correct "inturn" to "in turn"

idaes_examples/notebooks/docs/surrogates/sco2/alamo/surrogate_embedding.ipynb

@@ -306,7 +306,7 @@
     "3. `Return the state of the model` to where it originally started (with the exception of variable values). Any variable that was fixed or constraint that was deactivated during initialization should be unfixed or reactivated, so that the degrees of freedom are restored to what they were before the initialization began.\n",
     "\n",
     "\n",
-    "Thus, we start with fixing the state variables. Here since enth_mol and entr_mol are a function of pressure and temperature, we do not fix them as fixing pressure and temperature would inturn fix them. So, we check if a state variable if fixed or not, if it is fixed then we do not change them, if they are not fixed then we check for an initial guess from the `state_args`, if we get a value then we fix the variable with state_args, else we fix it with the value provided by the user. This should bring the degrees of freedom to 0. Here since we do not have any variable/constrained that we have unfixed/deactivated we can skip step 2 and move to step 3. We unfix the variables that were fixed in step 1 using the `release_state` function. "
+    "Thus, we start with fixing the state variables. Here since enth_mol and entr_mol are a function of pressure and temperature, we do not fix them as fixing pressure and temperature would in turn fix them. So, we check if a state variable if fixed or not, if it is fixed then we do not change them, if they are not fixed then we check for an initial guess from the `state_args`, if we get a value then we fix the variable with state_args, else we fix it with the value provided by the user. This should bring the degrees of freedom to 0. Here since we do not have any variable/constrained that we have unfixed/deactivated we can skip step 2 and move to step 3. We unfix the variables that were fixed in step 1 using the `release_state` function. "
    ]
   },
   {

idaes_examples/notebooks/docs/surrogates/sco2/alamo/surrogate_embedding_doc.ipynb

@@ -306,7 +306,7 @@
         "3. `Return the state of the model` to where it originally started (with the exception of variable values). Any variable that was fixed or constraint that was deactivated during initialization should be unfixed or reactivated, so that the degrees of freedom are restored to what they were before the initialization began.\n",
         "\n",
         "\n",
-        "Thus, we start with fixing the state variables. Here since enth_mol and entr_mol are a function of pressure and temperature, we do not fix them as fixing pressure and temperature would inturn fix them. So, we check if a state variable if fixed or not, if it is fixed then we do not change them, if they are not fixed then we check for an initial guess from the `state_args`, if we get a value then we fix the variable with state_args, else we fix it with the value provided by the user. This should bring the degrees of freedom to 0. Here since we do not have any variable/constrained that we have unfixed/deactivated we can skip step 2 and move to step 3. We unfix the variables that were fixed in step 1 using the `release_state` function. "
+        "Thus, we start with fixing the state variables. Here since enth_mol and entr_mol are a function of pressure and temperature, we do not fix them as fixing pressure and temperature would in turn fix them. So, we check if a state variable if fixed or not, if it is fixed then we do not change them, if they are not fixed then we check for an initial guess from the `state_args`, if we get a value then we fix the variable with state_args, else we fix it with the value provided by the user. This should bring the degrees of freedom to 0. Here since we do not have any variable/constrained that we have unfixed/deactivated we can skip step 2 and move to step 3. We unfix the variables that were fixed in step 1 using the `release_state` function. "
       ]
     },
     {

idaes_examples/notebooks/docs/surrogates/sco2/alamo/surrogate_embedding_test.ipynb

@@ -306,7 +306,7 @@
         "3. `Return the state of the model` to where it originally started (with the exception of variable values). Any variable that was fixed or constraint that was deactivated during initialization should be unfixed or reactivated, so that the degrees of freedom are restored to what they were before the initialization began.\n",
         "\n",
         "\n",
-        "Thus, we start with fixing the state variables. Here since enth_mol and entr_mol are a function of pressure and temperature, we do not fix them as fixing pressure and temperature would inturn fix them. So, we check if a state variable if fixed or not, if it is fixed then we do not change them, if they are not fixed then we check for an initial guess from the `state_args`, if we get a value then we fix the variable with state_args, else we fix it with the value provided by the user. This should bring the degrees of freedom to 0. Here since we do not have any variable/constrained that we have unfixed/deactivated we can skip step 2 and move to step 3. We unfix the variables that were fixed in step 1 using the `release_state` function. "
+        "Thus, we start with fixing the state variables. Here since enth_mol and entr_mol are a function of pressure and temperature, we do not fix them as fixing pressure and temperature would in turn fix them. So, we check if a state variable if fixed or not, if it is fixed then we do not change them, if they are not fixed then we check for an initial guess from the `state_args`, if we get a value then we fix the variable with state_args, else we fix it with the value provided by the user. This should bring the degrees of freedom to 0. Here since we do not have any variable/constrained that we have unfixed/deactivated we can skip step 2 and move to step 3. We unfix the variables that were fixed in step 1 using the `release_state` function. "
       ]
     },
     {

idaes_examples/notebooks/docs/surrogates/sco2/alamo/surrogate_embedding_usr.ipynb

@@ -309,7 +309,7 @@
         "3. `Return the state of the model` to where it originally started (with the exception of variable values). Any variable that was fixed or constraint that was deactivated during initialization should be unfixed or reactivated, so that the degrees of freedom are restored to what they were before the initialization began.\n",
         "\n",
         "\n",
-        "Thus, we start with fixing the state variables. Here since enth_mol and entr_mol are a function of pressure and temperature, we do not fix them as fixing pressure and temperature would inturn fix them. So, we check if a state variable if fixed or not, if it is fixed then we do not change them, if they are not fixed then we check for an initial guess from the `state_args`, if we get a value then we fix the variable with state_args, else we fix it with the value provided by the user. This should bring the degrees of freedom to 0. Here since we do not have any variable/constrained that we have unfixed/deactivated we can skip step 2 and move to step 3. We unfix the variables that were fixed in step 1 using the `release_state` function. "
+        "Thus, we start with fixing the state variables. Here since enth_mol and entr_mol are a function of pressure and temperature, we do not fix them as fixing pressure and temperature would in turn fix them. So, we check if a state variable if fixed or not, if it is fixed then we do not change them, if they are not fixed then we check for an initial guess from the `state_args`, if we get a value then we fix the variable with state_args, else we fix it with the value provided by the user. This should bring the degrees of freedom to 0. Here since we do not have any variable/constrained that we have unfixed/deactivated we can skip step 2 and move to step 3. We unfix the variables that were fixed in step 1 using the `release_state` function. "
       ]
     },
     {