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| <div class="section" id="input-output"> |
| <span id="api-io"></span><h1>Input/Output<a class="headerlink" href="#input-output" title="Permalink to this headline">¶</a></h1> |
| <div class="section" id="data-generator"> |
| <h2>Data Generator<a class="headerlink" href="#data-generator" title="Permalink to this headline">¶</a></h2> |
| <table class="longtable table autosummary"> |
| <colgroup> |
| <col style="width: 10%" /> |
| <col style="width: 90%" /> |
| </colgroup> |
| <tbody> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.pandas.range.html#pyspark.pandas.range" title="pyspark.pandas.range"><code class="xref py py-obj docutils literal notranslate"><span class="pre">range</span></code></a>(start[, end, step, num_partitions])</p></td> |
| <td><p>Create a DataFrame with some range of numbers.</p></td> |
| </tr> |
| </tbody> |
| </table> |
| </div> |
| <div class="section" id="spark-metastore-table"> |
| <h2>Spark Metastore Table<a class="headerlink" href="#spark-metastore-table" title="Permalink to this headline">¶</a></h2> |
| <table class="longtable table autosummary"> |
| <colgroup> |
| <col style="width: 10%" /> |
| <col style="width: 90%" /> |
| </colgroup> |
| <tbody> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.pandas.read_table.html#pyspark.pandas.read_table" title="pyspark.pandas.read_table"><code class="xref py py-obj docutils literal notranslate"><span class="pre">read_table</span></code></a>(name[, index_col])</p></td> |
| <td><p>Read a Spark table and return a DataFrame.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.pandas.DataFrame.to_table.html#pyspark.pandas.DataFrame.to_table" title="pyspark.pandas.DataFrame.to_table"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.to_table</span></code></a>(name[, format, mode, …])</p></td> |
| <td><p>Write the DataFrame into a Spark table.</p></td> |
| </tr> |
| </tbody> |
| </table> |
| </div> |
| <div class="section" id="delta-lake"> |
| <h2>Delta Lake<a class="headerlink" href="#delta-lake" title="Permalink to this headline">¶</a></h2> |
| <table class="longtable table autosummary"> |
| <colgroup> |
| <col style="width: 10%" /> |
| <col style="width: 90%" /> |
| </colgroup> |
| <tbody> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.pandas.read_delta.html#pyspark.pandas.read_delta" title="pyspark.pandas.read_delta"><code class="xref py py-obj docutils literal notranslate"><span class="pre">read_delta</span></code></a>(path[, version, timestamp, index_col])</p></td> |
| <td><p>Read a Delta Lake table on some file system and return a DataFrame.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.pandas.DataFrame.to_delta.html#pyspark.pandas.DataFrame.to_delta" title="pyspark.pandas.DataFrame.to_delta"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.to_delta</span></code></a>(path[, mode, …])</p></td> |
| <td><p>Write the DataFrame out as a Delta Lake table.</p></td> |
| </tr> |
| </tbody> |
| </table> |
| </div> |
| <div class="section" id="parquet"> |
| <h2>Parquet<a class="headerlink" href="#parquet" title="Permalink to this headline">¶</a></h2> |
| <table class="longtable table autosummary"> |
| <colgroup> |
| <col style="width: 10%" /> |
| <col style="width: 90%" /> |
| </colgroup> |
| <tbody> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.pandas.read_parquet.html#pyspark.pandas.read_parquet" title="pyspark.pandas.read_parquet"><code class="xref py py-obj docutils literal notranslate"><span class="pre">read_parquet</span></code></a>(path[, columns, index_col, …])</p></td> |
| <td><p>Load a parquet object from the file path, returning a DataFrame.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.pandas.DataFrame.to_parquet.html#pyspark.pandas.DataFrame.to_parquet" title="pyspark.pandas.DataFrame.to_parquet"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.to_parquet</span></code></a>(path[, mode, …])</p></td> |
| <td><p>Write the DataFrame out as a Parquet file or directory.</p></td> |
| </tr> |
| </tbody> |
| </table> |
| </div> |
| <div class="section" id="orc"> |
| <h2>ORC<a class="headerlink" href="#orc" title="Permalink to this headline">¶</a></h2> |
| <table class="longtable table autosummary"> |
| <colgroup> |
| <col style="width: 10%" /> |
| <col style="width: 90%" /> |
| </colgroup> |
| <tbody> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.pandas.read_orc.html#pyspark.pandas.read_orc" title="pyspark.pandas.read_orc"><code class="xref py py-obj docutils literal notranslate"><span class="pre">read_orc</span></code></a>(path[, columns, index_col])</p></td> |
| <td><p>Load an ORC object from the file path, returning a DataFrame.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.pandas.DataFrame.to_orc.html#pyspark.pandas.DataFrame.to_orc" title="pyspark.pandas.DataFrame.to_orc"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.to_orc</span></code></a>(path[, mode, …])</p></td> |
| <td><p>Write the DataFrame out as a ORC file or directory.</p></td> |
| </tr> |
| </tbody> |
| </table> |
| </div> |
| <div class="section" id="generic-spark-i-o"> |
| <h2>Generic Spark I/O<a class="headerlink" href="#generic-spark-i-o" title="Permalink to this headline">¶</a></h2> |
| <table class="longtable table autosummary"> |
| <colgroup> |
| <col style="width: 10%" /> |
| <col style="width: 90%" /> |
| </colgroup> |
| <tbody> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.pandas.read_spark_io.html#pyspark.pandas.read_spark_io" title="pyspark.pandas.read_spark_io"><code class="xref py py-obj docutils literal notranslate"><span class="pre">read_spark_io</span></code></a>([path, format, schema, index_col])</p></td> |
| <td><p>Load a DataFrame from a Spark data source.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.pandas.DataFrame.to_spark_io.html#pyspark.pandas.DataFrame.to_spark_io" title="pyspark.pandas.DataFrame.to_spark_io"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.to_spark_io</span></code></a>([path, format, mode, …])</p></td> |
| <td><p>Write the DataFrame out to a Spark data source.</p></td> |
| </tr> |
| </tbody> |
| </table> |
| </div> |
| <div class="section" id="flat-file-csv"> |
| <h2>Flat File / CSV<a class="headerlink" href="#flat-file-csv" title="Permalink to this headline">¶</a></h2> |
| <table class="longtable table autosummary"> |
| <colgroup> |
| <col style="width: 10%" /> |
| <col style="width: 90%" /> |
| </colgroup> |
| <tbody> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.pandas.read_csv.html#pyspark.pandas.read_csv" title="pyspark.pandas.read_csv"><code class="xref py py-obj docutils literal notranslate"><span class="pre">read_csv</span></code></a>(path[, sep, header, names, …])</p></td> |
| <td><p>Read CSV (comma-separated) file into DataFrame or Series.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.pandas.DataFrame.to_csv.html#pyspark.pandas.DataFrame.to_csv" title="pyspark.pandas.DataFrame.to_csv"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.to_csv</span></code></a>([path, sep, na_rep, …])</p></td> |
| <td><p>Write object to a comma-separated values (csv) file.</p></td> |
| </tr> |
| </tbody> |
| </table> |
| </div> |
| <div class="section" id="clipboard"> |
| <h2>Clipboard<a class="headerlink" href="#clipboard" title="Permalink to this headline">¶</a></h2> |
| <table class="longtable table autosummary"> |
| <colgroup> |
| <col style="width: 10%" /> |
| <col style="width: 90%" /> |
| </colgroup> |
| <tbody> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.pandas.read_clipboard.html#pyspark.pandas.read_clipboard" title="pyspark.pandas.read_clipboard"><code class="xref py py-obj docutils literal notranslate"><span class="pre">read_clipboard</span></code></a>([sep])</p></td> |
| <td><p>Read text from clipboard and pass to read_csv.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.pandas.DataFrame.to_clipboard.html#pyspark.pandas.DataFrame.to_clipboard" title="pyspark.pandas.DataFrame.to_clipboard"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.to_clipboard</span></code></a>([excel, sep])</p></td> |
| <td><p>Copy object to the system clipboard.</p></td> |
| </tr> |
| </tbody> |
| </table> |
| </div> |
| <div class="section" id="excel"> |
| <h2>Excel<a class="headerlink" href="#excel" title="Permalink to this headline">¶</a></h2> |
| <table class="longtable table autosummary"> |
| <colgroup> |
| <col style="width: 10%" /> |
| <col style="width: 90%" /> |
| </colgroup> |
| <tbody> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.pandas.read_excel.html#pyspark.pandas.read_excel" title="pyspark.pandas.read_excel"><code class="xref py py-obj docutils literal notranslate"><span class="pre">read_excel</span></code></a>(io[, sheet_name, header, names, …])</p></td> |
| <td><p>Read an Excel file into a pandas-on-Spark DataFrame or Series.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.pandas.DataFrame.to_excel.html#pyspark.pandas.DataFrame.to_excel" title="pyspark.pandas.DataFrame.to_excel"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.to_excel</span></code></a>(excel_writer[, …])</p></td> |
| <td><p>Write object to an Excel sheet.</p></td> |
| </tr> |
| </tbody> |
| </table> |
| </div> |
| <div class="section" id="json"> |
| <h2>JSON<a class="headerlink" href="#json" title="Permalink to this headline">¶</a></h2> |
| <table class="longtable table autosummary"> |
| <colgroup> |
| <col style="width: 10%" /> |
| <col style="width: 90%" /> |
| </colgroup> |
| <tbody> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.pandas.read_json.html#pyspark.pandas.read_json" title="pyspark.pandas.read_json"><code class="xref py py-obj docutils literal notranslate"><span class="pre">read_json</span></code></a>(path[, lines, index_col])</p></td> |
| <td><p>Convert a JSON string to DataFrame.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.pandas.DataFrame.to_json.html#pyspark.pandas.DataFrame.to_json" title="pyspark.pandas.DataFrame.to_json"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.to_json</span></code></a>([path, compression, …])</p></td> |
| <td><p>Convert the object to a JSON string.</p></td> |
| </tr> |
| </tbody> |
| </table> |
| </div> |
| <div class="section" id="html"> |
| <h2>HTML<a class="headerlink" href="#html" title="Permalink to this headline">¶</a></h2> |
| <table class="longtable table autosummary"> |
| <colgroup> |
| <col style="width: 10%" /> |
| <col style="width: 90%" /> |
| </colgroup> |
| <tbody> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.pandas.read_html.html#pyspark.pandas.read_html" title="pyspark.pandas.read_html"><code class="xref py py-obj docutils literal notranslate"><span class="pre">read_html</span></code></a>(io[, match, flavor, header, …])</p></td> |
| <td><p>Read HTML tables into a <code class="docutils literal notranslate"><span class="pre">list</span></code> of <code class="docutils literal notranslate"><span class="pre">DataFrame</span></code> objects.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.pandas.DataFrame.to_html.html#pyspark.pandas.DataFrame.to_html" title="pyspark.pandas.DataFrame.to_html"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.to_html</span></code></a>([buf, columns, col_space, …])</p></td> |
| <td><p>Render a DataFrame as an HTML table.</p></td> |
| </tr> |
| </tbody> |
| </table> |
| </div> |
| <div class="section" id="sql"> |
| <h2>SQL<a class="headerlink" href="#sql" title="Permalink to this headline">¶</a></h2> |
| <table class="longtable table autosummary"> |
| <colgroup> |
| <col style="width: 10%" /> |
| <col style="width: 90%" /> |
| </colgroup> |
| <tbody> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.pandas.read_sql_table.html#pyspark.pandas.read_sql_table" title="pyspark.pandas.read_sql_table"><code class="xref py py-obj docutils literal notranslate"><span class="pre">read_sql_table</span></code></a>(table_name, con[, schema, …])</p></td> |
| <td><p>Read SQL database table into a DataFrame.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.pandas.read_sql_query.html#pyspark.pandas.read_sql_query" title="pyspark.pandas.read_sql_query"><code class="xref py py-obj docutils literal notranslate"><span class="pre">read_sql_query</span></code></a>(sql, con[, index_col])</p></td> |
| <td><p>Read SQL query into a DataFrame.</p></td> |
| </tr> |
| <tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.pandas.read_sql.html#pyspark.pandas.read_sql" title="pyspark.pandas.read_sql"><code class="xref py py-obj docutils literal notranslate"><span class="pre">read_sql</span></code></a>(sql, con[, index_col, columns])</p></td> |
| <td><p>Read SQL query or database table into a DataFrame.</p></td> |
| </tr> |
| </tbody> |
| </table> |
| </div> |
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