diff --git a/_sources/chap07.ipynb b/_sources/chap07.ipynb
index 6f6ea57..4cd3130 100644
--- a/_sources/chap07.ipynb
+++ b/_sources/chap07.ipynb
@@ -12,7 +12,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "id": "f0c8eb18",
    "metadata": {
     "tags": [
@@ -71,7 +71,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 2,
    "id": "6b8569b8-1576-45d2-99f6-c7a2c7e100c4",
    "metadata": {},
    "outputs": [
@@ -100,7 +100,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "id": "6cb5b573-601c-42f5-a940-f1a4d244f990",
    "metadata": {},
    "outputs": [
@@ -130,7 +130,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "id": "7040a890-6619-4ad2-b0bf-b094a5a0e43d",
    "metadata": {},
    "outputs": [],
@@ -150,7 +150,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "id": "40fd553c-693c-4ffc-8e49-1d7de3c4d4a7",
    "metadata": {},
    "outputs": [],
@@ -171,7 +171,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 6,
    "id": "8a34174b-5a77-482a-8480-14cfdff16339",
    "metadata": {},
    "outputs": [],
@@ -193,7 +193,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 7,
    "id": "0909121d-5218-49ca-b03e-258206f00e40",
    "metadata": {},
    "outputs": [],
@@ -215,7 +215,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 8,
    "id": "3c4d8138-ddf6-46fe-a940-a7042617ceb1",
    "metadata": {},
    "outputs": [
@@ -225,7 +225,7 @@
        "False"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -236,7 +236,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 9,
    "id": "5c463051-b737-49ab-a1d7-4be66fd8331f",
    "metadata": {},
    "outputs": [
@@ -246,7 +246,7 @@
        "True"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -280,7 +280,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 10,
    "id": "a7b7ac52-64a6-4dd9-98f5-b772a5e0f161",
    "metadata": {
     "tags": [
@@ -303,7 +303,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 11,
    "id": "1ad13ce7-99be-4412-8e0b-978fe6de25f2",
    "metadata": {},
    "outputs": [],
@@ -321,7 +321,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 12,
    "id": "dc2054e6-d8e8-4a06-a1ea-5cfcf4ccf1e0",
    "metadata": {},
    "outputs": [
@@ -331,7 +331,7 @@
        "'aa\\n'"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -357,7 +357,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 13,
    "id": "eaea1520-0fb3-4ef3-be6e-9e1cdcccf39f",
    "metadata": {},
    "outputs": [
@@ -367,7 +367,7 @@
        "'aah\\n'"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -387,7 +387,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 14,
    "id": "f602bfb6-7a93-4fb8-ade6-6784155a6f1a",
    "metadata": {},
    "outputs": [
@@ -397,7 +397,7 @@
        "'aah'"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -420,7 +420,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 15,
    "id": "cf3b8b7e-5fc7-4bb1-b628-09277bdc5a0d",
    "metadata": {
     "tags": [
@@ -77552,13 +77552,7 @@
       "proas\n",
       "probabilities\n",
       "probability\n",
-      "probable\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
+      "probable\n",
       "probably\n",
       "proband\n",
       "probands\n",
@@ -90586,13 +90580,7 @@
       "shekels\n",
       "shelduck\n",
       "shelducks\n",
-      "shelf\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
+      "shelf\n",
       "shelfful\n",
       "shelffuls\n",
       "shell\n",
@@ -114261,7 +114249,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 16,
    "id": "6bf8a104",
    "metadata": {},
    "outputs": [
@@ -114271,7 +114259,7 @@
        "5"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -114291,7 +114279,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 17,
    "id": "0fe7ae60",
    "metadata": {},
    "outputs": [
@@ -114301,7 +114289,7 @@
        "7"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -114321,7 +114309,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 18,
    "id": "8a09bc24",
    "metadata": {
     "tags": [
@@ -114337,7 +114325,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 19,
    "id": "36a45674-7f41-4850-98f1-2548574ce958",
    "metadata": {
     "tags": [
@@ -114379,7 +114367,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 20,
    "id": "ba2ab90b",
    "metadata": {
     "tags": [
@@ -114393,7 +114381,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 21,
    "id": "88496dc4",
    "metadata": {},
    "outputs": [
@@ -114403,7 +114391,7 @@
        "8"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 21,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -114425,13 +114413,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 22,
    "id": "4a0c46b9",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "NameError",
+     "evalue": "name 'z' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31mNameError\u001b[0m\u001b[0;31m:\u001b[0m name 'z' is not defined\n"
+     ]
+    }
+   ],
    "source": [
     "\n",
-    "y = y + 1"
+    "z = z + 1"
    ]
   },
   {
@@ -114445,7 +114442,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 23,
    "id": "2220d826",
    "metadata": {},
    "outputs": [
@@ -114455,15 +114452,15 @@
        "1"
       ]
      },
-     "execution_count": 24,
+     "execution_count": 23,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "y = 0\n",
-    "y = y + 1\n",
-    "y"
+    "z = 0\n",
+    "z = z + 1\n",
+    "z"
    ]
   },
   {
@@ -114478,7 +114475,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 24,
    "id": "d8e1ac5a",
    "metadata": {},
    "outputs": [
@@ -114488,14 +114485,14 @@
        "3"
       ]
      },
-     "execution_count": 25,
+     "execution_count": 24,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "y += 2\n",
-    "y"
+    "z += 2\n",
+    "z"
    ]
   },
   {
@@ -114518,7 +114515,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 25,
    "id": "0afd8f88",
    "metadata": {},
    "outputs": [],
@@ -114542,7 +114539,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 26,
    "id": "8686b2eb-c610-4d29-a942-2ef8f53e5e36",
    "metadata": {},
    "outputs": [
@@ -114552,7 +114549,7 @@
        "113783"
       ]
      },
-     "execution_count": 27,
+     "execution_count": 26,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -114573,7 +114570,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 27,
    "id": "89a05280",
    "metadata": {},
    "outputs": [],
@@ -114598,7 +114595,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 28,
    "id": "9d29b5e9",
    "metadata": {},
    "outputs": [
@@ -114608,7 +114605,7 @@
        "76162"
       ]
      },
-     "execution_count": 29,
+     "execution_count": 28,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -114627,7 +114624,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 29,
    "id": "304dfd86",
    "metadata": {},
    "outputs": [
@@ -114637,7 +114634,7 @@
        "66.93618554617122"
       ]
      },
-     "execution_count": 30,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -114667,7 +114664,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 30,
    "id": "fe6431b7",
    "metadata": {},
    "outputs": [
@@ -114677,7 +114674,7 @@
        "False"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 30,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -114697,7 +114694,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 31,
    "id": "85d3fba6",
    "metadata": {},
    "outputs": [],
@@ -114719,7 +114716,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 32,
    "id": "2d653847",
    "metadata": {},
    "outputs": [],
@@ -114739,7 +114736,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 33,
    "id": "a92a81bc",
    "metadata": {},
    "outputs": [
@@ -114749,7 +114746,7 @@
        "'gadsby'"
       ]
      },
-     "execution_count": 34,
+     "execution_count": 33,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -114768,7 +114765,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 34,
    "id": "d15f83a4",
    "metadata": {},
    "outputs": [
@@ -114778,7 +114775,7 @@
        "'Gadsby'"
       ]
      },
-     "execution_count": 35,
+     "execution_count": 34,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -114797,7 +114794,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 35,
    "id": "e7958af4",
    "metadata": {},
    "outputs": [],
@@ -114808,7 +114805,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 36,
    "id": "020a57a7",
    "metadata": {},
    "outputs": [
@@ -114818,7 +114815,7 @@
        "False"
       ]
      },
-     "execution_count": 37,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -114829,7 +114826,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 37,
    "id": "0b979b20",
    "metadata": {},
    "outputs": [
@@ -114839,7 +114836,7 @@
        "True"
       ]
      },
-     "execution_count": 38,
+     "execution_count": 37,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -114861,7 +114858,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 38,
    "id": "bd29ff63",
    "metadata": {},
    "outputs": [],
@@ -114883,7 +114880,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 39,
    "id": "9369fb05",
    "metadata": {},
    "outputs": [
@@ -114893,7 +114890,7 @@
        "True"
       ]
      },
-     "execution_count": 40,
+     "execution_count": 39,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -114912,7 +114909,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 40,
    "id": "eb32713a",
    "metadata": {},
    "outputs": [
@@ -114922,7 +114919,7 @@
        "False"
       ]
      },
-     "execution_count": 41,
+     "execution_count": 40,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -114941,7 +114938,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 41,
    "id": "7e65a9fb",
    "metadata": {},
    "outputs": [
@@ -114951,7 +114948,7 @@
        "True"
       ]
      },
-     "execution_count": 42,
+     "execution_count": 41,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -114988,7 +114985,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 42,
    "id": "3982e7d3",
    "metadata": {},
    "outputs": [],
@@ -115025,7 +115022,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 43,
    "id": "40ef00d3",
    "metadata": {},
    "outputs": [],
@@ -115047,7 +115044,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 44,
    "id": "f37cfd36",
    "metadata": {},
    "outputs": [],
@@ -115070,7 +115067,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 45,
    "id": "58c916cc",
    "metadata": {},
    "outputs": [],
@@ -115100,7 +115097,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 46,
    "id": "7a325745",
    "metadata": {},
    "outputs": [
@@ -115184,14 +115181,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 47,
    "id": "bc58db59",
    "metadata": {
     "tags": [
      "remove-print"
     ]
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Exception reporting mode: Verbose\n"
+     ]
+    }
+   ],
    "source": [
     "# This cell tells Jupyter to provide detailed debugging information\n",
     "# when a runtime error occurs. Run it before working on the exercises.\n",
@@ -115839,14 +115844,6 @@
    ],
    "source": []
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "102df097",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
   {
    "cell_type": "markdown",
    "id": "a7f4edf8",
diff --git a/chap07.html b/chap07.html
index 1aa0deb..9274314 100644
--- a/chap07.html
+++ b/chap07.html
@@ -643,7 +643,12 @@ <h2><span class="section-number">7.3. </span>Updating variables<a class="headerl
 <p>If you try to update a variable that doesn’t exist, you get an error, because Python evaluates the expression on the right before it assigns a value to the variable on the left.</p>
 <div class="cell docutils container">
 <div class="cell_input docutils container">
-<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">y</span> <span class="o">=</span> <span class="n">y</span> <span class="o">+</span> <span class="mi">1</span>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">z</span> <span class="o">=</span> <span class="n">z</span> <span class="o">+</span> <span class="mi">1</span>
+</pre></div>
+</div>
+</div>
+<div class="cell_output docutils container">
+<div class="output traceback highlight-ipythontb notranslate"><div class="highlight"><pre><span></span><span class="ne">NameError</span>: name &#39;z&#39; is not defined
 </pre></div>
 </div>
 </div>
@@ -652,9 +657,9 @@ <h2><span class="section-number">7.3. </span>Updating variables<a class="headerl
 with a simple assignment:</p>
 <div class="cell docutils container">
 <div class="cell_input docutils container">
-<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">y</span> <span class="o">=</span> <span class="mi">0</span>
-<span class="n">y</span> <span class="o">=</span> <span class="n">y</span> <span class="o">+</span> <span class="mi">1</span>
-<span class="n">y</span>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">z</span> <span class="o">=</span> <span class="mi">0</span>
+<span class="n">z</span> <span class="o">=</span> <span class="n">z</span> <span class="o">+</span> <span class="mi">1</span>
+<span class="n">z</span>
 </pre></div>
 </div>
 </div>
@@ -669,8 +674,8 @@ <h2><span class="section-number">7.3. </span>Updating variables<a class="headerl
 For example, the <code class="docutils literal notranslate"><span class="pre">+=</span></code> operator increments a variable by the given amount.</p>
 <div class="cell docutils container">
 <div class="cell_input docutils container">
-<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">y</span> <span class="o">+=</span> <span class="mi">2</span>
-<span class="n">y</span>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">z</span> <span class="o">+=</span> <span class="mi">2</span>
+<span class="n">z</span>
 </pre></div>
 </div>
 </div>
@@ -1047,6 +1052,11 @@ <h2><span class="section-number">7.9. </span>Exercises<a class="headerlink" href
 </pre></div>
 </div>
 </div>
+<div class="cell_output docutils container">
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Exception reporting mode: Verbose
+</pre></div>
+</div>
+</div>
 </div>
 <section id="ask-a-virtual-assistant">
 <h3><span class="section-number">7.9.1. </span>Ask a virtual assistant<a class="headerlink" href="#ask-a-virtual-assistant" title="Link to this heading">#</a></h3>
diff --git a/searchindex.js b/searchindex.js
index c7c8bf7..c0b6730 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
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