diff --git a/notebooks/sir/julia.ipynb b/notebooks/sir/julia.ipynb
index 34b64bbc5..e2972d4ce 100644
--- a/notebooks/sir/julia.ipynb
+++ b/notebooks/sir/julia.ipynb
@@ -20,7 +20,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -29,41 +29,31 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "┌ Warning: Symbolic calculations could not initiate. Likely there's a function which is not differentiable by SymEngine.\n",
-      "└ @ ParameterizedFunctions C:\\Users\\Chris Rackauckas\\.julia\\dev\\ParameterizedFunctions\\src\\ode_def_opts.jl:244\n"
-     ]
-    },
-    {
-     "ename": "ErrorException",
-     "evalue": "invalid redefinition of constant SIRModel",
-     "output_type": "error",
-     "traceback": [
-      "invalid redefinition of constant SIRModel",
-      "",
-      "Stacktrace:",
-      " [1] top-level scope at C:\\Users\\Chris Rackauckas\\.julia\\dev\\ParameterizedFunctions\\src\\utils.jl:2",
-      " [2] top-level scope at In[10]:1"
-     ]
+     "data": {
+      "text/plain": [
+       "#358 (generic function with 2 methods)"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
-    "sir_ode = @ode_def SIRModel begin\n",
-    "    dS = -b*S*I\n",
-    "    dI = b*S*I-g*I\n",
-    "    dR = g*I\n",
+    "sir_ode = @ode_def begin\n",
+    "    ds = -b*s*i\n",
+    "    di = b*s*i-g*i\n",
+    "    dr = g*i\n",
     "end b g"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -72,7 +62,7 @@
        "(0.0, 200.0)"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -85,7 +75,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -96,7 +86,7 @@
        "u0: [0.99, 0.01, 0.0]"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -107,7 +97,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -171,7 +161,7 @@
        " [0.20984, 0.0144731, 0.775687]    "
       ]
      },
-     "execution_count": 13,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -189,16 +179,33 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 6,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
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+       "        });\n",
+       "        require(['plotly'], function(Plotly) {\n",
+       "            window.Plotly = Plotly;\n",
+       "        });\n",
+       "    </script>\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "using Plots"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -207,134 +214,134 @@
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@@ -537,7 +544,7 @@
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-     "execution_count": 15,
+     "execution_count": 7,
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@@ -988,7 +995,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -1052,7 +1059,7 @@
        " [0.20984, 0.0144731, 0.775687]    "
       ]
      },
-     "execution_count": 16,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }