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| <h1>User Guide<a class="headerlink" href="#user-guide" title="Permalink to this headline">#</a></h1> |
| <p>Welcome to the PySpark user guide! |
| Each of the below sections contains code-driven examples to help you get familiar with PySpark.</p> |
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| <ul> |
| <li class="toctree-l1"><a class="reference internal" href="dataframes.html">Chapter 1: DataFrames - A view into your structured data</a><ul> |
| <li class="toctree-l2"><a class="reference internal" href="dataframes.html#Create-a-DataFrame">Create a DataFrame</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="dataframes.html#View-the-DataFrame">View the DataFrame</a></li> |
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| <li class="toctree-l1"><a class="reference internal" href="touroftypes.html">Chapter 2: A Tour of PySpark Data Types</a><ul> |
| <li class="toctree-l2"><a class="reference internal" href="touroftypes.html#Basic-Data-Types-in-PySpark">Basic Data Types in PySpark</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="touroftypes.html#Precision-for-Doubles,-Floats,-and-Decimals">Precision for Doubles, Floats, and Decimals</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="touroftypes.html#Complex-Data-Types-in-PySpark">Complex Data Types in PySpark</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="touroftypes.html#Casting-Columns-in-PySpark">Casting Columns in PySpark</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="touroftypes.html#Semi-Structured-Data-Processing-in-PySpark">Semi-Structured Data Processing in PySpark</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l1"><a class="reference internal" href="dataprep.html">Chapter 3: Function Junction - Data manipulation with PySpark</a><ul> |
| <li class="toctree-l2"><a class="reference internal" href="dataprep.html#Clean-data">Clean data</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="dataprep.html#Transform-data">Transform data</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="dataprep.html#Summarizing-data">Summarizing data</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="dataprep.html#When-DataFrames-Collide:-The-Art-of-Joining">When DataFrames Collide: The Art of Joining</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l1"><a class="reference internal" href="bugbusting.html">Chapter 4: Bug Busting - Debugging PySpark</a><ul> |
| <li class="toctree-l2"><a class="reference internal" href="bugbusting.html#Spark-UI">Spark UI</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="bugbusting.html#Monitor-with-top-and-ps">Monitor with <code class="docutils literal notranslate"><span class="pre">top</span></code> and <code class="docutils literal notranslate"><span class="pre">ps</span></code></a></li> |
| <li class="toctree-l2"><a class="reference internal" href="bugbusting.html#Use-PySpark-Profilers">Use PySpark Profilers</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="bugbusting.html#Disply-Stacktraces">Disply Stacktraces</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="bugbusting.html#IDE-Debugging">IDE Debugging</a></li> |
| </ul> |
| </li> |
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