add bertopic

Author: khuyentran1401

Chapter5/natural_language_processing.ipynb

@@ -263,16 +263,18 @@
 <li class="toctree-l2"><a class="reference internal" href="manage_data.html">6.4. Manage Data</a></li>
 <li class="toctree-l2"><a class="reference internal" href="machine_learning.html">6.5. Machine Learning</a></li>
 <li class="toctree-l2"><a class="reference internal" href="natural_language_processing.html">6.6. Natural Language Processing</a></li>
-<li class="toctree-l2"><a class="reference internal" href="time_series.html">6.7. Time Series</a></li>
-<li class="toctree-l2"><a class="reference internal" href="sharing_downloading.html">6.8. Sharing and Downloading</a></li>
-<li class="toctree-l2"><a class="reference internal" href="speed_up_code.html">6.9. Tools to Speed Up Code</a></li>
-<li class="toctree-l2"><a class="reference internal" href="visualization.html">6.10. Visualization</a></li>
-<li class="toctree-l2"><a class="reference internal" href="best_python_practice_tools.html">6.11. Tools for Best Python Practices</a></li>
-<li class="toctree-l2"><a class="reference internal" href="better_pandas.html">6.12. Better Pandas</a></li>
-<li class="toctree-l2"><a class="reference internal" href="testing.html">6.13. Testing</a></li>
-<li class="toctree-l2"><a class="reference internal" href="SQL.html">6.14. SQL Libraries</a></li>
-<li class="toctree-l2"><a class="reference internal" href="spark.html">6.15. PySpark</a></li>
-<li class="toctree-l2"><a class="reference internal" href="llm.html">6.16. Large Language Model (LLM)</a></li>
+
+
+<li class="toctree-l2"><a class="reference internal" href="time_series.html">6.9. Time Series</a></li>
+<li class="toctree-l2"><a class="reference internal" href="sharing_downloading.html">6.10. Sharing and Downloading</a></li>
+<li class="toctree-l2"><a class="reference internal" href="speed_up_code.html">6.11. Tools to Speed Up Code</a></li>
+<li class="toctree-l2"><a class="reference internal" href="visualization.html">6.12. Visualization</a></li>
+<li class="toctree-l2"><a class="reference internal" href="best_python_practice_tools.html">6.13. Tools for Best Python Practices</a></li>
+<li class="toctree-l2"><a class="reference internal" href="better_pandas.html">6.14. Better Pandas</a></li>
+<li class="toctree-l2"><a class="reference internal" href="testing.html">6.15. Testing</a></li>
+<li class="toctree-l2"><a class="reference internal" href="SQL.html">6.16. SQL Libraries</a></li>
+<li class="toctree-l2"><a class="reference internal" href="spark.html">6.17. PySpark</a></li>
+<li class="toctree-l2"><a class="reference internal" href="llm.html">6.18. Large Language Model (LLM)</a></li>
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../Chapter6/Chapter6.html">7. Cool Tools</a><input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-7"><i class="fa-solid fa-chevron-down"></i></label><ul>

docs/Chapter5/Chapter5.html

@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
-    <title>6.11. Tools for Best Python Practices &#8212; Effective Python for Data Scientists</title>
+    <title>6.13. Tools for Best Python Practices &#8212; Effective Python for Data Scientists</title>
 
 
 
@@ -100,8 +100,8 @@
     <script>DOCUMENTATION_OPTIONS.pagename = 'Chapter5/best_python_practice_tools';</script>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
-    <link rel="next" title="6.12. Better Pandas" href="better_pandas.html" />
-    <link rel="prev" title="6.10. Visualization" href="visualization.html" />
+    <link rel="next" title="6.14. Better Pandas" href="better_pandas.html" />
+    <link rel="prev" title="6.12. Visualization" href="visualization.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
   </head>
@@ -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>
@@ -262,16 +263,18 @@
 <li class="toctree-l2"><a class="reference internal" href="manage_data.html">6.4. Manage Data</a></li>
 <li class="toctree-l2"><a class="reference internal" href="machine_learning.html">6.5. Machine Learning</a></li>
 <li class="toctree-l2"><a class="reference internal" href="natural_language_processing.html">6.6. Natural Language Processing</a></li>
-<li class="toctree-l2"><a class="reference internal" href="time_series.html">6.7. Time Series</a></li>
-<li class="toctree-l2"><a class="reference internal" href="sharing_downloading.html">6.8. Sharing and Downloading</a></li>
-<li class="toctree-l2"><a class="reference internal" href="speed_up_code.html">6.9. Tools to Speed Up Code</a></li>
-<li class="toctree-l2"><a class="reference internal" href="visualization.html">6.10. Visualization</a></li>
-<li class="toctree-l2 current active"><a class="current reference internal" href="#">6.11. Tools for Best Python Practices</a></li>
-<li class="toctree-l2"><a class="reference internal" href="better_pandas.html">6.12. Better Pandas</a></li>
-<li class="toctree-l2"><a class="reference internal" href="testing.html">6.13. Testing</a></li>
-<li class="toctree-l2"><a class="reference internal" href="SQL.html">6.14. SQL Libraries</a></li>
-<li class="toctree-l2"><a class="reference internal" href="spark.html">6.15. PySpark</a></li>
-<li class="toctree-l2"><a class="reference internal" href="llm.html">6.16. Large Language Model (LLM)</a></li>
+
+
+<li class="toctree-l2"><a class="reference internal" href="time_series.html">6.9. Time Series</a></li>
+<li class="toctree-l2"><a class="reference internal" href="sharing_downloading.html">6.10. Sharing and Downloading</a></li>
+<li class="toctree-l2"><a class="reference internal" href="speed_up_code.html">6.11. Tools to Speed Up Code</a></li>
+<li class="toctree-l2"><a class="reference internal" href="visualization.html">6.12. Visualization</a></li>
+<li class="toctree-l2 current active"><a class="current reference internal" href="#">6.13. Tools for Best Python Practices</a></li>
+<li class="toctree-l2"><a class="reference internal" href="better_pandas.html">6.14. Better Pandas</a></li>
+<li class="toctree-l2"><a class="reference internal" href="testing.html">6.15. Testing</a></li>
+<li class="toctree-l2"><a class="reference internal" href="SQL.html">6.16. SQL Libraries</a></li>
+<li class="toctree-l2"><a class="reference internal" href="spark.html">6.17. PySpark</a></li>
+<li class="toctree-l2"><a class="reference internal" href="llm.html">6.18. Large Language Model (LLM)</a></li>
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../Chapter6/Chapter6.html">7. Cool Tools</a><input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-7"><i class="fa-solid fa-chevron-down"></i></label><ul>
@@ -512,9 +515,9 @@ <h2> Contents </h2>
             </div>
             <nav aria-label="Page">
                 <ul class="visible nav section-nav flex-column">
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#dont-hard-code-use-hydra-instead">6.11.1. Don’t Hard-Code. Use Hydra Instead</a></li>
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#store-sensitive-information-securely-in-python-with-env-files">6.11.2. Store Sensitive Information Securely in Python with .env Files</a></li>
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#docopt-create-beautiful-command-line-interfaces-for-documentation-in-python">6.11.3. docopt: Create Beautiful Command-line Interfaces for Documentation in Python</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#dont-hard-code-use-hydra-instead">6.13.1. Don’t Hard-Code. Use Hydra Instead</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#store-sensitive-information-securely-in-python-with-env-files">6.13.2. Store Sensitive Information Securely in Python with .env Files</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#docopt-create-beautiful-command-line-interfaces-for-documentation-in-python">6.13.3. docopt: Create Beautiful Command-line Interfaces for Documentation in Python</a></li>
 </ul>
             </nav>
         </div>
@@ -527,10 +530,10 @@ <h2> Contents </h2>
                 <article class="bd-article" role="main">
 
   <section id="tools-for-best-python-practices">
-<h1><span class="section-number">6.11. </span>Tools for Best Python Practices<a class="headerlink" href="#tools-for-best-python-practices" title="Permalink to this heading">#</a></h1>
+<h1><span class="section-number">6.13. </span>Tools for Best Python Practices<a class="headerlink" href="#tools-for-best-python-practices" title="Permalink to this heading">#</a></h1>
 <p>This section cover tools that encourage best Python practices.</p>
 <section id="dont-hard-code-use-hydra-instead">
-<h2><span class="section-number">6.11.1. </span>Don’t Hard-Code. Use Hydra Instead<a class="headerlink" href="#dont-hard-code-use-hydra-instead" title="Permalink to this heading">#</a></h2>
+<h2><span class="section-number">6.13.1. </span>Don’t Hard-Code. Use Hydra Instead<a class="headerlink" href="#dont-hard-code-use-hydra-instead" title="Permalink to this heading">#</a></h2>
 <div class="cell tag_hide-cell docutils container">
 <details class="hide above-input">
 <summary aria-label="Toggle hidden content">
@@ -600,7 +603,7 @@ <h2><span class="section-number">6.11.1. </span>Don’t Hard-Code. Use Hydra Ins
 <p><a class="reference external" href="https://hydra.cc/">Link to Hydra</a>.</p>
 </section>
 <section id="store-sensitive-information-securely-in-python-with-env-files">
-<h2><span class="section-number">6.11.2. </span>Store Sensitive Information Securely in Python with .env Files<a class="headerlink" href="#store-sensitive-information-securely-in-python-with-env-files" title="Permalink to this heading">#</a></h2>
+<h2><span class="section-number">6.13.2. </span>Store Sensitive Information Securely in Python with .env Files<a class="headerlink" href="#store-sensitive-information-securely-in-python-with-env-files" title="Permalink to this heading">#</a></h2>
 <div class="cell tag_hide-cell docutils container">
 <details class="hide above-input">
 <summary aria-label="Toggle hidden content">
@@ -653,7 +656,7 @@ <h2><span class="section-number">6.11.2. </span>Store Sensitive Information Secu
 <p><a class="reference external" href="https://github.com/theskumar/python-dotenv">Link to python-dotenv</a></p>
 </section>
 <section id="docopt-create-beautiful-command-line-interfaces-for-documentation-in-python">
-<h2><span class="section-number">6.11.3. </span>docopt: Create Beautiful Command-line Interfaces for Documentation in Python<a class="headerlink" href="#docopt-create-beautiful-command-line-interfaces-for-documentation-in-python" title="Permalink to this heading">#</a></h2>
+<h2><span class="section-number">6.13.3. </span>docopt: Create Beautiful Command-line Interfaces for Documentation in Python<a class="headerlink" href="#docopt-create-beautiful-command-line-interfaces-for-documentation-in-python" title="Permalink to this heading">#</a></h2>
 <div class="cell tag_hide-cell docutils container">
 <details class="hide above-input">
 <summary aria-label="Toggle hidden content">
@@ -760,15 +763,15 @@ <h2><span class="section-number">6.11.3. </span>docopt: Create Beautiful Command
       <i class="fa-solid fa-angle-left"></i>
       <div class="prev-next-info">
         <p class="prev-next-subtitle">previous</p>
-        <p class="prev-next-title"><span class="section-number">6.10. </span>Visualization</p>
+        <p class="prev-next-title"><span class="section-number">6.12. </span>Visualization</p>
       </div>
     </a>
     <a class="right-next"
        href="better_pandas.html"
        title="next page">
       <div class="prev-next-info">
         <p class="prev-next-subtitle">next</p>
-        <p class="prev-next-title"><span class="section-number">6.12. </span>Better Pandas</p>
+        <p class="prev-next-title"><span class="section-number">6.14. </span>Better Pandas</p>
       </div>
       <i class="fa-solid fa-angle-right"></i>
     </a>
@@ -787,9 +790,9 @@ <h2><span class="section-number">6.11.3. </span>docopt: Create Beautiful Command
   </div>
   <nav class="bd-toc-nav page-toc">
     <ul class="visible nav section-nav flex-column">
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#dont-hard-code-use-hydra-instead">6.11.1. Don’t Hard-Code. Use Hydra Instead</a></li>
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#store-sensitive-information-securely-in-python-with-env-files">6.11.2. Store Sensitive Information Securely in Python with .env Files</a></li>
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#docopt-create-beautiful-command-line-interfaces-for-documentation-in-python">6.11.3. docopt: Create Beautiful Command-line Interfaces for Documentation in Python</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#dont-hard-code-use-hydra-instead">6.13.1. Don’t Hard-Code. Use Hydra Instead</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#store-sensitive-information-securely-in-python-with-env-files">6.13.2. Store Sensitive Information Securely in Python with .env Files</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#docopt-create-beautiful-command-line-interfaces-for-documentation-in-python">6.13.3. docopt: Create Beautiful Command-line Interfaces for Documentation in Python</a></li>
 </ul>
   </nav></div>