Textual changes (#70)

notebooks/01/production-planning-basic.ipynb

@@ -285,13 +285,17 @@
     "\n",
     "The first method is to use `pyo.Objective()` where the expression to be optimized is assigned with the `expr` keyword and the type of objective is assigned with the `sense` keyword.\n",
     "\n",
+    "```python\n",
     "    model.profit = pyo.Objective(expr = model.revenue - model.cost, sense = pyo.maximize)\n",
+    "```\n",
     "    \n",
     "Recent releases of Pyomo provide a second method that uses Python [decorators](https://peps.python.org/pep-0318/) to specify an objective. With a decorator, the same objective is written as\n",
     "\n",
+    "```python\n",
     "    @model.Objective(sense = pyo.maximize)\n",
     "    def profit(m):\n",
     "        return m.revenue - m.cost\n",
+    "```\n",
     "\n",
     "Python decorators modify the behavior of the function defined in the next line.  In this case, the decorator `@model.Objective()` modifies the behavior of `profit()` so that it returns an expression for the profit to Pyomo. The keyword `sense` sets the type of objective, which can either be to maximize or minimize the value returned by the objective function. The function `profit()`, after being decorated, takes the Pyomo model as its first argument and adds its name to the model attributes.\n",
     "\n",

notebooks/01/production-planning.ipynb

@@ -31,14 +31,14 @@
    "source": [
     "## Problem statement\n",
     "\n",
-    "A company produces two versions of a product. Each version is made from the same raw material that costs 10$ per gram, and each version requires two different types of specialized labor to finish. $U$ is the higher priced version of the product. $U$ sells for 270$ per unit and requires 10 grams of raw material, one hour of labor type $A$, two hours of labor type $B$. Due to the higher price, the market demand for $U$ is limited to 40 units per week. $V$ is the lower priced version of the product with unlimited demand that sells for 210$ per unit and requires 9 grams of raw material, 1 hour of labor type $A$ and 1 hour of labor type $B$. This data is summarized in the following table:\n",
+    "A company produces two versions of a product. Each version is made from the same raw material that costs 10 per gram, and each version requires two different types of specialized labor to finish. $U$ is the higher priced version of the product. $U$ sells for 270 per unit and requires 10 grams of raw material, one hour of labor type $A$, two hours of labor type $B$. Due to the higher price, the market demand for $U$ is limited to 40 units per week. $V$ is the lower priced version of the product with unlimited demand that sells for 210 per unit and requires 9 grams of raw material, 1 hour of labor type $A$ and 1 hour of labor type $B$. This data is summarized in the following table:\n",
     "\n",
     "<div align=\"center\">\n",
     "\n",
     "| Version | Raw Material <br> required | Labor A <br> required | Labor B <br> required | Market <br> Demand | Price |\n",
     "| :-: | :-: | :-: | :-: | :-: | :-: | \n",
-    "| U | 10 g | 1 hr | 2 hr | $\\leq$ 40 units | 270$ |\n",
-    "| V |  9 g | 1 hr | 1 hr | unlimited | 210$ |\n",
+    "| U | 10 g | 1 hr | 2 hr | $\\leq$ 40 units | 270 |\n",
+    "| V |  9 g | 1 hr | 1 hr | unlimited | 210 |\n",
     "\n",
     "</div>\n",
     "\n",
@@ -48,9 +48,9 @@
     "\n",
     "| Resource | Amount <br> Available | Cost | \n",
     "| :-: | :-: | :-: |\n",
-    "| Raw Material | unlimited | 10$ / g |\n",
-    "| Labor A | 80 hours/week | 50$ / hour |\n",
-    "| Labor B | 100 hours/week | 40$ / hour | \n",
+    "| Raw Material | unlimited | 10 / g |\n",
+    "| Labor A | 80 hours/week | 50 / hour |\n",
+    "| Labor B | 100 hours/week | 40 / hour | \n",
     "\n",
     "</div>\n",
     "\n",