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| <div class="section" id="pyspark-pandas-dataframe-to-json"> |
| <h1>pyspark.pandas.DataFrame.to_json<a class="headerlink" href="#pyspark-pandas-dataframe-to-json" title="Permalink to this headline">¶</a></h1> |
| <dl class="py method"> |
| <dt id="pyspark.pandas.DataFrame.to_json"> |
| <code class="sig-prename descclassname">DataFrame.</code><code class="sig-name descname">to_json</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">path</span><span class="p">:</span> <span class="n">Optional<span class="p">[</span>str<span class="p">]</span></span> <span class="o">=</span> <span class="default_value">None</span></em>, <em class="sig-param"><span class="n">compression</span><span class="p">:</span> <span class="n">str</span> <span class="o">=</span> <span class="default_value">'uncompressed'</span></em>, <em class="sig-param"><span class="n">num_files</span><span class="p">:</span> <span class="n">Optional<span class="p">[</span>int<span class="p">]</span></span> <span class="o">=</span> <span class="default_value">None</span></em>, <em class="sig-param"><span class="n">mode</span><span class="p">:</span> <span class="n">str</span> <span class="o">=</span> <span class="default_value">'w'</span></em>, <em class="sig-param"><span class="n">orient</span><span class="p">:</span> <span class="n">str</span> <span class="o">=</span> <span class="default_value">'records'</span></em>, <em class="sig-param"><span class="n">lines</span><span class="p">:</span> <span class="n">bool</span> <span class="o">=</span> <span class="default_value">True</span></em>, <em class="sig-param"><span class="n">partition_cols</span><span class="p">:</span> <span class="n">Union[str, List[str], None]</span> <span class="o">=</span> <span class="default_value">None</span></em>, <em class="sig-param"><span class="n">index_col</span><span class="p">:</span> <span class="n">Union[str, List[str], None]</span> <span class="o">=</span> <span class="default_value">None</span></em>, <em class="sig-param"><span class="o">**</span><span class="n">options</span><span class="p">:</span> <span class="n">Any</span></em><span class="sig-paren">)</span> → Optional<span class="p">[</span>str<span class="p">]</span><a class="headerlink" href="#pyspark.pandas.DataFrame.to_json" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Convert the object to a JSON string.</p> |
| <div class="admonition note"> |
| <p class="admonition-title">Note</p> |
| <p>pandas-on-Spark <cite>to_json</cite> writes files to a path or URI. Unlike pandas’, |
| pandas-on-Spark respects HDFS’s property such as ‘fs.default.name’.</p> |
| </div> |
| <div class="admonition note"> |
| <p class="admonition-title">Note</p> |
| <p>pandas-on-Spark writes JSON files into the directory, <cite>path</cite>, and writes |
| multiple <cite>part-…</cite> files in the directory when <cite>path</cite> is specified. |
| This behavior was inherited from Apache Spark. The number of partitions can |
| be controlled by <cite>num_files</cite>. This is deprecated. |
| Use <cite>DataFrame.spark.repartition</cite> instead.</p> |
| </div> |
| <div class="admonition note"> |
| <p class="admonition-title">Note</p> |
| <p>output JSON format is different from pandas’. It always uses <cite>orient=’records’</cite> |
| for its output. This behavior might have to change soon.</p> |
| </div> |
| <div class="admonition note"> |
| <p class="admonition-title">Note</p> |
| <p>Set <cite>ignoreNullFields</cite> keyword argument to <cite>True</cite> to omit <cite>None</cite> or <cite>NaN</cite> values |
| when writing JSON objects. It works only when <cite>path</cite> is provided.</p> |
| </div> |
| <p>Note NaN’s and None will be converted to null and datetime objects |
| will be converted to UNIX timestamps.</p> |
| <dl class="field-list"> |
| <dt class="field-odd">Parameters</dt> |
| <dd class="field-odd"><dl> |
| <dt><strong>path: string, optional</strong></dt><dd><p>File path. If not specified, the result is returned as |
| a string.</p> |
| </dd> |
| <dt><strong>lines: bool, default True</strong></dt><dd><p>If ‘orient’ is ‘records’ write out line delimited JSON format. |
| Will throw ValueError if incorrect ‘orient’ since others are not |
| list like. It should be always True for now.</p> |
| </dd> |
| <dt><strong>orient: str, default ‘records’</strong></dt><dd><p>It should be always ‘records’ for now.</p> |
| </dd> |
| <dt><strong>compression: {‘gzip’, ‘bz2’, ‘xz’, None}</strong></dt><dd><p>A string representing the compression to use in the output file, |
| only used when the first argument is a filename. By default, the |
| compression is inferred from the filename.</p> |
| </dd> |
| <dt><strong>num_files: the number of partitions to be written in `path` directory when</strong></dt><dd><p>this is a path. This is deprecated. Use <cite>DataFrame.spark.repartition</cite> instead.</p> |
| </dd> |
| <dt><strong>mode: str</strong></dt><dd><p>Python write mode, default ‘w’.</p> |
| <div class="admonition note"> |
| <p class="admonition-title">Note</p> |
| <p>mode can accept the strings for Spark writing mode. |
| Such as ‘append’, ‘overwrite’, ‘ignore’, ‘error’, ‘errorifexists’.</p> |
| <ul class="simple"> |
| <li><p>‘append’ (equivalent to ‘a’): Append the new data to existing data.</p></li> |
| <li><p>‘overwrite’ (equivalent to ‘w’): Overwrite existing data.</p></li> |
| <li><p>‘ignore’: Silently ignore this operation if data already exists.</p></li> |
| <li><p>‘error’ or ‘errorifexists’: Throw an exception if data already exists.</p></li> |
| </ul> |
| </div> |
| </dd> |
| <dt><strong>partition_cols: str or list of str, optional, default None</strong></dt><dd><p>Names of partitioning columns</p> |
| </dd> |
| <dt><strong>index_col: str or list of str, optional, default: None</strong></dt><dd><p>Column names to be used in Spark to represent pandas-on-Spark’s index. The index name |
| in pandas-on-Spark is ignored. By default, the index is always lost.</p> |
| </dd> |
| <dt><strong>options: keyword arguments for additional options specific to PySpark.</strong></dt><dd><p>It is specific to PySpark’s JSON options to pass. Check |
| the options in PySpark’s API documentation for <cite>spark.write.json(…)</cite>. |
| It has a higher priority and overwrites all other options. |
| This parameter only works when <cite>path</cite> is specified.</p> |
| </dd> |
| </dl> |
| </dd> |
| <dt class="field-even">Returns</dt> |
| <dd class="field-even"><dl class="simple"> |
| <dt>str or None</dt><dd></dd> |
| </dl> |
| </dd> |
| </dl> |
| <p class="rubric">Examples</p> |
| <div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">df</span> <span class="o">=</span> <span class="n">ps</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">([[</span><span class="s1">'a'</span><span class="p">,</span> <span class="s1">'b'</span><span class="p">],</span> <span class="p">[</span><span class="s1">'c'</span><span class="p">,</span> <span class="s1">'d'</span><span class="p">]],</span> |
| <span class="gp">... </span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">'col 1'</span><span class="p">,</span> <span class="s1">'col 2'</span><span class="p">])</span> |
| <span class="gp">>>> </span><span class="n">df</span><span class="o">.</span><span class="n">to_json</span><span class="p">()</span> |
| <span class="go">'[{"col 1":"a","col 2":"b"},{"col 1":"c","col 2":"d"}]'</span> |
| </pre></div> |
| </div> |
| <div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">df</span><span class="p">[</span><span class="s1">'col 1'</span><span class="p">]</span><span class="o">.</span><span class="n">to_json</span><span class="p">()</span> |
| <span class="go">'[{"col 1":"a"},{"col 1":"c"}]'</span> |
| </pre></div> |
| </div> |
| <div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">df</span><span class="o">.</span><span class="n">to_json</span><span class="p">(</span><span class="n">path</span><span class="o">=</span><span class="sa">r</span><span class="s1">'</span><span class="si">%s</span><span class="s1">/to_json/foo.json'</span> <span class="o">%</span> <span class="n">path</span><span class="p">,</span> <span class="n">num_files</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span> |
| <span class="gp">>>> </span><span class="n">ps</span><span class="o">.</span><span class="n">read_json</span><span class="p">(</span> |
| <span class="gp">... </span> <span class="n">path</span><span class="o">=</span><span class="sa">r</span><span class="s1">'</span><span class="si">%s</span><span class="s1">/to_json/foo.json'</span> <span class="o">%</span> <span class="n">path</span> |
| <span class="gp">... </span><span class="p">)</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s2">"col 1"</span><span class="p">)</span> |
| <span class="go"> col 1 col 2</span> |
| <span class="go">0 a b</span> |
| <span class="go">1 c d</span> |
| </pre></div> |
| </div> |
| <div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">df</span><span class="p">[</span><span class="s1">'col 1'</span><span class="p">]</span><span class="o">.</span><span class="n">to_json</span><span class="p">(</span><span class="n">path</span><span class="o">=</span><span class="sa">r</span><span class="s1">'</span><span class="si">%s</span><span class="s1">/to_json/foo.json'</span> <span class="o">%</span> <span class="n">path</span><span class="p">,</span> <span class="n">num_files</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">index_col</span><span class="o">=</span><span class="s2">"index"</span><span class="p">)</span> |
| <span class="gp">>>> </span><span class="n">ps</span><span class="o">.</span><span class="n">read_json</span><span class="p">(</span> |
| <span class="gp">... </span> <span class="n">path</span><span class="o">=</span><span class="sa">r</span><span class="s1">'</span><span class="si">%s</span><span class="s1">/to_json/foo.json'</span> <span class="o">%</span> <span class="n">path</span><span class="p">,</span> <span class="n">index_col</span><span class="o">=</span><span class="s2">"index"</span> |
| <span class="gp">... </span><span class="p">)</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s2">"col 1"</span><span class="p">)</span> |
| <span class="go"> col 1</span> |
| <span class="go">index</span> |
| <span class="go">0 a</span> |
| <span class="go">1 c</span> |
| </pre></div> |
| </div> |
| </dd></dl> |
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