update old posts

Author: khuyentran1401

Chapter1/code_speed.ipynb

@@ -237,7 +237,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.6"
+   "version": "3.11.6"
   },
   "toc": {
    "base_numbering": 1,

Chapter1/good_practices.ipynb

@@ -1981,7 +1981,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.6"
+   "version": "3.11.6"
   },
   "toc": {
    "base_numbering": 1,

Chapter1/list/apply_functions_to_elements.ipynb

@@ -204,12 +204,12 @@
    "id": "c45f86ed",
    "metadata": {},
    "source": [
-    "If you want to sort a list of tuples by the first or second item in a tuple, use the `sort` method. To specify which item to sort by, use the `key` parameter."
+    "To sort a list of tuples, use the `sort()` method and pass in the key parameter to indicate which item to sort by."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 1,
    "id": "a8553089",
    "metadata": {
     "ExecuteTime": {
@@ -221,16 +221,16 @@
     {
      "data": {
       "text/plain": [
-       "[('apple', 3), ('banana', 2), ('grape', 3), ('orange', 1)]"
+       "[('banana', 2), ('grape', 3), ('orange', 1)]"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 1,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "prices = [('apple', 3), ('orange', 1), ('grape', 3), ('banana', 2)]\n",
+    "prices = [('orange', 1), ('grape', 3), ('banana', 2)]\n",
     "\n",
     "# Sort by the first item\n",
     "by_letter = lambda x: x[0]\n",
@@ -240,7 +240,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 3,
    "id": "f9cb2e79",
    "metadata": {
     "ExecuteTime": {
@@ -252,18 +252,18 @@
     {
      "data": {
       "text/plain": [
-       "[('apple', 3), ('grape', 3), ('banana', 2), ('orange', 1)]"
+       "[('orange', 1), ('banana', 2), ('grape', 3)]"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "# Sort by the second item in reversed order\n",
+    "# Sort by the second item\n",
     "by_price = lambda x: x[1]\n",
-    "prices.sort(key=by_price, reverse=True)\n",
+    "prices.sort(key=by_price)\n",
     "prices"
    ]
   },
@@ -376,7 +376,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.6"
+   "version": "3.11.6"
   },
   "toc": {
    "base_numbering": 1,

Chapter1/list/interaction_between_2_lists.ipynb

@@ -180,7 +180,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.6"
+   "version": "3.11.6"
   },
   "toc": {
    "base_numbering": 1,

Chapter1/list/unpack_iterables.ipynb

@@ -183,7 +183,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.6"
+   "version": "3.11.6"
   },
   "toc": {
    "base_numbering": 1,

Chapter5/natural_language_processing.ipynb

@@ -682,7 +682,7 @@
    "id": "040bd4b1",
    "metadata": {},
    "source": [
-    "### Convert Number to Words\n"
+    "### Num2Words: Convert Number to Words\n"
    ]
   },
   {
@@ -705,7 +705,9 @@
    "id": "aef1c93b",
    "metadata": {},
    "source": [
-    "If there are both number 2019 and the words 'two thousand and nineteen' in a text, they should deliver the same meaning. How can we map 2019 to 'two thousand and nineteen'? There is a Python libary to convert number to words called `num2words`."
+    "When data contains both a numerical value (2019) and a written expression ('two thousand and nineteen') that represent the same quantity, it's essential for them to match for accurate NLP interpretation.\n",
+    "\n",
+    "This can be achieved by using num2words, which helps convert numbers to their word equivalent."
    ]
   },
   {
@@ -871,7 +873,7 @@
    "id": "56643f49",
    "metadata": {},
    "source": [
-    "[Link to num2words](https://github.com/savoirfairelinux/num2words)."
+    "[Link to num2words](https://bit.ly/3VkWYJO)."
    ]
   },
   {

docs/Chapter1/Chapter1.html

@@ -234,6 +234,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../Chapter2/dataclasses.html">3.7. Data Classes</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../Chapter2/typing.html">3.8. Typing</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../Chapter2/pathlib.html">3.9. pathlib</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Chapter2/pydantic.html">3.10. Pydantic</a></li>
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../Chapter3/Chapter3.html">4. Pandas</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul>

docs/Chapter1/code_speed.html

@@ -234,6 +234,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../Chapter2/dataclasses.html">3.7. Data Classes</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../Chapter2/typing.html">3.8. Typing</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../Chapter2/pathlib.html">3.9. pathlib</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Chapter2/pydantic.html">3.10. Pydantic</a></li>
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../Chapter3/Chapter3.html">4. Pandas</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul>

docs/Chapter1/good_practices.html

@@ -234,6 +234,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../Chapter2/dataclasses.html">3.7. Data Classes</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../Chapter2/typing.html">3.8. Typing</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../Chapter2/pathlib.html">3.9. pathlib</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Chapter2/pydantic.html">3.10. Pydantic</a></li>
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../Chapter3/Chapter3.html">4. Pandas</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul>

docs/Chapter1/list/apply_functions_to_elements.html

@@ -234,6 +234,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../Chapter2/dataclasses.html">3.7. Data Classes</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../Chapter2/typing.html">3.8. Typing</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../Chapter2/pathlib.html">3.9. pathlib</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../Chapter2/pydantic.html">3.10. Pydantic</a></li>
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../../Chapter3/Chapter3.html">4. Pandas</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul>
@@ -606,10 +607,10 @@ <h2><span class="section-number">2.3.5.4. </span>map method: Apply a Function to
 </section>
 <section id="sort-sort-a-list-of-tuples-by-the-first-or-second-item">
 <h2><span class="section-number">2.3.5.5. </span>sort: Sort a List of Tuples by the First or Second Item<a class="headerlink" href="#sort-sort-a-list-of-tuples-by-the-first-or-second-item" title="Permalink to this heading">#</a></h2>
-<p>If you want to sort a list of tuples by the first or second item in a tuple, use the <code class="docutils literal notranslate"><span class="pre">sort</span></code> method. To specify which item to sort by, use the <code class="docutils literal notranslate"><span class="pre">key</span></code> parameter.</p>
+<p>To sort a list of tuples, use the <code class="docutils literal notranslate"><span class="pre">sort()</span></code> method and pass in the key parameter to indicate which item to sort by.</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">prices</span> <span class="o">=</span> <span class="p">[(</span><span class="s1">&#39;apple&#39;</span><span class="p">,</span> <span class="mi">3</span><span class="p">),</span> <span class="p">(</span><span class="s1">&#39;orange&#39;</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span> <span class="p">(</span><span class="s1">&#39;grape&#39;</span><span class="p">,</span> <span class="mi">3</span><span class="p">),</span> <span class="p">(</span><span class="s1">&#39;banana&#39;</span><span class="p">,</span> <span class="mi">2</span><span class="p">)]</span>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">prices</span> <span class="o">=</span> <span class="p">[(</span><span class="s1">&#39;orange&#39;</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span> <span class="p">(</span><span class="s1">&#39;grape&#39;</span><span class="p">,</span> <span class="mi">3</span><span class="p">),</span> <span class="p">(</span><span class="s1">&#39;banana&#39;</span><span class="p">,</span> <span class="mi">2</span><span class="p">)]</span>
 
 <span class="c1"># Sort by the first item</span>
 <span class="n">by_letter</span> <span class="o">=</span> <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
@@ -619,22 +620,22 @@ <h2><span class="section-number">2.3.5.5. </span>sort: Sort a List of Tuples by
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[(&#39;apple&#39;, 3), (&#39;banana&#39;, 2), (&#39;grape&#39;, 3), (&#39;orange&#39;, 1)]
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[(&#39;banana&#39;, 2), (&#39;grape&#39;, 3), (&#39;orange&#39;, 1)]
 </pre></div>
 </div>
 </div>
 </div>
 <div class="cell docutils container">
 <div class="cell_input docutils container">
-<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Sort by the second item in reversed order</span>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Sort by the second item</span>
 <span class="n">by_price</span> <span class="o">=</span> <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
-<span class="n">prices</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">by_price</span><span class="p">,</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+<span class="n">prices</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">by_price</span><span class="p">)</span>
 <span class="n">prices</span>
 </pre></div>
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[(&#39;apple&#39;, 3), (&#39;grape&#39;, 3), (&#39;banana&#39;, 2), (&#39;orange&#39;, 1)]
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[(&#39;orange&#39;, 1), (&#39;banana&#39;, 2), (&#39;grape&#39;, 3)]
 </pre></div>
 </div>
 </div>