diff line change
`@@ -211,7 +211,7 @@`
`211`	`211`	`"source": [`
`212`	`212`	`"First, we introduce two rules to fix special sites in the design. \n",`
`213`	`213`	`"We fix the bottom two layers of atoms to exist, creating underlying bulk layers above which we will introduce nanostruced defets.\n",`
`214`		`- "We also fix an arbitrary atom in the top layer, breaking symmetry of the design space and resulting in easier to solve opitmization problems without actually restricting the designs that can be possibly represented. "`
	`214`	`+ "We also fix an arbitrary atom in the top layer, breaking symmetry of the design space and resulting in easier to solve optimization problems without actually restricting the designs that can be possibly represented. "`
`215`	`215`	`]`
`216`	`216`	`},`
`217`	`217`	`{`
Original file line number	Diff line number	Diff line change
`@@ -849,7 +849,7 @@ def scale_flowsheet(m):`
`849`	`849`	`m.fs.flash.control_volume.properties_out[0].mole_frac_comp, 1e1`
`850`	`850`	`)`
`851`	`851`
`852`		`- # hide missing scaling factor wornings`
	`852`	`+ # hide missing scaling factor warnings`
`853`	`853`	`scaling_log = idaeslog.getLogger("idaes.core.util.scaling", level=idaeslog.ERROR)`
`854`	`854`
`855`	`855`	`iscale.calculate_scaling_factors(m)`
Original file line number	Diff line number	Diff line change
`@@ -521,7 +521,7 @@ def _add_tags(self):`
`521`	`521`	`format_string="{:.3f}",`
`522`	`522`	`display_units=pyo.units.kJ / pyo.units.mol,`
`523`	`523`	`)`
`524`		`- # Tag some important model quntities`
	`524`	`+ # Tag some important model quantities`
`525`	`525`	`self.tags = iutil.ModelTagGroup()`
`526`	`526`	`self.tags["power"] = iutil.ModelTag(`
`527`	`527`	`doc=f"Steam turbine electric power output",`
Original file line number	Diff line number	Diff line change
`@@ -140,7 +140,9 @@ def build(self):`
`140`	`140`	`units=pyunits.mol / pyunits.m3 / pyunits.s / pyunits.Pa2,`
`141`	`141`	`)`
`142`	`142`
`143`		`- self.k_eq = Param(initialize=10000, doc="Equlibrium constant", units=pyunits.Pa)`
	`143`	`+ self.k_eq = Param(`
	`144`	`+ initialize=10000, doc="Equilibrium constant", units=pyunits.Pa`
	`145`	`+ )`
`144`	`146`
`145`	`147`	`self.reaction_rate = Var(`
`146`	`148`	`self.params.rate_reaction_idx,`